Duy Dang
Duy Dang
2022-09-19
#Chuyển dữ liệu từ excel vào R
library(readxl)
duy = readxl::read_excel("D:/NLRSAKI chung.xlsx")
head(duy)## # A tibble: 6 × 59
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 3 3 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 4 4 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 5 5 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 6 6 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## # … with 47 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKIma <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(duy)## The following object is masked from package:base:
##
## TOnly.AKI = readxl::read_excel("D:/Chỉ gồm BN AKI.xlsx")
head(Only.AKI)## # A tibble: 6 × 59
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 3 3 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 4 4 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## 5 5 22717522 0158… Phạm V… 1960 62 Nam 0 10.6 106 9.3 0.65
## 6 6 22724284 0182… Võ Ngọ… 1961 61 Nữ 1 14.7 205 13.4 0.75
## # … with 47 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKIma <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(Only.AKI)## The following objects are masked from duy:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year
##
## The following object is masked from package:base:
##
## TNo.AKI = readxl::read_excel("D:/Không AKI.xlsx")
head(No.AKI)## # A tibble: 6 × 59
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 2 2 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 3 3 22719495 0148… Huỳnh … 1965 57 Nam 0 9.09 276 6.25 1.96
## 4 4 22722868 0172… Nguyễn… 1947 75 Nữ 1 15.3 326 13.8 0.56
## 5 5 12775062 0157… Cao Ho… 1965 57 Nam 0 28.2 633 23.2 2.63
## 6 6 16171925 0207… Trần B… 1971 51 Nữ 1 19.2 328 14.5 2.9
## # … with 47 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKIma <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(No.AKI)## The following objects are masked from Only.AKI:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, Kết
## cục, khac, Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex,
## Sexmahoa, SOFA, Source, Source culture, ST, STma, STT, SVV, T,
## TBMMN, TBMMNma, TC, THA, THAma, tietnieu, tieuhoa, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## T3.1. Đặc điểm dân số chung
3.1.1. Giới tính
Thống kê số nam và nữ
table(duy$Sex)##
## Nam Nữ
## 46 52Vẽ biểu đồ tròn giới tính có chú tích %
so.luong.sex=c(46,52)
Sex=c("Nam","Nữ")
phan.tram.sex=round(so.luong.sex/sum(so.luong.sex)*100,2)
Sex1=paste(Sex,phan.tram.sex)
Sex2=paste(Sex,"%",sep="")
pie(so.luong.sex,labels=Sex,col=c("yellow","red"))
## 3.1.2. Tuổi B1: Tạo ra cột age1 phân theo nhóm tuổi
library(psych)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyr)
library(ggplot2)##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alphaduy = duy %>%
mutate(age1 = case_when(
Age<=40 ~ "<=40",
Age>40&Age<=60 ~ "41-60",
Age>60&Age<=80 ~ "61-80",
Age>80 ~ ">80"
))
# Thống kê trung bình trung vị của tuổi
library(psych)
library(dplyr)
TB.TV.Tuoi = duy %>%
summarize(
min = min(duy$Age),
max = max(duy$Age),
median = median(duy$Age),
mean = mean(duy$Age),
q1 = quantile(duy$Age, 0.25),
q3 = quantile(duy$Age,0.75),
sd = sd(duy$Age)
)
TB.TV.Tuoi## # A tibble: 1 × 7
## min max median mean q1 q3 sd
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 29 90 64.5 64.7 57 73 12.9B2. Vẽ biểu đồ cột theo nhóm tuổi
library(psych)
library(dplyr)
library(tidyr)
library(ggplot2)
library(scales)##
## Attaching package: 'scales'## The following objects are masked from 'package:psych':
##
## alpha, rescalelibrary(ggthemes)
age_count <- table (duy$age1)
age_percent <- age_count/length(duy$age1)
duy %>%
ggplot(aes(x=duy$age1,fill=duy$age1))+
geom_bar(aes(y =(..count..)/sum(..count..)),position = "dodge", alpha = 0.9, width = 0.8,colour="black") +
geom_text(aes(y = ((..count..)/sum(..count..)), label = scales::percent((..count..)/sum(..count..),0.01)), stat = "count", vjust = -0.25) +
scale_y_continuous(labels = percent)+
theme_bw()+
theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank()) +
labs(x= "Nhóm tuổi",y="Phần trăm (%)",fill="Nhóm tuổi") +
scale_fill_brewer(palette = "Paired")## Warning: Use of `duy$age1` is discouraged. Use `age1` instead.
## Use of `duy$age1` is discouraged. Use `age1` instead.
## Use of `duy$age1` is discouraged. Use `age1` instead.
## Use of `duy$age1` is discouraged. Use `age1` instead.
## 3.1.3. Bệnh lý nền
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizelength(grep("\\<THA\\>",duy$History))## [1] 65length(grep("\\<ĐTĐ\\>",duy$History))## [1] 59length(grep("\\<BMV\\>",duy$History))## [1] 12length(grep("\\<XG\\>",duy$History))## [1] 3length(grep("\\<COPD\\>",duy$History))## [1] 5length(grep("\\<ST\\>",duy$History))## [1] 7length(grep("\\<TBMMN\\>",duy$History))## [1] 9benh.chung <- c('THA', 'ĐTĐ','BMV','XG','COPD','ST','TBMMN')
benh.fre <- c(65,59,12,3,5,7,9)
benh.pro <- round(benh.fre/98,4)*100
history1 <- data.frame(benh.chung,benh.pro)
history1 %>%
ggplot(aes(x=history1$benh.chung,y=history1$benh.pro,fill=history1$benh.chung))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = history1$benh.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Tiền căn",y="Phần trăm (%)",fill="Bệnh")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `history1$benh.chung` is discouraged. Use `benh.chung` instead.## Warning: Use of `history1$benh.pro` is discouraged. Use `benh.pro` instead.## Warning: Use of `history1$benh.chung` is discouraged. Use `benh.chung` instead.## Warning: Use of `history1$benh.pro` is discouraged. Use `benh.pro` instead.## Warning: Use of `history1$benh.chung` is discouraged. Use `benh.chung` instead.## Warning: Use of `history1$benh.pro` is discouraged. Use `benh.pro` instead.## Warning: Use of `history1$benh.chung` is discouraged. Use `benh.chung` instead.
## 3.1.4. Độ nặng theo APACHE và SOFA Kiểm tra phân phối chuẩn của điểm
SOFA và APACHE p < 0.05 thì phân phối không chuẩn
shapiro.test(duy$APACHEII)##
## Shapiro-Wilk normality test
##
## data: duy$APACHEII
## W = 0.97037, p-value = 0.02587shapiro.test(duy$SOFA)##
## Shapiro-Wilk normality test
##
## data: duy$SOFA
## W = 0.90481, p-value = 2.933e-06#Kiểm tra độ nặng theo APACHE, SOFA
library(psych)
nangAPACHE = duy %>%
summarize(
min = min(APACHEII),
max = max(APACHEII),
median = median(APACHEII),
mean = mean(APACHEII),
q1 = quantile(APACHEII, 0.25),
q3 = quantile(APACHEII,0.75),
sd = sd(APACHEII)
)
nangSOFA = duy %>%
summarise(
min = min(SOFA),
max = max(SOFA),
median = median(SOFA),
mean = mean(SOFA),
q1 = quantile(SOFA, 0.25),
q3 = quantile(SOFA,0.75),
sd = sd(SOFA)
)
nangAPACHE## min max median mean q1 q3 sd
## 1 4 38 16.5 17.26531 12 22 7.56491nangSOFA## min max median mean q1 q3 sd
## 1 2 15 5.5 6.459184 4 9 3.4496933.1.5. Các đặc điểm chung của BN NKH/SNK
3.1.5.1 Đặc điểm về TTTC
Tỷ lệ TTTC chung toàn bộ NC
table(duy$AKI)##
## có không
## 58 40so.luong.AKI=c(58,40)
AKI=c("có","không")
phan.tram.AKI=round(so.luong.AKI/sum(so.luong.AKI)*100,2)
AKI1=paste(AKI,phan.tram.AKI)
AKI2=paste(AKI,"%",sep="")
pie(so.luong.AKI,labels=AKI,col=c("yellow","red"))
#### Tỷ lệ AKI theo từng giai đoạn
library("plyr")
length(grep("\\<GĐ 1\\>",Only.AKI$GD))## [1] 13length(grep("\\<GĐ 2\\>",Only.AKI$GD))## [1] 27length(grep("\\<GĐ 3\\>",Only.AKI$GD))## [1] 18AKI.GD <- c('GD1','GD2','GD3')
AKI.fre <- c(13,27,18)
AKI.pro <- round(AKI.fre/58,4)*100
AKI1 <- data.frame(AKI.GD,AKI.pro)
AKI1 %>%
ggplot(aes(x=AKI1$AKI.GD,y=AKI1$AKI.pro,fill=AKI1$AKI.GD))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = AKI1$AKI.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Giai đoạn",y="Phần trăm (%)",fill="TTTC")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `AKI1$AKI.GD` is discouraged. Use `AKI.GD` instead.## Warning: Use of `AKI1$AKI.pro` is discouraged. Use `AKI.pro` instead.## Warning: Use of `AKI1$AKI.GD` is discouraged. Use `AKI.GD` instead.## Warning: Use of `AKI1$AKI.pro` is discouraged. Use `AKI.pro` instead.## Warning: Use of `AKI1$AKI.GD` is discouraged. Use `AKI.GD` instead.## Warning: Use of `AKI1$AKI.pro` is discouraged. Use `AKI.pro` instead.## Warning: Use of `AKI1$AKI.GD` is discouraged. Use `AKI.GD` instead.
#### Tỷ lệ AKI theo nhóm tuổi
library(scales)
library(ggthemes)
library(dplyr)
library(tidyr)
library(ggplot2)
duy = duy %>%
mutate(age1 = case_when(
Age<=40 ~ "<=40",
Age>40&Age<=60 ~ "41-60",
Age>60&Age<=80 ~ "61-80",
Age>80 ~ ">80"
))
duy %>%
ggplot(aes(x=duy$age1, fill = duy$AKI))+
geom_bar(aes(y = (..count..)/sum(..count..)),position = "dodge", alpha = 0.5) +
geom_text(aes(y = ((..count..)/sum(..count..)), label = scales::percent((..count..)/sum(..count..))), stat = "count", vjust = -0.25) +
scale_y_continuous(labels = percent)+
theme_bw()+
theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank()) +
labs(x= "Nhóm tuổi",y="Phần trăm (%)",fill="Kết cục")## Warning: Use of `duy$age1` is discouraged. Use `age1` instead.## Warning: Use of `duy$AKI` is discouraged. Use `AKI` instead.## Warning: Use of `duy$age1` is discouraged. Use `age1` instead.## Warning: Use of `duy$AKI` is discouraged. Use `AKI` instead.
### 3.1.5.2 Đặc điểm về nhiễm khuẩn #### Tỷ lệ nguồn nhiễm
#Nguồn nhiễm chung 98BN
library("plyr")
length(grep("\\<hh\\>",duy$Source))## [1] 47length(grep("\\<da\\>",duy$Source))## [1] 32length(grep("\\<th\\>",duy$Source))## [1] 9length(grep("\\<tn\\>",duy$Source))## [1] 7length(grep("\\<khác\\>",duy$Source))## [1] 3source.chung <- c('hh', 'da','th','tn','khác')
source.fre <- c(47,32,9,7,3)
source.pro <- round(source.fre/98,4)*100
source1 <- data.frame(source.chung,source.pro)
source1 %>%
ggplot(aes(x=source1$source.chung,y=source1$source.pro,fill=source1$source.chung))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = source1$source.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Nguồn",y="Phần trăm (%)",fill="Nguồn")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `source1$source.chung` is discouraged. Use `source.chung`
## instead.## Warning: Use of `source1$source.pro` is discouraged. Use `source.pro` instead.## Warning: Use of `source1$source.chung` is discouraged. Use `source.chung`
## instead.## Warning: Use of `source1$source.pro` is discouraged. Use `source.pro` instead.## Warning: Use of `source1$source.chung` is discouraged. Use `source.chung`
## instead.## Warning: Use of `source1$source.pro` is discouraged. Use `source.pro` instead.## Warning: Use of `source1$source.chung` is discouraged. Use `source.chung`
## instead.
#Nguồn nhiễm nhóm AKI 58BN
library("plyr")
length(grep("\\<hh\\>",Only.AKI$Source))## [1] 26length(grep("\\<da\\>",Only.AKI$Source))## [1] 19length(grep("\\<th\\>",Only.AKI$Source))## [1] 8length(grep("\\<tn\\>",Only.AKI$Source))## [1] 5length(grep("\\<khác\\>",Only.AKI$Source))## [1] 0source.onlyAKI <- c('hh', 'da','th','tn','khác')
source.onlyAKI.fre <- c(26,19,8,5,0)
source.onlyAKI.pro <- round(source.onlyAKI.fre/58,4)*100
source2 <- data.frame(source.onlyAKI,source.onlyAKI.pro)
source2 %>%
ggplot(aes(x=source2$source.onlyAKI,y=source2$source.onlyAKI.pro,fill=source2$source.onlyAKI))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = source2$source.onlyAKI.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Nguồn",y="Phần trăm (%)",fill="Nguồn")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `source2$source.onlyAKI` is discouraged. Use `source.onlyAKI`
## instead.## Warning: Use of `source2$source.onlyAKI.pro` is discouraged. Use
## `source.onlyAKI.pro` instead.## Warning: Use of `source2$source.onlyAKI` is discouraged. Use `source.onlyAKI`
## instead.## Warning: Use of `source2$source.onlyAKI.pro` is discouraged. Use
## `source.onlyAKI.pro` instead.## Warning: Use of `source2$source.onlyAKI` is discouraged. Use `source.onlyAKI`
## instead.## Warning: Use of `source2$source.onlyAKI.pro` is discouraged. Use
## `source.onlyAKI.pro` instead.## Warning: Use of `source2$source.onlyAKI` is discouraged. Use `source.onlyAKI`
## instead.
#Nguồn nhiễm nhóm không AKI 40BN
library("plyr")
length(grep("\\<hh\\>",No.AKI$Source))## [1] 21length(grep("\\<da\\>",No.AKI$Source))## [1] 13length(grep("\\<th\\>",No.AKI$Source))## [1] 1length(grep("\\<tn\\>",No.AKI$Source))## [1] 2length(grep("\\<khác\\>",No.AKI$Source))## [1] 3source.noAKI <- c('hh', 'da','th','tn','khác')
source.noAKI.fre <- c(21,13,1,2,3)
source.noAKI.pro <- round(source.noAKI.fre/40,4)*100
source3 <- data.frame(source.noAKI,source.noAKI.pro)
source3 %>%
ggplot(aes(x=source3$source.noAKI,y=source3$source.noAKI.pro,fill=source3$source.noAKI))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = source3$source.noAKI.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Nguồn",y="Phần trăm (%)",fill="Nguồn")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `source3$source.noAKI` is discouraged. Use `source.noAKI`
## instead.## Warning: Use of `source3$source.noAKI.pro` is discouraged. Use
## `source.noAKI.pro` instead.## Warning: Use of `source3$source.noAKI` is discouraged. Use `source.noAKI`
## instead.## Warning: Use of `source3$source.noAKI.pro` is discouraged. Use
## `source.noAKI.pro` instead.## Warning: Use of `source3$source.noAKI` is discouraged. Use `source.noAKI`
## instead.## Warning: Use of `source3$source.noAKI.pro` is discouraged. Use
## `source.noAKI.pro` instead.## Warning: Use of `source3$source.noAKI` is discouraged. Use `source.noAKI`
## instead.
#### Tỷ lệ cấy máu dương tính
table(duy$`Blood culture`)##
## âm tính dương tính
## 80 18so.luong.bloodculture=c(80,18)
Blood.culture=c("Âm tính","Dương tính")
phan.tram.bloodculture=round(so.luong.bloodculture/sum(so.luong.bloodculture)*100,2)
Cay1=paste(Blood.culture,so.luong.bloodculture)
Cay2=paste(Blood.culture,"%",sep="")
pie(so.luong.bloodculture,labels=Blood.culture,col=c("yellow","red"))
#### Tần suất các chủng vi sinh
# Biểu đồ tần suất vi sinh
library("plyr")
length(grep("\\<Klebsiella Pneumoniae\\>",duy$Bac1))## [1] 17length(grep("\\<Escherichia coli\\>",duy$Bac1))## [1] 15length(grep("\\<Acinetobacter Baumanii cplx\\>",duy$Bac1))## [1] 14length(grep("\\<Pseudomonas aeruginosa\\>",duy$Bac1))## [1] 7length(grep("\\<Staphylococcus aureus\\>",duy$Bac1))## [1] 11length(grep("\\<Streptococcus pneumoniae\\>",duy$Bac1))## [1] 4length(grep("\\<khác\\>",duy$Bac1))## [1] 12Bac.chung <- c('Kleb', 'E.coli','Aci','Pseu','Staph.aureus','Strep.pneumoniae','khác')
Bac.fre <- c(17,15,14,7,11,4,12)
Bac.pro <- round(Bac.fre/80,4)*100
Vi.sinh <- data.frame(Bac.chung,Bac.pro)
Vi.sinh %>%
ggplot(aes(x=Vi.sinh$Bac.chung,y=Vi.sinh$Bac.pro,fill=Vi.sinh$Bac.chung))+
geom_bar(stat='identity', colour="black")+
theme_bw(base_size = 10)+
geom_text(aes(label = Vi.sinh$Bac.pro), vjust = -0.5, colour = "black",size=5)+
labs(x= "Vi sinh",y="Phần trăm (%)",fill="Vi sinh")+
scale_fill_brewer(palette = "RdBu")## Warning: Use of `Vi.sinh$Bac.chung` is discouraged. Use `Bac.chung` instead.## Warning: Use of `Vi.sinh$Bac.pro` is discouraged. Use `Bac.pro` instead.## Warning: Use of `Vi.sinh$Bac.chung` is discouraged. Use `Bac.chung` instead.## Warning: Use of `Vi.sinh$Bac.pro` is discouraged. Use `Bac.pro` instead.## Warning: Use of `Vi.sinh$Bac.chung` is discouraged. Use `Bac.chung` instead.## Warning: Use of `Vi.sinh$Bac.pro` is discouraged. Use `Bac.pro` instead.## Warning: Use of `Vi.sinh$Bac.chung` is discouraged. Use `Bac.chung` instead.
# Bảng tần suất vi sinh chung toàn bộ NC (80BN)
Bacteria.freq<-table(duy$Bacteria)
Bacteria.freq = data.frame(Bacteria.freq)
# Bảng tần suất vi sinh nhóm có AKI (58BN)
Bacteria.freq.only.AKI<-table(Only.AKI$Bacteria)
Bacteria.freq.only.AKI = data.frame(Bacteria.freq.only.AKI)
# Bảng tần suất vi sinh nhóm không AKI (40BN)
Bacteria.freq.no.AKI<-table(No.AKI$Bacteria)
Bacteria.freq.no.AKI = data.frame(Bacteria.freq.no.AKI)So sánh tỷ lệ cấy máu và cấy bệnh phẩm dương tính giữa 2 nhóm
#Chung toàn bộ NC
Cay.mau.duong<-table(duy$`Blood culture`)
Cay.mau.duong = data.frame(Cay.mau.duong)
Cay.benh.pham.duong<-table(duy$Bac2)
Cay.benh.pham.duong = data.frame(Cay.benh.pham.duong)
#Nhóm có AKI
Cay.mau.duong.onlyAKI<-table(Only.AKI$`Blood culture`)
Cay.mau.duong.onlyAKI = data.frame(Cay.mau.duong.onlyAKI)
Cay.benh.pham.duong.onlyAKI<-table(Only.AKI$Bac2)
Cay.benh.pham.duong.onlyAKI = data.frame(Cay.benh.pham.duong.onlyAKI)
#Nhóm ko AKI
Cay.mau.duong.noAKI<-table(No.AKI$`Blood culture`)
Cay.mau.duong.noAKI = data.frame(Cay.mau.duong.noAKI)
Cay.benh.pham.duong.noAKI<-table(No.AKI$Bac2)
Cay.benh.pham.duong.noAKI = data.frame(Cay.benh.pham.duong.noAKI)3.1.5.3 Đặc điểm LS và CLS giữa 2 nhóm
attach(duy)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from No.AKI:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 12):
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, Ketcuc,
## khac, Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa,
## SOFA, Source, Source culture, ST, STma, STT, SVV, T, TBMMN,
## TBMMNma, TC, THA, THAma, tietnieu, tieuhoa, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## T#APACHEII
shapiro.test(APACHEII)##
## Shapiro-Wilk normality test
##
## data: APACHEII
## W = 0.97037, p-value = 0.02587library(psych)
library("plyr")
detach(package:plyr)
nangAPACHE.2nhom = duy %>%
group_by(AKI) %>%
summarise(
min = min(APACHEII),
max = max(APACHEII),
median = median(APACHEII),
mean = mean(APACHEII),
q1 = quantile(APACHEII, 0.25),
q3 = quantile(APACHEII,0.75),
sd = sd(APACHEII)
)
wilcox.test(duy$APACHEII~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$APACHEII by duy$AKI
## W = 2000, p-value = 1.228e-09
## alternative hypothesis: true location shift is not equal to 0#SOFA
shapiro.test(SOFA)##
## Shapiro-Wilk normality test
##
## data: SOFA
## W = 0.90481, p-value = 2.933e-06library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
nangSOFA.2nhom = duy %>%
group_by(AKI) %>%
summarise(
min = min(SOFA),
max = max(SOFA),
median = median(SOFA),
mean = mean(SOFA),
q1 = quantile(SOFA, 0.25),
q3 = quantile(SOFA,0.75),
sd = sd(SOFA)
)
wilcox.test(duy$SOFA~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$SOFA by duy$AKI
## W = 1834, p-value = 9.533e-07
## alternative hypothesis: true location shift is not equal to 0#NLR
shapiro.test(duy$NLR)##
## Shapiro-Wilk normality test
##
## data: duy$NLR
## W = 0.85831, p-value = 3.104e-08library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
NLR.chung = duy %>%
group_by(duy$AKI) %>%
summarise(
min = min(NLR),
max = max(NLR),
median = median(NLR),
mean = mean(NLR),
q1 = quantile(NLR, 0.25),
q3 = quantile(NLR,0.75),
sd = sd(NLR)
)
wilcox.test(duy$NLR~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$NLR by duy$AKI
## W = 1961, p-value = 7.2e-09
## alternative hypothesis: true location shift is not equal to 0#Tuổi
shapiro.test(duy$Age)##
## Shapiro-Wilk normality test
##
## data: duy$Age
## W = 0.9775, p-value = 0.09086Age.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(Age),
max = max(Age),
median = median(Age),
mean = mean(Age),
q1 = quantile(Age, 0.25),
q3 = quantile(Age,0.75),
sd = sd(Age)
)
t.test(duy$Age~duy$AKI)##
## Welch Two Sample t-test
##
## data: duy$Age by duy$AKI
## t = 2.0043, df = 77.459, p-value = 0.04853
## alternative hypothesis: true difference in means between group có and group không is not equal to 0
## 95 percent confidence interval:
## 0.03520831 10.60789514
## sample estimates:
## mean in group có mean in group không
## 66.89655 61.57500#HATB
shapiro.test(duy$HATB)##
## Shapiro-Wilk normality test
##
## data: duy$HATB
## W = 0.97126, p-value = 0.03024library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
HATB.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(HATB),
max = max(HATB),
median = median(HATB),
mean = mean(HATB),
q1 = quantile(HATB, 0.25),
q3 = quantile(HATB,0.75),
sd = sd(HATB)
)
wilcox.test(duy$HATB~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$HATB by duy$AKI
## W = 805, p-value = 0.01028
## alternative hypothesis: true location shift is not equal to 0#Albumin
shapiro.test(duy$Albumin)##
## Shapiro-Wilk normality test
##
## data: duy$Albumin
## W = 0.98792, p-value = 0.5173library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
Albumin.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(Albumin),
max = max(Albumin),
median = median(Albumin),
mean = mean(Albumin),
q1 = quantile(Albumin, 0.25),
q3 = quantile(Albumin,0.75),
sd = sd(Albumin)
)
t.test(duy$Albumin~duy$AKI)##
## Welch Two Sample t-test
##
## data: duy$Albumin by duy$AKI
## t = -1.6695, df = 86.723, p-value = 0.09863
## alternative hypothesis: true difference in means between group có and group không is not equal to 0
## 95 percent confidence interval:
## -4.341524 0.377800
## sample estimates:
## mean in group có mean in group không
## 27.75414 29.73600#CRP
shapiro.test(duy$CRP)##
## Shapiro-Wilk normality test
##
## data: duy$CRP
## W = 0.9588, p-value = 0.003731library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
CRP.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(CRP),
max = max(CRP),
median = median(CRP),
mean = mean(CRP),
q1 = quantile(CRP, 0.25),
q3 = quantile(CRP,0.75),
sd = sd(CRP)
)
wilcox.test(duy$CRP~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$CRP by duy$AKI
## W = 1345, p-value = 0.1823
## alternative hypothesis: true location shift is not equal to 0#BC
shapiro.test(duy$BC)##
## Shapiro-Wilk normality test
##
## data: duy$BC
## W = 0.93012, p-value = 5.994e-05library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
BC.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(BC),
max = max(BC),
median = median(BC),
mean = mean(BC),
q1 = quantile(BC, 0.25),
q3 = quantile(BC,0.75),
sd = sd(BC)
)
wilcox.test(duy$BC~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$BC by duy$AKI
## W = 1413.5, p-value = 0.06744
## alternative hypothesis: true location shift is not equal to 0#TC
shapiro.test(duy$TC)##
## Shapiro-Wilk normality test
##
## data: duy$TC
## W = 0.97313, p-value = 0.04193library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
TC.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(TC),
max = max(TC),
median = median(TC),
mean = mean(TC),
q1 = quantile(TC, 0.25),
q3 = quantile(TC,0.75),
sd = sd(TC)
)
wilcox.test(duy$TC~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$TC by duy$AKI
## W = 513.5, p-value = 3.017e-06
## alternative hypothesis: true location shift is not equal to 0#Neutrophil
shapiro.test(duy$Neu)##
## Shapiro-Wilk normality test
##
## data: duy$Neu
## W = 0.92517, p-value = 3.193e-05library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
Neu.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(Neu),
max = max(Neu),
median = median(Neu),
mean = mean(Neu),
q1 = quantile(Neu, 0.25),
q3 = quantile(Neu,0.75),
sd = sd(Neu)
)
wilcox.test(duy$Neu~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$Neu by duy$AKI
## W = 1524, p-value = 0.008602
## alternative hypothesis: true location shift is not equal to 0#Lympho
shapiro.test(duy$Lym)##
## Shapiro-Wilk normality test
##
## data: duy$Lym
## W = 0.86251, p-value = 4.499e-08library(psych)
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizedetach(package:plyr)
Lym.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(Lym),
max = max(Lym),
median = median(Lym),
mean = mean(Lym),
q1 = quantile(Lym, 0.25),
q3 = quantile(Lym,0.75),
sd = sd(Lym)
)
wilcox.test(duy$Lym~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$Lym by duy$AKI
## W = 537.5, p-value = 6.912e-06
## alternative hypothesis: true location shift is not equal to 0#Vận mạch và thở máy
library(gmodels)
attach(duy)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from duy (pos = 4):
##
## Age, age1, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC,
## Blood culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen,
## CreNen/Max, CRP, da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ
## tên, hohap, Ketcuc, khac, Lactate, Lym, Mã BA, Neu, NLR, P/F,
## Pulse, Sex, Sexmahoa, SOFA, Source, Source culture, ST, STma, STT,
## SVV, T, TBMMN, TBMMNma, TC, THA, THAma, tietnieu, tieuhoa,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, khac,
## Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA,
## Source, Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC,
## THA, THAma, tietnieu, tieuhoa, Vasopressor, Vasopressorma,
## Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 13):
##
## Age, AKI, AKIma, Albumin, APACHEII, Bac1, Bac2, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## da, Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, hohap, Ketcuc,
## khac, Lactate, Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa,
## SOFA, Source, Source culture, ST, STma, STT, SVV, T, TBMMN,
## TBMMNma, TC, THA, THAma, tietnieu, tieuhoa, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## TCrossTable(Vasopressor,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## Vasopressor | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 36 | 6 | 42 |
## | 4.995 | 7.243 | |
## | 0.857 | 0.143 | 0.429 |
## | 0.621 | 0.150 | |
## | 0.367 | 0.061 | |
## -------------|-----------|-----------|-----------|
## không | 22 | 34 | 56 |
## | 3.746 | 5.432 | |
## | 0.393 | 0.607 | 0.571 |
## | 0.379 | 0.850 | |
## | 0.224 | 0.347 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 21.41638 d.f. = 1 p = 3.696002e-06
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 19.53752 d.f. = 1 p = 9.864316e-06
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 9.043504
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 3.398832e-06
## 95% confidence interval: 3.103694 30.74956
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9999997
## 95% confidence interval: 0 25.38797
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 2.538629e-06
## 95% confidence interval: 3.581542 Inf
##
##
## CrossTable(Ventilation,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## Ventilation | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 40 | 20 | 60 |
## | 0.568 | 0.823 | |
## | 0.667 | 0.333 | 0.612 |
## | 0.690 | 0.500 | |
## | 0.408 | 0.204 | |
## -------------|-----------|-----------|-----------|
## không | 18 | 20 | 38 |
## | 0.896 | 1.300 | |
## | 0.474 | 0.526 | 0.388 |
## | 0.310 | 0.500 | |
## | 0.184 | 0.204 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 3.586812 d.f. = 1 p = 0.05823987
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 2.832414 d.f. = 1 p = 0.0923794
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 2.2035
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.09086821
## 95% confidence interval: 0.8905497 5.550035
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9822588
## 95% confidence interval: 0 4.841014
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.04637695
## 95% confidence interval: 1.015152 Inf
##
##
## CrossTable(duy$Sex,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$Sex | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## Nam | 27 | 19 | 46 |
## | 0.002 | 0.003 | |
## | 0.587 | 0.413 | 0.469 |
## | 0.466 | 0.475 | |
## | 0.276 | 0.194 | |
## -------------|-----------|-----------|-----------|
## Nữ | 31 | 21 | 52 |
## | 0.002 | 0.002 | |
## | 0.596 | 0.404 | 0.531 |
## | 0.534 | 0.525 | |
## | 0.316 | 0.214 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.008547169 d.f. = 1 p = 0.9263398
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0 d.f. = 1 p = 1
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.963003
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 1
## 95% confidence interval: 0.3979903 2.333786
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.5448138
## 95% confidence interval: 0 2.049514
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.6174506
## 95% confidence interval: 0.452956 Inf
##
##
## #Các bệnh nền
library(gmodels)
CrossTable(duy$THA,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$THA | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 41 | 24 | 65 |
## | 0.166 | 0.241 | |
## | 0.631 | 0.369 | 0.663 |
## | 0.707 | 0.600 | |
## | 0.418 | 0.245 | |
## -------------|-----------|-----------|-----------|
## không | 17 | 16 | 33 |
## | 0.328 | 0.475 | |
## | 0.515 | 0.485 | 0.337 |
## | 0.293 | 0.400 | |
## | 0.173 | 0.163 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 1.211195 d.f. = 1 p = 0.2710955
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.7798605 d.f. = 1 p = 0.3771838
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 1.599852
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.2859944
## 95% confidence interval: 0.6297767 4.08243
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9059231
## 95% confidence interval: 0 3.558547
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.188405
## 95% confidence interval: 0.7215265 Inf
##
##
## CrossTable(duy$ST,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect## Warning in chisq.test(t, correct = FALSE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$ST | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 6 | 1 | 7 |
## | 0.833 | 1.207 | |
## | 0.857 | 0.143 | 0.071 |
## | 0.103 | 0.025 | |
## | 0.061 | 0.010 | |
## -------------|-----------|-----------|-----------|
## không | 52 | 39 | 91 |
## | 0.064 | 0.093 | |
## | 0.571 | 0.429 | 0.929 |
## | 0.897 | 0.975 | |
## | 0.531 | 0.398 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 2.196552 d.f. = 1 p = 0.1383199
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 1.173011 d.f. = 1 p = 0.2787835
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 4.444921
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.2348235
## 95% confidence interval: 0.507262 211.987
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9782662
## 95% confidence interval: 0 104.743
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.1387618
## 95% confidence interval: 0.6464445 Inf
##
##
## CrossTable(duy$BMV,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$BMV | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 9 | 3 | 12 |
## | 0.507 | 0.735 | |
## | 0.750 | 0.250 | 0.122 |
## | 0.155 | 0.075 | |
## | 0.092 | 0.031 | |
## -------------|-----------|-----------|-----------|
## không | 49 | 37 | 86 |
## | 0.071 | 0.103 | |
## | 0.570 | 0.430 | 0.878 |
## | 0.845 | 0.925 | |
## | 0.500 | 0.378 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 1.416069 d.f. = 1 p = 0.2340516
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.7682446 d.f. = 1 p = 0.3807606
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 2.24782
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.3495442
## 95% confidence interval: 0.5136018 13.80189
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9375872
## 95% confidence interval: 0 10.30301
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.1919309
## 95% confidence interval: 0.6219851 Inf
##
##
## CrossTable(duy$COPD,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$COPD | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 4 | 1 | 5 |
## | 0.366 | 0.531 | |
## | 0.800 | 0.200 | 0.051 |
## | 0.069 | 0.025 | |
## | 0.041 | 0.010 | |
## -------------|-----------|-----------|-----------|
## không | 54 | 39 | 93 |
## | 0.020 | 0.029 | |
## | 0.581 | 0.419 | 0.949 |
## | 0.931 | 0.975 | |
## | 0.551 | 0.398 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.9451168 d.f. = 1 p = 0.3309654
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.2551743 d.f. = 1 p = 0.6134551
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 2.861971
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.645599
## 95% confidence interval: 0.2694541 145.7523
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9325275
## 95% confidence interval: 0 71.88544
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.3173707
## 95% confidence interval: 0.3566051 Inf
##
##
## CrossTable(duy$BMV,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$BMV | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 9 | 3 | 12 |
## | 0.507 | 0.735 | |
## | 0.750 | 0.250 | 0.122 |
## | 0.155 | 0.075 | |
## | 0.092 | 0.031 | |
## -------------|-----------|-----------|-----------|
## không | 49 | 37 | 86 |
## | 0.071 | 0.103 | |
## | 0.570 | 0.430 | 0.878 |
## | 0.845 | 0.925 | |
## | 0.500 | 0.378 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 1.416069 d.f. = 1 p = 0.2340516
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.7682446 d.f. = 1 p = 0.3807606
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 2.24782
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.3495442
## 95% confidence interval: 0.5136018 13.80189
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.9375872
## 95% confidence interval: 0 10.30301
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.1919309
## 95% confidence interval: 0.6219851 Inf
##
##
## CrossTable(duy$ĐTĐ,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$ĐTĐ | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 31 | 28 | 59 |
## | 0.440 | 0.638 | |
## | 0.525 | 0.475 | 0.602 |
## | 0.534 | 0.700 | |
## | 0.316 | 0.286 | |
## -------------|-----------|-----------|-----------|
## không | 27 | 12 | 39 |
## | 0.665 | 0.965 | |
## | 0.692 | 0.308 | 0.398 |
## | 0.466 | 0.300 | |
## | 0.276 | 0.122 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 2.706973 d.f. = 1 p = 0.09991041
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 2.060208 d.f. = 1 p = 0.1511895
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.4956384
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.1414335
## 95% confidence interval: 0.1902676 1.241567
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.07496135
## 95% confidence interval: 0 1.089139
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.969051
## 95% confidence interval: 0.21965 Inf
##
##
## CrossTable(duy$TBMMN,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$TBMMN | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## có | 6 | 3 | 9 |
## | 0.085 | 0.123 | |
## | 0.667 | 0.333 | 0.092 |
## | 0.103 | 0.075 | |
## | 0.061 | 0.031 | |
## -------------|-----------|-----------|-----------|
## không | 52 | 37 | 89 |
## | 0.009 | 0.012 | |
## | 0.584 | 0.416 | 0.908 |
## | 0.897 | 0.925 | |
## | 0.531 | 0.378 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.2297172 d.f. = 1 p = 0.6317336
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.01524065 d.f. = 1 p = 0.9017484
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 1.418121
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.7338953
## 95% confidence interval: 0.2809809 9.320766
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.7954796
## 95% confidence interval: 0 6.934425
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.4586385
## 95% confidence interval: 0.3493498 Inf
##
##
## #Các nguồn nhiễm
library(gmodels)
CrossTable(duy$hohap,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$hohap | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## 0 | 32 | 19 | 51 |
## | 0.109 | 0.158 | |
## | 0.627 | 0.373 | 0.520 |
## | 0.552 | 0.475 | |
## | 0.327 | 0.194 | |
## -------------|-----------|-----------|-----------|
## 1 | 26 | 21 | 47 |
## | 0.119 | 0.172 | |
## | 0.553 | 0.447 | 0.480 |
## | 0.448 | 0.525 | |
## | 0.265 | 0.214 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.5583546 d.f. = 1 p = 0.454924
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.2932577 d.f. = 1 p = 0.5881404
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 1.356018
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.5385597
## 95% confidence interval: 0.5615412 3.300086
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.829662
## 95% confidence interval: 0 2.894816
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.2940841
## 95% confidence interval: 0.6385821 Inf
##
##
## CrossTable(duy$da,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$da | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## 0 | 39 | 27 | 66 |
## | 0.000 | 0.000 | |
## | 0.591 | 0.409 | 0.673 |
## | 0.672 | 0.675 | |
## | 0.398 | 0.276 | |
## -------------|-----------|-----------|-----------|
## 1 | 19 | 13 | 32 |
## | 0.000 | 0.000 | |
## | 0.594 | 0.406 | 0.327 |
## | 0.328 | 0.325 | |
## | 0.194 | 0.133 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.0007200235 d.f. = 1 p = 0.9785927
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0 d.f. = 1 p = 1
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.9884216
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 1
## 95% confidence interval: 0.3793222 2.529436
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.5779249
## 95% confidence interval: 0 2.208011
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.5952764
## 95% confidence interval: 0.4370941 Inf
##
##
## CrossTable(duy$tietnieu,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$tietnieu | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## 0 | 53 | 38 | 91 |
## | 0.014 | 0.020 | |
## | 0.582 | 0.418 | 0.929 |
## | 0.914 | 0.950 | |
## | 0.541 | 0.388 | |
## -------------|-----------|-----------|-----------|
## 1 | 5 | 2 | 7 |
## | 0.177 | 0.257 | |
## | 0.714 | 0.286 | 0.071 |
## | 0.086 | 0.050 | |
## | 0.051 | 0.020 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 0.4679045 d.f. = 1 p = 0.4939528
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 0.08123342 d.f. = 1 p = 0.7756328
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.5610265
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.6970029
## 95% confidence interval: 0.0508942 3.651649
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.3971068
## 95% confidence interval: 0 2.865055
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.8612382
## 95% confidence interval: 0.07547361 Inf
##
##
## CrossTable(duy$tieuhoa,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$tieuhoa | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## 0 | 50 | 39 | 89 |
## | 0.136 | 0.197 | |
## | 0.562 | 0.438 | 0.908 |
## | 0.862 | 0.975 | |
## | 0.510 | 0.398 | |
## -------------|-----------|-----------|-----------|
## 1 | 8 | 1 | 9 |
## | 1.342 | 1.946 | |
## | 0.889 | 0.111 | 0.092 |
## | 0.138 | 0.025 | |
## | 0.082 | 0.010 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 3.619997 d.f. = 1 p = 0.05708899
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 2.392571 d.f. = 1 p = 0.121913
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.1625626
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.07808048
## 95% confidence interval: 0.003527695 1.29919
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.05548881
## 95% confidence interval: 0 1.037456
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.9932331
## 95% confidence interval: 0.007128841 Inf
##
##
## CrossTable(duy$khac,duy$AKI,chisq = TRUE, fisher = TRUE)## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect
## Warning in chisq.test(t, correct = TRUE, ...): Chi-squared approximation may be
## incorrect##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$khac | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## 0 | 58 | 37 | 95 |
## | 0.056 | 0.081 | |
## | 0.611 | 0.389 | 0.969 |
## | 1.000 | 0.925 | |
## | 0.592 | 0.378 | |
## -------------|-----------|-----------|-----------|
## 1 | 0 | 3 | 3 |
## | 1.776 | 2.574 | |
## | 0.000 | 1.000 | 0.031 |
## | 0.000 | 0.075 | |
## | 0.000 | 0.031 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 4.487368 d.f. = 1 p = 0.0341462
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 2.315865 d.f. = 1 p = 0.12806
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: Inf
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.06495897
## 95% confidence interval: 0.6118161 Inf
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 1
## 95% confidence interval: 0 Inf
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.06495897
## 95% confidence interval: 0.8664763 Inf
##
##
## 3.1.5.4 Thời gian điều trị tại khoa
shapiro.test(duy$Day)##
## Shapiro-Wilk normality test
##
## data: duy$Day
## W = 0.96628, p-value = 0.01283Day.chung = duy %>%
group_by(AKI) %>%
summarise(
min = min(Day),
max = max(Day),
median = median(Day),
mean = mean(Day),
q1 = quantile(Day, 0.25),
q3 = quantile(Day,0.75),
sd = sd(Day)
)
wilcox.test(duy$Day~duy$AKI)##
## Wilcoxon rank sum test with continuity correction
##
## data: duy$Day by duy$AKI
## W = 1628, p-value = 0.0007108
## alternative hypothesis: true location shift is not equal to 0# Biểu đồ so sánh thời gian điều trị giữa 2 nhóm AKI và non AKI
duy %>%
ggplot(aes(x = AKI,y= Day)) +
geom_boxplot(position = "dodge2",fill='#FF9078',width=0.5,lwd=1) +
labs(y="Số ngày điều trị",fill="Tổn thương thận cấp")+
theme(axis.title.x=element_blank())
### 3.1.5.5 Kết cục điều trị
library(gmodels)
CrossTable(duy$Ketcuc,duy$AKI,chisq = TRUE, fisher = TRUE)##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 98
##
##
## | duy$AKI
## duy$Ketcuc | có | không | Row Total |
## -------------|-----------|-----------|-----------|
## chuyen | 28 | 31 | 59 |
## | 1.371 | 1.988 | |
## | 0.475 | 0.525 | 0.602 |
## | 0.483 | 0.775 | |
## | 0.286 | 0.316 | |
## -------------|-----------|-----------|-----------|
## tv | 30 | 9 | 39 |
## | 2.074 | 3.007 | |
## | 0.769 | 0.231 | 0.398 |
## | 0.517 | 0.225 | |
## | 0.306 | 0.092 | |
## -------------|-----------|-----------|-----------|
## Column Total | 58 | 40 | 98 |
## | 0.592 | 0.408 | |
## -------------|-----------|-----------|-----------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 8.438803 d.f. = 1 p = 0.003672979
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 7.263112 d.f. = 1 p = 0.007038521
##
##
## Fisher's Exact Test for Count Data
## ------------------------------------------------------------
## Sample estimate odds ratio: 0.2746901
##
## Alternative hypothesis: true odds ratio is not equal to 1
## p = 0.005975874
## 95% confidence interval: 0.0969499 0.7209894
##
## Alternative hypothesis: true odds ratio is less than 1
## p = 0.003137565
## 95% confidence interval: 0 0.6302738
##
## Alternative hypothesis: true odds ratio is greater than 1
## p = 0.9992473
## 95% confidence interval: 0.1136566 Inf
##
##
## 3.2. Các yếu tố nguy cơ AKI (phân tích trên nhóm 81BN)
3.2.1. Phân tích hồi quy đơn biến
Đọc bảng nhóm 1 riêng vào
library(readxl)
nhom1.rieng = readxl::read_excel("D:/Nhóm 1 riêng.xlsx")
head(nhom1.rieng)## # A tibble: 6 × 53
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 3 3 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 4 4 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 5 5 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 6 6 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## # … with 41 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKImahoa <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesHồi quy logistic đơn biến của NLR
library(epiDisplay)## Loading required package: foreign## Loading required package: survival## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## Loading required package: nnet##
## Attaching package: 'epiDisplay'## The following object is masked from 'package:gmodels':
##
## ci## The following object is masked from 'package:scales':
##
## alpha## The following object is masked from 'package:ggplot2':
##
## alpha## The following objects are masked from 'package:psych':
##
## alpha, cs, lookupattach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from duy (pos = 8):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 10):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 19):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.NLR=glm(AKImahoa~NLR,family=binomial)
logistic.display(logistic.NLR)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## NLR (cont. var.) 1.13 (1.06,1.19) < 0.001 < 0.001
##
## Log-likelihood = -43.1522
## No. of observations = 81
## AIC value = 90.3044Hồi quy logistic đơn biến của Lym
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 9):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 11):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 20):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Lym=glm(AKImahoa~Lym,family=binomial)
logistic.display(logistic.Lym)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Lym (cont. var.) 0.3 (0.15,0.59) < 0.001 < 0.001
##
## Log-likelihood = -47.6915
## No. of observations = 81
## AIC value = 99.383Hồi quy logistic đơn biến của Neu
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 10):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 12):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 21):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Neu=glm(AKImahoa~Neu,family=binomial)
logistic.display(logistic.Neu)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Neu (cont. var.) 1.06 (0.99,1.13) 0.096 0.084
##
## Log-likelihood = -54.6471
## No. of observations = 81
## AIC value = 113.2943Hồi quy logistic đơn biến của BC
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 11):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 13):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 22):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.BC=glm(AKImahoa~BC,family=binomial)
logistic.display(logistic.BC)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## BC (cont. var.) 1.03 (0.98,1.09) 0.283 0.276
##
## Log-likelihood = -55.5453
## No. of observations = 81
## AIC value = 115.0906Hồi quy logistic đơn biến của TC
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 12):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 14):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 23):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.TC=glm(AKImahoa~TC,family=binomial)
logistic.display(logistic.TC)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## TC (cont. var.) 0.9904 (0.9855,0.9954) < 0.001 < 0.001
##
## Log-likelihood = -46.2524
## No. of observations = 81
## AIC value = 96.5048Hồi quy logistic đơn biến của CRP
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 13):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 15):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 24):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.CRP=glm(AKImahoa~CRP,family=binomial)
logistic.display(logistic.CRP)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## CRP (cont. var.) 1.0025 (0.9989,1.0062) 0.174 0.166
##
## Log-likelihood = -55.1795
## No. of observations = 81
## AIC value = 114.359Hồi quy logistic đơn biến của Albumin
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 14):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 16):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 25):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Albumin=glm(AKImahoa~Albumin,family=binomial)
logistic.display(logistic.Albumin)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Albumin (cont. var.) 0.95 (0.88,1.02) 0.152 0.145
##
## Log-likelihood = -55.0756
## No. of observations = 81
## AIC value = 114.1513Hồi quy logistic đơn biến của SOFA
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 15):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 17):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 26):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.SOFA=glm(AKImahoa~SOFA,family=binomial)
logistic.display(logistic.SOFA)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## SOFA (cont. var.) 1.48 (1.19,1.83) < 0.001 < 0.001
##
## Log-likelihood = -47.0305
## No. of observations = 81
## AIC value = 98.061Hồi quy logistic đơn biến của APACHE
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 16):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 18):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 27):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.APACHE=glm(AKImahoa~APACHEII,family=binomial)
logistic.display(logistic.APACHE)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## APACHEII (cont. var.) 1.28 (1.15,1.43) < 0.001 < 0.001
##
## Log-likelihood = -40.4111
## No. of observations = 81
## AIC value = 84.8222Hồi quy logistic đơn biến của Tuổi
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 17):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 19):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 28):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Age=glm(AKImahoa~Age,family=binomial)
logistic.display(logistic.Age)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Age (cont. var.) 1.03 (1,1.07) 0.088 0.08
##
## Log-likelihood = -54.6021
## No. of observations = 81
## AIC value = 113.2042Hồi quy logistic đơn biến của HATB
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 18):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 20):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 29):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.HATB=glm(AKImahoa~HATB,family=binomial)
logistic.display(logistic.HATB)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## HATB (cont. var.) 0.99 (0.97,1.01) 0.335 0.331
##
## Log-likelihood = -55.6672
## No. of observations = 81
## AIC value = 115.3344Hồi quy logistic đơn biến của Giới
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 19):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 21):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 30):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Sex=glm(AKImahoa~Sexmahoa,family=binomial)
logistic.display(logistic.Sex)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Sexmahoa: 1 vs 0 1.16 (0.48,2.77) 0.745 0.745
##
## Log-likelihood = -56.0859
## No. of observations = 81
## AIC value = 116.1719Hồi quy logistic đơn biến của bệnh nền THA
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 20):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 22):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 31):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.THA=glm(AKImahoa~THAma,family=binomial)
logistic.display(logistic.THA)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## THAma: 1 vs 0 1.44 (0.58,3.58) 0.437 0.436
##
## Log-likelihood = -55.8355
## No. of observations = 81
## AIC value = 115.6709Hồi quy logistic đơn biến của bệnh nền ST
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 21):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 23):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 32):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.ST=glm(AKImahoa~STma,family=binomial)
logistic.display(logistic.ST)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## STma: 1 vs 0 4.22 (0.45,39.49) 0.207 0.161
##
## Log-likelihood = -55.1549
## No. of observations = 81
## AIC value = 114.3098Hồi quy logistic đơn biến của bệnh nền BMV
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 22):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 24):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 33):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.BMV=glm(AKImahoa~BMVma,family=binomial)
logistic.display(logistic.BMV)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## BMVma: 1 vs 0 2.11 (0.49,9.11) 0.315 0.303
##
## Log-likelihood = -55.6074
## No. of observations = 81
## AIC value = 115.2149Hồi quy logistic đơn biến của bệnh nền COPD
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 23):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 25):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 34):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.COPD=glm(AKImahoa~COPDma,family=binomial)
logistic.display(logistic.COPD)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## COPDma: 1 vs 0 4.22 (0.45,39.49) 0.207 0.161
##
## Log-likelihood = -55.1549
## No. of observations = 81
## AIC value = 114.3098Hồi quy logistic đơn biến của bệnh nền ĐTĐ
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 24):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 26):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 35):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.DTD=glm(AKImahoa~DTDma,family=binomial)
logistic.display(logistic.DTD)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## DTDma: 1 vs 0 0.5 (0.2,1.24) 0.133 0.129
##
## Log-likelihood = -54.9869
## No. of observations = 81
## AIC value = 113.9737Hồi quy logistic đơn biến của bệnh nền TBMMN
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 25):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 27):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 36):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.TBMMN=glm(AKImahoa~TBMMNma,family=binomial)
logistic.display(logistic.TBMMN)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## TBMMNma: 1 vs 0 2.11 (0.49,9.11) 0.315 0.303
##
## Log-likelihood = -55.6074
## No. of observations = 81
## AIC value = 115.2149Hồi quy logistic đơn biến của dùng vận mạch
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 20):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 26):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 28):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 37):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.Vasopressor=glm(AKImahoa~Vasopressorma,family=binomial)
logistic.display(logistic.Vasopressor)##
## Logistic regression predicting AKImahoa
##
## OR(95%CI) P(Wald's test) P(LR-test)
## Vasopressorma: 1 vs 0 5.4 (1.87,15.61) 0.002 < 0.001
##
## Log-likelihood = -50.6174
## No. of observations = 81
## AIC value = 105.23483.2.1 Phân tích hồi quy đa biến
library(epiDisplay)
attach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 20):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 21):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 27):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 29):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 38):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlogistic.da.bien=glm(AKImahoa~Vasopressorma+SOFA+APACHEII+TC+Lym+NLR,family=binomial)
logistic.display(logistic.da.bien)##
## Logistic regression predicting AKImahoa
##
## crude OR(95%CI) adj. OR(95%CI)
## Vasopressorma: 1 vs 0 5.4 (1.87,15.61) 0.64 (0.05,7.54)
##
## SOFA (cont. var.) 1.48 (1.19,1.83) 1.14 (0.73,1.79)
##
## APACHEII (cont. var.) 1.28 (1.15,1.43) 1.19 (1.03,1.37)
##
## TC (cont. var.) 0.9904 (0.9855,0.9954) 0.9917 (0.9842,0.9993)
##
## Lym (cont. var.) 0.3 (0.15,0.59) 1.37 (0.45,4.2)
##
## NLR (cont. var.) 1.13 (1.06,1.19) 1.18 (1.03,1.34)
##
## P(Wald's test) P(LR-test)
## Vasopressorma: 1 vs 0 0.72 0.718
##
## SOFA (cont. var.) 0.558 0.559
##
## APACHEII (cont. var.) 0.019 0.011
##
## TC (cont. var.) 0.031 0.018
##
## Lym (cont. var.) 0.583 0.587
##
## NLR (cont. var.) 0.014 0.004
##
## Log-likelihood = -29.1563
## No. of observations = 81
## AIC value = 72.31263.2.2. Đường cong ROC, độ nhạy, đặc hiệu, giá trị tiên đoán
Đường cong ROC của NLR
library(readxl)
nhom1.rieng = readxl::read_excel("D:/Nhóm 1 riêng.xlsx")
head(nhom1.rieng)## # A tibble: 6 × 53
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 3 3 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 4 4 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 5 5 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 6 6 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## # … with 41 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKImahoa <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 20):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 21):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 22):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 28):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 30):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 39):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlevels(AKImahoa)## NULLmodel.NLR.nhom1.rieng=glm(AKImahoa~NLR,family=binomial)
pred.NLR.nhom1.rieng=predict(model.NLR.nhom1.rieng,type='response')
library(pROC)## Type 'citation("pROC")' for a citation.##
## Attaching package: 'pROC'## The following object is masked from 'package:epiDisplay':
##
## ci## The following object is masked from 'package:gmodels':
##
## ci## The following objects are masked from 'package:stats':
##
## cov, smooth, varr1=roc(AKImahoa,pred.NLR.nhom1.rieng,grid = TRUE, lagacy.axes = TRUE)## Setting levels: control = 0, case = 1## Setting direction: controls < casespar(pty="s")
auc(r1);ci(r1);plot.roc(r1)## Area under the curve: 0.8268## 95% CI: 0.735-0.9186 (DeLong)
### Vẽ biểu đồ Histogram của NLR
library(ggplot2)
hist(nhom1.rieng$NLR, probability = TRUE, breaks = 20, col = "#009999", border = "white", xlab = "Tỷ số NLR", ylab = "Tần suất (%)", main = "Phân phối tỷ số NLR", xlim = c(0,100))
lines(density(na.omit(nhom1.rieng$NLR)), col = "#990000", lwd = 3)
### Tính mean, median, q1q3 của NLR
shapiro.test(nhom1.rieng$NLR)##
## Shapiro-Wilk normality test
##
## data: nhom1.rieng$NLR
## W = 0.83615, p-value = 4.948e-08NLR.nhom1 = nhom1.rieng %>%
summarise(
min = min(NLR),
max = max(NLR),
median = median(NLR),
mean = mean(NLR),
q1 = quantile(NLR, 0.25),
q3 = quantile(NLR,0.75),
sd = sd(NLR)
)Đường cong ROC của TC
library(readxl)
nhom1.rieng = readxl::read_excel("D:/Nhóm 1 riêng.xlsx")
head(nhom1.rieng)## # A tibble: 6 × 53
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 3 3 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 4 4 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 5 5 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 6 6 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## # … with 41 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKImahoa <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 4):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 20):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 21):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 22):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 23):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 24):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 30):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 32):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 41):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlevels(AKImahoa)## NULLmodel.TC.nhom1.rieng=glm(AKImahoa~TC,family=binomial)
pred.TC.nhom1.rieng=predict(model.TC.nhom1.rieng,type='response')
library(pROC)
r3=roc(AKImahoa,pred.TC.nhom1.rieng,grid = TRUE, lagacy.axes = TRUE)## Setting levels: control = 0, case = 1## Setting direction: controls < casespar(pty="s")
auc(r3);ci(r3);plot.roc(r3)## Area under the curve: 0.7692## 95% CI: 0.665-0.8735 (DeLong)
### Vẽ biểu đồ Histogram của TC
# Kiểm tra phân phối của TC
shapiro.test(nhom1.rieng$TC)##
## Shapiro-Wilk normality test
##
## data: nhom1.rieng$TC
## W = 0.97195, p-value = 0.07234# Vẽ biểu đồ TC
library(ggplot2)
hist(nhom1.rieng$TC, probability = TRUE, breaks = 20, col = "#009999", border = "white", xlab = "Tiểu cầu", ylab = "Tần suất (%)", main = "Phân phối tiểu cầu", xlim = c(0,800))
lines(density(na.omit(nhom1.rieng$TC)), col = "#990000", lwd = 3)
# Đường cong ROC của APACHEII
library(readxl)
nhom1.rieng = readxl::read_excel("D:/Nhóm 1 riêng.xlsx")
head(nhom1.rieng)## # A tibble: 6 × 53
## STT `Mã BA` SVV Họ tê…¹ Year Age Sex Sexma…² BC TC Neu Lym
## <dbl> <dbl> <chr> <chr> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 22715165 0120… Hoàng … 1956 66 Nam 0 10.2 173 8.24 1.16
## 2 2 22702835 0124… Nguyễn… 1938 84 Nam 0 14.9 390 12.9 0.42
## 3 3 22713749 0123… Nguyễn… 1932 90 Nữ 1 13.8 426 12.3 0.46
## 4 4 14104427 0151… Phạm M… 1942 80 Nam 0 21.6 219 19.6 0.47
## 5 5 11711109 0142… Quách … 1958 64 Nam 0 4.82 281 3.84 0.48
## 6 6 13766348 0139… Vũ Đìn… 1956 66 Nam 0 11.9 410 9.72 0.59
## # … with 41 more variables: NLR <dbl>, Crenen <dbl>, Cremax <dbl>,
## # `CreNen/Max` <dbl>, AKI <chr>, AKImahoa <dbl>, GD <chr>, Day <dbl>,
## # History <chr>, THA <chr>, THAma <dbl>, ST <chr>, STma <dbl>, BMV <chr>,
## # BMVma <dbl>, COPD <chr>, COPDma <dbl>, ĐTĐ <chr>, DTDma <dbl>, TBMMN <chr>,
## # TBMMNma <dbl>, GCS <dbl>, Pulse <dbl>, `P/F` <dbl>, T <dbl>, HATB <dbl>,
## # APACHEII <dbl>, SOFA <dbl>, Ventilation <chr>, Ventilationma <dbl>,
## # Vasopressor <chr>, Vasopressorma <dbl>, Albumin <dbl>, CRP <dbl>, …
## # ℹ Use `colnames()` to see all variable namesattach(nhom1.rieng)## The following objects are masked _by_ .GlobalEnv:
##
## AKI, Sex## The following objects are masked from nhom1.rieng (pos = 3):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 5):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 6):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 7):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 8):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 9):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 10):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 11):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 12):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 13):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 14):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 15):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 16):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 17):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 18):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 19):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 20):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 21):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 22):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 23):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 24):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from nhom1.rieng (pos = 25):
##
## Age, AKI, AKImahoa, Albumin, APACHEII, Bac1, Bacteria, BC, Blood
## culture, BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP,
## Day, ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate,
## Lym, Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source,
## Source culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA,
## THAma, Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 31):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 33):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from No.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from Only.AKI:
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Kết cục, Lactate, Lym,
## Mã BA, Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source
## culture, ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma,
## Vasopressor, Vasopressorma, Ventilation, Ventilationma, Year## The following objects are masked from duy (pos = 42):
##
## Age, AKI, Albumin, APACHEII, Bac1, Bacteria, BC, Blood culture,
## BMV, BMVma, COPD, COPDma, Cremax, Crenen, CreNen/Max, CRP, Day,
## ĐTĐ, DTDma, GCS, GD, HATB, History, Họ tên, Lactate, Lym, Mã BA,
## Neu, NLR, P/F, Pulse, Sex, Sexmahoa, SOFA, Source, Source culture,
## ST, STma, STT, SVV, T, TBMMN, TBMMNma, TC, THA, THAma, Vasopressor,
## Vasopressorma, Ventilation, Ventilationma, Year## The following object is masked from package:base:
##
## Tlevels(AKImahoa)## NULLmodel.APACHE.nhom1.rieng=glm(AKImahoa~APACHEII,family=binomial)
pred.APACHE.nhom1.rieng=predict(model.APACHE.nhom1.rieng,type='response')
library(pROC)
r8=roc(AKImahoa,pred.APACHE.nhom1.rieng,grid = TRUE, lagacy.axes = TRUE)## Setting levels: control = 0, case = 1## Setting direction: controls < casespar(pty="s")
auc(r8);ci(r8);plot.roc(r8)## Area under the curve: 0.8332## 95% CI: 0.7426-0.9239 (DeLong)
### Vẽ biểu đồ Histogram của APACHE II
# Kiểm tra phân phối của APACHE II
shapiro.test(nhom1.rieng$APACHEII)##
## Shapiro-Wilk normality test
##
## data: nhom1.rieng$APACHEII
## W = 0.97115, p-value = 0.0642# Vẽ biểu đồ APACHEII
library(ggplot2)
hist(nhom1.rieng$APACHEII, probability = TRUE, breaks = 10, col = "#009999", border = "white", xlab = "Điểm APACHE II", ylab = "Tần suất (%)", main = "Phân phối điểm APACHE II", xlim = c(0,35))
lines(density(na.omit(nhom1.rieng$APACHEII)), col = "#990000", lwd = 3)
# Tìm điểm cắt tối ưu của 3 ROC
library(dplyr)
library(caTools)
library(ROCR)
library(MASS)
library(cutpointr)##
## Attaching package: 'cutpointr'## The following objects are masked from 'package:pROC':
##
## auc, roclibrary(cutoff)##
## Attaching package: 'cutoff'## The following object is masked from 'package:cutpointr':
##
## roc## The following object is masked from 'package:pROC':
##
## roc## The following object is masked from 'package:psych':
##
## logitroc(nhom1.rieng$NLR,nhom1.rieng$AKImahoa)## type auc cutoff sensitivity specificity
## 1 positive classification 0.83 12.27778 0.902439 0.75roc(nhom1.rieng$APACHEII,nhom1.rieng$AKImahoa)## type auc cutoff sensitivity specificity
## 1 positive classification 0.83 18 0.7073171 0.9roc(nhom1.rieng$TC,nhom1.rieng$AKImahoa)## type auc cutoff sensitivity specificity
## 1 negative classification 0.77 233 0.6341463 0.875#Giá trị tiên đoán dương và âm của NLR
library(ModelMetrics)##
## Attaching package: 'ModelMetrics'## The following objects are masked from 'package:cutpointr':
##
## auc, npv, ppv, precision, recall, sensitivity, specificity, tnr,
## tpr## The following object is masked from 'package:pROC':
##
## auc## The following object is masked from 'package:base':
##
## kappalibrary(papci)
ppv(nhom1.rieng$AKImahoa,nhom1.rieng$NLR,cutoff = 12.27778)## [1] 0.7826087npv(nhom1.rieng$AKImahoa,nhom1.rieng$NLR,cutoff = 12.27778)## [1] 0.8571429coords(r1,"best", ret=c("specificity", "sensitivity", "accuracy", "precision","ppv","npv"), transpose = FALSE)## specificity sensitivity accuracy precision ppv npv
## threshold 0.75 0.902439 0.8271605 0.787234 0.787234 0.8823529#Giá trị tiên đoán dương và âm của APACHEII
library(ModelMetrics)
library(papci)
ppv(nhom1.rieng$AKImahoa,nhom1.rieng$APACHEII,cutoff = 18)## [1] 0.9230769npv(nhom1.rieng$AKImahoa,nhom1.rieng$APACHEII,cutoff = 18)## [1] 0.6909091coords(r8,"best", ret=c("specificity", "sensitivity", "accuracy", "precision","ppv","npv"), transpose = FALSE)## specificity sensitivity accuracy precision ppv npv
## threshold 0.9 0.7073171 0.8024691 0.8787879 0.8787879 0.75Giá trị tiên đoán dương và âm của TC
library(ModelMetrics)
library(papci)
ppv(nhom1.rieng$AKImahoa,nhom1.rieng$TC,cutoff = 233)## [1] 0.3061224npv(nhom1.rieng$AKImahoa,nhom1.rieng$TC,cutoff = 233)## [1] 0.1875coords(r3,"best", ret=c("specificity", "sensitivity", "accuracy", "precision","ppv","npv"), transpose = FALSE)## specificity sensitivity accuracy precision ppv npv
## threshold 0.875 0.6341463 0.7530864 0.8387097 0.8387097 0.7