## 做一个9个大组之间的重叠图。
## 看9个大组之间的并集和交集
## 加载包
library(readxl)
library(VIM)
## Loading required package: colorspace
## Loading required package: grid
## Loading required package: data.table
## VIM is ready to use.
## Since version 4.0.0 the GUI is in its own package VIMGUI.
##
## Please use the package to use the new (and old) GUI.
## Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues
##
## Attaching package: 'VIM'
## The following object is masked from 'package:datasets':
##
## sleep
library(ggplot2)
## Warning: package 'ggplot2' was built under R version 3.3.2
library(dplyr)
## -------------------------------------------------------------------------
## data.table + dplyr code now lives in dtplyr.
## Please library(dtplyr)!
## -------------------------------------------------------------------------
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:data.table':
##
## between, last
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(Hmisc)
## Loading required package: lattice
## Loading required package: survival
## Loading required package: Formula
##
## Attaching package: 'Hmisc'
## The following objects are masked from 'package:dplyr':
##
## combine, src, summarize
## The following objects are masked from 'package:base':
##
## format.pval, round.POSIXt, trunc.POSIXt, units
library(reshape2)
##
## Attaching package: 'reshape2'
## The following objects are masked from 'package:data.table':
##
## dcast, melt
library(VennDiagram)
## Loading required package: futile.logger
theme_set(theme_bw(base_family = "STKaiti"))
## 读取数据
ansdata <- read_excel("Array_data_nobackground_normalised.xlsx")
summary(ansdata)
## Factor Factor_group Array data
## Length:6400 Length:6400 Min. : 0.76
## Class :character Class :character 1st Qu.: 80.23
## Mode :character Mode :character Median : 143.06
## Mean : 1487.96
## 3rd Qu.: 316.36
## Max. :59801.26
##
## Patient Id Collection_Date Illness_Day Outcome
## Length:6400 Length:6400 Min. : 3.00 Length:6400
## Class :character Class :character 1st Qu.:11.00 Class :character
## Mode :character Mode :character Median :15.00 Mode :character
## Mean :17.89
## 3rd Qu.:23.00
## Max. :68.00
## NA's :400
## Age Sex Disease Phase Sampling Categry
## Min. : 6.00 Length:6400 Min. :1.0 Length:6400
## 1st Qu.:41.00 Class :character 1st Qu.:2.0 Class :character
## Median :55.00 Mode :character Median :2.0 Mode :character
## Mean :53.67 Mean :2.2
## 3rd Qu.:67.00 3rd Qu.:3.0
## Max. :82.00 Max. :4.0
## NA's :400 NA's :400
## 处理缺失值
sum(is.na(ansdata))
## [1] 2480
par(cex = 0.8)
# VIM::aggr(ansdata)
colnames(ansdata) <- c("factor","factorgroup","arraydata","paintID",
"collectiondate","illnessday","outcom","age","sex",
"diseaPH","SampleCategry")
summary(ansdata)
## factor factorgroup arraydata
## Length:6400 Length:6400 Min. : 0.76
## Class :character Class :character 1st Qu.: 80.23
## Mode :character Mode :character Median : 143.06
## Mean : 1487.96
## 3rd Qu.: 316.36
## Max. :59801.26
##
## paintID collectiondate illnessday outcom
## Length:6400 Length:6400 Min. : 3.00 Length:6400
## Class :character Class :character 1st Qu.:11.00 Class :character
## Mode :character Mode :character Median :15.00 Mode :character
## Mean :17.89
## 3rd Qu.:23.00
## Max. :68.00
## NA's :400
## age sex diseaPH SampleCategry
## Min. : 6.00 Length:6400 Min. :1.0 Length:6400
## 1st Qu.:41.00 Class :character 1st Qu.:2.0 Class :character
## Median :55.00 Mode :character Median :2.0 Mode :character
## Mean :53.67 Mean :2.2
## 3rd Qu.:67.00 3rd Qu.:3.0
## Max. :82.00 Max. :4.0
## NA's :400 NA's :400
## 对数据进行分析
# ## 剔除带有缺失值的行
# usedata <- na.omit(usedata)
# VIM::aggr(usedata)
usedata2 <- ansdata%>%
group_by(factor,factorgroup,sex,outcom)
usedata2$outSC <- paste(usedata2$outcom,usedata2$SampleCategry,sep = "-")
## "Fatal-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Fatal-All other",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
## 查看因子的个数
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 8 8 8 8 8 8 8 8
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 8 8 8 8 8 8 8 8
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 8 8 8 8 8 8 8 8
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 8 8 8 8 8 8 8 8
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 8 8 8 8 8 8 8 8
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 8 8 8 8 8 8 8 8
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 8 8 8 8 8 8 8 8
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 8 8 8 8 8 8 8 8
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 8 8 8 8 8 8 8 8
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 8 8 8 8 8 8 8 8
n <- length(table(corrdata2$factor))
## 变换数据
corrdata3 <- as.data.frame(split(corrdata2$arraydata,corrdata2$factor))
## 计算相关系数
sper <- rcorr(as.matrix(corrdata3),type = "pearson")
## 相关系数矩阵
rellation <- as.data.frame(sper$r)
## 生成相应的基因组合
hang <- matrix(rownames(rellation), nrow = n, ncol = n,byrow = FALSE)
lie <- matrix(colnames(rellation),nrow = n,ncol = n,byrow = TRUE)
zuhe <- matrix(paste(hang,lie,sep = "~"),nrow = n)
## 对相应的数据取下三角形的数值
lowrel <- rellation[lower.tri(rellation)]
lowp <- sper$P[lower.tri(sper$P)]
lowzuhe <- zuhe[lower.tri(zuhe)]
## 找到相关系数中 r>=0.8,p<=0.05) 的基因组合
usezuhe1 <- lowzuhe[which(lowrel >=0.8 & lowzuhe !=1 & lowp <= 0.05)]
usezuhe1
## [1] "GDNF~ANG" "IL.4~BDNF" "NAP.2~BDNF"
## [4] "PDGF.BB~BDNF" "RANTES~BDNF" "EGF~BLC"
## [7] "MCP.2~BLC" "VEGF~BLC" "GRO.a~CCL24"
## [10] "FGF.4~CCL26" "FGF.9~CCL26" "SDF.1~CCL26"
## [13] "IL.1b~Ck.b8.1" "IL.4~CSF1" "CSF3~CSF2"
## [16] "IFN.g~CSF2" "IL.10~CSF2" "IL.13~CSF2"
## [19] "IL.15~CSF2" "IL.1a~CSF2" "IL.2~CSF2"
## [22] "IL.5~CSF2" "IL.7~CSF2" "MCP.1~CSF2"
## [25] "MIG~CSF2" "PARC~CSF2" "TGF.b1~CSF2"
## [28] "TNF.a~CSF2" "TNF.b~CSF2" "IFN.g~CSF3"
## [31] "IL.10~CSF3" "IL.13~CSF3" "IL.15~CSF3"
## [34] "IL.1a~CSF3" "IL.2~CSF3" "IL.5~CSF3"
## [37] "IL.7~CSF3" "MCP.1~CSF3" "MIG~CSF3"
## [40] "PARC~CSF3" "TGF.b1~CSF3" "TNF.a~CSF3"
## [43] "TNF.b~CSF3" "GRO~EGF" "IL.1b~EGF"
## [46] "PDGF.BB~EGF" "RANTES~EGF" "VEGF~EGF"
## [49] "GDNF~ENA.78" "IP.10~ENA.78" "MCP.2~ENA.78"
## [52] "MCP.3~ENA.78" "TIMP.1~ENA.78" "FGF.7~FGF.4"
## [55] "OSM~FGF.4" "HGF~FGF.7" "IGFBP.3~FGF.7"
## [58] "IGFBP.4~FGF.7" "IP.10~FGF.7" "MCP.3~FGF.7"
## [61] "MIP.1d~FGF.7" "OPG~FGF.7" "OPN~FGF.7"
## [64] "SCF~FGF.7" "IL.12p70~GDNF" "IP.10~GDNF"
## [67] "MCP.2~GDNF" "MCP.3~GDNF" "PIGF~GDNF"
## [70] "TIMP.1~GDNF" "IL.12p70~GRO" "MIF~GRO"
## [73] "NAP.2~GRO" "PIGF~GRO" "RANTES~GRO"
## [76] "TIMP.1~GRO" "NT.3~GRO.a" "TARC~GRO.a"
## [79] "IP.10~HGF" "MCP.3~HGF" "OPG~HGF"
## [82] "OPN~HGF" "IL.16~I.309" "IL.10~IFN.g"
## [85] "IL.13~IFN.g" "IL.15~IFN.g" "IL.1a~IFN.g"
## [88] "IL.2~IFN.g" "IL.5~IFN.g" "IL.7~IFN.g"
## [91] "MCP.1~IFN.g" "MIG~IFN.g" "PARC~IFN.g"
## [94] "TGF.b1~IFN.g" "TNF.a~IFN.g" "TNF.b~IFN.g"
## [97] "MCP.4~IGF.I" "IGFBP.2~IGFBP.1" "TIMP.2~IGFBP.1"
## [100] "TIMP.2~IGFBP.2" "IGFBP.4~IGFBP.3" "IP.10~IGFBP.3"
## [103] "MCP.3~IGFBP.3" "OPG~IGFBP.3" "OPN~IGFBP.3"
## [106] "SCF~IGFBP.3" "OPG~IGFBP.4" "OPN~IGFBP.4"
## [109] "SCF~IGFBP.4" "IL.13~IL.10" "IL.15~IL.10"
## [112] "IL.1a~IL.10" "IL.2~IL.10" "IL.5~IL.10"
## [115] "IL.7~IL.10" "MCP.1~IL.10" "MIG~IL.10"
## [118] "PARC~IL.10" "TGF.b1~IL.10" "TNF.a~IL.10"
## [121] "TNF.b~IL.10" "IL.16~IL.12p70" "MCP.2~IL.12p70"
## [124] "MIF~IL.12p70" "PIGF~IL.12p70" "TIMP.1~IL.12p70"
## [127] "IL.15~IL.13" "IL.1a~IL.13" "IL.2~IL.13"
## [130] "IL.5~IL.13" "IL.7~IL.13" "MCP.1~IL.13"
## [133] "MIG~IL.13" "PARC~IL.13" "TARC~IL.13"
## [136] "TGF.b1~IL.13" "TNF.a~IL.13" "TNF.b~IL.13"
## [139] "IL.1a~IL.15" "IL.2~IL.15" "IL.5~IL.15"
## [142] "IL.7~IL.15" "MCP.1~IL.15" "MIG~IL.15"
## [145] "PARC~IL.15" "TGF.b1~IL.15" "TNF.a~IL.15"
## [148] "TNF.b~IL.15" "MIF~IL.16" "IL.2~IL.1a"
## [151] "IL.5~IL.1a" "IL.7~IL.1a" "MCP.1~IL.1a"
## [154] "MIG~IL.1a" "PARC~IL.1a" "TGF.b1~IL.1a"
## [157] "TNF.a~IL.1a" "TNF.b~IL.1a" "IL.5~IL.2"
## [160] "IL.7~IL.2" "MCP.1~IL.2" "MIG~IL.2"
## [163] "PARC~IL.2" "TGF.b1~IL.2" "TNF.a~IL.2"
## [166] "TNF.b~IL.2" "NAP.2~IL.4" "IL.7~IL.5"
## [169] "IL.8~IL.5" "MCP.1~IL.5" "MIG~IL.5"
## [172] "PARC~IL.5" "TGF.b1~IL.5" "TNF.a~IL.5"
## [175] "TNF.b~IL.5" "IL.8~IL.7" "MCP.1~IL.7"
## [178] "MIG~IL.7" "PARC~IL.7" "TGF.b1~IL.7"
## [181] "TNF.a~IL.7" "TNF.b~IL.7" "MCP.2~IP.10"
## [184] "MCP.3~IP.10" "OPG~IP.10" "OPN~IP.10"
## [187] "TIMP.1~IP.10" "NT.3~LIF" "MIG~MCP.1"
## [190] "TGF.b1~MCP.1" "TNF.a~MCP.1" "TNF.b~MCP.1"
## [193] "MIF~MCP.2" "TIMP.1~MCP.2" "VEGF~MCP.2"
## [196] "OPG~MCP.3" "OPN~MCP.3" "TIMP.1~MCP.3"
## [199] "PIGF~MIF" "TIMP.1~MIF" "PARC~MIG"
## [202] "TGF.b1~MIG" "TNF.a~MIG" "TNF.b~MIG"
## [205] "NT.3~MIP.1b" "TARC~MIP.1b" "PDGF.BB~NAP.2"
## [208] "RANTES~NAP.2" "TARC~NT.3" "OPN~OPG"
## [211] "SCF~OPG" "SCF~OPN" "TGF.b1~PARC"
## [214] "TNF.a~PARC" "TNF.b~PARC" "RANTES~PDGF.BB"
## [217] "TIMP.1~PIGF" "TGF.b1~TARC" "TNF.a~TGF.b1"
## [220] "TNF.b~TGF.b1" "TNF.b~TNF.a"
comcor <- function(data,minre1 = 0.8,minre2 = -0.8,maxp = 0.05){
## 该函数用来计算相关系数，并且的高符合要求的组合
## data : 数据，一列为基因，另一列为相应的浓度
## minre = 0.8 最小的相关系数
## maxp = 0.05 最大的相关系数显著性值
library(Hmisc)
## 查看因子的个数
## data <- corrdata2
corrdata2 <- data
names(corrdata2) <- c("factor","arraydata")
## 查看因子的个数
n <- length(table(corrdata2$factor))
## 变换数据
corrdata3 <- as.data.frame(split(corrdata2$arraydata,corrdata2$factor))
## 计算相关系数
sper <- rcorr(as.matrix(corrdata3),type = "pearson")
## 相关系数矩阵
rellation <- as.data.frame(sper$r)
## 生成相应的基因组合
hang <- matrix(rownames(rellation), nrow = n, ncol = n,byrow = FALSE)
lie <- matrix(colnames(rellation),nrow = n,ncol = n,byrow = TRUE)
zuhe <- matrix(paste(hang,lie,sep = "~"),nrow = n)
## 对相应的数据取下三角形的数值
lowrel <- rellation[lower.tri(rellation)]
lowp <- sper$P[lower.tri(sper$P)]
lowzuhe <- zuhe[lower.tri(zuhe)]
## 找到相关系数中 r>=0.8,p<=0.05) 的基因组合
usezuhe1 <- lowzuhe[which((lowrel >=minre1 | lowrel <=minre2) & lowzuhe !=1 & lowp <= maxp)]
return(usezuhe1)
}
## "Fatal-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Fatal-All other",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
## 找出组合
zuheFA <- comcor(corrdata2)
zuheFA
## [1] "GDNF~ANG" "IL.4~BDNF" "NAP.2~BDNF"
## [4] "PDGF.BB~BDNF" "RANTES~BDNF" "EGF~BLC"
## [7] "MCP.2~BLC" "VEGF~BLC" "OSM~CCL11"
## [10] "GRO.a~CCL24" "FGF.4~CCL26" "FGF.9~CCL26"
## [13] "SDF.1~CCL26" "IL.1b~Ck.b8.1" "IL.4~CSF1"
## [16] "CSF3~CSF2" "IFN.g~CSF2" "IL.10~CSF2"
## [19] "IL.13~CSF2" "IL.15~CSF2" "IL.1a~CSF2"
## [22] "IL.2~CSF2" "IL.5~CSF2" "IL.7~CSF2"
## [25] "MCP.1~CSF2" "MIG~CSF2" "PARC~CSF2"
## [28] "TGF.b1~CSF2" "TNF.a~CSF2" "TNF.b~CSF2"
## [31] "IFN.g~CSF3" "IL.10~CSF3" "IL.13~CSF3"
## [34] "IL.15~CSF3" "IL.1a~CSF3" "IL.2~CSF3"
## [37] "IL.5~CSF3" "IL.7~CSF3" "MCP.1~CSF3"
## [40] "MIG~CSF3" "PARC~CSF3" "TGF.b1~CSF3"
## [43] "TNF.a~CSF3" "TNF.b~CSF3" "SDF.1~CX3CL1"
## [46] "GRO~EGF" "IL.1b~EGF" "PDGF.BB~EGF"
## [49] "RANTES~EGF" "VEGF~EGF" "GDNF~ENA.78"
## [52] "IP.10~ENA.78" "MCP.2~ENA.78" "MCP.3~ENA.78"
## [55] "TIMP.1~ENA.78" "FGF.7~FGF.4" "OSM~FGF.4"
## [58] "HGF~FGF.7" "IGFBP.3~FGF.7" "IGFBP.4~FGF.7"
## [61] "IP.10~FGF.7" "MCP.3~FGF.7" "MIP.1d~FGF.7"
## [64] "OPG~FGF.7" "OPN~FGF.7" "SCF~FGF.7"
## [67] "IL.12p70~GDNF" "IP.10~GDNF" "MCP.2~GDNF"
## [70] "MCP.3~GDNF" "PIGF~GDNF" "TIMP.1~GDNF"
## [73] "IL.12p70~GRO" "MIF~GRO" "NAP.2~GRO"
## [76] "PIGF~GRO" "RANTES~GRO" "TIMP.1~GRO"
## [79] "NT.3~GRO.a" "TARC~GRO.a" "IP.10~HGF"
## [82] "MCP.3~HGF" "OPG~HGF" "OPN~HGF"
## [85] "IL.16~I.309" "TGF.b2~I.309" "IL.10~IFN.g"
## [88] "IL.13~IFN.g" "IL.15~IFN.g" "IL.1a~IFN.g"
## [91] "IL.2~IFN.g" "IL.5~IFN.g" "IL.7~IFN.g"
## [94] "MCP.1~IFN.g" "MIG~IFN.g" "PARC~IFN.g"
## [97] "TGF.b1~IFN.g" "TNF.a~IFN.g" "TNF.b~IFN.g"
## [100] "MCP.4~IGF.I" "IGFBP.2~IGFBP.1" "IL.1b~IGFBP.1"
## [103] "TIMP.2~IGFBP.1" "TIMP.2~IGFBP.2" "IGFBP.4~IGFBP.3"
## [106] "IP.10~IGFBP.3" "MCP.3~IGFBP.3" "OPG~IGFBP.3"
## [109] "OPN~IGFBP.3" "SCF~IGFBP.3" "OPG~IGFBP.4"
## [112] "OPN~IGFBP.4" "SCF~IGFBP.4" "IL.13~IL.10"
## [115] "IL.15~IL.10" "IL.1a~IL.10" "IL.2~IL.10"
## [118] "IL.5~IL.10" "IL.7~IL.10" "MCP.1~IL.10"
## [121] "MIG~IL.10" "PARC~IL.10" "TGF.b1~IL.10"
## [124] "THPO~IL.10" "TNF.a~IL.10" "TNF.b~IL.10"
## [127] "IL.16~IL.12p70" "MCP.2~IL.12p70" "MIF~IL.12p70"
## [130] "PIGF~IL.12p70" "TIMP.1~IL.12p70" "IL.15~IL.13"
## [133] "IL.1a~IL.13" "IL.2~IL.13" "IL.5~IL.13"
## [136] "IL.7~IL.13" "MCP.1~IL.13" "MIG~IL.13"
## [139] "PARC~IL.13" "TARC~IL.13" "TGF.b1~IL.13"
## [142] "TNF.a~IL.13" "TNF.b~IL.13" "IL.1a~IL.15"
## [145] "IL.2~IL.15" "IL.5~IL.15" "IL.7~IL.15"
## [148] "MCP.1~IL.15" "MIG~IL.15" "PARC~IL.15"
## [151] "TGF.b1~IL.15" "TNF.a~IL.15" "TNF.b~IL.15"
## [154] "MIF~IL.16" "TGF.b2~IL.16" "IL.2~IL.1a"
## [157] "IL.5~IL.1a" "IL.7~IL.1a" "MCP.1~IL.1a"
## [160] "MIG~IL.1a" "PARC~IL.1a" "TGF.b1~IL.1a"
## [163] "THPO~IL.1a" "TNF.a~IL.1a" "TNF.b~IL.1a"
## [166] "IL.5~IL.2" "IL.7~IL.2" "MCP.1~IL.2"
## [169] "MIG~IL.2" "PARC~IL.2" "TGF.b1~IL.2"
## [172] "TNF.a~IL.2" "TNF.b~IL.2" "NAP.2~IL.4"
## [175] "IL.7~IL.5" "IL.8~IL.5" "MCP.1~IL.5"
## [178] "MIG~IL.5" "PARC~IL.5" "TGF.b1~IL.5"
## [181] "TNF.a~IL.5" "TNF.b~IL.5" "IL.8~IL.7"
## [184] "MCP.1~IL.7" "MIG~IL.7" "PARC~IL.7"
## [187] "TGF.b1~IL.7" "TNF.a~IL.7" "TNF.b~IL.7"
## [190] "TGF.b3~IL.8" "MCP.2~IP.10" "MCP.3~IP.10"
## [193] "OPG~IP.10" "OPN~IP.10" "TIMP.1~IP.10"
## [196] "NT.3~LIF" "MIG~MCP.1" "TGF.b1~MCP.1"
## [199] "THPO~MCP.1" "TNF.a~MCP.1" "TNF.b~MCP.1"
## [202] "MIF~MCP.2" "TIMP.1~MCP.2" "VEGF~MCP.2"
## [205] "OPG~MCP.3" "OPN~MCP.3" "TIMP.1~MCP.3"
## [208] "PIGF~MDC" "PIGF~MIF" "TIMP.1~MIF"
## [211] "PARC~MIG" "TGF.b1~MIG" "TNF.a~MIG"
## [214] "TNF.b~MIG" "NT.3~MIP.1b" "TARC~MIP.1b"
## [217] "PDGF.BB~NAP.2" "RANTES~NAP.2" "TARC~NT.3"
## [220] "OPN~OPG" "SCF~OPG" "SCF~OPN"
## [223] "TGF.b1~PARC" "TNF.a~PARC" "TNF.b~PARC"
## [226] "RANTES~PDGF.BB" "TIMP.1~PIGF" "TGF.b1~TARC"
## [229] "TNF.a~TGF.b1" "TNF.b~TGF.b1" "TNF.b~TNF.a"
## "Fatal-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Fatal-First",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 6 6 6 6 6 6 6 6
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 6 6 6 6 6 6 6 6
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 6 6 6 6 6 6 6 6
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 6 6 6 6 6 6 6 6
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 6 6 6 6 6 6 6 6
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 6 6 6 6 6 6 6 6
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 6 6 6 6 6 6 6 6
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 6 6 6 6 6 6 6 6
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 6 6 6 6 6 6 6 6
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 6 6 6 6 6 6 6 6
## 找出组合
zuheFF <- comcor(corrdata2)
zuheFF
## [1] "IL.12p70~ANG" "IP.10~ANG" "IGFBP.1~BDNF"
## [4] "LIF~BDNF" "MCP.3~BDNF" "MIP.1b~BDNF"
## [7] "PDGF.BB~BDNF" "LIGHT~BLC" "OPN~CCL11"
## [10] "TGF.b2~CCL24" "CX3CL1~CCL26" "FGF.9~CCL26"
## [13] "IL.12p70~CCL26" "IL.3~CCL26" "IL.4~CCL26"
## [16] "MCP.4~CCL26" "MDC~CCL26" "MIP.1d~CCL26"
## [19] "PIGF~CCL26" "SDF.1~CCL26" "FGF.4~Ck.b8.1"
## [22] "FGF.7~Ck.b8.1" "HGF~Ck.b8.1" "I.309~Ck.b8.1"
## [25] "IGFBP.4~Ck.b8.1" "MCP.4~Ck.b8.1" "MIP.3a~Ck.b8.1"
## [28] "SCF~Ck.b8.1" "IGFBP.1~CSF1" "IP.10~CSF1"
## [31] "TIMP.2~CSF1" "CSF3~CSF2" "IFN.g~CSF2"
## [34] "IL.10~CSF2" "IL.13~CSF2" "IL.15~CSF2"
## [37] "IL.1a~CSF2" "IL.2~CSF2" "IL.5~CSF2"
## [40] "IL.7~CSF2" "MCP.1~CSF2" "MDC~CSF2"
## [43] "MIG~CSF2" "NT.3~CSF2" "TGF.b1~CSF2"
## [46] "TNF.a~CSF2" "TNF.b~CSF2" "IFN.g~CSF3"
## [49] "IL.10~CSF3" "IL.13~CSF3" "IL.15~CSF3"
## [52] "IL.1a~CSF3" "IL.2~CSF3" "IL.5~CSF3"
## [55] "IL.7~CSF3" "MCP.1~CSF3" "MIG~CSF3"
## [58] "NT.3~CSF3" "TGF.b1~CSF3" "TNF.a~CSF3"
## [61] "TNF.b~CSF3" "FGF.9~CX3CL1" "LIF~CX3CL1"
## [64] "MCP.4~CX3CL1" "MDC~CX3CL1" "PIGF~CX3CL1"
## [67] "THPO~CX3CL1" "VEGF~CX3CL1" "MCP.2~EGF"
## [70] "FGF.7~FGF.4" "HGF~FGF.4" "I.309~FGF.4"
## [73] "IGFBP.3~FGF.4" "IGFBP.4~FGF.4" "MIP.3a~FGF.4"
## [76] "OPG~FGF.4" "SCF~FGF.4" "TIMP.2~FGF.4"
## [79] "LIGHT~FGF.6" "MIP.1d~FGF.6" "HGF~FGF.7"
## [82] "I.309~FGF.7" "IGFBP.3~FGF.7" "MIF~FGF.7"
## [85] "MIP.3a~FGF.7" "OPG~FGF.7" "RANTES~FGF.7"
## [88] "SCF~FGF.7" "TIMP.2~FGF.7" "IL.3~FGF.9"
## [91] "NT.4~FGF.9" "PIGF~FGF.9" "SDF.1~FGF.9"
## [94] "THPO~FGF.9" "VEGF~FGF.9" "GDNF~Flt.3.LG"
## [97] "IGFBP.1~Flt.3.LG" "MCP.2~Flt.3.LG" "NAP.2~Flt.3.LG"
## [100] "HGF~GCP.2" "IGFBP.3~GCP.2" "MCP.3~GCP.2"
## [103] "MIP.1b~GCP.2" "MIP.3a~GCP.2" "OPG~GCP.2"
## [106] "TIMP.2~GCP.2" "MCP.2~GDNF" "IGFBP.2~GRO"
## [109] "Leptin~GRO" "PARC~GRO" "IL.10~GRO.a"
## [112] "IL.1a~GRO.a" "IL.2~GRO.a" "IL.6~GRO.a"
## [115] "MIG~GRO.a" "NT.3~GRO.a" "PARC~GRO.a"
## [118] "TNF.a~GRO.a" "TNF.b~GRO.a" "I.309~HGF"
## [121] "IGFBP.3~HGF" "MCP.3~HGF" "MIF~HGF"
## [124] "MIP.1b~HGF" "MIP.3a~HGF" "OPG~HGF"
## [127] "RANTES~HGF" "SCF~HGF" "TIMP.2~HGF"
## [130] "IGFBP.3~I.309" "MCP.4~I.309" "MIP.3a~I.309"
## [133] "OPG~I.309" "SCF~I.309" "TIMP.2~I.309"
## [136] "IL.10~IFN.g" "IL.13~IFN.g" "IL.15~IFN.g"
## [139] "IL.1a~IFN.g" "IL.2~IFN.g" "IL.5~IFN.g"
## [142] "IL.7~IFN.g" "MCP.1~IFN.g" "MIG~IFN.g"
## [145] "NT.3~IFN.g" "TGF.b1~IFN.g" "TNF.a~IFN.g"
## [148] "TNF.b~IFN.g" "LIGHT~IGF.I" "MIP.1d~IGF.I"
## [151] "NT.4~IGF.I" "IGFBP.3~IGFBP.1" "IP.10~IGFBP.1"
## [154] "MCP.3~IGFBP.1" "MIP.1b~IGFBP.1" "NAP.2~IGFBP.1"
## [157] "OPG~IGFBP.1" "IL.4~IGFBP.2" "Leptin~IGFBP.2"
## [160] "PARC~IGFBP.2" "IP.10~IGFBP.3" "MCP.3~IGFBP.3"
## [163] "MIP.1b~IGFBP.3" "MIP.3a~IGFBP.3" "OPG~IGFBP.3"
## [166] "SCF~IGFBP.3" "TIMP.2~IGFBP.3" "LIF~IGFBP.4"
## [169] "NT.4~IGFBP.4" "OSM~IGFBP.4" "SCF~IGFBP.4"
## [172] "TGF.b3~IGFBP.4" "THPO~IGFBP.4" "IL.13~IL.10"
## [175] "IL.15~IL.10" "IL.1a~IL.10" "IL.2~IL.10"
## [178] "IL.5~IL.10" "IL.7~IL.10" "MCP.1~IL.10"
## [181] "MIG~IL.10" "NT.3~IL.10" "TGF.b1~IL.10"
## [184] "TNF.a~IL.10" "TNF.b~IL.10" "IL.4~IL.12p70"
## [187] "IP.10~IL.12p70" "Leptin~IL.12p70" "SDF.1~IL.12p70"
## [190] "IL.15~IL.13" "IL.1a~IL.13" "IL.2~IL.13"
## [193] "IL.5~IL.13" "IL.7~IL.13" "MCP.1~IL.13"
## [196] "MIG~IL.13" "NT.3~IL.13" "TGF.b1~IL.13"
## [199] "TNF.a~IL.13" "TNF.b~IL.13" "IL.1a~IL.15"
## [202] "IL.2~IL.15" "IL.5~IL.15" "IL.7~IL.15"
## [205] "MIG~IL.15" "NT.3~IL.15" "TGF.b1~IL.15"
## [208] "TNF.a~IL.15" "TNF.b~IL.15" "MIF~IL.16"
## [211] "RANTES~IL.16" "IL.2~IL.1a" "IL.6~IL.1a"
## [214] "MIG~IL.1a" "NT.3~IL.1a" "TGF.b1~IL.1a"
## [217] "TNF.a~IL.1a" "TNF.b~IL.1a" "IL.7~IL.1b"
## [220] "IL.8~IL.1b" "IL.5~IL.2" "IL.7~IL.2"
## [223] "MCP.1~IL.2" "MIG~IL.2" "NT.3~IL.2"
## [226] "TGF.b1~IL.2" "TNF.a~IL.2" "TNF.b~IL.2"
## [229] "PIGF~IL.3" "SDF.1~IL.3" "VEGF~IL.3"
## [232] "Leptin~IL.4" "SDF.1~IL.4" "IL.7~IL.5"
## [235] "MCP.1~IL.5" "MIG~IL.5" "NT.3~IL.5"
## [238] "TGF.b1~IL.5" "TNF.a~IL.5" "TNF.b~IL.5"
## [241] "MCP.1~IL.7" "MIG~IL.7" "TGF.b1~IL.7"
## [244] "TNF.a~IL.7" "TNF.b~IL.7" "MCP.3~IP.10"
## [247] "OPG~IP.10" "TIMP.2~IP.10" "PARC~Leptin"
## [250] "MCP.3~LIF" "OSM~LIF" "THPO~LIF"
## [253] "MIP.1d~LIGHT" "NT.4~LIGHT" "MIG~MCP.1"
## [256] "TGF.b1~MCP.1" "TNF.a~MCP.1" "TNF.b~MCP.1"
## [259] "NAP.2~MCP.2" "MIP.1b~MCP.3" "MIP.3a~MCP.3"
## [262] "OPG~MCP.3" "SCF~MCP.3" "TIMP.2~MCP.3"
## [265] "MDC~MCP.4" "PIGF~MDC" "MIP.3a~MIF"
## [268] "RANTES~MIF" "NT.3~MIG" "TGF.b1~MIG"
## [271] "TNF.a~MIG" "TNF.b~MIG" "MIP.3a~MIP.1b"
## [274] "OPG~MIP.1b" "SCF~MIP.1b" "SDF.1~MIP.1d"
## [277] "OPG~MIP.3a" "RANTES~MIP.3a" "SCF~MIP.3a"
## [280] "TARC~MIP.3a" "TIMP.2~MIP.3a" "PDGF.BB~NT.3"
## [283] "TGF.b1~NT.3" "TNF.a~NT.3" "TNF.b~NT.3"
## [286] "THPO~NT.4" "VEGF~NT.4" "SCF~OPG"
## [289] "TIMP.2~OPG" "TGF.b3~OSM" "THPO~OSM"
## [292] "TIMP.1~OSM" "SDF.1~PIGF" "THPO~PIGF"
## [295] "VEGF~PIGF" "TARC~RANTES" "TIMP.2~SCF"
## [298] "TNF.a~TGF.b1" "TNF.b~TGF.b1" "TGF.b3~TGF.b2"
## [301] "VEGF~THPO" "TNF.b~TNF.a"
## "Fatal-Last"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Fatal-Last",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 6 6 6 6 6 6 6 6
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 6 6 6 6 6 6 6 6
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 6 6 6 6 6 6 6 6
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 6 6 6 6 6 6 6 6
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 6 6 6 6 6 6 6 6
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 6 6 6 6 6 6 6 6
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 6 6 6 6 6 6 6 6
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 6 6 6 6 6 6 6 6
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 6 6 6 6 6 6 6 6
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 6 6 6 6 6 6 6 6
## 找出组合
zuheFL <- comcor(corrdata2)
zuheFL
## [1] "IGFBP.2~ANG" "GRO~BDNF" "PDGF.BB~BDNF"
## [4] "TARC~BDNF" "CSF2~CCL11" "CSF3~CCL11"
## [7] "GCP.2~CCL11" "IFN.g~CCL11" "IL.13~CCL11"
## [10] "IL.15~CCL11" "IL.1a~CCL11" "IL.2~CCL11"
## [13] "IL.5~CCL11" "IL.7~CCL11" "MIG~CCL11"
## [16] "TGF.b1~CCL11" "TNF.a~CCL11" "TNF.b~CCL11"
## [19] "NT.3~CCL24" "Ck.b8.1~CCL26" "CX3CL1~CCL26"
## [22] "IGFBP.1~CCL26" "Leptin~CCL26" "OSM~CCL26"
## [25] "PARC~CCL26" "CX3CL1~Ck.b8.1" "FGF.6~Ck.b8.1"
## [28] "I.309~Ck.b8.1" "IL.16~Ck.b8.1" "IL.1b~Ck.b8.1"
## [31] "LIF~Ck.b8.1" "LIGHT~Ck.b8.1" "MCP.3~Ck.b8.1"
## [34] "MDC~Ck.b8.1" "NT.4~Ck.b8.1" "OSM~Ck.b8.1"
## [37] "PARC~Ck.b8.1" "TGF.b3~Ck.b8.1" "THPO~Ck.b8.1"
## [40] "SCF~CSF1" "CSF3~CSF2" "GCP.2~CSF2"
## [43] "IFN.g~CSF2" "IL.13~CSF2" "IL.15~CSF2"
## [46] "IL.1a~CSF2" "IL.2~CSF2" "IL.5~CSF2"
## [49] "IL.7~CSF2" "PIGF~CSF2" "TGF.b1~CSF2"
## [52] "TNF.a~CSF2" "TNF.b~CSF2" "GCP.2~CSF3"
## [55] "IFN.g~CSF3" "IL.13~CSF3" "IL.15~CSF3"
## [58] "IL.1a~CSF3" "IL.2~CSF3" "IL.5~CSF3"
## [61] "IL.7~CSF3" "MIG~CSF3" "PIGF~CSF3"
## [64] "TGF.b1~CSF3" "TNF.a~CSF3" "TNF.b~CSF3"
## [67] "FGF.6~CX3CL1" "GDNF~CX3CL1" "LIGHT~CX3CL1"
## [70] "OSM~CX3CL1" "TGF.b3~CX3CL1" "FGF.9~EGF"
## [73] "IP.10~EGF" "LIF~EGF" "MCP.3~EGF"
## [76] "MIP.1b~EGF" "TGF.b2~EGF" "RANTES~ENA.78"
## [79] "TIMP.1~ENA.78" "GDNF~FGF.4" "IL.3~FGF.4"
## [82] "PIGF~FGF.4" "I.309~FGF.6" "IL.10~FGF.6"
## [85] "IL.16~FGF.6" "LIGHT~FGF.6" "MDC~FGF.6"
## [88] "MIP.1d~FGF.6" "NT.4~FGF.6" "OPN~FGF.6"
## [91] "OSM~FGF.6" "PARC~FGF.6" "HGF~FGF.7"
## [94] "IGF.I~FGF.7" "MCP.2~FGF.7" "MCP.4~FGF.7"
## [97] "I.309~FGF.9" "IL.1b~FGF.9" "LIF~FGF.9"
## [100] "MCP.3~FGF.9" "MDC~FGF.9" "MIP.1b~FGF.9"
## [103] "TGF.b2~FGF.9" "VEGF~FGF.9" "IGFBP.4~Flt.3.LG"
## [106] "IL.6~Flt.3.LG" "IL.8~Flt.3.LG" "MIP.3a~Flt.3.LG"
## [109] "IFN.g~GCP.2" "IL.13~GCP.2" "IL.15~GCP.2"
## [112] "IL.1a~GCP.2" "IL.5~GCP.2" "IL.7~GCP.2"
## [115] "MIG~GCP.2" "PDGF.BB~GCP.2" "TGF.b1~GCP.2"
## [118] "TNF.a~GCP.2" "TNF.b~GCP.2" "IL.3~GDNF"
## [121] "LIGHT~GDNF" "PIGF~GDNF" "TGF.b3~GDNF"
## [124] "NAP.2~GRO" "PDGF.BB~GRO" "TARC~GRO"
## [127] "IL.12p70~GRO.a" "MCP.2~GRO.a" "MCP.2~HGF"
## [130] "MCP.4~HGF" "OPG~HGF" "IL.16~I.309"
## [133] "IL.1b~I.309" "LIF~I.309" "LIGHT~I.309"
## [136] "MCP.3~I.309" "MDC~I.309" "MIP.1d~I.309"
## [139] "NT.4~I.309" "OSM~I.309" "TGF.b2~I.309"
## [142] "TGF.b3~I.309" "THPO~I.309" "IL.13~IFN.g"
## [145] "IL.15~IFN.g" "IL.1a~IFN.g" "IL.2~IFN.g"
## [148] "IL.5~IFN.g" "IL.7~IFN.g" "PIGF~IFN.g"
## [151] "TGF.b1~IFN.g" "TNF.a~IFN.g" "TNF.b~IFN.g"
## [154] "IL.13~IGF.I" "IL.1a~IGF.I" "MIG~IGF.I"
## [157] "Leptin~IGFBP.1" "PARC~IGFBP.1" "OPN~IGFBP.2"
## [160] "SCF~IGFBP.2" "IGFBP.4~IGFBP.3" "IL.4~IGFBP.3"
## [163] "IL.8~IGFBP.3" "IL.6~IGFBP.4" "IL.8~IGFBP.4"
## [166] "MIP.3a~IGFBP.4" "IL.3~IL.10" "LIGHT~IL.10"
## [169] "MIP.1d~IL.10" "TIMP.2~IL.10" "TIMP.1~IL.12p70"
## [172] "IL.15~IL.13" "IL.1a~IL.13" "IL.2~IL.13"
## [175] "IL.5~IL.13" "IL.7~IL.13" "MIG~IL.13"
## [178] "TGF.b1~IL.13" "TNF.a~IL.13" "TNF.b~IL.13"
## [181] "IL.1a~IL.15" "IL.2~IL.15" "IL.5~IL.15"
## [184] "IL.7~IL.15" "TGF.b1~IL.15" "TNF.a~IL.15"
## [187] "TNF.b~IL.15" "IL.1b~IL.16" "LIF~IL.16"
## [190] "LIGHT~IL.16" "MCP.3~IL.16" "MDC~IL.16"
## [193] "MIP.1d~IL.16" "NT.4~IL.16" "OSM~IL.16"
## [196] "TGF.b2~IL.16" "TGF.b3~IL.16" "THPO~IL.16"
## [199] "IL.2~IL.1a" "IL.5~IL.1a" "IL.7~IL.1a"
## [202] "MIG~IL.1a" "TGF.b1~IL.1a" "TNF.a~IL.1a"
## [205] "TNF.b~IL.1a" "LIF~IL.1b" "LIGHT~IL.1b"
## [208] "MDC~IL.1b" "MIF~IL.1b" "NT.4~IL.1b"
## [211] "VEGF~IL.1b" "IL.5~IL.2" "IL.7~IL.2"
## [214] "TGF.b1~IL.2" "TNF.a~IL.2" "TNF.b~IL.2"
## [217] "PIGF~IL.3" "TIMP.2~IL.3" "MIP.1b~IL.4"
## [220] "VEGF~IL.4" "IL.7~IL.5" "MIG~IL.5"
## [223] "TGF.b1~IL.5" "TNF.a~IL.5" "TNF.b~IL.5"
## [226] "IL.8~IL.6" "MIP.3a~IL.6" "OPN~IL.6"
## [229] "TGF.b1~IL.7" "TNF.a~IL.7" "TNF.b~IL.7"
## [232] "MIP.3a~IL.8" "RANTES~IP.10" "PARC~Leptin"
## [235] "SDF.1~Leptin" "MCP.3~LIF" "MDC~LIF"
## [238] "MIP.1b~LIF" "TGF.b2~LIF" "THPO~LIF"
## [241] "VEGF~LIF" "MDC~LIGHT" "MIF~LIGHT"
## [244] "MIP.1d~LIGHT" "NT.4~LIGHT" "OSM~LIGHT"
## [247] "TGF.b3~LIGHT" "NT.3~MCP.1" "MCP.4~MCP.2"
## [250] "OPG~MCP.2" "MDC~MCP.3" "OSM~MCP.3"
## [253] "TGF.b2~MCP.3" "TGF.b3~MCP.3" "THPO~MCP.3"
## [256] "OPG~MCP.4" "MIP.1d~MDC" "NT.4~MDC"
## [259] "OSM~MDC" "TGF.b2~MDC" "TGF.b3~MDC"
## [262] "THPO~MDC" "NT.4~MIF" "TGF.b1~MIG"
## [265] "TNF.a~MIG" "TARC~MIP.1b" "VEGF~MIP.1b"
## [268] "NT.4~MIP.1d" "OPN~MIP.1d" "PDGF.BB~NAP.2"
## [271] "RANTES~NAP.2" "TIMP.1~NAP.2" "OSM~NT.4"
## [274] "THPO~NT.4" "TGF.b3~OSM" "THPO~OSM"
## [277] "TARC~PDGF.BB" "TGF.b1~PIGF" "TIMP.2~PIGF"
## [280] "TNF.a~PIGF" "TNF.b~PIGF" "TIMP.1~RANTES"
## [283] "VEGF~TARC" "TNF.a~TGF.b1" "TNF.b~TGF.b1"
## [286] "THPO~TGF.b2" "THPO~TGF.b3" "TNF.b~TNF.a"
## "Healthy-First"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Healthy-First",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 5 5 5 5 5 5 5 5
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 5 5 5 5 5 5 5 5
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 5 5 5 5 5 5 5 5
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 5 5 5 5 5 5 5 5
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 5 5 5 5 5 5 5 5
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 5 5 5 5 5 5 5 5
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 5 5 5 5 5 5 5 5
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 5 5 5 5 5 5 5 5
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 5 5 5 5 5 5 5 5
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 5 5 5 5 5 5 5 5
## 找出组合
zuheHF <- comcor(corrdata2)
zuheHF
## [1] "GRO~ANG" "IL.2~ANG" "MCP.1~ANG"
## [4] "SCF~ANG" "EGF~BDNF" "ENA.78~BDNF"
## [7] "GRO.a~BDNF" "IL.2~BDNF" "IL.6~BDNF"
## [10] "MCP.1~BDNF" "MIP.3a~BDNF" "NT.4~BDNF"
## [13] "PDGF.BB~BDNF" "TARC~BDNF" "IGF.I~BLC"
## [16] "MIF~BLC" "EGF~CCL24" "GRO.a~CCL24"
## [19] "RANTES~CCL24" "IL.12p70~CCL26" "NT.4~CCL26"
## [22] "OSM~CCL26" "TARC~CCL26" "THPO~CCL26"
## [25] "CSF2~Ck.b8.1" "IGFBP.4~Ck.b8.1" "IL.7~Ck.b8.1"
## [28] "SDF.1~Ck.b8.1" "VEGF~Ck.b8.1" "IGF.I~CSF1"
## [31] "MDC~CSF1" "SCF~CSF1" "NT.4~CSF2"
## [34] "VEGF~CSF2" "IL.12p70~CSF3" "IL.15~CSF3"
## [37] "IL.7~CSF3" "SDF.1~CSF3" "FGF.6~CX3CL1"
## [40] "LIF~CX3CL1" "LIGHT~CX3CL1" "MCP.3~CX3CL1"
## [43] "PIGF~CX3CL1" "ENA.78~EGF" "GRO~EGF"
## [46] "GRO.a~EGF" "IL.2~EGF" "MIP.3a~EGF"
## [49] "NT.4~EGF" "PDGF.BB~EGF" "RANTES~EGF"
## [52] "SCF~EGF" "TARC~EGF" "IL.2~ENA.78"
## [55] "MIP.3a~ENA.78" "NT.4~ENA.78" "PDGF.BB~ENA.78"
## [58] "RANTES~ENA.78" "SCF~ENA.78" "TARC~ENA.78"
## [61] "THPO~ENA.78" "IL.16~FGF.4" "PARC~FGF.4"
## [64] "FGF.9~FGF.6" "LIF~FGF.6" "LIGHT~FGF.6"
## [67] "MCP.3~FGF.6" "IGFBP.1~FGF.7" "IGFBP.2~FGF.7"
## [70] "MIG~FGF.9" "TGF.b3~FGF.9" "IGFBP.1~Flt.3.LG"
## [73] "IGFBP.3~GCP.2" "IL.4~GCP.2" "IL.5~GCP.2"
## [76] "IL.8~GCP.2" "MCP.1~GCP.2" "NAP.2~GCP.2"
## [79] "TNF.a~GCP.2" "Leptin~GDNF" "MIP.1b~GDNF"
## [82] "IL.2~GRO" "SCF~GRO" "IL.6~GRO.a"
## [85] "MCP.1~GRO.a" "NT.4~GRO.a" "MCP.4~HGF"
## [88] "PARC~I.309" "OSM~IFN.g" "IGFBP.2~IGFBP.1"
## [91] "MIF~IGFBP.2" "IL.4~IGFBP.3" "IL.5~IGFBP.3"
## [94] "IL.8~IGFBP.3" "MCP.3~IGFBP.3" "TNF.a~IGFBP.3"
## [97] "IL.7~IGFBP.4" "MIG~IGFBP.4" "MIP.1b~IGFBP.4"
## [100] "TGF.b2~IGFBP.4" "MCP.4~IL.10" "OPG~IL.10"
## [103] "IL.15~IL.12p70" "OSM~IL.12p70" "IL.15~IL.13"
## [106] "NT.3~IL.13" "TARC~IL.13" "IL.7~IL.15"
## [109] "NT.3~IL.15" "OSM~IL.15" "SDF.1~IL.15"
## [112] "LIGHT~IL.16" "NAP.2~IL.1a" "OPN~IL.1a"
## [115] "IL.3~IL.1b" "MCP.1~IL.2" "MIP.3a~IL.2"
## [118] "PDGF.BB~IL.2" "RANTES~IL.2" "SCF~IL.2"
## [121] "TARC~IL.2" "IL.5~IL.4" "IL.6~IL.4"
## [124] "IL.8~IL.4" "MCP.1~IL.4" "MIG~IL.4"
## [127] "NAP.2~IL.4" "NT.3~IL.4" "VEGF~IL.4"
## [130] "IL.6~IL.5" "IL.8~IL.5" "MCP.1~IL.5"
## [133] "NAP.2~IL.5" "TNF.a~IL.5" "VEGF~IL.5"
## [136] "MCP.1~IL.6" "NAP.2~IL.6" "NT.4~IL.6"
## [139] "VEGF~IL.6" "NT.3~IL.7" "SDF.1~IL.7"
## [142] "TGF.b1~IL.7" "TGF.b2~IL.7" "MCP.1~IL.8"
## [145] "MCP.3~IL.8" "TNF.a~IL.8" "MIP.1d~IP.10"
## [148] "TIMP.2~IP.10" "MCP.3~LIF" "PIGF~LIF"
## [151] "PIGF~LIGHT" "NAP.2~MCP.1" "MDC~MCP.2"
## [154] "TNF.a~MCP.3" "MIP.1d~MCP.4" "OPG~MCP.4"
## [157] "NAP.2~MIG" "NT.3~MIG" "VEGF~MIG"
## [160] "TIMP.2~MIP.1d" "PDGF.BB~MIP.3a" "RANTES~MIP.3a"
## [163] "SCF~MIP.3a" "TARC~MIP.3a" "VEGF~NAP.2"
## [166] "SDF.1~NT.3" "TGF.b1~NT.3" "TGF.b2~NT.3"
## [169] "VEGF~NT.3" "OSM~NT.4" "PDGF.BB~NT.4"
## [172] "TGF.b3~PARC" "RANTES~PDGF.BB" "SCF~PDGF.BB"
## [175] "TARC~PDGF.BB" "SCF~RANTES" "THPO~RANTES"
## [178] "TGF.b1~SDF.1" "TGF.b2~SDF.1" "THPO~TARC"
## [181] "TIMP.1~TARC" "TGF.b2~TGF.b1" "TIMP.1~THPO"
## "Mild-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Mild-All other",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 6 6 6 6 6 6 6 6
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 6 6 6 6 6 6 6 6
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 6 6 6 6 6 6 6 6
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 6 6 6 6 6 6 6 6
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 6 6 6 6 6 6 6 6
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 6 6 6 6 6 6 6 6
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 6 6 6 6 6 6 6 6
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 6 6 6 6 6 6 6 6
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 6 6 6 6 6 6 6 6
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 6 6 6 6 6 6 6 6
## 找出组合
zuheMA <- comcor(corrdata2)
zuheMA
## [1] "CX3CL1~ANG" "FGF.4~ANG" "RANTES~ANG" "CSF2~BDNF"
## [5] "ENA.78~BDNF" "IL.10~BDNF" "IL.15~BDNF" "MCP.2~BDNF"
## [9] "MIP.3a~BDNF" "NAP.2~BDNF" "PDGF.BB~BDNF" "SCF~BDNF"
## [13] "TARC~BDNF" "CCL26~BLC" "GDNF~BLC" "GRO.a~BLC"
## [17] "IGF.I~BLC" "IGFBP.2~BLC" "MCP.4~BLC" "PARC~BLC"
## [21] "PIGF~BLC" "THPO~BLC" "IL.12p70~CCL11" "RANTES~CCL11"
## [25] "TIMP.1~CCL11" "FGF.9~CCL24" "IGFBP.4~CCL24" "LIF~CCL24"
## [29] "LIGHT~CCL24" "MIP.1d~CCL24" "NT.4~CCL24" "FGF.7~CCL26"
## [33] "I.309~CCL26" "PARC~CCL26" "CX3CL1~Ck.b8.1" "FGF.6~Ck.b8.1"
## [37] "IGF.I~Ck.b8.1" "IL.1a~Ck.b8.1" "IL.3~Ck.b8.1" "IL.4~Ck.b8.1"
## [41] "IP.10~Ck.b8.1" "MCP.1~Ck.b8.1" "MIF~Ck.b8.1" "TIMP.2~Ck.b8.1"
## [45] "TGF.b2~CSF1" "CSF3~CSF2" "EGF~CSF2" "ENA.78~CSF2"
## [49] "GRO~CSF2" "IGFBP.3~CSF2" "IL.10~CSF2" "IL.15~CSF2"
## [53] "IL.5~CSF2" "IL.6~CSF2" "NAP.2~CSF2" "SCF~CSF2"
## [57] "TARC~CSF2" "GRO~CSF3" "IGFBP.3~CSF3" "IL.13~CSF3"
## [61] "IL.15~CSF3" "IL.5~CSF3" "FGF.6~CX3CL1" "MCP.1~CX3CL1"
## [65] "SDF.1~CX3CL1" "ENA.78~EGF" "GRO~EGF" "IGFBP.3~EGF"
## [69] "IL.15~EGF" "IL.6~EGF" "MDC~EGF" "MIG~EGF"
## [73] "PDGF.BB~EGF" "TARC~EGF" "TGF.b1~EGF" "GRO~ENA.78"
## [77] "IL.10~ENA.78" "IL.15~ENA.78" "IL.5~ENA.78" "IL.6~ENA.78"
## [81] "MCP.2~ENA.78" "NAP.2~ENA.78" "SCF~ENA.78" "TARC~ENA.78"
## [85] "FGF.6~FGF.4" "IL.1a~FGF.4" "IL.4~FGF.4" "IP.10~FGF.4"
## [89] "MCP.1~FGF.4" "MCP.3~FGF.4" "MIP.1b~FGF.4" "NT.3~FGF.4"
## [93] "TNF.a~FGF.4" "TNF.b~FGF.4" "VEGF~FGF.4" "IL.1a~FGF.6"
## [97] "IL.4~FGF.6" "IP.10~FGF.6" "MCP.1~FGF.6" "MCP.3~FGF.6"
## [101] "MIP.1b~FGF.6" "SDF.1~FGF.6" "TIMP.2~FGF.6" "TNF.a~FGF.6"
## [105] "TNF.b~FGF.6" "HGF~FGF.7" "IL.2~FGF.7" "GRO.a~FGF.9"
## [109] "IGF.I~FGF.9" "IL.1a~FGF.9" "LIF~FGF.9" "LIGHT~FGF.9"
## [113] "MIF~FGF.9" "OSM~FGF.9" "GRO.a~GCP.2" "NT.4~GCP.2"
## [117] "OPG~GCP.2" "THPO~GCP.2" "I.309~GDNF" "IL.13~GDNF"
## [121] "IL.3~GDNF" "IL.8~GDNF" "PARC~GDNF" "PIGF~GDNF"
## [125] "IGFBP.3~GRO" "IL.10~GRO" "IL.15~GRO" "IL.5~GRO"
## [129] "IL.6~GRO" "IL.8~GRO" "PIGF~GRO" "SCF~GRO"
## [133] "TARC~GRO" "IGF.I~GRO.a" "IGFBP.2~GRO.a" "LIGHT~GRO.a"
## [137] "MCP.4~GRO.a" "OSM~GRO.a" "PARC~GRO.a" "IGFBP.4~HGF"
## [141] "IL.2~HGF" "Leptin~HGF" "MDC~HGF" "OPN~HGF"
## [145] "IGFBP.1~I.309" "IL.3~I.309" "PARC~I.309" "IGFBP.4~IFN.g"
## [149] "IL.1a~IFN.g" "IL.2~IFN.g" "IP.10~IFN.g" "Leptin~IFN.g"
## [153] "MCP.1~IFN.g" "MCP.3~IFN.g" "MDC~IFN.g" "MIG~IFN.g"
## [157] "MIP.1b~IFN.g" "MIP.1d~IFN.g" "NT.3~IFN.g" "OPN~IFN.g"
## [161] "PDGF.BB~IFN.g" "SDF.1~IFN.g" "TGF.b1~IFN.g" "TNF.a~IFN.g"
## [165] "IGFBP.2~IGF.I" "IL.3~IGF.I" "MIF~IGF.I" "OSM~IGF.I"
## [169] "PARC~IGF.I" "NT.4~IGFBP.1" "OPG~IGFBP.1" "MCP.4~IGFBP.2"
## [173] "MIF~IGFBP.2" "OSM~IGFBP.2" "PARC~IGFBP.2" "TGF.b3~IGFBP.2"
## [177] "IL.15~IGFBP.3" "IL.5~IGFBP.3" "IL.6~IGFBP.3" "Leptin~IGFBP.4"
## [181] "MDC~IGFBP.4" "MIG~IGFBP.4" "MIP.1d~IGFBP.4" "OPN~IGFBP.4"
## [185] "TGF.b1~IGFBP.4" "IL.15~IL.10" "IL.5~IL.10" "IL.8~IL.10"
## [189] "MCP.2~IL.10" "SCF~IL.10" "TARC~IL.10" "IL.16~IL.12p70"
## [193] "IL.15~IL.13" "IL.8~IL.13" "PIGF~IL.13" "IL.5~IL.15"
## [197] "IL.6~IL.15" "IL.8~IL.15" "SCF~IL.15" "TARC~IL.15"
## [201] "LIGHT~IL.16" "MIF~IL.16" "TGF.b3~IL.16" "TIMP.2~IL.16"
## [205] "IL.4~IL.1a" "IP.10~IL.1a" "LIF~IL.1a" "MCP.1~IL.1a"
## [209] "MCP.3~IL.1a" "MIF~IL.1a" "MIP.1b~IL.1a" "NT.3~IL.1a"
## [213] "TIMP.2~IL.1a" "TNF.a~IL.1a" "TNF.b~IL.1a" "TGF.b2~IL.1b"
## [217] "Leptin~IL.2" "MDC~IL.2" "MIG~IL.2" "MIP.1b~IL.2"
## [221] "OPN~IL.2" "TNF.a~IL.2" "IL.4~IL.3" "PARC~IL.3"
## [225] "SDF.1~IL.3" "TIMP.2~IL.3" "IP.10~IL.4" "MCP.1~IL.4"
## [229] "MCP.3~IL.4" "MIP.1b~IL.4" "SDF.1~IL.4" "TIMP.2~IL.4"
## [233] "TNF.a~IL.4" "SCF~IL.5" "TARC~IL.5" "MDC~IL.6"
## [237] "PDGF.BB~IL.6" "TARC~IL.6" "PIGF~IL.8" "Leptin~IP.10"
## [241] "MCP.1~IP.10" "MCP.3~IP.10" "MIG~IP.10" "MIP.1b~IP.10"
## [245] "NT.3~IP.10" "OPN~IP.10" "SDF.1~IP.10" "TIMP.2~IP.10"
## [249] "TNF.a~IP.10" "TNF.b~IP.10" "MCP.3~Leptin" "MDC~Leptin"
## [253] "MIG~Leptin" "MIP.1b~Leptin" "MIP.1d~Leptin" "OPN~Leptin"
## [257] "TGF.b1~Leptin" "TNF.a~Leptin" "MIG~LIF" "MIP.1d~LIF"
## [261] "NT.3~LIF" "TGF.b1~LIF" "TNF.a~LIF" "TNF.b~LIF"
## [265] "MIF~LIGHT" "NT.4~LIGHT" "OSM~LIGHT" "MCP.3~MCP.1"
## [269] "MIP.1b~MCP.1" "NT.3~MCP.1" "SDF.1~MCP.1" "TIMP.2~MCP.1"
## [273] "TNF.a~MCP.1" "TNF.b~MCP.1" "SCF~MCP.2" "TARC~MCP.2"
## [277] "MIG~MCP.3" "MIP.1b~MCP.3" "NT.3~MCP.3" "SDF.1~MCP.3"
## [281] "TGF.b1~MCP.3" "TNF.a~MCP.3" "TNF.b~MCP.3" "PIGF~MCP.4"
## [285] "THPO~MCP.4" "MIG~MDC" "MIP.1b~MDC" "MIP.1d~MDC"
## [289] "OPN~MDC" "TGF.b1~MDC" "TNF.a~MDC" "OSM~MIF"
## [293] "TGF.b3~MIF" "TIMP.2~MIF" "MIP.1b~MIG" "MIP.1d~MIG"
## [297] "NAP.2~MIG" "NT.3~MIG" "OPN~MIG" "PDGF.BB~MIG"
## [301] "TGF.b1~MIG" "TNF.a~MIG" "NT.3~MIP.1b" "SDF.1~MIP.1b"
## [305] "TNF.a~MIP.1b" "TNF.b~MIP.1b" "OPN~MIP.1d" "TGF.b1~MIP.1d"
## [309] "NAP.2~MIP.3a" "VEGF~MIP.3a" "NT.3~NAP.2" "PDGF.BB~NAP.2"
## [313] "TARC~NAP.2" "VEGF~NAP.2" "PDGF.BB~NT.3" "TGF.b1~NT.3"
## [317] "TNF.a~NT.3" "TNF.b~NT.3" "VEGF~NT.3" "OPG~NT.4"
## [321] "TGF.b1~OPN" "TNF.a~OPN" "PIGF~PARC" "TARC~PDGF.BB"
## [325] "TGF.b1~PDGF.BB" "TNF.a~PDGF.BB" "TIMP.1~RANTES" "TARC~SCF"
## [329] "TNF.a~SDF.1" "TNF.a~TGF.b1" "TIMP.2~TGF.b3" "TNF.b~TNF.a"
## [333] "VEGF~TNF.b"
## "Mild-First"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Mild-First",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 7 7 7 7 7 7 7 7
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 7 7 7 7 7 7 7 7
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 7 7 7 7 7 7 7 7
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 7 7 7 7 7 7 7 7
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 7 7 7 7 7 7 7 7
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 7 7 7 7 7 7 7 7
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 7 7 7 7 7 7 7 7
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 7 7 7 7 7 7 7 7
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 7 7 7 7 7 7 7 7
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 7 7 7 7 7 7 7 7
## 找出组合
zuheMF <- comcor(corrdata2)
zuheMF
## [1] "GRO.a~ANG" "IFN.g~ANG" "IL.15~ANG"
## [4] "IL.3~ANG" "IL.4~ANG" "MCP.1~ANG"
## [7] "MCP.2~ANG" "TIMP.2~ANG" "IL.1a~BDNF"
## [10] "MCP.4~BDNF" "NT.4~BDNF" "TIMP.2~BDNF"
## [13] "TNF.b~BDNF" "MDC~BLC" "ENA.78~CCL11"
## [16] "OPN~CCL11" "GDNF~CCL24" "MIG~CCL24"
## [19] "NAP.2~CCL24" "SCF~CCL24" "GDNF~CCL26"
## [22] "I.309~CCL26" "IGFBP.2~CCL26" "IL.15~CCL26"
## [25] "IL.3~CCL26" "MIG~CCL26" "PARC~CCL26"
## [28] "RANTES~CCL26" "SCF~CCL26" "IGF.I~Ck.b8.1"
## [31] "FGF.4~CSF1" "TGF.b2~CSF1" "MCP.2~CSF2"
## [34] "I.309~CSF3" "IL.2~CSF3" "IL.6~CSF3"
## [37] "IL.8~CSF3" "MCP.3~CSF3" "TGF.b1~CSF3"
## [40] "PDGF.BB~EGF" "TNF.b~ENA.78" "TGF.b2~FGF.4"
## [43] "IL.13~FGF.6" "IL.4~FGF.6" "NT.3~FGF.6"
## [46] "GRO~FGF.7" "GRO.a~FGF.7" "IGFBP.3~FGF.7"
## [49] "IL.16~FGF.7" "IL.2~FGF.7" "IL.8~FGF.7"
## [52] "MCP.1~FGF.7" "NAP.2~FGF.7" "TNF.a~FGF.7"
## [55] "Flt.3.LG~FGF.9" "NT.3~GCP.2" "TARC~GCP.2"
## [58] "IL.15~GDNF" "MIG~GDNF" "PARC~GDNF"
## [61] "RANTES~GDNF" "SCF~GDNF" "IL.16~GRO"
## [64] "NAP.2~GRO" "TNF.a~GRO" "IFN.g~GRO.a"
## [67] "MCP.1~GRO.a" "IL.5~HGF" "IFN.g~I.309"
## [70] "IGFBP.2~I.309" "IL.10~I.309" "IL.13~I.309"
## [73] "IL.2~I.309" "IL.3~I.309" "IL.8~I.309"
## [76] "MCP.3~I.309" "MIG~I.309" "RANTES~I.309"
## [79] "TGF.b1~I.309" "TGF.b3~I.309" "IL.10~IFN.g"
## [82] "IL.13~IFN.g" "IL.2~IFN.g" "IL.3~IFN.g"
## [85] "IL.4~IFN.g" "MCP.1~IFN.g" "MCP.2~IFN.g"
## [88] "TIMP.2~IFN.g" "MDC~IGF.I" "OPG~IGFBP.1"
## [91] "TGF.b3~IGFBP.1" "IL.3~IGFBP.2" "RANTES~IGFBP.2"
## [94] "VEGF~IGFBP.2" "IL.12p70~IGFBP.3" "IL.8~IGFBP.3"
## [97] "TIMP.1~IGFBP.3" "IL.2~IL.10" "TGF.b3~IL.10"
## [100] "MCP.4~IL.12p70" "TIMP.1~IL.12p70" "IL.3~IL.13"
## [103] "IL.4~IL.13" "TGF.b1~IL.13" "TIMP.2~IL.13"
## [106] "IL.3~IL.15" "MIG~IL.15" "PARC~IL.15"
## [109] "SCF~IL.15" "MCP.1~IL.16" "NAP.2~IL.16"
## [112] "TNF.a~IL.16" "OPN~IL.1a" "TGF.b1~IL.1a"
## [115] "TIMP.2~IL.1a" "TNF.b~IL.1a" "SDF.1~IL.1b"
## [118] "TNF.a~IL.1b" "IL.8~IL.2" "MCP.3~IL.2"
## [121] "MIG~IL.2" "TGF.b1~IL.2" "IL.4~IL.3"
## [124] "MCP.1~IL.3" "PARC~IL.3" "MCP.2~IL.4"
## [127] "TIMP.2~IL.4" "IL.6~IL.5" "IL.7~IL.5"
## [130] "IL.7~IL.6" "VEGF~IL.6" "OPG~IL.7"
## [133] "TGF.b3~IL.7" "VEGF~IL.7" "MCP.3~IL.8"
## [136] "TGF.b1~IL.8" "TNF.a~IL.8" "MIP.1d~LIF"
## [139] "MCP.4~LIGHT" "MIP.1b~LIGHT" "PARC~MCP.1"
## [142] "TNF.a~MCP.1" "OPN~MCP.3" "TGF.b1~MCP.3"
## [145] "TGF.b1~MCP.4" "TIMP.1~MCP.4" "TGF.b2~MDC"
## [148] "NAP.2~MIG" "RANTES~MIG" "THPO~MIP.1b"
## [151] "TNF.a~NAP.2" "TARC~NT.3" "TARC~NT.4"
## [154] "TIMP.2~NT.4" "TNF.b~NT.4" "TGF.b3~OPG"
## [157] "VEGF~OPG" "PDGF.BB~OSM" "SCF~PARC"
## [160] "TNF.b~TARC" "VEGF~TGF.b3"
## "Severe-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Severe-All other",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 20 20 20 20 20 20 20 20
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 20 20 20 20 20 20 20 20
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 20 20 20 20 20 20 20 20
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 20 20 20 20 20 20 20 20
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 20 20 20 20 20 20 20 20
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 20 20 20 20 20 20 20 20
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 20 20 20 20 20 20 20 20
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 20 20 20 20 20 20 20 20
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 20 20 20 20 20 20 20 20
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 20 20 20 20 20 20 20 20
## 找出组合
zuheSA <- comcor(corrdata2)
zuheSA
## [1] "PDGF.BB~BDNF" "Ck.b8.1~BLC" "CSF1~BLC" "GCP.2~BLC"
## [5] "I.309~BLC" "IGF.I~BLC" "IGFBP.4~BLC" "IL.1a~BLC"
## [9] "MCP.4~BLC" "CSF1~CCL26" "CSF3~CCL26" "FGF.4~CCL26"
## [13] "FGF.6~CCL26" "FGF.7~CCL26" "FGF.9~CCL26" "GCP.2~CCL26"
## [17] "GDNF~CCL26" "I.309~CCL26" "IGFBP.4~CCL26" "IL.1a~CCL26"
## [21] "IL.3~CCL26" "IL.4~CCL26" "LIF~CCL26" "LIGHT~CCL26"
## [25] "MCP.3~CCL26" "MCP.4~CCL26" "MDC~CCL26" "NT.4~CCL26"
## [29] "OSM~CCL26" "PARC~CCL26" "PIGF~CCL26" "SCF~CCL26"
## [33] "SDF.1~CCL26" "TGF.b2~CCL26" "THPO~CCL26" "TNF.b~CCL26"
## [37] "CSF1~Ck.b8.1" "IGF.I~Ck.b8.1" "MCP.4~Ck.b8.1" "VEGF~Ck.b8.1"
## [41] "FGF.4~CSF1" "FGF.6~CSF1" "FGF.7~CSF1" "GCP.2~CSF1"
## [45] "GDNF~CSF1" "I.309~CSF1" "IGF.I~CSF1" "IGFBP.4~CSF1"
## [49] "IL.1a~CSF1" "IL.3~CSF1" "MCP.3~CSF1" "MCP.4~CSF1"
## [53] "MDC~CSF1" "NT.4~CSF1" "OSM~CSF1" "PARC~CSF1"
## [57] "PIGF~CSF1" "CSF3~CSF2" "GDNF~CSF2" "IFN.g~CSF2"
## [61] "IL.13~CSF2" "IL.15~CSF2" "IL.2~CSF2" "IL.6~CSF2"
## [65] "MIG~CSF2" "TGF.b1~CSF2" "TNF.a~CSF2" "FGF.4~CSF3"
## [69] "FGF.7~CSF3" "GDNF~CSF3" "I.309~CSF3" "IFN.g~CSF3"
## [73] "IL.13~CSF3" "IL.15~CSF3" "IL.1a~CSF3" "IL.2~CSF3"
## [77] "IL.3~CSF3" "IL.6~CSF3" "LIGHT~CSF3" "PARC~CSF3"
## [81] "PIGF~CSF3" "TNF.a~CSF3" "IGFBP.4~CX3CL1" "MCP.4~CX3CL1"
## [85] "THPO~CX3CL1" "FGF.6~FGF.4" "FGF.7~FGF.4" "FGF.9~FGF.4"
## [89] "GDNF~FGF.4" "I.309~FGF.4" "IGFBP.4~FGF.4" "IL.1a~FGF.4"
## [93] "IL.3~FGF.4" "IL.4~FGF.4" "IL.6~FGF.4" "LIF~FGF.4"
## [97] "LIGHT~FGF.4" "MCP.3~FGF.4" "MCP.4~FGF.4" "MDC~FGF.4"
## [101] "NT.4~FGF.4" "OSM~FGF.4" "PARC~FGF.4" "PIGF~FGF.4"
## [105] "SCF~FGF.4" "SDF.1~FGF.4" "TGF.b2~FGF.4" "THPO~FGF.4"
## [109] "TNF.b~FGF.4" "FGF.7~FGF.6" "FGF.9~FGF.6" "GDNF~FGF.6"
## [113] "I.309~FGF.6" "IGFBP.4~FGF.6" "IL.1a~FGF.6" "IL.3~FGF.6"
## [117] "IL.4~FGF.6" "LIF~FGF.6" "LIGHT~FGF.6" "MCP.3~FGF.6"
## [121] "MDC~FGF.6" "NT.3~FGF.6" "NT.4~FGF.6" "OSM~FGF.6"
## [125] "PIGF~FGF.6" "SCF~FGF.6" "SDF.1~FGF.6" "TGF.b2~FGF.6"
## [129] "THPO~FGF.6" "TNF.b~FGF.6" "FGF.9~FGF.7" "GCP.2~FGF.7"
## [133] "GDNF~FGF.7" "I.309~FGF.7" "IGFBP.4~FGF.7" "IL.1a~FGF.7"
## [137] "IL.3~FGF.7" "IL.4~FGF.7" "LIF~FGF.7" "LIGHT~FGF.7"
## [141] "MCP.3~FGF.7" "MDC~FGF.7" "NT.4~FGF.7" "OSM~FGF.7"
## [145] "PARC~FGF.7" "PIGF~FGF.7" "SCF~FGF.7" "SDF.1~FGF.7"
## [149] "TGF.b2~FGF.7" "THPO~FGF.7" "TNF.b~FGF.7" "IL.3~FGF.9"
## [153] "IL.4~FGF.9" "MCP.3~FGF.9" "MDC~FGF.9" "NT.4~FGF.9"
## [157] "OSM~FGF.9" "PIGF~FGF.9" "SCF~FGF.9" "SDF.1~FGF.9"
## [161] "TGF.b2~FGF.9" "GDNF~GCP.2" "I.309~GCP.2" "IGF.I~GCP.2"
## [165] "IGFBP.4~GCP.2" "IL.1a~GCP.2" "IL.3~GCP.2" "IL.6~GCP.2"
## [169] "MCP.4~GCP.2" "OSM~GCP.2" "PARC~GCP.2" "THPO~GCP.2"
## [173] "I.309~GDNF" "IFN.g~GDNF" "IGFBP.4~GDNF" "IL.13~GDNF"
## [177] "IL.15~GDNF" "IL.1a~GDNF" "IL.2~GDNF" "IL.3~GDNF"
## [181] "IL.6~GDNF" "LIGHT~GDNF" "MCP.3~GDNF" "MDC~GDNF"
## [185] "NT.4~GDNF" "OSM~GDNF" "PARC~GDNF" "PIGF~GDNF"
## [189] "SCF~GDNF" "TNF.b~GDNF" "IGFBP.4~I.309" "IL.1a~I.309"
## [193] "IL.3~I.309" "IL.4~I.309" "LIF~I.309" "MCP.3~I.309"
## [197] "MCP.4~I.309" "MDC~I.309" "NT.4~I.309" "OSM~I.309"
## [201] "PARC~I.309" "PIGF~I.309" "SCF~I.309" "TGF.b2~I.309"
## [205] "THPO~I.309" "TNF.b~I.309" "IL.13~IFN.g" "IL.15~IFN.g"
## [209] "IL.1a~IFN.g" "IL.2~IFN.g" "IGFBP.4~IGF.I" "IL.1a~IGF.I"
## [213] "MCP.4~IGF.I" "IL.1a~IGFBP.4" "IL.1b~IGFBP.4" "IL.3~IGFBP.4"
## [217] "IL.4~IGFBP.4" "MCP.4~IGFBP.4" "MDC~IGFBP.4" "NT.4~IGFBP.4"
## [221] "OSM~IGFBP.4" "PIGF~IGFBP.4" "TGF.b3~IGFBP.4" "THPO~IGFBP.4"
## [225] "IL.15~IL.13" "IL.2~IL.13" "MIG~IL.13" "TGF.b1~IL.13"
## [229] "TNF.a~IL.13" "IL.1a~IL.15" "IL.2~IL.15" "PARC~IL.15"
## [233] "TNF.a~IL.15" "IL.3~IL.1a" "IL.4~IL.1a" "IL.6~IL.1a"
## [237] "LIGHT~IL.1a" "MCP.3~IL.1a" "MCP.4~IL.1a" "MDC~IL.1a"
## [241] "MIP.3a~IL.1a" "NT.4~IL.1a" "OSM~IL.1a" "PARC~IL.1a"
## [245] "PIGF~IL.1a" "SCF~IL.1a" "TGF.b2~IL.1a" "THPO~IL.1a"
## [249] "TNF.b~IL.1a" "MCP.4~IL.1b" "TNF.a~IL.2" "IL.4~IL.3"
## [253] "LIF~IL.3" "LIGHT~IL.3" "MCP.3~IL.3" "MDC~IL.3"
## [257] "NT.4~IL.3" "OSM~IL.3" "PARC~IL.3" "PIGF~IL.3"
## [261] "SCF~IL.3" "SDF.1~IL.3" "TGF.b2~IL.3" "THPO~IL.3"
## [265] "TNF.b~IL.3" "LIF~IL.4" "MCP.3~IL.4" "MDC~IL.4"
## [269] "NT.3~IL.4" "NT.4~IL.4" "OSM~IL.4" "PIGF~IL.4"
## [273] "SCF~IL.4" "SDF.1~IL.4" "TGF.b2~IL.4" "THPO~IL.4"
## [277] "TNF.b~IL.4" "IL.7~IL.5" "MIG~IL.5" "TNF.a~IL.5"
## [281] "PARC~IL.6" "TNF.a~IL.6" "MIG~IL.7" "NAP.2~IL.7"
## [285] "TNF.a~IL.7" "MCP.3~LIF" "MDC~LIF" "NT.4~LIF"
## [289] "OSM~LIF" "PIGF~LIF" "SCF~LIF" "SDF.1~LIF"
## [293] "TGF.b2~LIF" "TNF.b~LIF" "MDC~LIGHT" "PARC~LIGHT"
## [297] "PIGF~LIGHT" "SCF~LIGHT" "TGF.b2~LIGHT" "TNF.b~LIGHT"
## [301] "MDC~MCP.3" "MIP.3a~MCP.3" "NT.3~MCP.3" "NT.4~MCP.3"
## [305] "OSM~MCP.3" "PIGF~MCP.3" "SCF~MCP.3" "SDF.1~MCP.3"
## [309] "TGF.b2~MCP.3" "TNF.b~MCP.3" "NT.4~MCP.4" "OSM~MCP.4"
## [313] "TGF.b3~MCP.4" "THPO~MCP.4" "NT.4~MDC" "OSM~MDC"
## [317] "PIGF~MDC" "SCF~MDC" "SDF.1~MDC" "TGF.b2~MDC"
## [321] "THPO~MDC" "TNF.b~MDC" "TNF.a~MIG" "VEGF~MIG"
## [325] "NT.3~MIP.3a" "PDGF.BB~NAP.2" "OSM~NT.3" "SCF~NT.3"
## [329] "TNF.b~NT.3" "OSM~NT.4" "PARC~NT.4" "PIGF~NT.4"
## [333] "SCF~NT.4" "SDF.1~NT.4" "TGF.b2~NT.4" "TNF.b~NT.4"
## [337] "PARC~OSM" "PIGF~OSM" "SCF~OSM" "TGF.b2~OSM"
## [341] "THPO~OSM" "TNF.b~OSM" "PIGF~PARC" "TNF.a~PARC"
## [345] "RANTES~PDGF.BB" "SCF~PIGF" "SDF.1~PIGF" "TGF.b2~PIGF"
## [349] "THPO~PIGF" "TNF.b~PIGF" "SDF.1~SCF" "TGF.b2~SCF"
## [353] "THPO~SCF" "TNF.b~SCF" "TGF.b2~SDF.1" "TNF.b~SDF.1"
## [357] "TNF.a~TGF.b1" "TNF.b~TGF.b2"
## "Severe-First"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Severe-First",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 11 11 11 11 11 11 11 11
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 11 11 11 11 11 11 11 11
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 11 11 11 11 11 11 11 11
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 11 11 11 11 11 11 11 11
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 11 11 11 11 11 11 11 11
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 11 11 11 11 11 11 11 11
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 11 11 11 11 11 11 11 11
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 11 11 11 11 11 11 11 11
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 11 11 11 11 11 11 11 11
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 11 11 11 11 11 11 11 11
## 找出组合
zuheSF <- comcor(corrdata2)
zuheSF
## [1] "CSF3~BLC" "FGF.6~BLC" "FGF.7~BLC" "GRO~BLC"
## [5] "GRO.a~BLC" "MCP.3~BLC" "MDC~BLC" "TNF.b~BLC"
## [9] "CX3CL1~CCL26" "IGFBP.1~CCL26" "FGF.4~Ck.b8.1" "IL.1a~Ck.b8.1"
## [13] "IL.5~Ck.b8.1" "NT.4~Ck.b8.1" "PARC~Ck.b8.1" "PIGF~Ck.b8.1"
## [17] "SDF.1~Ck.b8.1" "TGF.b2~Ck.b8.1" "TGF.b3~Ck.b8.1" "THPO~Ck.b8.1"
## [21] "FGF.6~CSF1" "FGF.7~CSF1" "GDNF~CSF1" "I.309~CSF1"
## [25] "IGF.I~CSF1" "IGFBP.4~CSF1" "IL.1a~CSF1" "IL.3~CSF1"
## [29] "IL.4~CSF1" "IL.5~CSF1" "MCP.3~CSF1" "MIG~CSF1"
## [33] "NT.4~CSF1" "TGF.b2~CSF1" "TGF.b3~CSF1" "THPO~CSF1"
## [37] "CSF3~CSF2" "FGF.6~CSF2" "FGF.7~CSF2" "GRO.a~CSF2"
## [41] "IFN.g~CSF2" "IL.13~CSF2" "IL.15~CSF2" "IL.2~CSF2"
## [45] "IL.5~CSF2" "IL.7~CSF2" "LIGHT~CSF2" "MIG~CSF2"
## [49] "PARC~CSF2" "PDGF.BB~CSF2" "TGF.b1~CSF2" "TNF.a~CSF2"
## [53] "TNF.b~CSF2" "FGF.6~CSF3" "FGF.7~CSF3" "GRO.a~CSF3"
## [57] "IL.13~CSF3" "IL.15~CSF3" "IL.7~CSF3" "MDC~CSF3"
## [61] "TNF.b~CSF3" "IGFBP.1~CX3CL1" "MIP.1b~CX3CL1" "ENA.78~EGF"
## [65] "GDNF~FGF.4" "I.309~FGF.4" "IGFBP.4~FGF.4" "IL.1a~FGF.4"
## [69] "IL.5~FGF.4" "NT.4~FGF.4" "PIGF~FGF.4" "SDF.1~FGF.4"
## [73] "TGF.b3~FGF.4" "TIMP.2~FGF.4" "VEGF~FGF.4" "FGF.7~FGF.6"
## [77] "FGF.9~FGF.6" "GDNF~FGF.6" "GRO.a~FGF.6" "I.309~FGF.6"
## [81] "IL.13~FGF.6" "IL.15~FGF.6" "IL.1a~FGF.6" "IL.2~FGF.6"
## [85] "IL.3~FGF.6" "IL.4~FGF.6" "IL.5~FGF.6" "LIGHT~FGF.6"
## [89] "MCP.3~FGF.6" "MDC~FGF.6" "MIG~FGF.6" "NT.4~FGF.6"
## [93] "PARC~FGF.6" "TGF.b1~FGF.6" "TGF.b3~FGF.6" "THPO~FGF.6"
## [97] "TNF.b~FGF.6" "FGF.9~FGF.7" "GDNF~FGF.7" "GRO.a~FGF.7"
## [101] "I.309~FGF.7" "IFN.g~FGF.7" "IGF.I~FGF.7" "IL.13~FGF.7"
## [105] "IL.15~FGF.7" "IL.1a~FGF.7" "IL.2~FGF.7" "IL.3~FGF.7"
## [109] "IL.4~FGF.7" "IL.5~FGF.7" "LIGHT~FGF.7" "MCP.3~FGF.7"
## [113] "MDC~FGF.7" "MIG~FGF.7" "NT.4~FGF.7" "TGF.b3~FGF.7"
## [117] "LIF~FGF.9" "LIGHT~FGF.9" "MCP.3~FGF.9" "OSM~FGF.9"
## [121] "IFN.g~GCP.2" "IL.2~GCP.2" "IL.5~GCP.2" "MIG~GCP.2"
## [125] "PARC~GCP.2" "PIGF~GCP.2" "TGF.b1~GCP.2" "I.309~GDNF"
## [129] "IGF.I~GDNF" "IGFBP.4~GDNF" "IL.1a~GDNF" "IL.2~GDNF"
## [133] "IL.3~GDNF" "IL.4~GDNF" "IL.5~GDNF" "LIGHT~GDNF"
## [137] "MIG~GDNF" "NT.4~GDNF" "SDF.1~GDNF" "TGF.b2~GDNF"
## [141] "TGF.b3~GDNF" "THPO~GDNF" "VEGF~GDNF" "MDC~GRO"
## [145] "IFN.g~GRO.a" "IL.13~GRO.a" "IL.15~GRO.a" "IL.2~GRO.a"
## [149] "LIGHT~GRO.a" "MDC~GRO.a" "PARC~GRO.a" "TGF.b1~GRO.a"
## [153] "TGF.b2~GRO.a" "TNF.b~GRO.a" "IGF.I~I.309" "IGFBP.4~I.309"
## [157] "IL.1a~I.309" "IL.1b~I.309" "IL.3~I.309" "LIF~I.309"
## [161] "MIG~I.309" "NT.3~I.309" "NT.4~I.309" "OSM~I.309"
## [165] "SDF.1~I.309" "TGF.b3~I.309" "THPO~I.309" "VEGF~I.309"
## [169] "IL.13~IFN.g" "IL.15~IFN.g" "IL.1a~IFN.g" "IL.2~IFN.g"
## [173] "IL.4~IFN.g" "IL.5~IFN.g" "MIG~IFN.g" "PARC~IFN.g"
## [177] "TGF.b1~IFN.g" "TNF.a~IFN.g" "IGFBP.4~IGF.I" "IL.1a~IGF.I"
## [181] "IL.1b~IGF.I" "IL.2~IGF.I" "IL.3~IGF.I" "IL.4~IGF.I"
## [185] "IL.5~IGF.I" "MIG~IGF.I" "NT.4~IGF.I" "OSM~IGF.I"
## [189] "PARC~IGF.I" "SDF.1~IGF.I" "TGF.b2~IGF.I" "TGF.b3~IGF.I"
## [193] "VEGF~IGF.I" "IL.8~IGFBP.3" "OPG~IGFBP.3" "IL.1a~IGFBP.4"
## [197] "IL.1b~IGFBP.4" "IL.3~IGFBP.4" "IL.4~IGFBP.4" "MIG~IGFBP.4"
## [201] "NT.3~IGFBP.4" "NT.4~IGFBP.4" "OSM~IGFBP.4" "SDF.1~IGFBP.4"
## [205] "TGF.b3~IGFBP.4" "THPO~IGFBP.4" "VEGF~IGFBP.4" "IL.16~IL.10"
## [209] "IL.15~IL.13" "IL.2~IL.13" "IL.5~IL.13" "IL.7~IL.13"
## [213] "PDGF.BB~IL.13" "TGF.b1~IL.13" "TNF.a~IL.13" "TNF.b~IL.13"
## [217] "IL.2~IL.15" "IL.5~IL.15" "IL.7~IL.15" "MIG~IL.15"
## [221] "PARC~IL.15" "PDGF.BB~IL.15" "TGF.b1~IL.15" "TNF.a~IL.15"
## [225] "TNF.b~IL.15" "MIF~IL.16" "IL.1b~IL.1a" "IL.2~IL.1a"
## [229] "IL.3~IL.1a" "IL.4~IL.1a" "IL.5~IL.1a" "LIGHT~IL.1a"
## [233] "MCP.3~IL.1a" "MIG~IL.1a" "NT.3~IL.1a" "NT.4~IL.1a"
## [237] "OSM~IL.1a" "PARC~IL.1a" "SDF.1~IL.1a" "TGF.b2~IL.1a"
## [241] "TGF.b3~IL.1a" "THPO~IL.1a" "VEGF~IL.1a" "IL.2~IL.1b"
## [245] "IL.4~IL.1b" "MIG~IL.1b" "NT.3~IL.1b" "OSM~IL.1b"
## [249] "PARC~IL.1b" "SDF.1~IL.1b" "THPO~IL.1b" "VEGF~IL.1b"
## [253] "IL.4~IL.2" "IL.5~IL.2" "IL.7~IL.2" "MIG~IL.2"
## [257] "PARC~IL.2" "TGF.b1~IL.2" "TGF.b2~IL.2" "THPO~IL.2"
## [261] "TNF.a~IL.2" "VEGF~IL.2" "IL.4~IL.3" "IL.5~IL.3"
## [265] "MCP.3~IL.3" "MIG~IL.3" "NT.4~IL.3" "SDF.1~IL.3"
## [269] "TGF.b3~IL.3" "THPO~IL.3" "VEGF~IL.3" "MIG~IL.4"
## [273] "NT.4~IL.4" "PARC~IL.4" "SDF.1~IL.4" "TGF.b3~IL.4"
## [277] "THPO~IL.4" "VEGF~IL.4" "IL.7~IL.5" "LIGHT~IL.5"
## [281] "MIG~IL.5" "NT.4~IL.5" "PARC~IL.5" "PIGF~IL.5"
## [285] "TGF.b1~IL.5" "TGF.b2~IL.5" "TGF.b3~IL.5" "THPO~IL.5"
## [289] "TNF.a~IL.5" "VEGF~IL.5" "IL.8~IL.6" "PARC~IL.6"
## [293] "PARC~IL.7" "PDGF.BB~IL.7" "TGF.b1~IL.7" "THPO~IL.7"
## [297] "TNF.a~IL.7" "TNF.b~IL.7" "NT.3~LIF" "OSM~LIF"
## [301] "TGF.b2~LIF" "THPO~LIF" "NT.4~LIGHT" "TGF.b2~LIGHT"
## [305] "MCP.4~MCP.3" "MIG~MCP.3" "OSM~MCP.3" "TGF.b3~MCP.3"
## [309] "THPO~MCP.3" "TNF.b~MDC" "NT.4~MIG" "OSM~MIG"
## [313] "PARC~MIG" "PIGF~MIG" "SDF.1~MIG" "TGF.b1~MIG"
## [317] "TGF.b2~MIG" "TGF.b3~MIG" "THPO~MIG" "TNF.a~MIG"
## [321] "VEGF~MIG" "OPG~MIP.3a" "OSM~NT.3" "SDF.1~NT.3"
## [325] "TGF.b3~NT.3" "SDF.1~NT.4" "TGF.b2~NT.4" "TGF.b3~NT.4"
## [329] "THPO~NT.4" "PARC~OSM" "TGF.b2~OSM" "THPO~OSM"
## [333] "PIGF~PARC" "SDF.1~PARC" "TGF.b1~PARC" "TGF.b2~PARC"
## [337] "TGF.b3~PARC" "THPO~PARC" "TNF.a~PARC" "TGF.b1~PDGF.BB"
## [341] "TNF.a~PDGF.BB" "TNF.b~PDGF.BB" "TGF.b2~PIGF" "THPO~PIGF"
## [345] "VEGF~PIGF" "TGF.b3~SDF.1" "THPO~SDF.1" "VEGF~SDF.1"
## [349] "TNF.a~TGF.b1" "THPO~TGF.b2" "THPO~TGF.b3" "VEGF~TGF.b3"
## [353] "VEGF~THPO"
## "Severe-Last"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
table(usedata2$outSC)
##
## Fatal-All other Fatal-First Fatal-Last Healthy-First
## 640 480 480 400
## Mild-All other Mild-First Severe-All other Severe-First
## 480 560 1600 880
## Severe-Last
## 880
corrdata <- usedata2[usedata2$outSC == "Severe-Last",c(1,2,3,12)]
corrdata2 <- corrdata[c("factor","arraydata")]
corrdata2$factor <- factor(corrdata2$factor)
table(corrdata2$factor)
##
## ANG BDNF BLC CCL11 CCL24 CCL26 Ck-b8-1 CSF1
## 11 11 11 11 11 11 11 11
## CSF2 CSF3 CX3CL1 EGF ENA-78 FGF-4 FGF-6 FGF-7
## 11 11 11 11 11 11 11 11
## FGF-9 Flt-3-LG GCP-2 GDNF GRO GRO-a HGF I-309
## 11 11 11 11 11 11 11 11
## IFN-g IGF-I IGFBP-1 IGFBP-2 IGFBP-3 IGFBP-4 IL-10 IL-12p70
## 11 11 11 11 11 11 11 11
## IL-13 IL-15 IL-16 IL-1a IL-1b IL-2 IL-3 IL-4
## 11 11 11 11 11 11 11 11
## IL-5 IL-6 IL-7 IL-8 IP-10 Leptin LIF LIGHT
## 11 11 11 11 11 11 11 11
## MCP-1 MCP-2 MCP-3 MCP-4 MDC MIF MIG MIP-1b
## 11 11 11 11 11 11 11 11
## MIP-1d MIP-3a NAP-2 NT-3 NT-4 OPG OPN OSM
## 11 11 11 11 11 11 11 11
## PARC PDGF-BB PIGF RANTES SCF SDF-1 TARC TGF-b1
## 11 11 11 11 11 11 11 11
## TGF-b2 TGF-b3 THPO TIMP-1 TIMP-2 TNF-a TNF-b VEGF
## 11 11 11 11 11 11 11 11
## 找出组合
zuheSL <- comcor(corrdata2)
zuheSL
## [1] "MIP.1d~CCL11" "SCF~CCL11" "TARC~CCL24"
## [4] "OSM~CSF1" "TNF.b~CSF1" "IL.13~CSF3"
## [7] "IL.8~CX3CL1" "MIP.1b~CX3CL1" "MCP.4~FGF.4"
## [10] "IGF.I~FGF.7" "NT.4~FGF.7" "TARC~FGF.9"
## [13] "OPG~I.309" "IL.4~IGFBP.1" "OPG~IGFBP.4"
## [16] "TIMP.1~IL.12p70" "IL.15~IL.13" "IL.6~IL.13"
## [19] "TGF.b1~IL.15" "TNF.a~IL.5" "TNF.a~IL.6"
## [22] "MCP.2~IL.7" "NAP.2~IL.7" "PDGF.BB~IL.7"
## [25] "TNF.a~IL.7" "MIP.1b~IL.8" "PIGF~MCP.4"
## [28] "SCF~MIP.1d" "SDF.1~MIP.3a" "TNF.a~NAP.2"
## [31] "TNF.b~NT.3" "TGF.b3~OPG" "SDF.1~OPN"
## [34] "TGF.b3~PARC"
## 计算9个组合的并集
zuheall <- sort(union(union(union(union(union(union(union(union(zuheFA,zuheFF),
zuheFL),zuheHF),zuheMF),
zuheMA),zuheSA),zuheSF),zuheSL))
length(zuheall)
## [1] 1372
zuheall
## [1] "CCL26~BLC" "Ck.b8.1~BLC" "Ck.b8.1~CCL26"
## [4] "CSF1~BLC" "CSF1~CCL26" "CSF1~Ck.b8.1"
## [7] "CSF2~BDNF" "CSF2~CCL11" "CSF2~Ck.b8.1"
## [10] "CSF3~BLC" "CSF3~CCL11" "CSF3~CCL26"
## [13] "CSF3~CSF2" "CX3CL1~ANG" "CX3CL1~CCL26"
## [16] "CX3CL1~Ck.b8.1" "EGF~BDNF" "EGF~BLC"
## [19] "EGF~CCL24" "EGF~CSF2" "ENA.78~BDNF"
## [22] "ENA.78~CCL11" "ENA.78~CSF2" "ENA.78~EGF"
## [25] "FGF.4~ANG" "FGF.4~CCL26" "FGF.4~Ck.b8.1"
## [28] "FGF.4~CSF1" "FGF.4~CSF3" "FGF.6~BLC"
## [31] "FGF.6~CCL26" "FGF.6~Ck.b8.1" "FGF.6~CSF1"
## [34] "FGF.6~CSF2" "FGF.6~CSF3" "FGF.6~CX3CL1"
## [37] "FGF.6~FGF.4" "FGF.7~BLC" "FGF.7~CCL26"
## [40] "FGF.7~Ck.b8.1" "FGF.7~CSF1" "FGF.7~CSF2"
## [43] "FGF.7~CSF3" "FGF.7~FGF.4" "FGF.7~FGF.6"
## [46] "FGF.9~CCL24" "FGF.9~CCL26" "FGF.9~CX3CL1"
## [49] "FGF.9~EGF" "FGF.9~FGF.4" "FGF.9~FGF.6"
## [52] "FGF.9~FGF.7" "Flt.3.LG~FGF.9" "GCP.2~BLC"
## [55] "GCP.2~CCL11" "GCP.2~CCL26" "GCP.2~CSF1"
## [58] "GCP.2~CSF2" "GCP.2~CSF3" "GCP.2~FGF.7"
## [61] "GDNF~ANG" "GDNF~BLC" "GDNF~CCL24"
## [64] "GDNF~CCL26" "GDNF~CSF1" "GDNF~CSF2"
## [67] "GDNF~CSF3" "GDNF~CX3CL1" "GDNF~ENA.78"
## [70] "GDNF~FGF.4" "GDNF~FGF.6" "GDNF~FGF.7"
## [73] "GDNF~Flt.3.LG" "GDNF~GCP.2" "GRO.a~ANG"
## [76] "GRO.a~BDNF" "GRO.a~BLC" "GRO.a~CCL24"
## [79] "GRO.a~CSF2" "GRO.a~CSF3" "GRO.a~EGF"
## [82] "GRO.a~FGF.6" "GRO.a~FGF.7" "GRO.a~FGF.9"
## [85] "GRO.a~GCP.2" "GRO~ANG" "GRO~BDNF"
## [88] "GRO~BLC" "GRO~CSF2" "GRO~CSF3"
## [91] "GRO~EGF" "GRO~ENA.78" "GRO~FGF.7"
## [94] "HGF~Ck.b8.1" "HGF~FGF.4" "HGF~FGF.7"
## [97] "HGF~GCP.2" "I.309~BLC" "I.309~CCL26"
## [100] "I.309~Ck.b8.1" "I.309~CSF1" "I.309~CSF3"
## [103] "I.309~FGF.4" "I.309~FGF.6" "I.309~FGF.7"
## [106] "I.309~FGF.9" "I.309~GCP.2" "I.309~GDNF"
## [109] "I.309~HGF" "IFN.g~ANG" "IFN.g~CCL11"
## [112] "IFN.g~CSF2" "IFN.g~CSF3" "IFN.g~FGF.7"
## [115] "IFN.g~GCP.2" "IFN.g~GDNF" "IFN.g~GRO.a"
## [118] "IFN.g~I.309" "IGF.I~BLC" "IGF.I~Ck.b8.1"
## [121] "IGF.I~CSF1" "IGF.I~FGF.7" "IGF.I~FGF.9"
## [124] "IGF.I~GCP.2" "IGF.I~GDNF" "IGF.I~GRO.a"
## [127] "IGF.I~I.309" "IGFBP.1~BDNF" "IGFBP.1~CCL26"
## [130] "IGFBP.1~CSF1" "IGFBP.1~CX3CL1" "IGFBP.1~FGF.7"
## [133] "IGFBP.1~Flt.3.LG" "IGFBP.1~I.309" "IGFBP.2~ANG"
## [136] "IGFBP.2~BLC" "IGFBP.2~CCL26" "IGFBP.2~FGF.7"
## [139] "IGFBP.2~GRO" "IGFBP.2~GRO.a" "IGFBP.2~I.309"
## [142] "IGFBP.2~IGF.I" "IGFBP.2~IGFBP.1" "IGFBP.3~CSF2"
## [145] "IGFBP.3~CSF3" "IGFBP.3~EGF" "IGFBP.3~FGF.4"
## [148] "IGFBP.3~FGF.7" "IGFBP.3~GCP.2" "IGFBP.3~GRO"
## [151] "IGFBP.3~HGF" "IGFBP.3~I.309" "IGFBP.3~IGFBP.1"
## [154] "IGFBP.4~BLC" "IGFBP.4~CCL24" "IGFBP.4~CCL26"
## [157] "IGFBP.4~Ck.b8.1" "IGFBP.4~CSF1" "IGFBP.4~CX3CL1"
## [160] "IGFBP.4~FGF.4" "IGFBP.4~FGF.6" "IGFBP.4~FGF.7"
## [163] "IGFBP.4~Flt.3.LG" "IGFBP.4~GCP.2" "IGFBP.4~GDNF"
## [166] "IGFBP.4~HGF" "IGFBP.4~I.309" "IGFBP.4~IFN.g"
## [169] "IGFBP.4~IGF.I" "IGFBP.4~IGFBP.3" "IL.10~BDNF"
## [172] "IL.10~CSF2" "IL.10~CSF3" "IL.10~ENA.78"
## [175] "IL.10~FGF.6" "IL.10~GRO" "IL.10~GRO.a"
## [178] "IL.10~I.309" "IL.10~IFN.g" "IL.12p70~ANG"
## [181] "IL.12p70~CCL11" "IL.12p70~CCL26" "IL.12p70~CSF3"
## [184] "IL.12p70~GDNF" "IL.12p70~GRO" "IL.12p70~GRO.a"
## [187] "IL.12p70~IGFBP.3" "IL.13~CCL11" "IL.13~CSF2"
## [190] "IL.13~CSF3" "IL.13~FGF.6" "IL.13~FGF.7"
## [193] "IL.13~GCP.2" "IL.13~GDNF" "IL.13~GRO.a"
## [196] "IL.13~I.309" "IL.13~IFN.g" "IL.13~IGF.I"
## [199] "IL.13~IL.10" "IL.15~ANG" "IL.15~BDNF"
## [202] "IL.15~CCL11" "IL.15~CCL26" "IL.15~CSF2"
## [205] "IL.15~CSF3" "IL.15~EGF" "IL.15~ENA.78"
## [208] "IL.15~FGF.6" "IL.15~FGF.7" "IL.15~GCP.2"
## [211] "IL.15~GDNF" "IL.15~GRO" "IL.15~GRO.a"
## [214] "IL.15~IFN.g" "IL.15~IGFBP.3" "IL.15~IL.10"
## [217] "IL.15~IL.12p70" "IL.15~IL.13" "IL.16~Ck.b8.1"
## [220] "IL.16~FGF.4" "IL.16~FGF.6" "IL.16~FGF.7"
## [223] "IL.16~GRO" "IL.16~I.309" "IL.16~IL.10"
## [226] "IL.16~IL.12p70" "IL.1a~BDNF" "IL.1a~BLC"
## [229] "IL.1a~CCL11" "IL.1a~CCL26" "IL.1a~Ck.b8.1"
## [232] "IL.1a~CSF1" "IL.1a~CSF2" "IL.1a~CSF3"
## [235] "IL.1a~FGF.4" "IL.1a~FGF.6" "IL.1a~FGF.7"
## [238] "IL.1a~FGF.9" "IL.1a~GCP.2" "IL.1a~GDNF"
## [241] "IL.1a~GRO.a" "IL.1a~I.309" "IL.1a~IFN.g"
## [244] "IL.1a~IGF.I" "IL.1a~IGFBP.4" "IL.1a~IL.10"
## [247] "IL.1a~IL.13" "IL.1a~IL.15" "IL.1b~Ck.b8.1"
## [250] "IL.1b~EGF" "IL.1b~FGF.9" "IL.1b~I.309"
## [253] "IL.1b~IGF.I" "IL.1b~IGFBP.1" "IL.1b~IGFBP.4"
## [256] "IL.1b~IL.16" "IL.1b~IL.1a" "IL.2~ANG"
## [259] "IL.2~BDNF" "IL.2~CCL11" "IL.2~CSF2"
## [262] "IL.2~CSF3" "IL.2~EGF" "IL.2~ENA.78"
## [265] "IL.2~FGF.6" "IL.2~FGF.7" "IL.2~GCP.2"
## [268] "IL.2~GDNF" "IL.2~GRO" "IL.2~GRO.a"
## [271] "IL.2~HGF" "IL.2~I.309" "IL.2~IFN.g"
## [274] "IL.2~IGF.I" "IL.2~IL.10" "IL.2~IL.13"
## [277] "IL.2~IL.15" "IL.2~IL.1a" "IL.2~IL.1b"
## [280] "IL.3~ANG" "IL.3~CCL26" "IL.3~Ck.b8.1"
## [283] "IL.3~CSF1" "IL.3~CSF3" "IL.3~FGF.4"
## [286] "IL.3~FGF.6" "IL.3~FGF.7" "IL.3~FGF.9"
## [289] "IL.3~GCP.2" "IL.3~GDNF" "IL.3~I.309"
## [292] "IL.3~IFN.g" "IL.3~IGF.I" "IL.3~IGFBP.2"
## [295] "IL.3~IGFBP.4" "IL.3~IL.10" "IL.3~IL.13"
## [298] "IL.3~IL.15" "IL.3~IL.1a" "IL.3~IL.1b"
## [301] "IL.4~ANG" "IL.4~BDNF" "IL.4~CCL26"
## [304] "IL.4~Ck.b8.1" "IL.4~CSF1" "IL.4~FGF.4"
## [307] "IL.4~FGF.6" "IL.4~FGF.7" "IL.4~FGF.9"
## [310] "IL.4~GCP.2" "IL.4~GDNF" "IL.4~I.309"
## [313] "IL.4~IFN.g" "IL.4~IGF.I" "IL.4~IGFBP.1"
## [316] "IL.4~IGFBP.2" "IL.4~IGFBP.3" "IL.4~IGFBP.4"
## [319] "IL.4~IL.12p70" "IL.4~IL.13" "IL.4~IL.1a"
## [322] "IL.4~IL.1b" "IL.4~IL.2" "IL.4~IL.3"
## [325] "IL.5~CCL11" "IL.5~Ck.b8.1" "IL.5~CSF1"
## [328] "IL.5~CSF2" "IL.5~CSF3" "IL.5~ENA.78"
## [331] "IL.5~FGF.4" "IL.5~FGF.6" "IL.5~FGF.7"
## [334] "IL.5~GCP.2" "IL.5~GDNF" "IL.5~GRO"
## [337] "IL.5~HGF" "IL.5~IFN.g" "IL.5~IGF.I"
## [340] "IL.5~IGFBP.3" "IL.5~IL.10" "IL.5~IL.13"
## [343] "IL.5~IL.15" "IL.5~IL.1a" "IL.5~IL.2"
## [346] "IL.5~IL.3" "IL.5~IL.4" "IL.6~BDNF"
## [349] "IL.6~CSF2" "IL.6~CSF3" "IL.6~EGF"
## [352] "IL.6~ENA.78" "IL.6~FGF.4" "IL.6~Flt.3.LG"
## [355] "IL.6~GCP.2" "IL.6~GDNF" "IL.6~GRO"
## [358] "IL.6~GRO.a" "IL.6~IGFBP.3" "IL.6~IGFBP.4"
## [361] "IL.6~IL.13" "IL.6~IL.15" "IL.6~IL.1a"
## [364] "IL.6~IL.4" "IL.6~IL.5" "IL.7~CCL11"
## [367] "IL.7~Ck.b8.1" "IL.7~CSF2" "IL.7~CSF3"
## [370] "IL.7~GCP.2" "IL.7~IFN.g" "IL.7~IGFBP.4"
## [373] "IL.7~IL.10" "IL.7~IL.13" "IL.7~IL.15"
## [376] "IL.7~IL.1a" "IL.7~IL.1b" "IL.7~IL.2"
## [379] "IL.7~IL.5" "IL.7~IL.6" "IL.8~CSF3"
## [382] "IL.8~CX3CL1" "IL.8~FGF.7" "IL.8~Flt.3.LG"
## [385] "IL.8~GCP.2" "IL.8~GDNF" "IL.8~GRO"
## [388] "IL.8~I.309" "IL.8~IGFBP.3" "IL.8~IGFBP.4"
## [391] "IL.8~IL.10" "IL.8~IL.13" "IL.8~IL.15"
## [394] "IL.8~IL.1b" "IL.8~IL.2" "IL.8~IL.4"
## [397] "IL.8~IL.5" "IL.8~IL.6" "IL.8~IL.7"
## [400] "IP.10~ANG" "IP.10~Ck.b8.1" "IP.10~CSF1"
## [403] "IP.10~EGF" "IP.10~ENA.78" "IP.10~FGF.4"
## [406] "IP.10~FGF.6" "IP.10~FGF.7" "IP.10~GDNF"
## [409] "IP.10~HGF" "IP.10~IFN.g" "IP.10~IGFBP.1"
## [412] "IP.10~IGFBP.3" "IP.10~IL.12p70" "IP.10~IL.1a"
## [415] "IP.10~IL.4" "Leptin~CCL26" "Leptin~GDNF"
## [418] "Leptin~GRO" "Leptin~HGF" "Leptin~IFN.g"
## [421] "Leptin~IGFBP.1" "Leptin~IGFBP.2" "Leptin~IGFBP.4"
## [424] "Leptin~IL.12p70" "Leptin~IL.2" "Leptin~IL.4"
## [427] "Leptin~IP.10" "LIF~BDNF" "LIF~CCL24"
## [430] "LIF~CCL26" "LIF~Ck.b8.1" "LIF~CX3CL1"
## [433] "LIF~EGF" "LIF~FGF.4" "LIF~FGF.6"
## [436] "LIF~FGF.7" "LIF~FGF.9" "LIF~I.309"
## [439] "LIF~IGFBP.4" "LIF~IL.16" "LIF~IL.1a"
## [442] "LIF~IL.1b" "LIF~IL.3" "LIF~IL.4"
## [445] "LIGHT~BLC" "LIGHT~CCL24" "LIGHT~CCL26"
## [448] "LIGHT~Ck.b8.1" "LIGHT~CSF2" "LIGHT~CSF3"
## [451] "LIGHT~CX3CL1" "LIGHT~FGF.4" "LIGHT~FGF.6"
## [454] "LIGHT~FGF.7" "LIGHT~FGF.9" "LIGHT~GDNF"
## [457] "LIGHT~GRO.a" "LIGHT~I.309" "LIGHT~IGF.I"
## [460] "LIGHT~IL.10" "LIGHT~IL.16" "LIGHT~IL.1a"
## [463] "LIGHT~IL.1b" "LIGHT~IL.3" "LIGHT~IL.5"
## [466] "MCP.1~ANG" "MCP.1~BDNF" "MCP.1~Ck.b8.1"
## [469] "MCP.1~CSF2" "MCP.1~CSF3" "MCP.1~CX3CL1"
## [472] "MCP.1~FGF.4" "MCP.1~FGF.6" "MCP.1~FGF.7"
## [475] "MCP.1~GCP.2" "MCP.1~GRO.a" "MCP.1~IFN.g"
## [478] "MCP.1~IL.10" "MCP.1~IL.13" "MCP.1~IL.15"
## [481] "MCP.1~IL.16" "MCP.1~IL.1a" "MCP.1~IL.2"
## [484] "MCP.1~IL.3" "MCP.1~IL.4" "MCP.1~IL.5"
## [487] "MCP.1~IL.6" "MCP.1~IL.7" "MCP.1~IL.8"
## [490] "MCP.1~IP.10" "MCP.2~ANG" "MCP.2~BDNF"
## [493] "MCP.2~BLC" "MCP.2~CSF2" "MCP.2~EGF"
## [496] "MCP.2~ENA.78" "MCP.2~FGF.7" "MCP.2~Flt.3.LG"
## [499] "MCP.2~GDNF" "MCP.2~GRO.a" "MCP.2~HGF"
## [502] "MCP.2~IFN.g" "MCP.2~IL.10" "MCP.2~IL.12p70"
## [505] "MCP.2~IL.4" "MCP.2~IL.7" "MCP.2~IP.10"
## [508] "MCP.3~BDNF" "MCP.3~BLC" "MCP.3~CCL26"
## [511] "MCP.3~Ck.b8.1" "MCP.3~CSF1" "MCP.3~CSF3"
## [514] "MCP.3~CX3CL1" "MCP.3~EGF" "MCP.3~ENA.78"
## [517] "MCP.3~FGF.4" "MCP.3~FGF.6" "MCP.3~FGF.7"
## [520] "MCP.3~FGF.9" "MCP.3~GCP.2" "MCP.3~GDNF"
## [523] "MCP.3~HGF" "MCP.3~I.309" "MCP.3~IFN.g"
## [526] "MCP.3~IGFBP.1" "MCP.3~IGFBP.3" "MCP.3~IL.16"
## [529] "MCP.3~IL.1a" "MCP.3~IL.2" "MCP.3~IL.3"
## [532] "MCP.3~IL.4" "MCP.3~IL.8" "MCP.3~IP.10"
## [535] "MCP.3~Leptin" "MCP.3~LIF" "MCP.3~MCP.1"
## [538] "MCP.4~BDNF" "MCP.4~BLC" "MCP.4~CCL26"
## [541] "MCP.4~Ck.b8.1" "MCP.4~CSF1" "MCP.4~CX3CL1"
## [544] "MCP.4~FGF.4" "MCP.4~FGF.7" "MCP.4~GCP.2"
## [547] "MCP.4~GRO.a" "MCP.4~HGF" "MCP.4~I.309"
## [550] "MCP.4~IGF.I" "MCP.4~IGFBP.2" "MCP.4~IGFBP.4"
## [553] "MCP.4~IL.10" "MCP.4~IL.12p70" "MCP.4~IL.1a"
## [556] "MCP.4~IL.1b" "MCP.4~LIGHT" "MCP.4~MCP.2"
## [559] "MCP.4~MCP.3" "MDC~BLC" "MDC~CCL26"
## [562] "MDC~Ck.b8.1" "MDC~CSF1" "MDC~CSF2"
## [565] "MDC~CSF3" "MDC~CX3CL1" "MDC~EGF"
## [568] "MDC~FGF.4" "MDC~FGF.6" "MDC~FGF.7"
## [571] "MDC~FGF.9" "MDC~GDNF" "MDC~GRO"
## [574] "MDC~GRO.a" "MDC~HGF" "MDC~I.309"
## [577] "MDC~IFN.g" "MDC~IGF.I" "MDC~IGFBP.4"
## [580] "MDC~IL.16" "MDC~IL.1a" "MDC~IL.1b"
## [583] "MDC~IL.2" "MDC~IL.3" "MDC~IL.4"
## [586] "MDC~IL.6" "MDC~Leptin" "MDC~LIF"
## [589] "MDC~LIGHT" "MDC~MCP.2" "MDC~MCP.3"
## [592] "MDC~MCP.4" "MIF~BLC" "MIF~Ck.b8.1"
## [595] "MIF~FGF.7" "MIF~FGF.9" "MIF~GRO"
## [598] "MIF~HGF" "MIF~IGF.I" "MIF~IGFBP.2"
## [601] "MIF~IL.12p70" "MIF~IL.16" "MIF~IL.1a"
## [604] "MIF~IL.1b" "MIF~LIGHT" "MIF~MCP.2"
## [607] "MIG~CCL11" "MIG~CCL24" "MIG~CCL26"
## [610] "MIG~CSF1" "MIG~CSF2" "MIG~CSF3"
## [613] "MIG~EGF" "MIG~FGF.6" "MIG~FGF.7"
## [616] "MIG~FGF.9" "MIG~GCP.2" "MIG~GDNF"
## [619] "MIG~GRO.a" "MIG~I.309" "MIG~IFN.g"
## [622] "MIG~IGF.I" "MIG~IGFBP.4" "MIG~IL.10"
## [625] "MIG~IL.13" "MIG~IL.15" "MIG~IL.1a"
## [628] "MIG~IL.1b" "MIG~IL.2" "MIG~IL.3"
## [631] "MIG~IL.4" "MIG~IL.5" "MIG~IL.7"
## [634] "MIG~IP.10" "MIG~Leptin" "MIG~LIF"
## [637] "MIG~MCP.1" "MIG~MCP.3" "MIG~MDC"
## [640] "MIP.1b~BDNF" "MIP.1b~CX3CL1" "MIP.1b~EGF"
## [643] "MIP.1b~FGF.4" "MIP.1b~FGF.6" "MIP.1b~FGF.9"
## [646] "MIP.1b~GCP.2" "MIP.1b~GDNF" "MIP.1b~HGF"
## [649] "MIP.1b~IFN.g" "MIP.1b~IGFBP.1" "MIP.1b~IGFBP.3"
## [652] "MIP.1b~IGFBP.4" "MIP.1b~IL.1a" "MIP.1b~IL.2"
## [655] "MIP.1b~IL.4" "MIP.1b~IL.8" "MIP.1b~IP.10"
## [658] "MIP.1b~Leptin" "MIP.1b~LIF" "MIP.1b~LIGHT"
## [661] "MIP.1b~MCP.1" "MIP.1b~MCP.3" "MIP.1b~MDC"
## [664] "MIP.1b~MIG" "MIP.1d~CCL11" "MIP.1d~CCL24"
## [667] "MIP.1d~CCL26" "MIP.1d~FGF.6" "MIP.1d~FGF.7"
## [670] "MIP.1d~I.309" "MIP.1d~IFN.g" "MIP.1d~IGF.I"
## [673] "MIP.1d~IGFBP.4" "MIP.1d~IL.10" "MIP.1d~IL.16"
## [676] "MIP.1d~IP.10" "MIP.1d~Leptin" "MIP.1d~LIF"
## [679] "MIP.1d~LIGHT" "MIP.1d~MCP.4" "MIP.1d~MDC"
## [682] "MIP.1d~MIG" "MIP.3a~BDNF" "MIP.3a~Ck.b8.1"
## [685] "MIP.3a~EGF" "MIP.3a~ENA.78" "MIP.3a~FGF.4"
## [688] "MIP.3a~FGF.7" "MIP.3a~Flt.3.LG" "MIP.3a~GCP.2"
## [691] "MIP.3a~HGF" "MIP.3a~I.309" "MIP.3a~IGFBP.3"
## [694] "MIP.3a~IGFBP.4" "MIP.3a~IL.1a" "MIP.3a~IL.2"
## [697] "MIP.3a~IL.6" "MIP.3a~IL.8" "MIP.3a~MCP.3"
## [700] "MIP.3a~MIF" "MIP.3a~MIP.1b" "NAP.2~BDNF"
## [703] "NAP.2~CCL24" "NAP.2~CSF2" "NAP.2~ENA.78"
## [706] "NAP.2~FGF.7" "NAP.2~Flt.3.LG" "NAP.2~GCP.2"
## [709] "NAP.2~GRO" "NAP.2~IGFBP.1" "NAP.2~IL.16"
## [712] "NAP.2~IL.1a" "NAP.2~IL.4" "NAP.2~IL.5"
## [715] "NAP.2~IL.6" "NAP.2~IL.7" "NAP.2~MCP.1"
## [718] "NAP.2~MCP.2" "NAP.2~MIG" "NAP.2~MIP.3a"
## [721] "NT.3~CCL24" "NT.3~CSF2" "NT.3~CSF3"
## [724] "NT.3~FGF.4" "NT.3~FGF.6" "NT.3~GCP.2"
## [727] "NT.3~GRO.a" "NT.3~I.309" "NT.3~IFN.g"
## [730] "NT.3~IGFBP.4" "NT.3~IL.10" "NT.3~IL.13"
## [733] "NT.3~IL.15" "NT.3~IL.1a" "NT.3~IL.1b"
## [736] "NT.3~IL.2" "NT.3~IL.4" "NT.3~IL.5"
## [739] "NT.3~IL.7" "NT.3~IP.10" "NT.3~LIF"
## [742] "NT.3~MCP.1" "NT.3~MCP.3" "NT.3~MIG"
## [745] "NT.3~MIP.1b" "NT.3~MIP.3a" "NT.3~NAP.2"
## [748] "NT.4~BDNF" "NT.4~CCL24" "NT.4~CCL26"
## [751] "NT.4~Ck.b8.1" "NT.4~CSF1" "NT.4~CSF2"
## [754] "NT.4~EGF" "NT.4~ENA.78" "NT.4~FGF.4"
## [757] "NT.4~FGF.6" "NT.4~FGF.7" "NT.4~FGF.9"
## [760] "NT.4~GCP.2" "NT.4~GDNF" "NT.4~GRO.a"
## [763] "NT.4~I.309" "NT.4~IGF.I" "NT.4~IGFBP.1"
## [766] "NT.4~IGFBP.4" "NT.4~IL.16" "NT.4~IL.1a"
## [769] "NT.4~IL.1b" "NT.4~IL.3" "NT.4~IL.4"
## [772] "NT.4~IL.5" "NT.4~IL.6" "NT.4~LIF"
## [775] "NT.4~LIGHT" "NT.4~MCP.3" "NT.4~MCP.4"
## [778] "NT.4~MDC" "NT.4~MIF" "NT.4~MIG"
## [781] "NT.4~MIP.1d" "OPG~FGF.4" "OPG~FGF.7"
## [784] "OPG~GCP.2" "OPG~HGF" "OPG~I.309"
## [787] "OPG~IGFBP.1" "OPG~IGFBP.3" "OPG~IGFBP.4"
## [790] "OPG~IL.10" "OPG~IL.7" "OPG~IP.10"
## [793] "OPG~MCP.2" "OPG~MCP.3" "OPG~MCP.4"
## [796] "OPG~MIP.1b" "OPG~MIP.3a" "OPG~NT.4"
## [799] "OPN~CCL11" "OPN~FGF.6" "OPN~FGF.7"
## [802] "OPN~HGF" "OPN~IFN.g" "OPN~IGFBP.2"
## [805] "OPN~IGFBP.3" "OPN~IGFBP.4" "OPN~IL.1a"
## [808] "OPN~IL.2" "OPN~IL.6" "OPN~IP.10"
## [811] "OPN~Leptin" "OPN~MCP.3" "OPN~MDC"
## [814] "OPN~MIG" "OPN~MIP.1d" "OPN~OPG"
## [817] "OSM~CCL11" "OSM~CCL26" "OSM~Ck.b8.1"
## [820] "OSM~CSF1" "OSM~CX3CL1" "OSM~FGF.4"
## [823] "OSM~FGF.6" "OSM~FGF.7" "OSM~FGF.9"
## [826] "OSM~GCP.2" "OSM~GDNF" "OSM~GRO.a"
## [829] "OSM~I.309" "OSM~IFN.g" "OSM~IGF.I"
## [832] "OSM~IGFBP.2" "OSM~IGFBP.4" "OSM~IL.12p70"
## [835] "OSM~IL.15" "OSM~IL.16" "OSM~IL.1a"
## [838] "OSM~IL.1b" "OSM~IL.3" "OSM~IL.4"
## [841] "OSM~LIF" "OSM~LIGHT" "OSM~MCP.3"
## [844] "OSM~MCP.4" "OSM~MDC" "OSM~MIF"
## [847] "OSM~MIG" "OSM~NT.3" "OSM~NT.4"
## [850] "PARC~BLC" "PARC~CCL26" "PARC~Ck.b8.1"
## [853] "PARC~CSF1" "PARC~CSF2" "PARC~CSF3"
## [856] "PARC~FGF.4" "PARC~FGF.6" "PARC~FGF.7"
## [859] "PARC~GCP.2" "PARC~GDNF" "PARC~GRO"
## [862] "PARC~GRO.a" "PARC~I.309" "PARC~IFN.g"
## [865] "PARC~IGF.I" "PARC~IGFBP.1" "PARC~IGFBP.2"
## [868] "PARC~IL.10" "PARC~IL.13" "PARC~IL.15"
## [871] "PARC~IL.1a" "PARC~IL.1b" "PARC~IL.2"
## [874] "PARC~IL.3" "PARC~IL.4" "PARC~IL.5"
## [877] "PARC~IL.6" "PARC~IL.7" "PARC~Leptin"
## [880] "PARC~LIGHT" "PARC~MCP.1" "PARC~MIG"
## [883] "PARC~NT.4" "PARC~OSM" "PDGF.BB~BDNF"
## [886] "PDGF.BB~CSF2" "PDGF.BB~EGF" "PDGF.BB~ENA.78"
## [889] "PDGF.BB~GCP.2" "PDGF.BB~GRO" "PDGF.BB~IFN.g"
## [892] "PDGF.BB~IL.13" "PDGF.BB~IL.15" "PDGF.BB~IL.2"
## [895] "PDGF.BB~IL.6" "PDGF.BB~IL.7" "PDGF.BB~MIG"
## [898] "PDGF.BB~MIP.3a" "PDGF.BB~NAP.2" "PDGF.BB~NT.3"
## [901] "PDGF.BB~NT.4" "PDGF.BB~OSM" "PIGF~BLC"
## [904] "PIGF~CCL26" "PIGF~Ck.b8.1" "PIGF~CSF1"
## [907] "PIGF~CSF2" "PIGF~CSF3" "PIGF~CX3CL1"
## [910] "PIGF~FGF.4" "PIGF~FGF.6" "PIGF~FGF.7"
## [913] "PIGF~FGF.9" "PIGF~GCP.2" "PIGF~GDNF"
## [916] "PIGF~GRO" "PIGF~I.309" "PIGF~IFN.g"
## [919] "PIGF~IGFBP.4" "PIGF~IL.12p70" "PIGF~IL.13"
## [922] "PIGF~IL.1a" "PIGF~IL.3" "PIGF~IL.4"
## [925] "PIGF~IL.5" "PIGF~IL.8" "PIGF~LIF"
## [928] "PIGF~LIGHT" "PIGF~MCP.3" "PIGF~MCP.4"
## [931] "PIGF~MDC" "PIGF~MIF" "PIGF~MIG"
## [934] "PIGF~NT.4" "PIGF~OSM" "PIGF~PARC"
## [937] "RANTES~ANG" "RANTES~BDNF" "RANTES~CCL11"
## [940] "RANTES~CCL24" "RANTES~CCL26" "RANTES~EGF"
## [943] "RANTES~ENA.78" "RANTES~FGF.7" "RANTES~GDNF"
## [946] "RANTES~GRO" "RANTES~HGF" "RANTES~I.309"
## [949] "RANTES~IGFBP.2" "RANTES~IL.16" "RANTES~IL.2"
## [952] "RANTES~IP.10" "RANTES~MIF" "RANTES~MIG"
## [955] "RANTES~MIP.3a" "RANTES~NAP.2" "RANTES~PDGF.BB"
## [958] "SCF~ANG" "SCF~BDNF" "SCF~CCL11"
## [961] "SCF~CCL24" "SCF~CCL26" "SCF~Ck.b8.1"
## [964] "SCF~CSF1" "SCF~CSF2" "SCF~EGF"
## [967] "SCF~ENA.78" "SCF~FGF.4" "SCF~FGF.6"
## [970] "SCF~FGF.7" "SCF~FGF.9" "SCF~GDNF"
## [973] "SCF~GRO" "SCF~HGF" "SCF~I.309"
## [976] "SCF~IGFBP.2" "SCF~IGFBP.3" "SCF~IGFBP.4"
## [979] "SCF~IL.10" "SCF~IL.15" "SCF~IL.1a"
## [982] "SCF~IL.2" "SCF~IL.3" "SCF~IL.4"
## [985] "SCF~IL.5" "SCF~LIF" "SCF~LIGHT"
## [988] "SCF~MCP.2" "SCF~MCP.3" "SCF~MDC"
## [991] "SCF~MIP.1b" "SCF~MIP.1d" "SCF~MIP.3a"
## [994] "SCF~NT.3" "SCF~NT.4" "SCF~OPG"
## [997] "SCF~OPN" "SCF~OSM" "SCF~PARC"
## [1000] "SCF~PDGF.BB" "SCF~PIGF" "SCF~RANTES"
## [1003] "SDF.1~CCL26" "SDF.1~Ck.b8.1" "SDF.1~CSF3"
## [1006] "SDF.1~CX3CL1" "SDF.1~FGF.4" "SDF.1~FGF.6"
## [1009] "SDF.1~FGF.7" "SDF.1~FGF.9" "SDF.1~GDNF"
## [1012] "SDF.1~I.309" "SDF.1~IFN.g" "SDF.1~IGF.I"
## [1015] "SDF.1~IGFBP.4" "SDF.1~IL.12p70" "SDF.1~IL.15"
## [1018] "SDF.1~IL.1a" "SDF.1~IL.1b" "SDF.1~IL.3"
## [1021] "SDF.1~IL.4" "SDF.1~IL.7" "SDF.1~IP.10"
## [1024] "SDF.1~Leptin" "SDF.1~LIF" "SDF.1~MCP.1"
## [1027] "SDF.1~MCP.3" "SDF.1~MDC" "SDF.1~MIG"
## [1030] "SDF.1~MIP.1b" "SDF.1~MIP.1d" "SDF.1~MIP.3a"
## [1033] "SDF.1~NT.3" "SDF.1~NT.4" "SDF.1~OPN"
## [1036] "SDF.1~PARC" "SDF.1~PIGF" "SDF.1~SCF"
## [1039] "TARC~BDNF" "TARC~CCL24" "TARC~CCL26"
## [1042] "TARC~CSF2" "TARC~EGF" "TARC~ENA.78"
## [1045] "TARC~FGF.9" "TARC~GCP.2" "TARC~GRO"
## [1048] "TARC~GRO.a" "TARC~IL.10" "TARC~IL.13"
## [1051] "TARC~IL.15" "TARC~IL.2" "TARC~IL.5"
## [1054] "TARC~IL.6" "TARC~MCP.2" "TARC~MIP.1b"
## [1057] "TARC~MIP.3a" "TARC~NAP.2" "TARC~NT.3"
## [1060] "TARC~NT.4" "TARC~PDGF.BB" "TARC~RANTES"
## [1063] "TARC~SCF" "TGF.b1~CCL11" "TGF.b1~CSF2"
## [1066] "TGF.b1~CSF3" "TGF.b1~EGF" "TGF.b1~FGF.6"
## [1069] "TGF.b1~GCP.2" "TGF.b1~GRO.a" "TGF.b1~I.309"
## [1072] "TGF.b1~IFN.g" "TGF.b1~IGFBP.4" "TGF.b1~IL.10"
## [1075] "TGF.b1~IL.13" "TGF.b1~IL.15" "TGF.b1~IL.1a"
## [1078] "TGF.b1~IL.2" "TGF.b1~IL.5" "TGF.b1~IL.7"
## [1081] "TGF.b1~IL.8" "TGF.b1~Leptin" "TGF.b1~LIF"
## [1084] "TGF.b1~MCP.1" "TGF.b1~MCP.3" "TGF.b1~MCP.4"
## [1087] "TGF.b1~MDC" "TGF.b1~MIG" "TGF.b1~MIP.1d"
## [1090] "TGF.b1~NT.3" "TGF.b1~OPN" "TGF.b1~PARC"
## [1093] "TGF.b1~PDGF.BB" "TGF.b1~PIGF" "TGF.b1~SDF.1"
## [1096] "TGF.b1~TARC" "TGF.b2~CCL24" "TGF.b2~CCL26"
## [1099] "TGF.b2~Ck.b8.1" "TGF.b2~CSF1" "TGF.b2~EGF"
## [1102] "TGF.b2~FGF.4" "TGF.b2~FGF.6" "TGF.b2~FGF.7"
## [1105] "TGF.b2~FGF.9" "TGF.b2~GDNF" "TGF.b2~GRO.a"
## [1108] "TGF.b2~I.309" "TGF.b2~IGF.I" "TGF.b2~IGFBP.4"
## [1111] "TGF.b2~IL.16" "TGF.b2~IL.1a" "TGF.b2~IL.1b"
## [1114] "TGF.b2~IL.2" "TGF.b2~IL.3" "TGF.b2~IL.4"
## [1117] "TGF.b2~IL.5" "TGF.b2~IL.7" "TGF.b2~LIF"
## [1120] "TGF.b2~LIGHT" "TGF.b2~MCP.3" "TGF.b2~MDC"
## [1123] "TGF.b2~MIG" "TGF.b2~NT.3" "TGF.b2~NT.4"
## [1126] "TGF.b2~OSM" "TGF.b2~PARC" "TGF.b2~PIGF"
## [1129] "TGF.b2~SCF" "TGF.b2~SDF.1" "TGF.b2~TGF.b1"
## [1132] "TGF.b3~Ck.b8.1" "TGF.b3~CSF1" "TGF.b3~CX3CL1"
## [1135] "TGF.b3~FGF.4" "TGF.b3~FGF.6" "TGF.b3~FGF.7"
## [1138] "TGF.b3~FGF.9" "TGF.b3~GDNF" "TGF.b3~I.309"
## [1141] "TGF.b3~IGF.I" "TGF.b3~IGFBP.1" "TGF.b3~IGFBP.2"
## [1144] "TGF.b3~IGFBP.4" "TGF.b3~IL.10" "TGF.b3~IL.16"
## [1147] "TGF.b3~IL.1a" "TGF.b3~IL.3" "TGF.b3~IL.4"
## [1150] "TGF.b3~IL.5" "TGF.b3~IL.7" "TGF.b3~IL.8"
## [1153] "TGF.b3~LIGHT" "TGF.b3~MCP.3" "TGF.b3~MCP.4"
## [1156] "TGF.b3~MDC" "TGF.b3~MIF" "TGF.b3~MIG"
## [1159] "TGF.b3~NT.3" "TGF.b3~NT.4" "TGF.b3~OPG"
## [1162] "TGF.b3~OSM" "TGF.b3~PARC" "TGF.b3~SDF.1"
## [1165] "TGF.b3~TGF.b2" "THPO~BLC" "THPO~CCL26"
## [1168] "THPO~Ck.b8.1" "THPO~CSF1" "THPO~CX3CL1"
## [1171] "THPO~ENA.78" "THPO~FGF.4" "THPO~FGF.6"
## [1174] "THPO~FGF.7" "THPO~FGF.9" "THPO~GCP.2"
## [1177] "THPO~GDNF" "THPO~I.309" "THPO~IGFBP.4"
## [1180] "THPO~IL.10" "THPO~IL.16" "THPO~IL.1a"
## [1183] "THPO~IL.1b" "THPO~IL.2" "THPO~IL.3"
## [1186] "THPO~IL.4" "THPO~IL.5" "THPO~IL.7"
## [1189] "THPO~LIF" "THPO~MCP.1" "THPO~MCP.3"
## [1192] "THPO~MCP.4" "THPO~MDC" "THPO~MIG"
## [1195] "THPO~MIP.1b" "THPO~NT.4" "THPO~OSM"
## [1198] "THPO~PARC" "THPO~PIGF" "THPO~RANTES"
## [1201] "THPO~SCF" "THPO~SDF.1" "THPO~TARC"
## [1204] "THPO~TGF.b2" "THPO~TGF.b3" "TIMP.1~CCL11"
## [1207] "TIMP.1~ENA.78" "TIMP.1~GDNF" "TIMP.1~GRO"
## [1210] "TIMP.1~IGFBP.3" "TIMP.1~IL.12p70" "TIMP.1~IP.10"
## [1213] "TIMP.1~MCP.2" "TIMP.1~MCP.3" "TIMP.1~MCP.4"
## [1216] "TIMP.1~MIF" "TIMP.1~NAP.2" "TIMP.1~OSM"
## [1219] "TIMP.1~PIGF" "TIMP.1~RANTES" "TIMP.1~TARC"
## [1222] "TIMP.1~THPO" "TIMP.2~ANG" "TIMP.2~BDNF"
## [1225] "TIMP.2~Ck.b8.1" "TIMP.2~CSF1" "TIMP.2~FGF.4"
## [1228] "TIMP.2~FGF.6" "TIMP.2~FGF.7" "TIMP.2~GCP.2"
## [1231] "TIMP.2~HGF" "TIMP.2~I.309" "TIMP.2~IFN.g"
## [1234] "TIMP.2~IGFBP.1" "TIMP.2~IGFBP.2" "TIMP.2~IGFBP.3"
## [1237] "TIMP.2~IL.10" "TIMP.2~IL.13" "TIMP.2~IL.16"
## [1240] "TIMP.2~IL.1a" "TIMP.2~IL.3" "TIMP.2~IL.4"
## [1243] "TIMP.2~IP.10" "TIMP.2~MCP.1" "TIMP.2~MCP.3"
## [1246] "TIMP.2~MIF" "TIMP.2~MIP.1d" "TIMP.2~MIP.3a"
## [1249] "TIMP.2~NT.4" "TIMP.2~OPG" "TIMP.2~PIGF"
## [1252] "TIMP.2~SCF" "TIMP.2~TGF.b3" "TNF.a~CCL11"
## [1255] "TNF.a~CSF2" "TNF.a~CSF3" "TNF.a~FGF.4"
## [1258] "TNF.a~FGF.6" "TNF.a~FGF.7" "TNF.a~GCP.2"
## [1261] "TNF.a~GRO" "TNF.a~GRO.a" "TNF.a~IFN.g"
## [1264] "TNF.a~IGFBP.3" "TNF.a~IL.10" "TNF.a~IL.13"
## [1267] "TNF.a~IL.15" "TNF.a~IL.16" "TNF.a~IL.1a"
## [1270] "TNF.a~IL.1b" "TNF.a~IL.2" "TNF.a~IL.4"
## [1273] "TNF.a~IL.5" "TNF.a~IL.6" "TNF.a~IL.7"
## [1276] "TNF.a~IL.8" "TNF.a~IP.10" "TNF.a~Leptin"
## [1279] "TNF.a~LIF" "TNF.a~MCP.1" "TNF.a~MCP.3"
## [1282] "TNF.a~MDC" "TNF.a~MIG" "TNF.a~MIP.1b"
## [1285] "TNF.a~NAP.2" "TNF.a~NT.3" "TNF.a~OPN"
## [1288] "TNF.a~PARC" "TNF.a~PDGF.BB" "TNF.a~PIGF"
## [1291] "TNF.a~SDF.1" "TNF.a~TGF.b1" "TNF.b~BDNF"
## [1294] "TNF.b~BLC" "TNF.b~CCL11" "TNF.b~CCL26"
## [1297] "TNF.b~CSF1" "TNF.b~CSF2" "TNF.b~CSF3"
## [1300] "TNF.b~ENA.78" "TNF.b~FGF.4" "TNF.b~FGF.6"
## [1303] "TNF.b~FGF.7" "TNF.b~GCP.2" "TNF.b~GDNF"
## [1306] "TNF.b~GRO.a" "TNF.b~I.309" "TNF.b~IFN.g"
## [1309] "TNF.b~IL.10" "TNF.b~IL.13" "TNF.b~IL.15"
## [1312] "TNF.b~IL.1a" "TNF.b~IL.2" "TNF.b~IL.3"
## [1315] "TNF.b~IL.4" "TNF.b~IL.5" "TNF.b~IL.7"
## [1318] "TNF.b~IP.10" "TNF.b~LIF" "TNF.b~LIGHT"
## [1321] "TNF.b~MCP.1" "TNF.b~MCP.3" "TNF.b~MDC"
## [1324] "TNF.b~MIG" "TNF.b~MIP.1b" "TNF.b~NT.3"
## [1327] "TNF.b~NT.4" "TNF.b~OSM" "TNF.b~PARC"
## [1330] "TNF.b~PDGF.BB" "TNF.b~PIGF" "TNF.b~SCF"
## [1333] "TNF.b~SDF.1" "TNF.b~TARC" "TNF.b~TGF.b1"
## [1336] "TNF.b~TGF.b2" "TNF.b~TNF.a" "VEGF~BLC"
## [1339] "VEGF~Ck.b8.1" "VEGF~CSF2" "VEGF~CX3CL1"
## [1342] "VEGF~EGF" "VEGF~FGF.4" "VEGF~FGF.9"
## [1345] "VEGF~GDNF" "VEGF~I.309" "VEGF~IGF.I"
## [1348] "VEGF~IGFBP.2" "VEGF~IGFBP.4" "VEGF~IL.1a"
## [1351] "VEGF~IL.1b" "VEGF~IL.2" "VEGF~IL.3"
## [1354] "VEGF~IL.4" "VEGF~IL.5" "VEGF~IL.6"
## [1357] "VEGF~IL.7" "VEGF~LIF" "VEGF~MCP.2"
## [1360] "VEGF~MIG" "VEGF~MIP.1b" "VEGF~MIP.3a"
## [1363] "VEGF~NAP.2" "VEGF~NT.3" "VEGF~NT.4"
## [1366] "VEGF~OPG" "VEGF~PIGF" "VEGF~SDF.1"
## [1369] "VEGF~TARC" "VEGF~TGF.b3" "VEGF~THPO"
## [1372] "VEGF~TNF.b"
## 计算9个组合的交集
zuheunique <- intersect(intersect(intersect(intersect(intersect(intersect(intersect(intersect(zuheFA,zuheFF),
zuheFL),zuheHF),zuheMF),
zuheMA),zuheSA),zuheSF),zuheSL)
length(zuheunique)
## [1] 0
zuheunique
## character(0)
## 没有交集
# ## 将每个集合的情况整理为数据表
# zuhemt <- data.frame(matrix(nrow = length(zuheall),ncol = 10))
# colnames(zuhemt) <- c("RPname","Fatal_Allother","Fatal_First","Fatal_Last",
# "Healthy_First","Mild_Allother","Mild_First",
# "Severe_Allother","Severe_First","Severe_Last")
# zuhemt[,1] <- zuheall
# for (i in 1:length(zuheall)) {
# zuhemt[i,2] <- zuheall[i] %in% zuheFA
# zuhemt[i,3] <- zuheall[i] %in% zuheFF
# zuhemt[i,4] <- zuheall[i] %in% zuheFL
# zuhemt[i,5] <- zuheall[i] %in% zuheHF
# zuhemt[i,6] <- zuheall[i] %in% zuheMA
# zuhemt[i,7] <- zuheall[i] %in% zuheMF
# zuhemt[i,8] <- zuheall[i] %in% zuheSA
# zuhemt[i,9] <- zuheall[i] %in% zuheSF
# zuhemt[i,10] <- zuheall[i] %in% zuheSL
# }
# ## 查看数据
# zuhemt
#
# ## 将每个集合的情况整理为数据表,数据为0－1表示
# zuhemt01 <- data.frame(matrix(nrow = length(zuheall),ncol = 10))
# colnames(zuhemt01) <- c("RPname","Fatal_Allother","Fatal_First","Fatal_Last",
# "Healthy_First","Mild_Allother","Mild_First",
# "Severe_Allother","Severe_First","Severe_Last")
# zuhemt01[,1] <- zuheall
# for (i in 1:length(zuheall)) {
# zuhemt01[i,2] <- ifelse(zuheall[i] %in% zuheFA,1,0)
# zuhemt01[i,3] <- ifelse(zuheall[i] %in% zuheFF,1,0)
# zuhemt01[i,4] <- ifelse(zuheall[i] %in% zuheFL,1,0)
# zuhemt01[i,5] <- ifelse(zuheall[i] %in% zuheHF,1,0)
# zuhemt01[i,6] <- ifelse(zuheall[i] %in% zuheMA,1,0)
# zuhemt01[i,7] <- ifelse(zuheall[i] %in% zuheMF,1,0)
# zuhemt01[i,8] <- ifelse(zuheall[i] %in% zuheSA,1,0)
# zuhemt01[i,9] <- ifelse(zuheall[i] %in% zuheSF,1,0)
# zuhemt01[i,10] <- ifelse(zuheall[i] %in% zuheSL,1,0)
# }
# ## 查看数据
# zuhemt01
# image(as.matrix(zuhemt01[,2:10]))
## 在显示集合交集的venn图中，因为集合过多会增加阅读的困难，
## 所以veen图也最多只能查看5个集合的交集情况。
## 因为该包最多能有效绘制5个集合的ween图
## 图形的颜色
# vcol <- c("red","blue","green","DeepPink","Gold")
# T<-venn.diagram(list(Fatal_Allother =zuheFA,
# Fatal_First=zuheFF,
# Fatal_Last = zuheFL,
# Healthy_First = zuheHF,
# Mild_Allother = zuheMA,
# Mild_First = zuheMF,
# Severe_Allother = zuheSA,
# Severe_First = zuheSF,
# Severe_Last = zuheSL),
# filename = NULL,col = vcol)
# grid.draw(T)
## 然后标注能不能改一下 标注需要改一下: Healthy-First改成Healthy，
## Severe_Allother改成Severe_Other，Fatal_Allother改成Fatal_Other，
## Mild_Allother改成Mild_Other
## 现在的三个图里要统一颜色。healthy绿，first红，other紫，last兰
## &前后加上空杠: Mild_&_Healthy, Severe_&_Healthy, Fatal_&_Healthy
vcol <- c("green","red","DeepPink","blue")
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Mild_Other = zuheMA,
Mild_First = zuheMF,
Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Fatal的veen图
vcol <- c("red","blue","green")
T<-venn.diagram(list(Fatal_Other =zuheFA,
Fatal_First=zuheFF,
Fatal_Last = zuheFL),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Mild的veen图
vcol <- c("red","blue")
T<-venn.diagram(list(Mild_Other = zuheMA,
Mild_First = zuheMF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Mild的veen图
vcol <- c("red","blue","green")
T<-venn.diagram(list(Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Fatal、Mild的veen图
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_Other =zuheFA,
Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Mild_Other = zuheMA,
Mild_First = zuheMF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Severe、Mild的veen图
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL,
Mild_other = zuheMA,
Mild_First = zuheMF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Severe、Healthy的veen图
vcol <- c("red","blue","green","DeepPink")
T<-venn.diagram(list(Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Fatal、Healthy的veen图
vcol <- c("red","blue","green","DeepPink")
T<-venn.diagram(list(Fatal_Other =zuheFA,
Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Mild、Healthy的veen图
vcol <- c("red","blue","green")
T<-venn.diagram(list(Mild_Other = zuheMA,
Mild_First = zuheMF,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5)
grid.draw(T)
## 那就先(1)healthy, mild-first, severe-first, fatal-first, fatal-last做一组。
## (2)healthy, mild-other, severe-other, fatal-other, fatal-last做一组。
## (3)healthy, mild-first, severe-last, fatal-first, fatal-last做一组。
## (4)healthy, mild-first, mild-other, fatal-first, fatal-last做一组。
## (5)healthy, severe-first, severe-other, severe-last, fatal-last做一组。
## (6)healthy, mild-first, fatal-first, fatal-other, fatal-last做一组。
## 那就先(1)healthy, mild-first, severe-first, fatal-first, fatal-last做一组。
## 计算5个组合的并集
sort(union(union(union(union(zuheFF,zuheFL),zuheHF),zuheMF),zuheSF))
## [1] "Ck.b8.1~CCL26" "CSF2~CCL11" "CSF2~Ck.b8.1"
## [4] "CSF3~BLC" "CSF3~CCL11" "CSF3~CSF2"
## [7] "CX3CL1~CCL26" "CX3CL1~Ck.b8.1" "EGF~BDNF"
## [10] "EGF~CCL24" "ENA.78~BDNF" "ENA.78~CCL11"
## [13] "ENA.78~EGF" "FGF.4~Ck.b8.1" "FGF.4~CSF1"
## [16] "FGF.6~BLC" "FGF.6~Ck.b8.1" "FGF.6~CSF1"
## [19] "FGF.6~CSF2" "FGF.6~CSF3" "FGF.6~CX3CL1"
## [22] "FGF.7~BLC" "FGF.7~Ck.b8.1" "FGF.7~CSF1"
## [25] "FGF.7~CSF2" "FGF.7~CSF3" "FGF.7~FGF.4"
## [28] "FGF.7~FGF.6" "FGF.9~CCL26" "FGF.9~CX3CL1"
## [31] "FGF.9~EGF" "FGF.9~FGF.6" "FGF.9~FGF.7"
## [34] "Flt.3.LG~FGF.9" "GCP.2~CCL11" "GCP.2~CSF2"
## [37] "GCP.2~CSF3" "GDNF~CCL24" "GDNF~CCL26"
## [40] "GDNF~CSF1" "GDNF~CX3CL1" "GDNF~FGF.4"
## [43] "GDNF~FGF.6" "GDNF~FGF.7" "GDNF~Flt.3.LG"
## [46] "GRO.a~ANG" "GRO.a~BDNF" "GRO.a~BLC"
## [49] "GRO.a~CCL24" "GRO.a~CSF2" "GRO.a~CSF3"
## [52] "GRO.a~EGF" "GRO.a~FGF.6" "GRO.a~FGF.7"
## [55] "GRO~ANG" "GRO~BDNF" "GRO~BLC"
## [58] "GRO~EGF" "GRO~FGF.7" "HGF~Ck.b8.1"
## [61] "HGF~FGF.4" "HGF~FGF.7" "HGF~GCP.2"
## [64] "I.309~CCL26" "I.309~Ck.b8.1" "I.309~CSF1"
## [67] "I.309~CSF3" "I.309~FGF.4" "I.309~FGF.6"
## [70] "I.309~FGF.7" "I.309~FGF.9" "I.309~GDNF"
## [73] "I.309~HGF" "IFN.g~ANG" "IFN.g~CCL11"
## [76] "IFN.g~CSF2" "IFN.g~CSF3" "IFN.g~FGF.7"
## [79] "IFN.g~GCP.2" "IFN.g~GRO.a" "IFN.g~I.309"
## [82] "IGF.I~BLC" "IGF.I~Ck.b8.1" "IGF.I~CSF1"
## [85] "IGF.I~FGF.7" "IGF.I~GDNF" "IGF.I~I.309"
## [88] "IGFBP.1~BDNF" "IGFBP.1~CCL26" "IGFBP.1~CSF1"
## [91] "IGFBP.1~CX3CL1" "IGFBP.1~FGF.7" "IGFBP.1~Flt.3.LG"
## [94] "IGFBP.2~ANG" "IGFBP.2~CCL26" "IGFBP.2~FGF.7"
## [97] "IGFBP.2~GRO" "IGFBP.2~I.309" "IGFBP.2~IGFBP.1"
## [100] "IGFBP.3~FGF.4" "IGFBP.3~FGF.7" "IGFBP.3~GCP.2"
## [103] "IGFBP.3~HGF" "IGFBP.3~I.309" "IGFBP.3~IGFBP.1"
## [106] "IGFBP.4~Ck.b8.1" "IGFBP.4~CSF1" "IGFBP.4~FGF.4"
## [109] "IGFBP.4~Flt.3.LG" "IGFBP.4~GDNF" "IGFBP.4~I.309"
## [112] "IGFBP.4~IGF.I" "IGFBP.4~IGFBP.3" "IL.10~CSF2"
## [115] "IL.10~CSF3" "IL.10~FGF.6" "IL.10~GRO.a"
## [118] "IL.10~I.309" "IL.10~IFN.g" "IL.12p70~ANG"
## [121] "IL.12p70~CCL26" "IL.12p70~CSF3" "IL.12p70~GRO.a"
## [124] "IL.12p70~IGFBP.3" "IL.13~CCL11" "IL.13~CSF2"
## [127] "IL.13~CSF3" "IL.13~FGF.6" "IL.13~FGF.7"
## [130] "IL.13~GCP.2" "IL.13~GRO.a" "IL.13~I.309"
## [133] "IL.13~IFN.g" "IL.13~IGF.I" "IL.13~IL.10"
## [136] "IL.15~ANG" "IL.15~CCL11" "IL.15~CCL26"
## [139] "IL.15~CSF2" "IL.15~CSF3" "IL.15~FGF.6"
## [142] "IL.15~FGF.7" "IL.15~GCP.2" "IL.15~GDNF"
## [145] "IL.15~GRO.a" "IL.15~IFN.g" "IL.15~IL.10"
## [148] "IL.15~IL.12p70" "IL.15~IL.13" "IL.16~Ck.b8.1"
## [151] "IL.16~FGF.4" "IL.16~FGF.6" "IL.16~FGF.7"
## [154] "IL.16~GRO" "IL.16~I.309" "IL.16~IL.10"
## [157] "IL.1a~BDNF" "IL.1a~CCL11" "IL.1a~Ck.b8.1"
## [160] "IL.1a~CSF1" "IL.1a~CSF2" "IL.1a~CSF3"
## [163] "IL.1a~FGF.4" "IL.1a~FGF.6" "IL.1a~FGF.7"
## [166] "IL.1a~GCP.2" "IL.1a~GDNF" "IL.1a~GRO.a"
## [169] "IL.1a~I.309" "IL.1a~IFN.g" "IL.1a~IGF.I"
## [172] "IL.1a~IGFBP.4" "IL.1a~IL.10" "IL.1a~IL.13"
## [175] "IL.1a~IL.15" "IL.1b~Ck.b8.1" "IL.1b~FGF.9"
## [178] "IL.1b~I.309" "IL.1b~IGF.I" "IL.1b~IGFBP.4"
## [181] "IL.1b~IL.16" "IL.1b~IL.1a" "IL.2~ANG"
## [184] "IL.2~BDNF" "IL.2~CCL11" "IL.2~CSF2"
## [187] "IL.2~CSF3" "IL.2~EGF" "IL.2~ENA.78"
## [190] "IL.2~FGF.6" "IL.2~FGF.7" "IL.2~GCP.2"
## [193] "IL.2~GDNF" "IL.2~GRO" "IL.2~GRO.a"
## [196] "IL.2~I.309" "IL.2~IFN.g" "IL.2~IGF.I"
## [199] "IL.2~IL.10" "IL.2~IL.13" "IL.2~IL.15"
## [202] "IL.2~IL.1a" "IL.2~IL.1b" "IL.3~ANG"
## [205] "IL.3~CCL26" "IL.3~CSF1" "IL.3~FGF.4"
## [208] "IL.3~FGF.6" "IL.3~FGF.7" "IL.3~FGF.9"
## [211] "IL.3~GDNF" "IL.3~I.309" "IL.3~IFN.g"
## [214] "IL.3~IGF.I" "IL.3~IGFBP.2" "IL.3~IGFBP.4"
## [217] "IL.3~IL.10" "IL.3~IL.13" "IL.3~IL.15"
## [220] "IL.3~IL.1a" "IL.3~IL.1b" "IL.4~ANG"
## [223] "IL.4~CCL26" "IL.4~CSF1" "IL.4~FGF.6"
## [226] "IL.4~FGF.7" "IL.4~GCP.2" "IL.4~GDNF"
## [229] "IL.4~IFN.g" "IL.4~IGF.I" "IL.4~IGFBP.2"
## [232] "IL.4~IGFBP.3" "IL.4~IGFBP.4" "IL.4~IL.12p70"
## [235] "IL.4~IL.13" "IL.4~IL.1a" "IL.4~IL.1b"
## [238] "IL.4~IL.2" "IL.4~IL.3" "IL.5~CCL11"
## [241] "IL.5~Ck.b8.1" "IL.5~CSF1" "IL.5~CSF2"
## [244] "IL.5~CSF3" "IL.5~FGF.4" "IL.5~FGF.6"
## [247] "IL.5~FGF.7" "IL.5~GCP.2" "IL.5~GDNF"
## [250] "IL.5~HGF" "IL.5~IFN.g" "IL.5~IGF.I"
## [253] "IL.5~IGFBP.3" "IL.5~IL.10" "IL.5~IL.13"
## [256] "IL.5~IL.15" "IL.5~IL.1a" "IL.5~IL.2"
## [259] "IL.5~IL.3" "IL.5~IL.4" "IL.6~BDNF"
## [262] "IL.6~CSF3" "IL.6~Flt.3.LG" "IL.6~GRO.a"
## [265] "IL.6~IGFBP.4" "IL.6~IL.1a" "IL.6~IL.4"
## [268] "IL.6~IL.5" "IL.7~CCL11" "IL.7~Ck.b8.1"
## [271] "IL.7~CSF2" "IL.7~CSF3" "IL.7~GCP.2"
## [274] "IL.7~IFN.g" "IL.7~IGFBP.4" "IL.7~IL.10"
## [277] "IL.7~IL.13" "IL.7~IL.15" "IL.7~IL.1a"
## [280] "IL.7~IL.1b" "IL.7~IL.2" "IL.7~IL.5"
## [283] "IL.7~IL.6" "IL.8~CSF3" "IL.8~FGF.7"
## [286] "IL.8~Flt.3.LG" "IL.8~GCP.2" "IL.8~I.309"
## [289] "IL.8~IGFBP.3" "IL.8~IGFBP.4" "IL.8~IL.1b"
## [292] "IL.8~IL.2" "IL.8~IL.4" "IL.8~IL.5"
## [295] "IL.8~IL.6" "IP.10~ANG" "IP.10~CSF1"
## [298] "IP.10~EGF" "IP.10~IGFBP.1" "IP.10~IGFBP.3"
## [301] "IP.10~IL.12p70" "Leptin~CCL26" "Leptin~GDNF"
## [304] "Leptin~GRO" "Leptin~IGFBP.1" "Leptin~IGFBP.2"
## [307] "Leptin~IL.12p70" "Leptin~IL.4" "LIF~BDNF"
## [310] "LIF~Ck.b8.1" "LIF~CX3CL1" "LIF~EGF"
## [313] "LIF~FGF.6" "LIF~FGF.9" "LIF~I.309"
## [316] "LIF~IGFBP.4" "LIF~IL.16" "LIF~IL.1b"
## [319] "LIGHT~BLC" "LIGHT~Ck.b8.1" "LIGHT~CSF2"
## [322] "LIGHT~CX3CL1" "LIGHT~FGF.6" "LIGHT~FGF.7"
## [325] "LIGHT~FGF.9" "LIGHT~GDNF" "LIGHT~GRO.a"
## [328] "LIGHT~I.309" "LIGHT~IGF.I" "LIGHT~IL.10"
## [331] "LIGHT~IL.16" "LIGHT~IL.1a" "LIGHT~IL.1b"
## [334] "LIGHT~IL.5" "MCP.1~ANG" "MCP.1~BDNF"
## [337] "MCP.1~CSF2" "MCP.1~CSF3" "MCP.1~FGF.7"
## [340] "MCP.1~GCP.2" "MCP.1~GRO.a" "MCP.1~IFN.g"
## [343] "MCP.1~IL.10" "MCP.1~IL.13" "MCP.1~IL.16"
## [346] "MCP.1~IL.2" "MCP.1~IL.3" "MCP.1~IL.4"
## [349] "MCP.1~IL.5" "MCP.1~IL.6" "MCP.1~IL.7"
## [352] "MCP.1~IL.8" "MCP.2~ANG" "MCP.2~CSF2"
## [355] "MCP.2~EGF" "MCP.2~FGF.7" "MCP.2~Flt.3.LG"
## [358] "MCP.2~GDNF" "MCP.2~GRO.a" "MCP.2~HGF"
## [361] "MCP.2~IFN.g" "MCP.2~IL.4" "MCP.3~BDNF"
## [364] "MCP.3~BLC" "MCP.3~Ck.b8.1" "MCP.3~CSF1"
## [367] "MCP.3~CSF3" "MCP.3~CX3CL1" "MCP.3~EGF"
## [370] "MCP.3~FGF.6" "MCP.3~FGF.7" "MCP.3~FGF.9"
## [373] "MCP.3~GCP.2" "MCP.3~HGF" "MCP.3~I.309"
## [376] "MCP.3~IGFBP.1" "MCP.3~IGFBP.3" "MCP.3~IL.16"
## [379] "MCP.3~IL.1a" "MCP.3~IL.2" "MCP.3~IL.3"
## [382] "MCP.3~IL.8" "MCP.3~IP.10" "MCP.3~LIF"
## [385] "MCP.4~BDNF" "MCP.4~CCL26" "MCP.4~Ck.b8.1"
## [388] "MCP.4~CX3CL1" "MCP.4~FGF.7" "MCP.4~HGF"
## [391] "MCP.4~I.309" "MCP.4~IL.10" "MCP.4~IL.12p70"
## [394] "MCP.4~LIGHT" "MCP.4~MCP.2" "MCP.4~MCP.3"
## [397] "MDC~BLC" "MDC~CCL26" "MDC~Ck.b8.1"
## [400] "MDC~CSF1" "MDC~CSF2" "MDC~CSF3"
## [403] "MDC~CX3CL1" "MDC~FGF.6" "MDC~FGF.7"
## [406] "MDC~FGF.9" "MDC~GRO" "MDC~GRO.a"
## [409] "MDC~I.309" "MDC~IGF.I" "MDC~IL.16"
## [412] "MDC~IL.1b" "MDC~LIF" "MDC~LIGHT"
## [415] "MDC~MCP.2" "MDC~MCP.3" "MDC~MCP.4"
## [418] "MIF~BLC" "MIF~FGF.7" "MIF~HGF"
## [421] "MIF~IGFBP.2" "MIF~IL.16" "MIF~IL.1b"
## [424] "MIF~LIGHT" "MIG~CCL11" "MIG~CCL24"
## [427] "MIG~CCL26" "MIG~CSF1" "MIG~CSF2"
## [430] "MIG~CSF3" "MIG~FGF.6" "MIG~FGF.7"
## [433] "MIG~FGF.9" "MIG~GCP.2" "MIG~GDNF"
## [436] "MIG~GRO.a" "MIG~I.309" "MIG~IFN.g"
## [439] "MIG~IGF.I" "MIG~IGFBP.4" "MIG~IL.10"
## [442] "MIG~IL.13" "MIG~IL.15" "MIG~IL.1a"
## [445] "MIG~IL.1b" "MIG~IL.2" "MIG~IL.3"
## [448] "MIG~IL.4" "MIG~IL.5" "MIG~IL.7"
## [451] "MIG~MCP.1" "MIG~MCP.3" "MIP.1b~BDNF"
## [454] "MIP.1b~CX3CL1" "MIP.1b~EGF" "MIP.1b~FGF.9"
## [457] "MIP.1b~GCP.2" "MIP.1b~GDNF" "MIP.1b~HGF"
## [460] "MIP.1b~IGFBP.1" "MIP.1b~IGFBP.3" "MIP.1b~IGFBP.4"
## [463] "MIP.1b~IL.4" "MIP.1b~LIF" "MIP.1b~LIGHT"
## [466] "MIP.1b~MCP.3" "MIP.1d~CCL26" "MIP.1d~FGF.6"
## [469] "MIP.1d~I.309" "MIP.1d~IGF.I" "MIP.1d~IL.10"
## [472] "MIP.1d~IL.16" "MIP.1d~IP.10" "MIP.1d~LIF"
## [475] "MIP.1d~LIGHT" "MIP.1d~MCP.4" "MIP.1d~MDC"
## [478] "MIP.3a~BDNF" "MIP.3a~Ck.b8.1" "MIP.3a~EGF"
## [481] "MIP.3a~ENA.78" "MIP.3a~FGF.4" "MIP.3a~FGF.7"
## [484] "MIP.3a~Flt.3.LG" "MIP.3a~GCP.2" "MIP.3a~HGF"
## [487] "MIP.3a~I.309" "MIP.3a~IGFBP.3" "MIP.3a~IGFBP.4"
## [490] "MIP.3a~IL.2" "MIP.3a~IL.6" "MIP.3a~IL.8"
## [493] "MIP.3a~MCP.3" "MIP.3a~MIF" "MIP.3a~MIP.1b"
## [496] "NAP.2~CCL24" "NAP.2~FGF.7" "NAP.2~Flt.3.LG"
## [499] "NAP.2~GCP.2" "NAP.2~GRO" "NAP.2~IGFBP.1"
## [502] "NAP.2~IL.16" "NAP.2~IL.1a" "NAP.2~IL.4"
## [505] "NAP.2~IL.5" "NAP.2~IL.6" "NAP.2~MCP.1"
## [508] "NAP.2~MCP.2" "NAP.2~MIG" "NT.3~CCL24"
## [511] "NT.3~CSF2" "NT.3~CSF3" "NT.3~FGF.6"
## [514] "NT.3~GCP.2" "NT.3~GRO.a" "NT.3~I.309"
## [517] "NT.3~IFN.g" "NT.3~IGFBP.4" "NT.3~IL.10"
## [520] "NT.3~IL.13" "NT.3~IL.15" "NT.3~IL.1a"
## [523] "NT.3~IL.1b" "NT.3~IL.2" "NT.3~IL.4"
## [526] "NT.3~IL.5" "NT.3~IL.7" "NT.3~LIF"
## [529] "NT.3~MCP.1" "NT.3~MIG" "NT.4~BDNF"
## [532] "NT.4~CCL26" "NT.4~Ck.b8.1" "NT.4~CSF1"
## [535] "NT.4~CSF2" "NT.4~EGF" "NT.4~ENA.78"
## [538] "NT.4~FGF.4" "NT.4~FGF.6" "NT.4~FGF.7"
## [541] "NT.4~FGF.9" "NT.4~GDNF" "NT.4~GRO.a"
## [544] "NT.4~I.309" "NT.4~IGF.I" "NT.4~IGFBP.4"
## [547] "NT.4~IL.16" "NT.4~IL.1a" "NT.4~IL.1b"
## [550] "NT.4~IL.3" "NT.4~IL.4" "NT.4~IL.5"
## [553] "NT.4~IL.6" "NT.4~LIGHT" "NT.4~MDC"
## [556] "NT.4~MIF" "NT.4~MIG" "NT.4~MIP.1d"
## [559] "OPG~FGF.4" "OPG~FGF.7" "OPG~GCP.2"
## [562] "OPG~HGF" "OPG~I.309" "OPG~IGFBP.1"
## [565] "OPG~IGFBP.3" "OPG~IL.10" "OPG~IL.7"
## [568] "OPG~IP.10" "OPG~MCP.2" "OPG~MCP.3"
## [571] "OPG~MCP.4" "OPG~MIP.1b" "OPG~MIP.3a"
## [574] "OPN~CCL11" "OPN~FGF.6" "OPN~IGFBP.2"
## [577] "OPN~IL.1a" "OPN~IL.6" "OPN~MCP.3"
## [580] "OPN~MIP.1d" "OSM~CCL26" "OSM~Ck.b8.1"
## [583] "OSM~CX3CL1" "OSM~FGF.6" "OSM~FGF.9"
## [586] "OSM~I.309" "OSM~IFN.g" "OSM~IGF.I"
## [589] "OSM~IGFBP.4" "OSM~IL.12p70" "OSM~IL.15"
## [592] "OSM~IL.16" "OSM~IL.1a" "OSM~IL.1b"
## [595] "OSM~LIF" "OSM~LIGHT" "OSM~MCP.3"
## [598] "OSM~MDC" "OSM~MIG" "OSM~NT.3"
## [601] "OSM~NT.4" "PARC~CCL26" "PARC~Ck.b8.1"
## [604] "PARC~CSF2" "PARC~FGF.4" "PARC~FGF.6"
## [607] "PARC~GCP.2" "PARC~GDNF" "PARC~GRO"
## [610] "PARC~GRO.a" "PARC~I.309" "PARC~IFN.g"
## [613] "PARC~IGF.I" "PARC~IGFBP.1" "PARC~IGFBP.2"
## [616] "PARC~IL.15" "PARC~IL.1a" "PARC~IL.1b"
## [619] "PARC~IL.2" "PARC~IL.3" "PARC~IL.4"
## [622] "PARC~IL.5" "PARC~IL.6" "PARC~IL.7"
## [625] "PARC~Leptin" "PARC~MCP.1" "PARC~MIG"
## [628] "PARC~OSM" "PDGF.BB~BDNF" "PDGF.BB~CSF2"
## [631] "PDGF.BB~EGF" "PDGF.BB~ENA.78" "PDGF.BB~GCP.2"
## [634] "PDGF.BB~GRO" "PDGF.BB~IL.13" "PDGF.BB~IL.15"
## [637] "PDGF.BB~IL.2" "PDGF.BB~IL.7" "PDGF.BB~MIP.3a"
## [640] "PDGF.BB~NAP.2" "PDGF.BB~NT.3" "PDGF.BB~NT.4"
## [643] "PDGF.BB~OSM" "PIGF~CCL26" "PIGF~Ck.b8.1"
## [646] "PIGF~CSF2" "PIGF~CSF3" "PIGF~CX3CL1"
## [649] "PIGF~FGF.4" "PIGF~FGF.9" "PIGF~GCP.2"
## [652] "PIGF~GDNF" "PIGF~IFN.g" "PIGF~IL.3"
## [655] "PIGF~IL.5" "PIGF~LIF" "PIGF~LIGHT"
## [658] "PIGF~MDC" "PIGF~MIG" "PIGF~PARC"
## [661] "RANTES~CCL24" "RANTES~CCL26" "RANTES~EGF"
## [664] "RANTES~ENA.78" "RANTES~FGF.7" "RANTES~GDNF"
## [667] "RANTES~HGF" "RANTES~I.309" "RANTES~IGFBP.2"
## [670] "RANTES~IL.16" "RANTES~IL.2" "RANTES~IP.10"
## [673] "RANTES~MIF" "RANTES~MIG" "RANTES~MIP.3a"
## [676] "RANTES~NAP.2" "RANTES~PDGF.BB" "SCF~ANG"
## [679] "SCF~CCL24" "SCF~CCL26" "SCF~Ck.b8.1"
## [682] "SCF~CSF1" "SCF~EGF" "SCF~ENA.78"
## [685] "SCF~FGF.4" "SCF~FGF.7" "SCF~GDNF"
## [688] "SCF~GRO" "SCF~HGF" "SCF~I.309"
## [691] "SCF~IGFBP.2" "SCF~IGFBP.3" "SCF~IGFBP.4"
## [694] "SCF~IL.15" "SCF~IL.2" "SCF~MCP.3"
## [697] "SCF~MIP.1b" "SCF~MIP.3a" "SCF~OPG"
## [700] "SCF~PARC" "SCF~PDGF.BB" "SCF~RANTES"
## [703] "SDF.1~CCL26" "SDF.1~Ck.b8.1" "SDF.1~CSF3"
## [706] "SDF.1~FGF.4" "SDF.1~FGF.9" "SDF.1~GDNF"
## [709] "SDF.1~I.309" "SDF.1~IGF.I" "SDF.1~IGFBP.4"
## [712] "SDF.1~IL.12p70" "SDF.1~IL.15" "SDF.1~IL.1a"
## [715] "SDF.1~IL.1b" "SDF.1~IL.3" "SDF.1~IL.4"
## [718] "SDF.1~IL.7" "SDF.1~Leptin" "SDF.1~MIG"
## [721] "SDF.1~MIP.1d" "SDF.1~NT.3" "SDF.1~NT.4"
## [724] "SDF.1~PARC" "SDF.1~PIGF" "TARC~BDNF"
## [727] "TARC~CCL26" "TARC~EGF" "TARC~ENA.78"
## [730] "TARC~GCP.2" "TARC~GRO" "TARC~IL.13"
## [733] "TARC~IL.2" "TARC~MIP.1b" "TARC~MIP.3a"
## [736] "TARC~NT.3" "TARC~NT.4" "TARC~PDGF.BB"
## [739] "TARC~RANTES" "TGF.b1~CCL11" "TGF.b1~CSF2"
## [742] "TGF.b1~CSF3" "TGF.b1~FGF.6" "TGF.b1~GCP.2"
## [745] "TGF.b1~GRO.a" "TGF.b1~I.309" "TGF.b1~IFN.g"
## [748] "TGF.b1~IL.10" "TGF.b1~IL.13" "TGF.b1~IL.15"
## [751] "TGF.b1~IL.1a" "TGF.b1~IL.2" "TGF.b1~IL.5"
## [754] "TGF.b1~IL.7" "TGF.b1~IL.8" "TGF.b1~MCP.1"
## [757] "TGF.b1~MCP.3" "TGF.b1~MCP.4" "TGF.b1~MIG"
## [760] "TGF.b1~NT.3" "TGF.b1~PARC" "TGF.b1~PDGF.BB"
## [763] "TGF.b1~PIGF" "TGF.b1~SDF.1" "TGF.b2~CCL24"
## [766] "TGF.b2~Ck.b8.1" "TGF.b2~CSF1" "TGF.b2~EGF"
## [769] "TGF.b2~FGF.4" "TGF.b2~FGF.9" "TGF.b2~GDNF"
## [772] "TGF.b2~GRO.a" "TGF.b2~I.309" "TGF.b2~IGF.I"
## [775] "TGF.b2~IGFBP.4" "TGF.b2~IL.16" "TGF.b2~IL.1a"
## [778] "TGF.b2~IL.2" "TGF.b2~IL.5" "TGF.b2~IL.7"
## [781] "TGF.b2~LIF" "TGF.b2~LIGHT" "TGF.b2~MCP.3"
## [784] "TGF.b2~MDC" "TGF.b2~MIG" "TGF.b2~NT.3"
## [787] "TGF.b2~NT.4" "TGF.b2~OSM" "TGF.b2~PARC"
## [790] "TGF.b2~PIGF" "TGF.b2~SDF.1" "TGF.b2~TGF.b1"
## [793] "TGF.b3~Ck.b8.1" "TGF.b3~CSF1" "TGF.b3~CX3CL1"
## [796] "TGF.b3~FGF.4" "TGF.b3~FGF.6" "TGF.b3~FGF.7"
## [799] "TGF.b3~FGF.9" "TGF.b3~GDNF" "TGF.b3~I.309"
## [802] "TGF.b3~IGF.I" "TGF.b3~IGFBP.1" "TGF.b3~IGFBP.4"
## [805] "TGF.b3~IL.10" "TGF.b3~IL.16" "TGF.b3~IL.1a"
## [808] "TGF.b3~IL.3" "TGF.b3~IL.4" "TGF.b3~IL.5"
## [811] "TGF.b3~IL.7" "TGF.b3~LIGHT" "TGF.b3~MCP.3"
## [814] "TGF.b3~MDC" "TGF.b3~MIG" "TGF.b3~NT.3"
## [817] "TGF.b3~NT.4" "TGF.b3~OPG" "TGF.b3~OSM"
## [820] "TGF.b3~PARC" "TGF.b3~SDF.1" "TGF.b3~TGF.b2"
## [823] "THPO~CCL26" "THPO~Ck.b8.1" "THPO~CSF1"
## [826] "THPO~CX3CL1" "THPO~ENA.78" "THPO~FGF.6"
## [829] "THPO~FGF.9" "THPO~GDNF" "THPO~I.309"
## [832] "THPO~IGFBP.4" "THPO~IL.16" "THPO~IL.1a"
## [835] "THPO~IL.1b" "THPO~IL.2" "THPO~IL.3"
## [838] "THPO~IL.4" "THPO~IL.5" "THPO~IL.7"
## [841] "THPO~LIF" "THPO~MCP.3" "THPO~MDC"
## [844] "THPO~MIG" "THPO~MIP.1b" "THPO~NT.4"
## [847] "THPO~OSM" "THPO~PARC" "THPO~PIGF"
## [850] "THPO~RANTES" "THPO~SDF.1" "THPO~TARC"
## [853] "THPO~TGF.b2" "THPO~TGF.b3" "TIMP.1~ENA.78"
## [856] "TIMP.1~IGFBP.3" "TIMP.1~IL.12p70" "TIMP.1~MCP.4"
## [859] "TIMP.1~NAP.2" "TIMP.1~OSM" "TIMP.1~RANTES"
## [862] "TIMP.1~TARC" "TIMP.1~THPO" "TIMP.2~ANG"
## [865] "TIMP.2~BDNF" "TIMP.2~CSF1" "TIMP.2~FGF.4"
## [868] "TIMP.2~FGF.7" "TIMP.2~GCP.2" "TIMP.2~HGF"
## [871] "TIMP.2~I.309" "TIMP.2~IFN.g" "TIMP.2~IGFBP.3"
## [874] "TIMP.2~IL.10" "TIMP.2~IL.13" "TIMP.2~IL.1a"
## [877] "TIMP.2~IL.3" "TIMP.2~IL.4" "TIMP.2~IP.10"
## [880] "TIMP.2~MCP.3" "TIMP.2~MIP.1d" "TIMP.2~MIP.3a"
## [883] "TIMP.2~NT.4" "TIMP.2~OPG" "TIMP.2~PIGF"
## [886] "TIMP.2~SCF" "TNF.a~CCL11" "TNF.a~CSF2"
## [889] "TNF.a~CSF3" "TNF.a~FGF.7" "TNF.a~GCP.2"
## [892] "TNF.a~GRO" "TNF.a~GRO.a" "TNF.a~IFN.g"
## [895] "TNF.a~IGFBP.3" "TNF.a~IL.10" "TNF.a~IL.13"
## [898] "TNF.a~IL.15" "TNF.a~IL.16" "TNF.a~IL.1a"
## [901] "TNF.a~IL.1b" "TNF.a~IL.2" "TNF.a~IL.5"
## [904] "TNF.a~IL.7" "TNF.a~IL.8" "TNF.a~MCP.1"
## [907] "TNF.a~MCP.3" "TNF.a~MIG" "TNF.a~NAP.2"
## [910] "TNF.a~NT.3" "TNF.a~PARC" "TNF.a~PDGF.BB"
## [913] "TNF.a~PIGF" "TNF.a~TGF.b1" "TNF.b~BDNF"
## [916] "TNF.b~BLC" "TNF.b~CCL11" "TNF.b~CSF2"
## [919] "TNF.b~CSF3" "TNF.b~ENA.78" "TNF.b~FGF.6"
## [922] "TNF.b~GCP.2" "TNF.b~GRO.a" "TNF.b~IFN.g"
## [925] "TNF.b~IL.10" "TNF.b~IL.13" "TNF.b~IL.15"
## [928] "TNF.b~IL.1a" "TNF.b~IL.2" "TNF.b~IL.5"
## [931] "TNF.b~IL.7" "TNF.b~MCP.1" "TNF.b~MDC"
## [934] "TNF.b~MIG" "TNF.b~NT.3" "TNF.b~NT.4"
## [937] "TNF.b~PDGF.BB" "TNF.b~PIGF" "TNF.b~TARC"
## [940] "TNF.b~TGF.b1" "TNF.b~TNF.a" "VEGF~Ck.b8.1"
## [943] "VEGF~CSF2" "VEGF~CX3CL1" "VEGF~FGF.4"
## [946] "VEGF~FGF.9" "VEGF~GDNF" "VEGF~I.309"
## [949] "VEGF~IGF.I" "VEGF~IGFBP.2" "VEGF~IGFBP.4"
## [952] "VEGF~IL.1a" "VEGF~IL.1b" "VEGF~IL.2"
## [955] "VEGF~IL.3" "VEGF~IL.4" "VEGF~IL.5"
## [958] "VEGF~IL.6" "VEGF~IL.7" "VEGF~LIF"
## [961] "VEGF~MIG" "VEGF~MIP.1b" "VEGF~NAP.2"
## [964] "VEGF~NT.3" "VEGF~NT.4" "VEGF~OPG"
## [967] "VEGF~PIGF" "VEGF~SDF.1" "VEGF~TARC"
## [970] "VEGF~TGF.b3" "VEGF~THPO"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheFA,zuheFL),zuheHF),zuheMF),zuheSF))
## character(0)
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF,
Mild_First = zuheMF,
Severe_First = zuheSF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## (2)healthy, mild-other, severe-other, fatal-other, fatal-last做一组。
## 计算5个组合的并集
sort(union(union(union(union(zuheFA,zuheFL),zuheHF),zuheMA),zuheSA))
## [1] "CCL26~BLC" "Ck.b8.1~BLC" "Ck.b8.1~CCL26"
## [4] "CSF1~BLC" "CSF1~CCL26" "CSF1~Ck.b8.1"
## [7] "CSF2~BDNF" "CSF2~CCL11" "CSF2~Ck.b8.1"
## [10] "CSF3~CCL11" "CSF3~CCL26" "CSF3~CSF2"
## [13] "CX3CL1~ANG" "CX3CL1~CCL26" "CX3CL1~Ck.b8.1"
## [16] "EGF~BDNF" "EGF~BLC" "EGF~CCL24"
## [19] "EGF~CSF2" "ENA.78~BDNF" "ENA.78~CSF2"
## [22] "ENA.78~EGF" "FGF.4~ANG" "FGF.4~CCL26"
## [25] "FGF.4~CSF1" "FGF.4~CSF3" "FGF.6~CCL26"
## [28] "FGF.6~Ck.b8.1" "FGF.6~CSF1" "FGF.6~CX3CL1"
## [31] "FGF.6~FGF.4" "FGF.7~CCL26" "FGF.7~CSF1"
## [34] "FGF.7~CSF3" "FGF.7~FGF.4" "FGF.7~FGF.6"
## [37] "FGF.9~CCL24" "FGF.9~CCL26" "FGF.9~EGF"
## [40] "FGF.9~FGF.4" "FGF.9~FGF.6" "FGF.9~FGF.7"
## [43] "GCP.2~BLC" "GCP.2~CCL11" "GCP.2~CCL26"
## [46] "GCP.2~CSF1" "GCP.2~CSF2" "GCP.2~CSF3"
## [49] "GCP.2~FGF.7" "GDNF~ANG" "GDNF~BLC"
## [52] "GDNF~CCL26" "GDNF~CSF1" "GDNF~CSF2"
## [55] "GDNF~CSF3" "GDNF~CX3CL1" "GDNF~ENA.78"
## [58] "GDNF~FGF.4" "GDNF~FGF.6" "GDNF~FGF.7"
## [61] "GDNF~GCP.2" "GRO.a~BDNF" "GRO.a~BLC"
## [64] "GRO.a~CCL24" "GRO.a~EGF" "GRO.a~FGF.9"
## [67] "GRO.a~GCP.2" "GRO~ANG" "GRO~BDNF"
## [70] "GRO~CSF2" "GRO~CSF3" "GRO~EGF"
## [73] "GRO~ENA.78" "HGF~FGF.7" "I.309~BLC"
## [76] "I.309~CCL26" "I.309~Ck.b8.1" "I.309~CSF1"
## [79] "I.309~CSF3" "I.309~FGF.4" "I.309~FGF.6"
## [82] "I.309~FGF.7" "I.309~FGF.9" "I.309~GCP.2"
## [85] "I.309~GDNF" "IFN.g~CCL11" "IFN.g~CSF2"
## [88] "IFN.g~CSF3" "IFN.g~GCP.2" "IFN.g~GDNF"
## [91] "IGF.I~BLC" "IGF.I~Ck.b8.1" "IGF.I~CSF1"
## [94] "IGF.I~FGF.7" "IGF.I~FGF.9" "IGF.I~GCP.2"
## [97] "IGF.I~GRO.a" "IGFBP.1~CCL26" "IGFBP.1~FGF.7"
## [100] "IGFBP.1~Flt.3.LG" "IGFBP.1~I.309" "IGFBP.2~ANG"
## [103] "IGFBP.2~BLC" "IGFBP.2~FGF.7" "IGFBP.2~GRO.a"
## [106] "IGFBP.2~IGF.I" "IGFBP.2~IGFBP.1" "IGFBP.3~CSF2"
## [109] "IGFBP.3~CSF3" "IGFBP.3~EGF" "IGFBP.3~FGF.7"
## [112] "IGFBP.3~GCP.2" "IGFBP.3~GRO" "IGFBP.4~BLC"
## [115] "IGFBP.4~CCL24" "IGFBP.4~CCL26" "IGFBP.4~Ck.b8.1"
## [118] "IGFBP.4~CSF1" "IGFBP.4~CX3CL1" "IGFBP.4~FGF.4"
## [121] "IGFBP.4~FGF.6" "IGFBP.4~FGF.7" "IGFBP.4~Flt.3.LG"
## [124] "IGFBP.4~GCP.2" "IGFBP.4~GDNF" "IGFBP.4~HGF"
## [127] "IGFBP.4~I.309" "IGFBP.4~IFN.g" "IGFBP.4~IGF.I"
## [130] "IGFBP.4~IGFBP.3" "IL.10~BDNF" "IL.10~CSF2"
## [133] "IL.10~CSF3" "IL.10~ENA.78" "IL.10~FGF.6"
## [136] "IL.10~GRO" "IL.10~IFN.g" "IL.12p70~CCL11"
## [139] "IL.12p70~CCL26" "IL.12p70~CSF3" "IL.12p70~GDNF"
## [142] "IL.12p70~GRO" "IL.12p70~GRO.a" "IL.13~CCL11"
## [145] "IL.13~CSF2" "IL.13~CSF3" "IL.13~GCP.2"
## [148] "IL.13~GDNF" "IL.13~IFN.g" "IL.13~IGF.I"
## [151] "IL.13~IL.10" "IL.15~BDNF" "IL.15~CCL11"
## [154] "IL.15~CSF2" "IL.15~CSF3" "IL.15~EGF"
## [157] "IL.15~ENA.78" "IL.15~GCP.2" "IL.15~GDNF"
## [160] "IL.15~GRO" "IL.15~IFN.g" "IL.15~IGFBP.3"
## [163] "IL.15~IL.10" "IL.15~IL.12p70" "IL.15~IL.13"
## [166] "IL.16~Ck.b8.1" "IL.16~FGF.4" "IL.16~FGF.6"
## [169] "IL.16~I.309" "IL.16~IL.12p70" "IL.1a~BLC"
## [172] "IL.1a~CCL11" "IL.1a~CCL26" "IL.1a~Ck.b8.1"
## [175] "IL.1a~CSF1" "IL.1a~CSF2" "IL.1a~CSF3"
## [178] "IL.1a~FGF.4" "IL.1a~FGF.6" "IL.1a~FGF.7"
## [181] "IL.1a~FGF.9" "IL.1a~GCP.2" "IL.1a~GDNF"
## [184] "IL.1a~I.309" "IL.1a~IFN.g" "IL.1a~IGF.I"
## [187] "IL.1a~IGFBP.4" "IL.1a~IL.10" "IL.1a~IL.13"
## [190] "IL.1a~IL.15" "IL.1b~Ck.b8.1" "IL.1b~EGF"
## [193] "IL.1b~FGF.9" "IL.1b~I.309" "IL.1b~IGFBP.1"
## [196] "IL.1b~IGFBP.4" "IL.1b~IL.16" "IL.2~ANG"
## [199] "IL.2~BDNF" "IL.2~CCL11" "IL.2~CSF2"
## [202] "IL.2~CSF3" "IL.2~EGF" "IL.2~ENA.78"
## [205] "IL.2~FGF.7" "IL.2~GDNF" "IL.2~GRO"
## [208] "IL.2~HGF" "IL.2~IFN.g" "IL.2~IL.10"
## [211] "IL.2~IL.13" "IL.2~IL.15" "IL.2~IL.1a"
## [214] "IL.3~CCL26" "IL.3~Ck.b8.1" "IL.3~CSF1"
## [217] "IL.3~CSF3" "IL.3~FGF.4" "IL.3~FGF.6"
## [220] "IL.3~FGF.7" "IL.3~FGF.9" "IL.3~GCP.2"
## [223] "IL.3~GDNF" "IL.3~I.309" "IL.3~IGF.I"
## [226] "IL.3~IGFBP.4" "IL.3~IL.10" "IL.3~IL.1a"
## [229] "IL.3~IL.1b" "IL.4~BDNF" "IL.4~CCL26"
## [232] "IL.4~Ck.b8.1" "IL.4~CSF1" "IL.4~FGF.4"
## [235] "IL.4~FGF.6" "IL.4~FGF.7" "IL.4~FGF.9"
## [238] "IL.4~GCP.2" "IL.4~I.309" "IL.4~IGFBP.3"
## [241] "IL.4~IGFBP.4" "IL.4~IL.1a" "IL.4~IL.3"
## [244] "IL.5~CCL11" "IL.5~CSF2" "IL.5~CSF3"
## [247] "IL.5~ENA.78" "IL.5~GCP.2" "IL.5~GRO"
## [250] "IL.5~IFN.g" "IL.5~IGFBP.3" "IL.5~IL.10"
## [253] "IL.5~IL.13" "IL.5~IL.15" "IL.5~IL.1a"
## [256] "IL.5~IL.2" "IL.5~IL.4" "IL.6~BDNF"
## [259] "IL.6~CSF2" "IL.6~CSF3" "IL.6~EGF"
## [262] "IL.6~ENA.78" "IL.6~FGF.4" "IL.6~Flt.3.LG"
## [265] "IL.6~GCP.2" "IL.6~GDNF" "IL.6~GRO"
## [268] "IL.6~GRO.a" "IL.6~IGFBP.3" "IL.6~IGFBP.4"
## [271] "IL.6~IL.15" "IL.6~IL.1a" "IL.6~IL.4"
## [274] "IL.6~IL.5" "IL.7~CCL11" "IL.7~Ck.b8.1"
## [277] "IL.7~CSF2" "IL.7~CSF3" "IL.7~GCP.2"
## [280] "IL.7~IFN.g" "IL.7~IGFBP.4" "IL.7~IL.10"
## [283] "IL.7~IL.13" "IL.7~IL.15" "IL.7~IL.1a"
## [286] "IL.7~IL.2" "IL.7~IL.5" "IL.8~Flt.3.LG"
## [289] "IL.8~GCP.2" "IL.8~GDNF" "IL.8~GRO"
## [292] "IL.8~IGFBP.3" "IL.8~IGFBP.4" "IL.8~IL.10"
## [295] "IL.8~IL.13" "IL.8~IL.15" "IL.8~IL.4"
## [298] "IL.8~IL.5" "IL.8~IL.6" "IL.8~IL.7"
## [301] "IP.10~Ck.b8.1" "IP.10~EGF" "IP.10~ENA.78"
## [304] "IP.10~FGF.4" "IP.10~FGF.6" "IP.10~FGF.7"
## [307] "IP.10~GDNF" "IP.10~HGF" "IP.10~IFN.g"
## [310] "IP.10~IGFBP.3" "IP.10~IL.1a" "IP.10~IL.4"
## [313] "Leptin~CCL26" "Leptin~GDNF" "Leptin~HGF"
## [316] "Leptin~IFN.g" "Leptin~IGFBP.1" "Leptin~IGFBP.4"
## [319] "Leptin~IL.2" "Leptin~IP.10" "LIF~CCL24"
## [322] "LIF~CCL26" "LIF~Ck.b8.1" "LIF~CX3CL1"
## [325] "LIF~EGF" "LIF~FGF.4" "LIF~FGF.6"
## [328] "LIF~FGF.7" "LIF~FGF.9" "LIF~I.309"
## [331] "LIF~IL.16" "LIF~IL.1a" "LIF~IL.1b"
## [334] "LIF~IL.3" "LIF~IL.4" "LIGHT~CCL24"
## [337] "LIGHT~CCL26" "LIGHT~Ck.b8.1" "LIGHT~CSF3"
## [340] "LIGHT~CX3CL1" "LIGHT~FGF.4" "LIGHT~FGF.6"
## [343] "LIGHT~FGF.7" "LIGHT~FGF.9" "LIGHT~GDNF"
## [346] "LIGHT~GRO.a" "LIGHT~I.309" "LIGHT~IL.10"
## [349] "LIGHT~IL.16" "LIGHT~IL.1a" "LIGHT~IL.1b"
## [352] "LIGHT~IL.3" "MCP.1~ANG" "MCP.1~BDNF"
## [355] "MCP.1~Ck.b8.1" "MCP.1~CSF2" "MCP.1~CSF3"
## [358] "MCP.1~CX3CL1" "MCP.1~FGF.4" "MCP.1~FGF.6"
## [361] "MCP.1~GCP.2" "MCP.1~GRO.a" "MCP.1~IFN.g"
## [364] "MCP.1~IL.10" "MCP.1~IL.13" "MCP.1~IL.15"
## [367] "MCP.1~IL.1a" "MCP.1~IL.2" "MCP.1~IL.4"
## [370] "MCP.1~IL.5" "MCP.1~IL.6" "MCP.1~IL.7"
## [373] "MCP.1~IL.8" "MCP.1~IP.10" "MCP.2~BDNF"
## [376] "MCP.2~BLC" "MCP.2~ENA.78" "MCP.2~FGF.7"
## [379] "MCP.2~GDNF" "MCP.2~GRO.a" "MCP.2~HGF"
## [382] "MCP.2~IL.10" "MCP.2~IL.12p70" "MCP.2~IP.10"
## [385] "MCP.3~CCL26" "MCP.3~Ck.b8.1" "MCP.3~CSF1"
## [388] "MCP.3~CX3CL1" "MCP.3~EGF" "MCP.3~ENA.78"
## [391] "MCP.3~FGF.4" "MCP.3~FGF.6" "MCP.3~FGF.7"
## [394] "MCP.3~FGF.9" "MCP.3~GDNF" "MCP.3~HGF"
## [397] "MCP.3~I.309" "MCP.3~IFN.g" "MCP.3~IGFBP.3"
## [400] "MCP.3~IL.16" "MCP.3~IL.1a" "MCP.3~IL.3"
## [403] "MCP.3~IL.4" "MCP.3~IL.8" "MCP.3~IP.10"
## [406] "MCP.3~Leptin" "MCP.3~LIF" "MCP.3~MCP.1"
## [409] "MCP.4~BLC" "MCP.4~CCL26" "MCP.4~Ck.b8.1"
## [412] "MCP.4~CSF1" "MCP.4~CX3CL1" "MCP.4~FGF.4"
## [415] "MCP.4~FGF.7" "MCP.4~GCP.2" "MCP.4~GRO.a"
## [418] "MCP.4~HGF" "MCP.4~I.309" "MCP.4~IGF.I"
## [421] "MCP.4~IGFBP.2" "MCP.4~IGFBP.4" "MCP.4~IL.10"
## [424] "MCP.4~IL.1a" "MCP.4~IL.1b" "MCP.4~MCP.2"
## [427] "MDC~CCL26" "MDC~Ck.b8.1" "MDC~CSF1"
## [430] "MDC~EGF" "MDC~FGF.4" "MDC~FGF.6"
## [433] "MDC~FGF.7" "MDC~FGF.9" "MDC~GDNF"
## [436] "MDC~HGF" "MDC~I.309" "MDC~IFN.g"
## [439] "MDC~IGFBP.4" "MDC~IL.16" "MDC~IL.1a"
## [442] "MDC~IL.1b" "MDC~IL.2" "MDC~IL.3"
## [445] "MDC~IL.4" "MDC~IL.6" "MDC~Leptin"
## [448] "MDC~LIF" "MDC~LIGHT" "MDC~MCP.2"
## [451] "MDC~MCP.3" "MIF~BLC" "MIF~Ck.b8.1"
## [454] "MIF~FGF.9" "MIF~GRO" "MIF~IGF.I"
## [457] "MIF~IGFBP.2" "MIF~IL.12p70" "MIF~IL.16"
## [460] "MIF~IL.1a" "MIF~IL.1b" "MIF~LIGHT"
## [463] "MIF~MCP.2" "MIG~CCL11" "MIG~CSF2"
## [466] "MIG~CSF3" "MIG~EGF" "MIG~FGF.9"
## [469] "MIG~GCP.2" "MIG~IFN.g" "MIG~IGF.I"
## [472] "MIG~IGFBP.4" "MIG~IL.10" "MIG~IL.13"
## [475] "MIG~IL.15" "MIG~IL.1a" "MIG~IL.2"
## [478] "MIG~IL.4" "MIG~IL.5" "MIG~IL.7"
## [481] "MIG~IP.10" "MIG~Leptin" "MIG~LIF"
## [484] "MIG~MCP.1" "MIG~MCP.3" "MIG~MDC"
## [487] "MIP.1b~EGF" "MIP.1b~FGF.4" "MIP.1b~FGF.6"
## [490] "MIP.1b~FGF.9" "MIP.1b~GDNF" "MIP.1b~IFN.g"
## [493] "MIP.1b~IGFBP.4" "MIP.1b~IL.1a" "MIP.1b~IL.2"
## [496] "MIP.1b~IL.4" "MIP.1b~IP.10" "MIP.1b~Leptin"
## [499] "MIP.1b~LIF" "MIP.1b~MCP.1" "MIP.1b~MCP.3"
## [502] "MIP.1b~MDC" "MIP.1b~MIG" "MIP.1d~CCL24"
## [505] "MIP.1d~FGF.6" "MIP.1d~FGF.7" "MIP.1d~I.309"
## [508] "MIP.1d~IFN.g" "MIP.1d~IGFBP.4" "MIP.1d~IL.10"
## [511] "MIP.1d~IL.16" "MIP.1d~IP.10" "MIP.1d~Leptin"
## [514] "MIP.1d~LIF" "MIP.1d~LIGHT" "MIP.1d~MCP.4"
## [517] "MIP.1d~MDC" "MIP.1d~MIG" "MIP.3a~BDNF"
## [520] "MIP.3a~EGF" "MIP.3a~ENA.78" "MIP.3a~Flt.3.LG"
## [523] "MIP.3a~IGFBP.4" "MIP.3a~IL.1a" "MIP.3a~IL.2"
## [526] "MIP.3a~IL.6" "MIP.3a~IL.8" "MIP.3a~MCP.3"
## [529] "NAP.2~BDNF" "NAP.2~CSF2" "NAP.2~ENA.78"
## [532] "NAP.2~GCP.2" "NAP.2~GRO" "NAP.2~IL.1a"
## [535] "NAP.2~IL.4" "NAP.2~IL.5" "NAP.2~IL.6"
## [538] "NAP.2~IL.7" "NAP.2~MCP.1" "NAP.2~MIG"
## [541] "NAP.2~MIP.3a" "NT.3~CCL24" "NT.3~FGF.4"
## [544] "NT.3~FGF.6" "NT.3~GRO.a" "NT.3~IFN.g"
## [547] "NT.3~IL.13" "NT.3~IL.15" "NT.3~IL.1a"
## [550] "NT.3~IL.4" "NT.3~IL.7" "NT.3~IP.10"
## [553] "NT.3~LIF" "NT.3~MCP.1" "NT.3~MCP.3"
## [556] "NT.3~MIG" "NT.3~MIP.1b" "NT.3~MIP.3a"
## [559] "NT.3~NAP.2" "NT.4~BDNF" "NT.4~CCL24"
## [562] "NT.4~CCL26" "NT.4~Ck.b8.1" "NT.4~CSF1"
## [565] "NT.4~CSF2" "NT.4~EGF" "NT.4~ENA.78"
## [568] "NT.4~FGF.4" "NT.4~FGF.6" "NT.4~FGF.7"
## [571] "NT.4~FGF.9" "NT.4~GCP.2" "NT.4~GDNF"
## [574] "NT.4~GRO.a" "NT.4~I.309" "NT.4~IGFBP.1"
## [577] "NT.4~IGFBP.4" "NT.4~IL.16" "NT.4~IL.1a"
## [580] "NT.4~IL.1b" "NT.4~IL.3" "NT.4~IL.4"
## [583] "NT.4~IL.6" "NT.4~LIF" "NT.4~LIGHT"
## [586] "NT.4~MCP.3" "NT.4~MCP.4" "NT.4~MDC"
## [589] "NT.4~MIF" "NT.4~MIP.1d" "OPG~FGF.7"
## [592] "OPG~GCP.2" "OPG~HGF" "OPG~IGFBP.1"
## [595] "OPG~IGFBP.3" "OPG~IGFBP.4" "OPG~IL.10"
## [598] "OPG~IP.10" "OPG~MCP.2" "OPG~MCP.3"
## [601] "OPG~MCP.4" "OPG~NT.4" "OPN~FGF.6"
## [604] "OPN~FGF.7" "OPN~HGF" "OPN~IFN.g"
## [607] "OPN~IGFBP.2" "OPN~IGFBP.3" "OPN~IGFBP.4"
## [610] "OPN~IL.1a" "OPN~IL.2" "OPN~IL.6"
## [613] "OPN~IP.10" "OPN~Leptin" "OPN~MCP.3"
## [616] "OPN~MDC" "OPN~MIG" "OPN~MIP.1d"
## [619] "OPN~OPG" "OSM~CCL11" "OSM~CCL26"
## [622] "OSM~Ck.b8.1" "OSM~CSF1" "OSM~CX3CL1"
## [625] "OSM~FGF.4" "OSM~FGF.6" "OSM~FGF.7"
## [628] "OSM~FGF.9" "OSM~GCP.2" "OSM~GDNF"
## [631] "OSM~GRO.a" "OSM~I.309" "OSM~IFN.g"
## [634] "OSM~IGF.I" "OSM~IGFBP.2" "OSM~IGFBP.4"
## [637] "OSM~IL.12p70" "OSM~IL.15" "OSM~IL.16"
## [640] "OSM~IL.1a" "OSM~IL.3" "OSM~IL.4"
## [643] "OSM~LIF" "OSM~LIGHT" "OSM~MCP.3"
## [646] "OSM~MCP.4" "OSM~MDC" "OSM~MIF"
## [649] "OSM~NT.3" "OSM~NT.4" "PARC~BLC"
## [652] "PARC~CCL26" "PARC~Ck.b8.1" "PARC~CSF1"
## [655] "PARC~CSF2" "PARC~CSF3" "PARC~FGF.4"
## [658] "PARC~FGF.6" "PARC~FGF.7" "PARC~GCP.2"
## [661] "PARC~GDNF" "PARC~GRO.a" "PARC~I.309"
## [664] "PARC~IFN.g" "PARC~IGF.I" "PARC~IGFBP.1"
## [667] "PARC~IGFBP.2" "PARC~IL.10" "PARC~IL.13"
## [670] "PARC~IL.15" "PARC~IL.1a" "PARC~IL.2"
## [673] "PARC~IL.3" "PARC~IL.5" "PARC~IL.6"
## [676] "PARC~IL.7" "PARC~Leptin" "PARC~LIGHT"
## [679] "PARC~MIG" "PARC~NT.4" "PARC~OSM"
## [682] "PDGF.BB~BDNF" "PDGF.BB~EGF" "PDGF.BB~ENA.78"
## [685] "PDGF.BB~GCP.2" "PDGF.BB~GRO" "PDGF.BB~IFN.g"
## [688] "PDGF.BB~IL.2" "PDGF.BB~IL.6" "PDGF.BB~MIG"
## [691] "PDGF.BB~MIP.3a" "PDGF.BB~NAP.2" "PDGF.BB~NT.3"
## [694] "PDGF.BB~NT.4" "PIGF~BLC" "PIGF~CCL26"
## [697] "PIGF~CSF1" "PIGF~CSF2" "PIGF~CSF3"
## [700] "PIGF~CX3CL1" "PIGF~FGF.4" "PIGF~FGF.6"
## [703] "PIGF~FGF.7" "PIGF~FGF.9" "PIGF~GDNF"
## [706] "PIGF~GRO" "PIGF~I.309" "PIGF~IFN.g"
## [709] "PIGF~IGFBP.4" "PIGF~IL.12p70" "PIGF~IL.13"
## [712] "PIGF~IL.1a" "PIGF~IL.3" "PIGF~IL.4"
## [715] "PIGF~IL.8" "PIGF~LIF" "PIGF~LIGHT"
## [718] "PIGF~MCP.3" "PIGF~MCP.4" "PIGF~MDC"
## [721] "PIGF~MIF" "PIGF~NT.4" "PIGF~OSM"
## [724] "PIGF~PARC" "RANTES~ANG" "RANTES~BDNF"
## [727] "RANTES~CCL11" "RANTES~CCL24" "RANTES~EGF"
## [730] "RANTES~ENA.78" "RANTES~GRO" "RANTES~IL.2"
## [733] "RANTES~IP.10" "RANTES~MIP.3a" "RANTES~NAP.2"
## [736] "RANTES~PDGF.BB" "SCF~ANG" "SCF~BDNF"
## [739] "SCF~CCL26" "SCF~CSF1" "SCF~CSF2"
## [742] "SCF~EGF" "SCF~ENA.78" "SCF~FGF.4"
## [745] "SCF~FGF.6" "SCF~FGF.7" "SCF~FGF.9"
## [748] "SCF~GDNF" "SCF~GRO" "SCF~I.309"
## [751] "SCF~IGFBP.2" "SCF~IGFBP.3" "SCF~IGFBP.4"
## [754] "SCF~IL.10" "SCF~IL.15" "SCF~IL.1a"
## [757] "SCF~IL.2" "SCF~IL.3" "SCF~IL.4"
## [760] "SCF~IL.5" "SCF~LIF" "SCF~LIGHT"
## [763] "SCF~MCP.2" "SCF~MCP.3" "SCF~MDC"
## [766] "SCF~MIP.3a" "SCF~NT.3" "SCF~NT.4"
## [769] "SCF~OPG" "SCF~OPN" "SCF~OSM"
## [772] "SCF~PDGF.BB" "SCF~PIGF" "SCF~RANTES"
## [775] "SDF.1~CCL26" "SDF.1~Ck.b8.1" "SDF.1~CSF3"
## [778] "SDF.1~CX3CL1" "SDF.1~FGF.4" "SDF.1~FGF.6"
## [781] "SDF.1~FGF.7" "SDF.1~FGF.9" "SDF.1~IFN.g"
## [784] "SDF.1~IL.15" "SDF.1~IL.3" "SDF.1~IL.4"
## [787] "SDF.1~IL.7" "SDF.1~IP.10" "SDF.1~Leptin"
## [790] "SDF.1~LIF" "SDF.1~MCP.1" "SDF.1~MCP.3"
## [793] "SDF.1~MDC" "SDF.1~MIP.1b" "SDF.1~NT.3"
## [796] "SDF.1~NT.4" "SDF.1~PIGF" "SDF.1~SCF"
## [799] "TARC~BDNF" "TARC~CCL26" "TARC~CSF2"
## [802] "TARC~EGF" "TARC~ENA.78" "TARC~GRO"
## [805] "TARC~GRO.a" "TARC~IL.10" "TARC~IL.13"
## [808] "TARC~IL.15" "TARC~IL.2" "TARC~IL.5"
## [811] "TARC~IL.6" "TARC~MCP.2" "TARC~MIP.1b"
## [814] "TARC~MIP.3a" "TARC~NAP.2" "TARC~NT.3"
## [817] "TARC~PDGF.BB" "TARC~SCF" "TGF.b1~CCL11"
## [820] "TGF.b1~CSF2" "TGF.b1~CSF3" "TGF.b1~EGF"
## [823] "TGF.b1~GCP.2" "TGF.b1~IFN.g" "TGF.b1~IGFBP.4"
## [826] "TGF.b1~IL.10" "TGF.b1~IL.13" "TGF.b1~IL.15"
## [829] "TGF.b1~IL.1a" "TGF.b1~IL.2" "TGF.b1~IL.5"
## [832] "TGF.b1~IL.7" "TGF.b1~Leptin" "TGF.b1~LIF"
## [835] "TGF.b1~MCP.1" "TGF.b1~MCP.3" "TGF.b1~MDC"
## [838] "TGF.b1~MIG" "TGF.b1~MIP.1d" "TGF.b1~NT.3"
## [841] "TGF.b1~OPN" "TGF.b1~PARC" "TGF.b1~PDGF.BB"
## [844] "TGF.b1~PIGF" "TGF.b1~SDF.1" "TGF.b1~TARC"
## [847] "TGF.b2~CCL26" "TGF.b2~CSF1" "TGF.b2~EGF"
## [850] "TGF.b2~FGF.4" "TGF.b2~FGF.6" "TGF.b2~FGF.7"
## [853] "TGF.b2~FGF.9" "TGF.b2~I.309" "TGF.b2~IGFBP.4"
## [856] "TGF.b2~IL.16" "TGF.b2~IL.1a" "TGF.b2~IL.1b"
## [859] "TGF.b2~IL.3" "TGF.b2~IL.4" "TGF.b2~IL.7"
## [862] "TGF.b2~LIF" "TGF.b2~LIGHT" "TGF.b2~MCP.3"
## [865] "TGF.b2~MDC" "TGF.b2~NT.3" "TGF.b2~NT.4"
## [868] "TGF.b2~OSM" "TGF.b2~PIGF" "TGF.b2~SCF"
## [871] "TGF.b2~SDF.1" "TGF.b2~TGF.b1" "TGF.b3~Ck.b8.1"
## [874] "TGF.b3~CX3CL1" "TGF.b3~FGF.9" "TGF.b3~GDNF"
## [877] "TGF.b3~I.309" "TGF.b3~IGFBP.2" "TGF.b3~IGFBP.4"
## [880] "TGF.b3~IL.16" "TGF.b3~IL.8" "TGF.b3~LIGHT"
## [883] "TGF.b3~MCP.3" "TGF.b3~MCP.4" "TGF.b3~MDC"
## [886] "TGF.b3~MIF" "TGF.b3~OSM" "TGF.b3~PARC"
## [889] "THPO~BLC" "THPO~CCL26" "THPO~Ck.b8.1"
## [892] "THPO~CX3CL1" "THPO~ENA.78" "THPO~FGF.4"
## [895] "THPO~FGF.6" "THPO~FGF.7" "THPO~GCP.2"
## [898] "THPO~I.309" "THPO~IGFBP.4" "THPO~IL.10"
## [901] "THPO~IL.16" "THPO~IL.1a" "THPO~IL.3"
## [904] "THPO~IL.4" "THPO~LIF" "THPO~MCP.1"
## [907] "THPO~MCP.3" "THPO~MCP.4" "THPO~MDC"
## [910] "THPO~NT.4" "THPO~OSM" "THPO~PIGF"
## [913] "THPO~RANTES" "THPO~SCF" "THPO~TARC"
## [916] "THPO~TGF.b2" "THPO~TGF.b3" "TIMP.1~CCL11"
## [919] "TIMP.1~ENA.78" "TIMP.1~GDNF" "TIMP.1~GRO"
## [922] "TIMP.1~IL.12p70" "TIMP.1~IP.10" "TIMP.1~MCP.2"
## [925] "TIMP.1~MCP.3" "TIMP.1~MIF" "TIMP.1~NAP.2"
## [928] "TIMP.1~PIGF" "TIMP.1~RANTES" "TIMP.1~TARC"
## [931] "TIMP.1~THPO" "TIMP.2~Ck.b8.1" "TIMP.2~FGF.6"
## [934] "TIMP.2~IGFBP.1" "TIMP.2~IGFBP.2" "TIMP.2~IL.10"
## [937] "TIMP.2~IL.16" "TIMP.2~IL.1a" "TIMP.2~IL.3"
## [940] "TIMP.2~IL.4" "TIMP.2~IP.10" "TIMP.2~MCP.1"
## [943] "TIMP.2~MIF" "TIMP.2~MIP.1d" "TIMP.2~PIGF"
## [946] "TIMP.2~TGF.b3" "TNF.a~CCL11" "TNF.a~CSF2"
## [949] "TNF.a~CSF3" "TNF.a~FGF.4" "TNF.a~FGF.6"
## [952] "TNF.a~GCP.2" "TNF.a~IFN.g" "TNF.a~IGFBP.3"
## [955] "TNF.a~IL.10" "TNF.a~IL.13" "TNF.a~IL.15"
## [958] "TNF.a~IL.1a" "TNF.a~IL.2" "TNF.a~IL.4"
## [961] "TNF.a~IL.5" "TNF.a~IL.6" "TNF.a~IL.7"
## [964] "TNF.a~IL.8" "TNF.a~IP.10" "TNF.a~Leptin"
## [967] "TNF.a~LIF" "TNF.a~MCP.1" "TNF.a~MCP.3"
## [970] "TNF.a~MDC" "TNF.a~MIG" "TNF.a~MIP.1b"
## [973] "TNF.a~NT.3" "TNF.a~OPN" "TNF.a~PARC"
## [976] "TNF.a~PDGF.BB" "TNF.a~PIGF" "TNF.a~SDF.1"
## [979] "TNF.a~TGF.b1" "TNF.b~CCL11" "TNF.b~CCL26"
## [982] "TNF.b~CSF2" "TNF.b~CSF3" "TNF.b~FGF.4"
## [985] "TNF.b~FGF.6" "TNF.b~FGF.7" "TNF.b~GCP.2"
## [988] "TNF.b~GDNF" "TNF.b~I.309" "TNF.b~IFN.g"
## [991] "TNF.b~IL.10" "TNF.b~IL.13" "TNF.b~IL.15"
## [994] "TNF.b~IL.1a" "TNF.b~IL.2" "TNF.b~IL.3"
## [997] "TNF.b~IL.4" "TNF.b~IL.5" "TNF.b~IL.7"
## [1000] "TNF.b~IP.10" "TNF.b~LIF" "TNF.b~LIGHT"
## [1003] "TNF.b~MCP.1" "TNF.b~MCP.3" "TNF.b~MDC"
## [1006] "TNF.b~MIG" "TNF.b~MIP.1b" "TNF.b~NT.3"
## [1009] "TNF.b~NT.4" "TNF.b~OSM" "TNF.b~PARC"
## [1012] "TNF.b~PIGF" "TNF.b~SCF" "TNF.b~SDF.1"
## [1015] "TNF.b~TGF.b1" "TNF.b~TGF.b2" "TNF.b~TNF.a"
## [1018] "VEGF~BLC" "VEGF~Ck.b8.1" "VEGF~CSF2"
## [1021] "VEGF~EGF" "VEGF~FGF.4" "VEGF~FGF.9"
## [1024] "VEGF~IL.1b" "VEGF~IL.4" "VEGF~IL.5"
## [1027] "VEGF~IL.6" "VEGF~LIF" "VEGF~MCP.2"
## [1030] "VEGF~MIG" "VEGF~MIP.1b" "VEGF~MIP.3a"
## [1033] "VEGF~NAP.2" "VEGF~NT.3" "VEGF~TARC"
## [1036] "VEGF~TNF.b"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheFA,zuheFL),zuheHF),zuheMA),zuheSA))
## [1] "IL.15~CSF3" "IL.15~IL.13" "PDGF.BB~BDNF"
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_other =zuheFA,
Fatal_Last = zuheFL,
Healthy = zuheHF,
Mild_Other = zuheMA,
Severe_other = zuheSA),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## (3)healthy, mild-first, severe-last, fatal-first, fatal-last做一组。
## 计算5个组合的交集
## 计算5个组合的并集
sort(union(union(union(union(zuheFF,zuheFL),zuheHF),zuheMF),zuheSL))
## [1] "Ck.b8.1~CCL26" "CSF2~CCL11" "CSF2~Ck.b8.1"
## [4] "CSF3~CCL11" "CSF3~CSF2" "CX3CL1~CCL26"
## [7] "CX3CL1~Ck.b8.1" "EGF~BDNF" "EGF~CCL24"
## [10] "ENA.78~BDNF" "ENA.78~CCL11" "ENA.78~EGF"
## [13] "FGF.4~Ck.b8.1" "FGF.4~CSF1" "FGF.6~Ck.b8.1"
## [16] "FGF.6~CX3CL1" "FGF.7~Ck.b8.1" "FGF.7~FGF.4"
## [19] "FGF.9~CCL26" "FGF.9~CX3CL1" "FGF.9~EGF"
## [22] "FGF.9~FGF.6" "Flt.3.LG~FGF.9" "GCP.2~CCL11"
## [25] "GCP.2~CSF2" "GCP.2~CSF3" "GDNF~CCL24"
## [28] "GDNF~CCL26" "GDNF~CX3CL1" "GDNF~FGF.4"
## [31] "GDNF~Flt.3.LG" "GRO.a~ANG" "GRO.a~BDNF"
## [34] "GRO.a~CCL24" "GRO.a~EGF" "GRO.a~FGF.7"
## [37] "GRO~ANG" "GRO~BDNF" "GRO~EGF"
## [40] "GRO~FGF.7" "HGF~Ck.b8.1" "HGF~FGF.4"
## [43] "HGF~FGF.7" "HGF~GCP.2" "I.309~CCL26"
## [46] "I.309~Ck.b8.1" "I.309~CSF3" "I.309~FGF.4"
## [49] "I.309~FGF.6" "I.309~FGF.7" "I.309~FGF.9"
## [52] "I.309~HGF" "IFN.g~ANG" "IFN.g~CCL11"
## [55] "IFN.g~CSF2" "IFN.g~CSF3" "IFN.g~GCP.2"
## [58] "IFN.g~GRO.a" "IFN.g~I.309" "IGF.I~BLC"
## [61] "IGF.I~Ck.b8.1" "IGF.I~CSF1" "IGF.I~FGF.7"
## [64] "IGFBP.1~BDNF" "IGFBP.1~CCL26" "IGFBP.1~CSF1"
## [67] "IGFBP.1~FGF.7" "IGFBP.1~Flt.3.LG" "IGFBP.2~ANG"
## [70] "IGFBP.2~CCL26" "IGFBP.2~FGF.7" "IGFBP.2~GRO"
## [73] "IGFBP.2~I.309" "IGFBP.2~IGFBP.1" "IGFBP.3~FGF.4"
## [76] "IGFBP.3~FGF.7" "IGFBP.3~GCP.2" "IGFBP.3~HGF"
## [79] "IGFBP.3~I.309" "IGFBP.3~IGFBP.1" "IGFBP.4~Ck.b8.1"
## [82] "IGFBP.4~FGF.4" "IGFBP.4~Flt.3.LG" "IGFBP.4~IGFBP.3"
## [85] "IL.10~CSF2" "IL.10~CSF3" "IL.10~FGF.6"
## [88] "IL.10~GRO.a" "IL.10~I.309" "IL.10~IFN.g"
## [91] "IL.12p70~ANG" "IL.12p70~CCL26" "IL.12p70~CSF3"
## [94] "IL.12p70~GRO.a" "IL.12p70~IGFBP.3" "IL.13~CCL11"
## [97] "IL.13~CSF2" "IL.13~CSF3" "IL.13~FGF.6"
## [100] "IL.13~GCP.2" "IL.13~I.309" "IL.13~IFN.g"
## [103] "IL.13~IGF.I" "IL.13~IL.10" "IL.15~ANG"
## [106] "IL.15~CCL11" "IL.15~CCL26" "IL.15~CSF2"
## [109] "IL.15~CSF3" "IL.15~GCP.2" "IL.15~GDNF"
## [112] "IL.15~IFN.g" "IL.15~IL.10" "IL.15~IL.12p70"
## [115] "IL.15~IL.13" "IL.16~Ck.b8.1" "IL.16~FGF.4"
## [118] "IL.16~FGF.6" "IL.16~FGF.7" "IL.16~GRO"
## [121] "IL.16~I.309" "IL.1a~BDNF" "IL.1a~CCL11"
## [124] "IL.1a~CSF2" "IL.1a~CSF3" "IL.1a~GCP.2"
## [127] "IL.1a~GRO.a" "IL.1a~IFN.g" "IL.1a~IGF.I"
## [130] "IL.1a~IL.10" "IL.1a~IL.13" "IL.1a~IL.15"
## [133] "IL.1b~Ck.b8.1" "IL.1b~FGF.9" "IL.1b~I.309"
## [136] "IL.1b~IL.16" "IL.2~ANG" "IL.2~BDNF"
## [139] "IL.2~CCL11" "IL.2~CSF2" "IL.2~CSF3"
## [142] "IL.2~EGF" "IL.2~ENA.78" "IL.2~FGF.7"
## [145] "IL.2~GRO" "IL.2~GRO.a" "IL.2~I.309"
## [148] "IL.2~IFN.g" "IL.2~IL.10" "IL.2~IL.13"
## [151] "IL.2~IL.15" "IL.2~IL.1a" "IL.3~ANG"
## [154] "IL.3~CCL26" "IL.3~FGF.4" "IL.3~FGF.9"
## [157] "IL.3~GDNF" "IL.3~I.309" "IL.3~IFN.g"
## [160] "IL.3~IGFBP.2" "IL.3~IL.10" "IL.3~IL.13"
## [163] "IL.3~IL.15" "IL.3~IL.1b" "IL.4~ANG"
## [166] "IL.4~CCL26" "IL.4~FGF.6" "IL.4~GCP.2"
## [169] "IL.4~IFN.g" "IL.4~IGFBP.1" "IL.4~IGFBP.2"
## [172] "IL.4~IGFBP.3" "IL.4~IL.12p70" "IL.4~IL.13"
## [175] "IL.4~IL.3" "IL.5~CCL11" "IL.5~CSF2"
## [178] "IL.5~CSF3" "IL.5~GCP.2" "IL.5~HGF"
## [181] "IL.5~IFN.g" "IL.5~IGFBP.3" "IL.5~IL.10"
## [184] "IL.5~IL.13" "IL.5~IL.15" "IL.5~IL.1a"
## [187] "IL.5~IL.2" "IL.5~IL.4" "IL.6~BDNF"
## [190] "IL.6~CSF3" "IL.6~Flt.3.LG" "IL.6~GRO.a"
## [193] "IL.6~IGFBP.4" "IL.6~IL.13" "IL.6~IL.1a"
## [196] "IL.6~IL.4" "IL.6~IL.5" "IL.7~CCL11"
## [199] "IL.7~Ck.b8.1" "IL.7~CSF2" "IL.7~CSF3"
## [202] "IL.7~GCP.2" "IL.7~IFN.g" "IL.7~IGFBP.4"
## [205] "IL.7~IL.10" "IL.7~IL.13" "IL.7~IL.15"
## [208] "IL.7~IL.1a" "IL.7~IL.1b" "IL.7~IL.2"
## [211] "IL.7~IL.5" "IL.7~IL.6" "IL.8~CSF3"
## [214] "IL.8~CX3CL1" "IL.8~FGF.7" "IL.8~Flt.3.LG"
## [217] "IL.8~GCP.2" "IL.8~I.309" "IL.8~IGFBP.3"
## [220] "IL.8~IGFBP.4" "IL.8~IL.1b" "IL.8~IL.2"
## [223] "IL.8~IL.4" "IL.8~IL.5" "IL.8~IL.6"
## [226] "IP.10~ANG" "IP.10~CSF1" "IP.10~EGF"
## [229] "IP.10~IGFBP.1" "IP.10~IGFBP.3" "IP.10~IL.12p70"
## [232] "Leptin~CCL26" "Leptin~GDNF" "Leptin~GRO"
## [235] "Leptin~IGFBP.1" "Leptin~IGFBP.2" "Leptin~IL.12p70"
## [238] "Leptin~IL.4" "LIF~BDNF" "LIF~Ck.b8.1"
## [241] "LIF~CX3CL1" "LIF~EGF" "LIF~FGF.6"
## [244] "LIF~FGF.9" "LIF~I.309" "LIF~IGFBP.4"
## [247] "LIF~IL.16" "LIF~IL.1b" "LIGHT~BLC"
## [250] "LIGHT~Ck.b8.1" "LIGHT~CX3CL1" "LIGHT~FGF.6"
## [253] "LIGHT~GDNF" "LIGHT~I.309" "LIGHT~IGF.I"
## [256] "LIGHT~IL.10" "LIGHT~IL.16" "LIGHT~IL.1b"
## [259] "MCP.1~ANG" "MCP.1~BDNF" "MCP.1~CSF2"
## [262] "MCP.1~CSF3" "MCP.1~FGF.7" "MCP.1~GCP.2"
## [265] "MCP.1~GRO.a" "MCP.1~IFN.g" "MCP.1~IL.10"
## [268] "MCP.1~IL.13" "MCP.1~IL.16" "MCP.1~IL.2"
## [271] "MCP.1~IL.3" "MCP.1~IL.4" "MCP.1~IL.5"
## [274] "MCP.1~IL.6" "MCP.1~IL.7" "MCP.1~IL.8"
## [277] "MCP.2~ANG" "MCP.2~CSF2" "MCP.2~EGF"
## [280] "MCP.2~FGF.7" "MCP.2~Flt.3.LG" "MCP.2~GDNF"
## [283] "MCP.2~GRO.a" "MCP.2~HGF" "MCP.2~IFN.g"
## [286] "MCP.2~IL.4" "MCP.2~IL.7" "MCP.3~BDNF"
## [289] "MCP.3~Ck.b8.1" "MCP.3~CSF3" "MCP.3~CX3CL1"
## [292] "MCP.3~EGF" "MCP.3~FGF.6" "MCP.3~FGF.9"
## [295] "MCP.3~GCP.2" "MCP.3~HGF" "MCP.3~I.309"
## [298] "MCP.3~IGFBP.1" "MCP.3~IGFBP.3" "MCP.3~IL.16"
## [301] "MCP.3~IL.2" "MCP.3~IL.8" "MCP.3~IP.10"
## [304] "MCP.3~LIF" "MCP.4~BDNF" "MCP.4~CCL26"
## [307] "MCP.4~Ck.b8.1" "MCP.4~CX3CL1" "MCP.4~FGF.4"
## [310] "MCP.4~FGF.7" "MCP.4~HGF" "MCP.4~I.309"
## [313] "MCP.4~IL.10" "MCP.4~IL.12p70" "MCP.4~LIGHT"
## [316] "MCP.4~MCP.2" "MDC~BLC" "MDC~CCL26"
## [319] "MDC~Ck.b8.1" "MDC~CSF1" "MDC~CSF2"
## [322] "MDC~CX3CL1" "MDC~FGF.6" "MDC~FGF.9"
## [325] "MDC~I.309" "MDC~IGF.I" "MDC~IL.16"
## [328] "MDC~IL.1b" "MDC~LIF" "MDC~LIGHT"
## [331] "MDC~MCP.2" "MDC~MCP.3" "MDC~MCP.4"
## [334] "MIF~BLC" "MIF~FGF.7" "MIF~HGF"
## [337] "MIF~IGFBP.2" "MIF~IL.16" "MIF~IL.1b"
## [340] "MIF~LIGHT" "MIG~CCL11" "MIG~CCL24"
## [343] "MIG~CCL26" "MIG~CSF2" "MIG~CSF3"
## [346] "MIG~FGF.9" "MIG~GCP.2" "MIG~GDNF"
## [349] "MIG~GRO.a" "MIG~I.309" "MIG~IFN.g"
## [352] "MIG~IGF.I" "MIG~IGFBP.4" "MIG~IL.10"
## [355] "MIG~IL.13" "MIG~IL.15" "MIG~IL.1a"
## [358] "MIG~IL.2" "MIG~IL.4" "MIG~IL.5"
## [361] "MIG~IL.7" "MIG~MCP.1" "MIP.1b~BDNF"
## [364] "MIP.1b~CX3CL1" "MIP.1b~EGF" "MIP.1b~FGF.9"
## [367] "MIP.1b~GCP.2" "MIP.1b~GDNF" "MIP.1b~HGF"
## [370] "MIP.1b~IGFBP.1" "MIP.1b~IGFBP.3" "MIP.1b~IGFBP.4"
## [373] "MIP.1b~IL.4" "MIP.1b~IL.8" "MIP.1b~LIF"
## [376] "MIP.1b~LIGHT" "MIP.1b~MCP.3" "MIP.1d~CCL11"
## [379] "MIP.1d~CCL26" "MIP.1d~FGF.6" "MIP.1d~I.309"
## [382] "MIP.1d~IGF.I" "MIP.1d~IL.10" "MIP.1d~IL.16"
## [385] "MIP.1d~IP.10" "MIP.1d~LIF" "MIP.1d~LIGHT"
## [388] "MIP.1d~MCP.4" "MIP.1d~MDC" "MIP.3a~BDNF"
## [391] "MIP.3a~Ck.b8.1" "MIP.3a~EGF" "MIP.3a~ENA.78"
## [394] "MIP.3a~FGF.4" "MIP.3a~FGF.7" "MIP.3a~Flt.3.LG"
## [397] "MIP.3a~GCP.2" "MIP.3a~HGF" "MIP.3a~I.309"
## [400] "MIP.3a~IGFBP.3" "MIP.3a~IGFBP.4" "MIP.3a~IL.2"
## [403] "MIP.3a~IL.6" "MIP.3a~IL.8" "MIP.3a~MCP.3"
## [406] "MIP.3a~MIF" "MIP.3a~MIP.1b" "NAP.2~CCL24"
## [409] "NAP.2~FGF.7" "NAP.2~Flt.3.LG" "NAP.2~GCP.2"
## [412] "NAP.2~GRO" "NAP.2~IGFBP.1" "NAP.2~IL.16"
## [415] "NAP.2~IL.1a" "NAP.2~IL.4" "NAP.2~IL.5"
## [418] "NAP.2~IL.6" "NAP.2~IL.7" "NAP.2~MCP.1"
## [421] "NAP.2~MCP.2" "NAP.2~MIG" "NT.3~CCL24"
## [424] "NT.3~CSF2" "NT.3~CSF3" "NT.3~FGF.6"
## [427] "NT.3~GCP.2" "NT.3~GRO.a" "NT.3~IFN.g"
## [430] "NT.3~IL.10" "NT.3~IL.13" "NT.3~IL.15"
## [433] "NT.3~IL.1a" "NT.3~IL.2" "NT.3~IL.4"
## [436] "NT.3~IL.5" "NT.3~IL.7" "NT.3~MCP.1"
## [439] "NT.3~MIG" "NT.4~BDNF" "NT.4~CCL26"
## [442] "NT.4~Ck.b8.1" "NT.4~CSF2" "NT.4~EGF"
## [445] "NT.4~ENA.78" "NT.4~FGF.6" "NT.4~FGF.7"
## [448] "NT.4~FGF.9" "NT.4~GRO.a" "NT.4~I.309"
## [451] "NT.4~IGF.I" "NT.4~IGFBP.4" "NT.4~IL.16"
## [454] "NT.4~IL.1b" "NT.4~IL.6" "NT.4~LIGHT"
## [457] "NT.4~MDC" "NT.4~MIF" "NT.4~MIP.1d"
## [460] "OPG~FGF.4" "OPG~FGF.7" "OPG~GCP.2"
## [463] "OPG~HGF" "OPG~I.309" "OPG~IGFBP.1"
## [466] "OPG~IGFBP.3" "OPG~IGFBP.4" "OPG~IL.10"
## [469] "OPG~IL.7" "OPG~IP.10" "OPG~MCP.2"
## [472] "OPG~MCP.3" "OPG~MCP.4" "OPG~MIP.1b"
## [475] "OPG~MIP.3a" "OPN~CCL11" "OPN~FGF.6"
## [478] "OPN~IGFBP.2" "OPN~IL.1a" "OPN~IL.6"
## [481] "OPN~MCP.3" "OPN~MIP.1d" "OSM~CCL26"
## [484] "OSM~Ck.b8.1" "OSM~CSF1" "OSM~CX3CL1"
## [487] "OSM~FGF.6" "OSM~I.309" "OSM~IFN.g"
## [490] "OSM~IGFBP.4" "OSM~IL.12p70" "OSM~IL.15"
## [493] "OSM~IL.16" "OSM~LIF" "OSM~LIGHT"
## [496] "OSM~MCP.3" "OSM~MDC" "OSM~NT.4"
## [499] "PARC~CCL26" "PARC~Ck.b8.1" "PARC~FGF.4"
## [502] "PARC~FGF.6" "PARC~GDNF" "PARC~GRO"
## [505] "PARC~GRO.a" "PARC~I.309" "PARC~IGFBP.1"
## [508] "PARC~IGFBP.2" "PARC~IL.15" "PARC~IL.3"
## [511] "PARC~Leptin" "PARC~MCP.1" "PDGF.BB~BDNF"
## [514] "PDGF.BB~EGF" "PDGF.BB~ENA.78" "PDGF.BB~GCP.2"
## [517] "PDGF.BB~GRO" "PDGF.BB~IL.2" "PDGF.BB~IL.7"
## [520] "PDGF.BB~MIP.3a" "PDGF.BB~NAP.2" "PDGF.BB~NT.3"
## [523] "PDGF.BB~NT.4" "PDGF.BB~OSM" "PIGF~CCL26"
## [526] "PIGF~CSF2" "PIGF~CSF3" "PIGF~CX3CL1"
## [529] "PIGF~FGF.4" "PIGF~FGF.9" "PIGF~GDNF"
## [532] "PIGF~IFN.g" "PIGF~IL.3" "PIGF~LIF"
## [535] "PIGF~LIGHT" "PIGF~MCP.4" "PIGF~MDC"
## [538] "RANTES~CCL24" "RANTES~CCL26" "RANTES~EGF"
## [541] "RANTES~ENA.78" "RANTES~FGF.7" "RANTES~GDNF"
## [544] "RANTES~HGF" "RANTES~I.309" "RANTES~IGFBP.2"
## [547] "RANTES~IL.16" "RANTES~IL.2" "RANTES~IP.10"
## [550] "RANTES~MIF" "RANTES~MIG" "RANTES~MIP.3a"
## [553] "RANTES~NAP.2" "RANTES~PDGF.BB" "SCF~ANG"
## [556] "SCF~CCL11" "SCF~CCL24" "SCF~CCL26"
## [559] "SCF~Ck.b8.1" "SCF~CSF1" "SCF~EGF"
## [562] "SCF~ENA.78" "SCF~FGF.4" "SCF~FGF.7"
## [565] "SCF~GDNF" "SCF~GRO" "SCF~HGF"
## [568] "SCF~I.309" "SCF~IGFBP.2" "SCF~IGFBP.3"
## [571] "SCF~IGFBP.4" "SCF~IL.15" "SCF~IL.2"
## [574] "SCF~MCP.3" "SCF~MIP.1b" "SCF~MIP.1d"
## [577] "SCF~MIP.3a" "SCF~OPG" "SCF~PARC"
## [580] "SCF~PDGF.BB" "SCF~RANTES" "SDF.1~CCL26"
## [583] "SDF.1~Ck.b8.1" "SDF.1~CSF3" "SDF.1~FGF.9"
## [586] "SDF.1~IL.12p70" "SDF.1~IL.15" "SDF.1~IL.1b"
## [589] "SDF.1~IL.3" "SDF.1~IL.4" "SDF.1~IL.7"
## [592] "SDF.1~Leptin" "SDF.1~MIP.1d" "SDF.1~MIP.3a"
## [595] "SDF.1~NT.3" "SDF.1~OPN" "SDF.1~PIGF"
## [598] "TARC~BDNF" "TARC~CCL24" "TARC~CCL26"
## [601] "TARC~EGF" "TARC~ENA.78" "TARC~FGF.9"
## [604] "TARC~GCP.2" "TARC~GRO" "TARC~IL.13"
## [607] "TARC~IL.2" "TARC~MIP.1b" "TARC~MIP.3a"
## [610] "TARC~NT.3" "TARC~NT.4" "TARC~PDGF.BB"
## [613] "TARC~RANTES" "TGF.b1~CCL11" "TGF.b1~CSF2"
## [616] "TGF.b1~CSF3" "TGF.b1~GCP.2" "TGF.b1~I.309"
## [619] "TGF.b1~IFN.g" "TGF.b1~IL.10" "TGF.b1~IL.13"
## [622] "TGF.b1~IL.15" "TGF.b1~IL.1a" "TGF.b1~IL.2"
## [625] "TGF.b1~IL.5" "TGF.b1~IL.7" "TGF.b1~IL.8"
## [628] "TGF.b1~MCP.1" "TGF.b1~MCP.3" "TGF.b1~MCP.4"
## [631] "TGF.b1~MIG" "TGF.b1~NT.3" "TGF.b1~PIGF"
## [634] "TGF.b1~SDF.1" "TGF.b2~CCL24" "TGF.b2~CSF1"
## [637] "TGF.b2~EGF" "TGF.b2~FGF.4" "TGF.b2~FGF.9"
## [640] "TGF.b2~I.309" "TGF.b2~IGFBP.4" "TGF.b2~IL.16"
## [643] "TGF.b2~IL.7" "TGF.b2~LIF" "TGF.b2~MCP.3"
## [646] "TGF.b2~MDC" "TGF.b2~NT.3" "TGF.b2~SDF.1"
## [649] "TGF.b2~TGF.b1" "TGF.b3~Ck.b8.1" "TGF.b3~CX3CL1"
## [652] "TGF.b3~FGF.9" "TGF.b3~GDNF" "TGF.b3~I.309"
## [655] "TGF.b3~IGFBP.1" "TGF.b3~IGFBP.4" "TGF.b3~IL.10"
## [658] "TGF.b3~IL.16" "TGF.b3~IL.7" "TGF.b3~LIGHT"
## [661] "TGF.b3~MCP.3" "TGF.b3~MDC" "TGF.b3~OPG"
## [664] "TGF.b3~OSM" "TGF.b3~PARC" "TGF.b3~TGF.b2"
## [667] "THPO~CCL26" "THPO~Ck.b8.1" "THPO~CX3CL1"
## [670] "THPO~ENA.78" "THPO~FGF.9" "THPO~I.309"
## [673] "THPO~IGFBP.4" "THPO~IL.16" "THPO~LIF"
## [676] "THPO~MCP.3" "THPO~MDC" "THPO~MIP.1b"
## [679] "THPO~NT.4" "THPO~OSM" "THPO~PIGF"
## [682] "THPO~RANTES" "THPO~TARC" "THPO~TGF.b2"
## [685] "THPO~TGF.b3" "TIMP.1~ENA.78" "TIMP.1~IGFBP.3"
## [688] "TIMP.1~IL.12p70" "TIMP.1~MCP.4" "TIMP.1~NAP.2"
## [691] "TIMP.1~OSM" "TIMP.1~RANTES" "TIMP.1~TARC"
## [694] "TIMP.1~THPO" "TIMP.2~ANG" "TIMP.2~BDNF"
## [697] "TIMP.2~CSF1" "TIMP.2~FGF.4" "TIMP.2~FGF.7"
## [700] "TIMP.2~GCP.2" "TIMP.2~HGF" "TIMP.2~I.309"
## [703] "TIMP.2~IFN.g" "TIMP.2~IGFBP.3" "TIMP.2~IL.10"
## [706] "TIMP.2~IL.13" "TIMP.2~IL.1a" "TIMP.2~IL.3"
## [709] "TIMP.2~IL.4" "TIMP.2~IP.10" "TIMP.2~MCP.3"
## [712] "TIMP.2~MIP.1d" "TIMP.2~MIP.3a" "TIMP.2~NT.4"
## [715] "TIMP.2~OPG" "TIMP.2~PIGF" "TIMP.2~SCF"
## [718] "TNF.a~CCL11" "TNF.a~CSF2" "TNF.a~CSF3"
## [721] "TNF.a~FGF.7" "TNF.a~GCP.2" "TNF.a~GRO"
## [724] "TNF.a~GRO.a" "TNF.a~IFN.g" "TNF.a~IGFBP.3"
## [727] "TNF.a~IL.10" "TNF.a~IL.13" "TNF.a~IL.15"
## [730] "TNF.a~IL.16" "TNF.a~IL.1a" "TNF.a~IL.1b"
## [733] "TNF.a~IL.2" "TNF.a~IL.5" "TNF.a~IL.6"
## [736] "TNF.a~IL.7" "TNF.a~IL.8" "TNF.a~MCP.1"
## [739] "TNF.a~MCP.3" "TNF.a~MIG" "TNF.a~NAP.2"
## [742] "TNF.a~NT.3" "TNF.a~PIGF" "TNF.a~TGF.b1"
## [745] "TNF.b~BDNF" "TNF.b~CCL11" "TNF.b~CSF1"
## [748] "TNF.b~CSF2" "TNF.b~CSF3" "TNF.b~ENA.78"
## [751] "TNF.b~GCP.2" "TNF.b~GRO.a" "TNF.b~IFN.g"
## [754] "TNF.b~IL.10" "TNF.b~IL.13" "TNF.b~IL.15"
## [757] "TNF.b~IL.1a" "TNF.b~IL.2" "TNF.b~IL.5"
## [760] "TNF.b~IL.7" "TNF.b~MCP.1" "TNF.b~MIG"
## [763] "TNF.b~NT.3" "TNF.b~NT.4" "TNF.b~PIGF"
## [766] "TNF.b~TARC" "TNF.b~TGF.b1" "TNF.b~TNF.a"
## [769] "VEGF~Ck.b8.1" "VEGF~CSF2" "VEGF~CX3CL1"
## [772] "VEGF~FGF.9" "VEGF~IGFBP.2" "VEGF~IL.1b"
## [775] "VEGF~IL.3" "VEGF~IL.4" "VEGF~IL.5"
## [778] "VEGF~IL.6" "VEGF~IL.7" "VEGF~LIF"
## [781] "VEGF~MIG" "VEGF~MIP.1b" "VEGF~NAP.2"
## [784] "VEGF~NT.3" "VEGF~NT.4" "VEGF~OPG"
## [787] "VEGF~PIGF" "VEGF~TARC" "VEGF~TGF.b3"
## [790] "VEGF~THPO"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheFF,zuheFL),zuheHF),zuheMF),zuheSL))
## character(0)
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF,
Mild_First = zuheMF,
Severe_Last = zuheSL),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## (4)healthy, mild-first, mild-other, fatal-first, fatal-last做一组。
sort(union(union(union(union(zuheFF,zuheFL),zuheHF),zuheMA),zuheMF))
## [1] "CCL26~BLC" "Ck.b8.1~CCL26" "CSF2~BDNF"
## [4] "CSF2~CCL11" "CSF2~Ck.b8.1" "CSF3~CCL11"
## [7] "CSF3~CSF2" "CX3CL1~ANG" "CX3CL1~CCL26"
## [10] "CX3CL1~Ck.b8.1" "EGF~BDNF" "EGF~CCL24"
## [13] "EGF~CSF2" "ENA.78~BDNF" "ENA.78~CCL11"
## [16] "ENA.78~CSF2" "ENA.78~EGF" "FGF.4~ANG"
## [19] "FGF.4~Ck.b8.1" "FGF.4~CSF1" "FGF.6~Ck.b8.1"
## [22] "FGF.6~CX3CL1" "FGF.6~FGF.4" "FGF.7~CCL26"
## [25] "FGF.7~Ck.b8.1" "FGF.7~FGF.4" "FGF.9~CCL24"
## [28] "FGF.9~CCL26" "FGF.9~CX3CL1" "FGF.9~EGF"
## [31] "FGF.9~FGF.6" "Flt.3.LG~FGF.9" "GCP.2~CCL11"
## [34] "GCP.2~CSF2" "GCP.2~CSF3" "GDNF~BLC"
## [37] "GDNF~CCL24" "GDNF~CCL26" "GDNF~CX3CL1"
## [40] "GDNF~FGF.4" "GDNF~Flt.3.LG" "GRO.a~ANG"
## [43] "GRO.a~BDNF" "GRO.a~BLC" "GRO.a~CCL24"
## [46] "GRO.a~EGF" "GRO.a~FGF.7" "GRO.a~FGF.9"
## [49] "GRO.a~GCP.2" "GRO~ANG" "GRO~BDNF"
## [52] "GRO~CSF2" "GRO~CSF3" "GRO~EGF"
## [55] "GRO~ENA.78" "GRO~FGF.7" "HGF~Ck.b8.1"
## [58] "HGF~FGF.4" "HGF~FGF.7" "HGF~GCP.2"
## [61] "I.309~CCL26" "I.309~Ck.b8.1" "I.309~CSF3"
## [64] "I.309~FGF.4" "I.309~FGF.6" "I.309~FGF.7"
## [67] "I.309~FGF.9" "I.309~GDNF" "I.309~HGF"
## [70] "IFN.g~ANG" "IFN.g~CCL11" "IFN.g~CSF2"
## [73] "IFN.g~CSF3" "IFN.g~GCP.2" "IFN.g~GRO.a"
## [76] "IFN.g~I.309" "IGF.I~BLC" "IGF.I~Ck.b8.1"
## [79] "IGF.I~CSF1" "IGF.I~FGF.7" "IGF.I~FGF.9"
## [82] "IGF.I~GRO.a" "IGFBP.1~BDNF" "IGFBP.1~CCL26"
## [85] "IGFBP.1~CSF1" "IGFBP.1~FGF.7" "IGFBP.1~Flt.3.LG"
## [88] "IGFBP.1~I.309" "IGFBP.2~ANG" "IGFBP.2~BLC"
## [91] "IGFBP.2~CCL26" "IGFBP.2~FGF.7" "IGFBP.2~GRO"
## [94] "IGFBP.2~GRO.a" "IGFBP.2~I.309" "IGFBP.2~IGF.I"
## [97] "IGFBP.2~IGFBP.1" "IGFBP.3~CSF2" "IGFBP.3~CSF3"
## [100] "IGFBP.3~EGF" "IGFBP.3~FGF.4" "IGFBP.3~FGF.7"
## [103] "IGFBP.3~GCP.2" "IGFBP.3~GRO" "IGFBP.3~HGF"
## [106] "IGFBP.3~I.309" "IGFBP.3~IGFBP.1" "IGFBP.4~CCL24"
## [109] "IGFBP.4~Ck.b8.1" "IGFBP.4~FGF.4" "IGFBP.4~Flt.3.LG"
## [112] "IGFBP.4~HGF" "IGFBP.4~IFN.g" "IGFBP.4~IGFBP.3"
## [115] "IL.10~BDNF" "IL.10~CSF2" "IL.10~CSF3"
## [118] "IL.10~ENA.78" "IL.10~FGF.6" "IL.10~GRO"
## [121] "IL.10~GRO.a" "IL.10~I.309" "IL.10~IFN.g"
## [124] "IL.12p70~ANG" "IL.12p70~CCL11" "IL.12p70~CCL26"
## [127] "IL.12p70~CSF3" "IL.12p70~GRO.a" "IL.12p70~IGFBP.3"
## [130] "IL.13~CCL11" "IL.13~CSF2" "IL.13~CSF3"
## [133] "IL.13~FGF.6" "IL.13~GCP.2" "IL.13~GDNF"
## [136] "IL.13~I.309" "IL.13~IFN.g" "IL.13~IGF.I"
## [139] "IL.13~IL.10" "IL.15~ANG" "IL.15~BDNF"
## [142] "IL.15~CCL11" "IL.15~CCL26" "IL.15~CSF2"
## [145] "IL.15~CSF3" "IL.15~EGF" "IL.15~ENA.78"
## [148] "IL.15~GCP.2" "IL.15~GDNF" "IL.15~GRO"
## [151] "IL.15~IFN.g" "IL.15~IGFBP.3" "IL.15~IL.10"
## [154] "IL.15~IL.12p70" "IL.15~IL.13" "IL.16~Ck.b8.1"
## [157] "IL.16~FGF.4" "IL.16~FGF.6" "IL.16~FGF.7"
## [160] "IL.16~GRO" "IL.16~I.309" "IL.16~IL.12p70"
## [163] "IL.1a~BDNF" "IL.1a~CCL11" "IL.1a~Ck.b8.1"
## [166] "IL.1a~CSF2" "IL.1a~CSF3" "IL.1a~FGF.4"
## [169] "IL.1a~FGF.6" "IL.1a~FGF.9" "IL.1a~GCP.2"
## [172] "IL.1a~GRO.a" "IL.1a~IFN.g" "IL.1a~IGF.I"
## [175] "IL.1a~IL.10" "IL.1a~IL.13" "IL.1a~IL.15"
## [178] "IL.1b~Ck.b8.1" "IL.1b~FGF.9" "IL.1b~I.309"
## [181] "IL.1b~IL.16" "IL.2~ANG" "IL.2~BDNF"
## [184] "IL.2~CCL11" "IL.2~CSF2" "IL.2~CSF3"
## [187] "IL.2~EGF" "IL.2~ENA.78" "IL.2~FGF.7"
## [190] "IL.2~GRO" "IL.2~GRO.a" "IL.2~HGF"
## [193] "IL.2~I.309" "IL.2~IFN.g" "IL.2~IL.10"
## [196] "IL.2~IL.13" "IL.2~IL.15" "IL.2~IL.1a"
## [199] "IL.3~ANG" "IL.3~CCL26" "IL.3~Ck.b8.1"
## [202] "IL.3~FGF.4" "IL.3~FGF.9" "IL.3~GDNF"
## [205] "IL.3~I.309" "IL.3~IFN.g" "IL.3~IGF.I"
## [208] "IL.3~IGFBP.2" "IL.3~IL.10" "IL.3~IL.13"
## [211] "IL.3~IL.15" "IL.3~IL.1b" "IL.4~ANG"
## [214] "IL.4~CCL26" "IL.4~Ck.b8.1" "IL.4~FGF.4"
## [217] "IL.4~FGF.6" "IL.4~GCP.2" "IL.4~IFN.g"
## [220] "IL.4~IGFBP.2" "IL.4~IGFBP.3" "IL.4~IL.12p70"
## [223] "IL.4~IL.13" "IL.4~IL.1a" "IL.4~IL.3"
## [226] "IL.5~CCL11" "IL.5~CSF2" "IL.5~CSF3"
## [229] "IL.5~ENA.78" "IL.5~GCP.2" "IL.5~GRO"
## [232] "IL.5~HGF" "IL.5~IFN.g" "IL.5~IGFBP.3"
## [235] "IL.5~IL.10" "IL.5~IL.13" "IL.5~IL.15"
## [238] "IL.5~IL.1a" "IL.5~IL.2" "IL.5~IL.4"
## [241] "IL.6~BDNF" "IL.6~CSF2" "IL.6~CSF3"
## [244] "IL.6~EGF" "IL.6~ENA.78" "IL.6~Flt.3.LG"
## [247] "IL.6~GRO" "IL.6~GRO.a" "IL.6~IGFBP.3"
## [250] "IL.6~IGFBP.4" "IL.6~IL.15" "IL.6~IL.1a"
## [253] "IL.6~IL.4" "IL.6~IL.5" "IL.7~CCL11"
## [256] "IL.7~Ck.b8.1" "IL.7~CSF2" "IL.7~CSF3"
## [259] "IL.7~GCP.2" "IL.7~IFN.g" "IL.7~IGFBP.4"
## [262] "IL.7~IL.10" "IL.7~IL.13" "IL.7~IL.15"
## [265] "IL.7~IL.1a" "IL.7~IL.1b" "IL.7~IL.2"
## [268] "IL.7~IL.5" "IL.7~IL.6" "IL.8~CSF3"
## [271] "IL.8~FGF.7" "IL.8~Flt.3.LG" "IL.8~GCP.2"
## [274] "IL.8~GDNF" "IL.8~GRO" "IL.8~I.309"
## [277] "IL.8~IGFBP.3" "IL.8~IGFBP.4" "IL.8~IL.10"
## [280] "IL.8~IL.13" "IL.8~IL.15" "IL.8~IL.1b"
## [283] "IL.8~IL.2" "IL.8~IL.4" "IL.8~IL.5"
## [286] "IL.8~IL.6" "IP.10~ANG" "IP.10~Ck.b8.1"
## [289] "IP.10~CSF1" "IP.10~EGF" "IP.10~FGF.4"
## [292] "IP.10~FGF.6" "IP.10~IFN.g" "IP.10~IGFBP.1"
## [295] "IP.10~IGFBP.3" "IP.10~IL.12p70" "IP.10~IL.1a"
## [298] "IP.10~IL.4" "Leptin~CCL26" "Leptin~GDNF"
## [301] "Leptin~GRO" "Leptin~HGF" "Leptin~IFN.g"
## [304] "Leptin~IGFBP.1" "Leptin~IGFBP.2" "Leptin~IGFBP.4"
## [307] "Leptin~IL.12p70" "Leptin~IL.2" "Leptin~IL.4"
## [310] "Leptin~IP.10" "LIF~BDNF" "LIF~CCL24"
## [313] "LIF~Ck.b8.1" "LIF~CX3CL1" "LIF~EGF"
## [316] "LIF~FGF.6" "LIF~FGF.9" "LIF~I.309"
## [319] "LIF~IGFBP.4" "LIF~IL.16" "LIF~IL.1a"
## [322] "LIF~IL.1b" "LIGHT~BLC" "LIGHT~CCL24"
## [325] "LIGHT~Ck.b8.1" "LIGHT~CX3CL1" "LIGHT~FGF.6"
## [328] "LIGHT~FGF.9" "LIGHT~GDNF" "LIGHT~GRO.a"
## [331] "LIGHT~I.309" "LIGHT~IGF.I" "LIGHT~IL.10"
## [334] "LIGHT~IL.16" "LIGHT~IL.1b" "MCP.1~ANG"
## [337] "MCP.1~BDNF" "MCP.1~Ck.b8.1" "MCP.1~CSF2"
## [340] "MCP.1~CSF3" "MCP.1~CX3CL1" "MCP.1~FGF.4"
## [343] "MCP.1~FGF.6" "MCP.1~FGF.7" "MCP.1~GCP.2"
## [346] "MCP.1~GRO.a" "MCP.1~IFN.g" "MCP.1~IL.10"
## [349] "MCP.1~IL.13" "MCP.1~IL.16" "MCP.1~IL.1a"
## [352] "MCP.1~IL.2" "MCP.1~IL.3" "MCP.1~IL.4"
## [355] "MCP.1~IL.5" "MCP.1~IL.6" "MCP.1~IL.7"
## [358] "MCP.1~IL.8" "MCP.1~IP.10" "MCP.2~ANG"
## [361] "MCP.2~BDNF" "MCP.2~CSF2" "MCP.2~EGF"
## [364] "MCP.2~ENA.78" "MCP.2~FGF.7" "MCP.2~Flt.3.LG"
## [367] "MCP.2~GDNF" "MCP.2~GRO.a" "MCP.2~HGF"
## [370] "MCP.2~IFN.g" "MCP.2~IL.10" "MCP.2~IL.4"
## [373] "MCP.3~BDNF" "MCP.3~Ck.b8.1" "MCP.3~CSF3"
## [376] "MCP.3~CX3CL1" "MCP.3~EGF" "MCP.3~FGF.4"
## [379] "MCP.3~FGF.6" "MCP.3~FGF.9" "MCP.3~GCP.2"
## [382] "MCP.3~HGF" "MCP.3~I.309" "MCP.3~IFN.g"
## [385] "MCP.3~IGFBP.1" "MCP.3~IGFBP.3" "MCP.3~IL.16"
## [388] "MCP.3~IL.1a" "MCP.3~IL.2" "MCP.3~IL.4"
## [391] "MCP.3~IL.8" "MCP.3~IP.10" "MCP.3~Leptin"
## [394] "MCP.3~LIF" "MCP.3~MCP.1" "MCP.4~BDNF"
## [397] "MCP.4~BLC" "MCP.4~CCL26" "MCP.4~Ck.b8.1"
## [400] "MCP.4~CX3CL1" "MCP.4~FGF.7" "MCP.4~GRO.a"
## [403] "MCP.4~HGF" "MCP.4~I.309" "MCP.4~IGFBP.2"
## [406] "MCP.4~IL.10" "MCP.4~IL.12p70" "MCP.4~LIGHT"
## [409] "MCP.4~MCP.2" "MDC~BLC" "MDC~CCL26"
## [412] "MDC~Ck.b8.1" "MDC~CSF1" "MDC~CSF2"
## [415] "MDC~CX3CL1" "MDC~EGF" "MDC~FGF.6"
## [418] "MDC~FGF.9" "MDC~HGF" "MDC~I.309"
## [421] "MDC~IFN.g" "MDC~IGF.I" "MDC~IGFBP.4"
## [424] "MDC~IL.16" "MDC~IL.1b" "MDC~IL.2"
## [427] "MDC~IL.6" "MDC~Leptin" "MDC~LIF"
## [430] "MDC~LIGHT" "MDC~MCP.2" "MDC~MCP.3"
## [433] "MDC~MCP.4" "MIF~BLC" "MIF~Ck.b8.1"
## [436] "MIF~FGF.7" "MIF~FGF.9" "MIF~HGF"
## [439] "MIF~IGF.I" "MIF~IGFBP.2" "MIF~IL.16"
## [442] "MIF~IL.1a" "MIF~IL.1b" "MIF~LIGHT"
## [445] "MIG~CCL11" "MIG~CCL24" "MIG~CCL26"
## [448] "MIG~CSF2" "MIG~CSF3" "MIG~EGF"
## [451] "MIG~FGF.9" "MIG~GCP.2" "MIG~GDNF"
## [454] "MIG~GRO.a" "MIG~I.309" "MIG~IFN.g"
## [457] "MIG~IGF.I" "MIG~IGFBP.4" "MIG~IL.10"
## [460] "MIG~IL.13" "MIG~IL.15" "MIG~IL.1a"
## [463] "MIG~IL.2" "MIG~IL.4" "MIG~IL.5"
## [466] "MIG~IL.7" "MIG~IP.10" "MIG~Leptin"
## [469] "MIG~LIF" "MIG~MCP.1" "MIG~MCP.3"
## [472] "MIG~MDC" "MIP.1b~BDNF" "MIP.1b~EGF"
## [475] "MIP.1b~FGF.4" "MIP.1b~FGF.6" "MIP.1b~FGF.9"
## [478] "MIP.1b~GCP.2" "MIP.1b~GDNF" "MIP.1b~HGF"
## [481] "MIP.1b~IFN.g" "MIP.1b~IGFBP.1" "MIP.1b~IGFBP.3"
## [484] "MIP.1b~IGFBP.4" "MIP.1b~IL.1a" "MIP.1b~IL.2"
## [487] "MIP.1b~IL.4" "MIP.1b~IP.10" "MIP.1b~Leptin"
## [490] "MIP.1b~LIF" "MIP.1b~LIGHT" "MIP.1b~MCP.1"
## [493] "MIP.1b~MCP.3" "MIP.1b~MDC" "MIP.1b~MIG"
## [496] "MIP.1d~CCL24" "MIP.1d~CCL26" "MIP.1d~FGF.6"
## [499] "MIP.1d~I.309" "MIP.1d~IFN.g" "MIP.1d~IGF.I"
## [502] "MIP.1d~IGFBP.4" "MIP.1d~IL.10" "MIP.1d~IL.16"
## [505] "MIP.1d~IP.10" "MIP.1d~Leptin" "MIP.1d~LIF"
## [508] "MIP.1d~LIGHT" "MIP.1d~MCP.4" "MIP.1d~MDC"
## [511] "MIP.1d~MIG" "MIP.3a~BDNF" "MIP.3a~Ck.b8.1"
## [514] "MIP.3a~EGF" "MIP.3a~ENA.78" "MIP.3a~FGF.4"
## [517] "MIP.3a~FGF.7" "MIP.3a~Flt.3.LG" "MIP.3a~GCP.2"
## [520] "MIP.3a~HGF" "MIP.3a~I.309" "MIP.3a~IGFBP.3"
## [523] "MIP.3a~IGFBP.4" "MIP.3a~IL.2" "MIP.3a~IL.6"
## [526] "MIP.3a~IL.8" "MIP.3a~MCP.3" "MIP.3a~MIF"
## [529] "MIP.3a~MIP.1b" "NAP.2~BDNF" "NAP.2~CCL24"
## [532] "NAP.2~CSF2" "NAP.2~ENA.78" "NAP.2~FGF.7"
## [535] "NAP.2~Flt.3.LG" "NAP.2~GCP.2" "NAP.2~GRO"
## [538] "NAP.2~IGFBP.1" "NAP.2~IL.16" "NAP.2~IL.1a"
## [541] "NAP.2~IL.4" "NAP.2~IL.5" "NAP.2~IL.6"
## [544] "NAP.2~MCP.1" "NAP.2~MCP.2" "NAP.2~MIG"
## [547] "NAP.2~MIP.3a" "NT.3~CCL24" "NT.3~CSF2"
## [550] "NT.3~CSF3" "NT.3~FGF.4" "NT.3~FGF.6"
## [553] "NT.3~GCP.2" "NT.3~GRO.a" "NT.3~IFN.g"
## [556] "NT.3~IL.10" "NT.3~IL.13" "NT.3~IL.15"
## [559] "NT.3~IL.1a" "NT.3~IL.2" "NT.3~IL.4"
## [562] "NT.3~IL.5" "NT.3~IL.7" "NT.3~IP.10"
## [565] "NT.3~LIF" "NT.3~MCP.1" "NT.3~MCP.3"
## [568] "NT.3~MIG" "NT.3~MIP.1b" "NT.3~NAP.2"
## [571] "NT.4~BDNF" "NT.4~CCL24" "NT.4~CCL26"
## [574] "NT.4~Ck.b8.1" "NT.4~CSF2" "NT.4~EGF"
## [577] "NT.4~ENA.78" "NT.4~FGF.6" "NT.4~FGF.9"
## [580] "NT.4~GCP.2" "NT.4~GRO.a" "NT.4~I.309"
## [583] "NT.4~IGF.I" "NT.4~IGFBP.1" "NT.4~IGFBP.4"
## [586] "NT.4~IL.16" "NT.4~IL.1b" "NT.4~IL.6"
## [589] "NT.4~LIGHT" "NT.4~MDC" "NT.4~MIF"
## [592] "NT.4~MIP.1d" "OPG~FGF.4" "OPG~FGF.7"
## [595] "OPG~GCP.2" "OPG~HGF" "OPG~I.309"
## [598] "OPG~IGFBP.1" "OPG~IGFBP.3" "OPG~IL.10"
## [601] "OPG~IL.7" "OPG~IP.10" "OPG~MCP.2"
## [604] "OPG~MCP.3" "OPG~MCP.4" "OPG~MIP.1b"
## [607] "OPG~MIP.3a" "OPG~NT.4" "OPN~CCL11"
## [610] "OPN~FGF.6" "OPN~HGF" "OPN~IFN.g"
## [613] "OPN~IGFBP.2" "OPN~IGFBP.4" "OPN~IL.1a"
## [616] "OPN~IL.2" "OPN~IL.6" "OPN~IP.10"
## [619] "OPN~Leptin" "OPN~MCP.3" "OPN~MDC"
## [622] "OPN~MIG" "OPN~MIP.1d" "OSM~CCL26"
## [625] "OSM~Ck.b8.1" "OSM~CX3CL1" "OSM~FGF.6"
## [628] "OSM~FGF.9" "OSM~GRO.a" "OSM~I.309"
## [631] "OSM~IFN.g" "OSM~IGF.I" "OSM~IGFBP.2"
## [634] "OSM~IGFBP.4" "OSM~IL.12p70" "OSM~IL.15"
## [637] "OSM~IL.16" "OSM~LIF" "OSM~LIGHT"
## [640] "OSM~MCP.3" "OSM~MDC" "OSM~MIF"
## [643] "OSM~NT.4" "PARC~BLC" "PARC~CCL26"
## [646] "PARC~Ck.b8.1" "PARC~FGF.4" "PARC~FGF.6"
## [649] "PARC~GDNF" "PARC~GRO" "PARC~GRO.a"
## [652] "PARC~I.309" "PARC~IGF.I" "PARC~IGFBP.1"
## [655] "PARC~IGFBP.2" "PARC~IL.15" "PARC~IL.3"
## [658] "PARC~Leptin" "PARC~MCP.1" "PDGF.BB~BDNF"
## [661] "PDGF.BB~EGF" "PDGF.BB~ENA.78" "PDGF.BB~GCP.2"
## [664] "PDGF.BB~GRO" "PDGF.BB~IFN.g" "PDGF.BB~IL.2"
## [667] "PDGF.BB~IL.6" "PDGF.BB~MIG" "PDGF.BB~MIP.3a"
## [670] "PDGF.BB~NAP.2" "PDGF.BB~NT.3" "PDGF.BB~NT.4"
## [673] "PDGF.BB~OSM" "PIGF~BLC" "PIGF~CCL26"
## [676] "PIGF~CSF2" "PIGF~CSF3" "PIGF~CX3CL1"
## [679] "PIGF~FGF.4" "PIGF~FGF.9" "PIGF~GDNF"
## [682] "PIGF~GRO" "PIGF~IFN.g" "PIGF~IL.13"
## [685] "PIGF~IL.3" "PIGF~IL.8" "PIGF~LIF"
## [688] "PIGF~LIGHT" "PIGF~MCP.4" "PIGF~MDC"
## [691] "PIGF~PARC" "RANTES~ANG" "RANTES~CCL11"
## [694] "RANTES~CCL24" "RANTES~CCL26" "RANTES~EGF"
## [697] "RANTES~ENA.78" "RANTES~FGF.7" "RANTES~GDNF"
## [700] "RANTES~HGF" "RANTES~I.309" "RANTES~IGFBP.2"
## [703] "RANTES~IL.16" "RANTES~IL.2" "RANTES~IP.10"
## [706] "RANTES~MIF" "RANTES~MIG" "RANTES~MIP.3a"
## [709] "RANTES~NAP.2" "RANTES~PDGF.BB" "SCF~ANG"
## [712] "SCF~BDNF" "SCF~CCL24" "SCF~CCL26"
## [715] "SCF~Ck.b8.1" "SCF~CSF1" "SCF~CSF2"
## [718] "SCF~EGF" "SCF~ENA.78" "SCF~FGF.4"
## [721] "SCF~FGF.7" "SCF~GDNF" "SCF~GRO"
## [724] "SCF~HGF" "SCF~I.309" "SCF~IGFBP.2"
## [727] "SCF~IGFBP.3" "SCF~IGFBP.4" "SCF~IL.10"
## [730] "SCF~IL.15" "SCF~IL.2" "SCF~IL.5"
## [733] "SCF~MCP.2" "SCF~MCP.3" "SCF~MIP.1b"
## [736] "SCF~MIP.3a" "SCF~OPG" "SCF~PARC"
## [739] "SCF~PDGF.BB" "SCF~RANTES" "SDF.1~CCL26"
## [742] "SDF.1~Ck.b8.1" "SDF.1~CSF3" "SDF.1~CX3CL1"
## [745] "SDF.1~FGF.6" "SDF.1~FGF.9" "SDF.1~IFN.g"
## [748] "SDF.1~IL.12p70" "SDF.1~IL.15" "SDF.1~IL.1b"
## [751] "SDF.1~IL.3" "SDF.1~IL.4" "SDF.1~IL.7"
## [754] "SDF.1~IP.10" "SDF.1~Leptin" "SDF.1~MCP.1"
## [757] "SDF.1~MCP.3" "SDF.1~MIP.1b" "SDF.1~MIP.1d"
## [760] "SDF.1~NT.3" "SDF.1~PIGF" "TARC~BDNF"
## [763] "TARC~CCL26" "TARC~CSF2" "TARC~EGF"
## [766] "TARC~ENA.78" "TARC~GCP.2" "TARC~GRO"
## [769] "TARC~IL.10" "TARC~IL.13" "TARC~IL.15"
## [772] "TARC~IL.2" "TARC~IL.5" "TARC~IL.6"
## [775] "TARC~MCP.2" "TARC~MIP.1b" "TARC~MIP.3a"
## [778] "TARC~NAP.2" "TARC~NT.3" "TARC~NT.4"
## [781] "TARC~PDGF.BB" "TARC~RANTES" "TARC~SCF"
## [784] "TGF.b1~CCL11" "TGF.b1~CSF2" "TGF.b1~CSF3"
## [787] "TGF.b1~EGF" "TGF.b1~GCP.2" "TGF.b1~I.309"
## [790] "TGF.b1~IFN.g" "TGF.b1~IGFBP.4" "TGF.b1~IL.10"
## [793] "TGF.b1~IL.13" "TGF.b1~IL.15" "TGF.b1~IL.1a"
## [796] "TGF.b1~IL.2" "TGF.b1~IL.5" "TGF.b1~IL.7"
## [799] "TGF.b1~IL.8" "TGF.b1~Leptin" "TGF.b1~LIF"
## [802] "TGF.b1~MCP.1" "TGF.b1~MCP.3" "TGF.b1~MCP.4"
## [805] "TGF.b1~MDC" "TGF.b1~MIG" "TGF.b1~MIP.1d"
## [808] "TGF.b1~NT.3" "TGF.b1~OPN" "TGF.b1~PDGF.BB"
## [811] "TGF.b1~PIGF" "TGF.b1~SDF.1" "TGF.b2~CCL24"
## [814] "TGF.b2~CSF1" "TGF.b2~EGF" "TGF.b2~FGF.4"
## [817] "TGF.b2~FGF.9" "TGF.b2~I.309" "TGF.b2~IGFBP.4"
## [820] "TGF.b2~IL.16" "TGF.b2~IL.1b" "TGF.b2~IL.7"
## [823] "TGF.b2~LIF" "TGF.b2~MCP.3" "TGF.b2~MDC"
## [826] "TGF.b2~NT.3" "TGF.b2~SDF.1" "TGF.b2~TGF.b1"
## [829] "TGF.b3~Ck.b8.1" "TGF.b3~CX3CL1" "TGF.b3~FGF.9"
## [832] "TGF.b3~GDNF" "TGF.b3~I.309" "TGF.b3~IGFBP.1"
## [835] "TGF.b3~IGFBP.2" "TGF.b3~IGFBP.4" "TGF.b3~IL.10"
## [838] "TGF.b3~IL.16" "TGF.b3~IL.7" "TGF.b3~LIGHT"
## [841] "TGF.b3~MCP.3" "TGF.b3~MDC" "TGF.b3~MIF"
## [844] "TGF.b3~OPG" "TGF.b3~OSM" "TGF.b3~PARC"
## [847] "TGF.b3~TGF.b2" "THPO~BLC" "THPO~CCL26"
## [850] "THPO~Ck.b8.1" "THPO~CX3CL1" "THPO~ENA.78"
## [853] "THPO~FGF.9" "THPO~GCP.2" "THPO~I.309"
## [856] "THPO~IGFBP.4" "THPO~IL.16" "THPO~LIF"
## [859] "THPO~MCP.3" "THPO~MCP.4" "THPO~MDC"
## [862] "THPO~MIP.1b" "THPO~NT.4" "THPO~OSM"
## [865] "THPO~PIGF" "THPO~RANTES" "THPO~TARC"
## [868] "THPO~TGF.b2" "THPO~TGF.b3" "TIMP.1~CCL11"
## [871] "TIMP.1~ENA.78" "TIMP.1~IGFBP.3" "TIMP.1~IL.12p70"
## [874] "TIMP.1~MCP.4" "TIMP.1~NAP.2" "TIMP.1~OSM"
## [877] "TIMP.1~RANTES" "TIMP.1~TARC" "TIMP.1~THPO"
## [880] "TIMP.2~ANG" "TIMP.2~BDNF" "TIMP.2~Ck.b8.1"
## [883] "TIMP.2~CSF1" "TIMP.2~FGF.4" "TIMP.2~FGF.6"
## [886] "TIMP.2~FGF.7" "TIMP.2~GCP.2" "TIMP.2~HGF"
## [889] "TIMP.2~I.309" "TIMP.2~IFN.g" "TIMP.2~IGFBP.3"
## [892] "TIMP.2~IL.10" "TIMP.2~IL.13" "TIMP.2~IL.16"
## [895] "TIMP.2~IL.1a" "TIMP.2~IL.3" "TIMP.2~IL.4"
## [898] "TIMP.2~IP.10" "TIMP.2~MCP.1" "TIMP.2~MCP.3"
## [901] "TIMP.2~MIF" "TIMP.2~MIP.1d" "TIMP.2~MIP.3a"
## [904] "TIMP.2~NT.4" "TIMP.2~OPG" "TIMP.2~PIGF"
## [907] "TIMP.2~SCF" "TIMP.2~TGF.b3" "TNF.a~CCL11"
## [910] "TNF.a~CSF2" "TNF.a~CSF3" "TNF.a~FGF.4"
## [913] "TNF.a~FGF.6" "TNF.a~FGF.7" "TNF.a~GCP.2"
## [916] "TNF.a~GRO" "TNF.a~GRO.a" "TNF.a~IFN.g"
## [919] "TNF.a~IGFBP.3" "TNF.a~IL.10" "TNF.a~IL.13"
## [922] "TNF.a~IL.15" "TNF.a~IL.16" "TNF.a~IL.1a"
## [925] "TNF.a~IL.1b" "TNF.a~IL.2" "TNF.a~IL.4"
## [928] "TNF.a~IL.5" "TNF.a~IL.7" "TNF.a~IL.8"
## [931] "TNF.a~IP.10" "TNF.a~Leptin" "TNF.a~LIF"
## [934] "TNF.a~MCP.1" "TNF.a~MCP.3" "TNF.a~MDC"
## [937] "TNF.a~MIG" "TNF.a~MIP.1b" "TNF.a~NAP.2"
## [940] "TNF.a~NT.3" "TNF.a~OPN" "TNF.a~PDGF.BB"
## [943] "TNF.a~PIGF" "TNF.a~SDF.1" "TNF.a~TGF.b1"
## [946] "TNF.b~BDNF" "TNF.b~CCL11" "TNF.b~CSF2"
## [949] "TNF.b~CSF3" "TNF.b~ENA.78" "TNF.b~FGF.4"
## [952] "TNF.b~FGF.6" "TNF.b~GCP.2" "TNF.b~GRO.a"
## [955] "TNF.b~IFN.g" "TNF.b~IL.10" "TNF.b~IL.13"
## [958] "TNF.b~IL.15" "TNF.b~IL.1a" "TNF.b~IL.2"
## [961] "TNF.b~IL.5" "TNF.b~IL.7" "TNF.b~IP.10"
## [964] "TNF.b~LIF" "TNF.b~MCP.1" "TNF.b~MCP.3"
## [967] "TNF.b~MIG" "TNF.b~MIP.1b" "TNF.b~NT.3"
## [970] "TNF.b~NT.4" "TNF.b~PIGF" "TNF.b~TARC"
## [973] "TNF.b~TGF.b1" "TNF.b~TNF.a" "VEGF~Ck.b8.1"
## [976] "VEGF~CSF2" "VEGF~CX3CL1" "VEGF~FGF.4"
## [979] "VEGF~FGF.9" "VEGF~IGFBP.2" "VEGF~IL.1b"
## [982] "VEGF~IL.3" "VEGF~IL.4" "VEGF~IL.5"
## [985] "VEGF~IL.6" "VEGF~IL.7" "VEGF~LIF"
## [988] "VEGF~MIG" "VEGF~MIP.1b" "VEGF~MIP.3a"
## [991] "VEGF~NAP.2" "VEGF~NT.3" "VEGF~NT.4"
## [994] "VEGF~OPG" "VEGF~PIGF" "VEGF~TARC"
## [997] "VEGF~TGF.b3" "VEGF~THPO" "VEGF~TNF.b"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheFF,zuheFL),zuheHF),zuheMA),zuheMF))
## character(0)
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF,
Mild_Other = zuheMA,
Mild_First = zuheMF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## (5)healthy, severe-first, severe-other, severe-last, fatal-last做一组。
sort(union(union(union(union(zuheFL,zuheHF),zuheSA),zuheSF),zuheSL))
## [1] "Ck.b8.1~BLC" "Ck.b8.1~CCL26" "CSF1~BLC"
## [4] "CSF1~CCL26" "CSF1~Ck.b8.1" "CSF2~CCL11"
## [7] "CSF2~Ck.b8.1" "CSF3~BLC" "CSF3~CCL11"
## [10] "CSF3~CCL26" "CSF3~CSF2" "CX3CL1~CCL26"
## [13] "CX3CL1~Ck.b8.1" "EGF~BDNF" "EGF~CCL24"
## [16] "ENA.78~BDNF" "ENA.78~EGF" "FGF.4~CCL26"
## [19] "FGF.4~Ck.b8.1" "FGF.4~CSF1" "FGF.4~CSF3"
## [22] "FGF.6~BLC" "FGF.6~CCL26" "FGF.6~Ck.b8.1"
## [25] "FGF.6~CSF1" "FGF.6~CSF2" "FGF.6~CSF3"
## [28] "FGF.6~CX3CL1" "FGF.6~FGF.4" "FGF.7~BLC"
## [31] "FGF.7~CCL26" "FGF.7~CSF1" "FGF.7~CSF2"
## [34] "FGF.7~CSF3" "FGF.7~FGF.4" "FGF.7~FGF.6"
## [37] "FGF.9~CCL26" "FGF.9~EGF" "FGF.9~FGF.4"
## [40] "FGF.9~FGF.6" "FGF.9~FGF.7" "GCP.2~BLC"
## [43] "GCP.2~CCL11" "GCP.2~CCL26" "GCP.2~CSF1"
## [46] "GCP.2~CSF2" "GCP.2~CSF3" "GCP.2~FGF.7"
## [49] "GDNF~CCL26" "GDNF~CSF1" "GDNF~CSF2"
## [52] "GDNF~CSF3" "GDNF~CX3CL1" "GDNF~FGF.4"
## [55] "GDNF~FGF.6" "GDNF~FGF.7" "GDNF~GCP.2"
## [58] "GRO.a~BDNF" "GRO.a~BLC" "GRO.a~CCL24"
## [61] "GRO.a~CSF2" "GRO.a~CSF3" "GRO.a~EGF"
## [64] "GRO.a~FGF.6" "GRO.a~FGF.7" "GRO~ANG"
## [67] "GRO~BDNF" "GRO~BLC" "GRO~EGF"
## [70] "HGF~FGF.7" "I.309~BLC" "I.309~CCL26"
## [73] "I.309~Ck.b8.1" "I.309~CSF1" "I.309~CSF3"
## [76] "I.309~FGF.4" "I.309~FGF.6" "I.309~FGF.7"
## [79] "I.309~FGF.9" "I.309~GCP.2" "I.309~GDNF"
## [82] "IFN.g~CCL11" "IFN.g~CSF2" "IFN.g~CSF3"
## [85] "IFN.g~FGF.7" "IFN.g~GCP.2" "IFN.g~GDNF"
## [88] "IFN.g~GRO.a" "IGF.I~BLC" "IGF.I~Ck.b8.1"
## [91] "IGF.I~CSF1" "IGF.I~FGF.7" "IGF.I~GCP.2"
## [94] "IGF.I~GDNF" "IGF.I~I.309" "IGFBP.1~CCL26"
## [97] "IGFBP.1~CX3CL1" "IGFBP.1~FGF.7" "IGFBP.1~Flt.3.LG"
## [100] "IGFBP.2~ANG" "IGFBP.2~FGF.7" "IGFBP.2~IGFBP.1"
## [103] "IGFBP.3~GCP.2" "IGFBP.4~BLC" "IGFBP.4~CCL26"
## [106] "IGFBP.4~Ck.b8.1" "IGFBP.4~CSF1" "IGFBP.4~CX3CL1"
## [109] "IGFBP.4~FGF.4" "IGFBP.4~FGF.6" "IGFBP.4~FGF.7"
## [112] "IGFBP.4~Flt.3.LG" "IGFBP.4~GCP.2" "IGFBP.4~GDNF"
## [115] "IGFBP.4~I.309" "IGFBP.4~IGF.I" "IGFBP.4~IGFBP.3"
## [118] "IL.10~FGF.6" "IL.12p70~CCL26" "IL.12p70~CSF3"
## [121] "IL.12p70~GRO.a" "IL.13~CCL11" "IL.13~CSF2"
## [124] "IL.13~CSF3" "IL.13~FGF.6" "IL.13~FGF.7"
## [127] "IL.13~GCP.2" "IL.13~GDNF" "IL.13~GRO.a"
## [130] "IL.13~IFN.g" "IL.13~IGF.I" "IL.15~CCL11"
## [133] "IL.15~CSF2" "IL.15~CSF3" "IL.15~FGF.6"
## [136] "IL.15~FGF.7" "IL.15~GCP.2" "IL.15~GDNF"
## [139] "IL.15~GRO.a" "IL.15~IFN.g" "IL.15~IL.12p70"
## [142] "IL.15~IL.13" "IL.16~Ck.b8.1" "IL.16~FGF.4"
## [145] "IL.16~FGF.6" "IL.16~I.309" "IL.16~IL.10"
## [148] "IL.1a~BLC" "IL.1a~CCL11" "IL.1a~CCL26"
## [151] "IL.1a~Ck.b8.1" "IL.1a~CSF1" "IL.1a~CSF2"
## [154] "IL.1a~CSF3" "IL.1a~FGF.4" "IL.1a~FGF.6"
## [157] "IL.1a~FGF.7" "IL.1a~GCP.2" "IL.1a~GDNF"
## [160] "IL.1a~I.309" "IL.1a~IFN.g" "IL.1a~IGF.I"
## [163] "IL.1a~IGFBP.4" "IL.1a~IL.13" "IL.1a~IL.15"
## [166] "IL.1b~Ck.b8.1" "IL.1b~FGF.9" "IL.1b~I.309"
## [169] "IL.1b~IGF.I" "IL.1b~IGFBP.4" "IL.1b~IL.16"
## [172] "IL.1b~IL.1a" "IL.2~ANG" "IL.2~BDNF"
## [175] "IL.2~CCL11" "IL.2~CSF2" "IL.2~CSF3"
## [178] "IL.2~EGF" "IL.2~ENA.78" "IL.2~FGF.6"
## [181] "IL.2~FGF.7" "IL.2~GCP.2" "IL.2~GDNF"
## [184] "IL.2~GRO" "IL.2~GRO.a" "IL.2~IFN.g"
## [187] "IL.2~IGF.I" "IL.2~IL.13" "IL.2~IL.15"
## [190] "IL.2~IL.1a" "IL.2~IL.1b" "IL.3~CCL26"
## [193] "IL.3~CSF1" "IL.3~CSF3" "IL.3~FGF.4"
## [196] "IL.3~FGF.6" "IL.3~FGF.7" "IL.3~FGF.9"
## [199] "IL.3~GCP.2" "IL.3~GDNF" "IL.3~I.309"
## [202] "IL.3~IGF.I" "IL.3~IGFBP.4" "IL.3~IL.10"
## [205] "IL.3~IL.1a" "IL.3~IL.1b" "IL.4~CCL26"
## [208] "IL.4~CSF1" "IL.4~FGF.4" "IL.4~FGF.6"
## [211] "IL.4~FGF.7" "IL.4~FGF.9" "IL.4~GCP.2"
## [214] "IL.4~GDNF" "IL.4~I.309" "IL.4~IFN.g"
## [217] "IL.4~IGF.I" "IL.4~IGFBP.1" "IL.4~IGFBP.3"
## [220] "IL.4~IGFBP.4" "IL.4~IL.1a" "IL.4~IL.1b"
## [223] "IL.4~IL.2" "IL.4~IL.3" "IL.5~CCL11"
## [226] "IL.5~Ck.b8.1" "IL.5~CSF1" "IL.5~CSF2"
## [229] "IL.5~CSF3" "IL.5~FGF.4" "IL.5~FGF.6"
## [232] "IL.5~FGF.7" "IL.5~GCP.2" "IL.5~GDNF"
## [235] "IL.5~IFN.g" "IL.5~IGF.I" "IL.5~IGFBP.3"
## [238] "IL.5~IL.13" "IL.5~IL.15" "IL.5~IL.1a"
## [241] "IL.5~IL.2" "IL.5~IL.3" "IL.5~IL.4"
## [244] "IL.6~BDNF" "IL.6~CSF2" "IL.6~CSF3"
## [247] "IL.6~FGF.4" "IL.6~Flt.3.LG" "IL.6~GCP.2"
## [250] "IL.6~GDNF" "IL.6~GRO.a" "IL.6~IGFBP.4"
## [253] "IL.6~IL.13" "IL.6~IL.1a" "IL.6~IL.4"
## [256] "IL.6~IL.5" "IL.7~CCL11" "IL.7~Ck.b8.1"
## [259] "IL.7~CSF2" "IL.7~CSF3" "IL.7~GCP.2"
## [262] "IL.7~IFN.g" "IL.7~IGFBP.4" "IL.7~IL.13"
## [265] "IL.7~IL.15" "IL.7~IL.1a" "IL.7~IL.2"
## [268] "IL.7~IL.5" "IL.8~CX3CL1" "IL.8~Flt.3.LG"
## [271] "IL.8~GCP.2" "IL.8~IGFBP.3" "IL.8~IGFBP.4"
## [274] "IL.8~IL.4" "IL.8~IL.5" "IL.8~IL.6"
## [277] "IP.10~EGF" "Leptin~CCL26" "Leptin~GDNF"
## [280] "Leptin~IGFBP.1" "LIF~CCL26" "LIF~Ck.b8.1"
## [283] "LIF~CX3CL1" "LIF~EGF" "LIF~FGF.4"
## [286] "LIF~FGF.6" "LIF~FGF.7" "LIF~FGF.9"
## [289] "LIF~I.309" "LIF~IL.16" "LIF~IL.1b"
## [292] "LIF~IL.3" "LIF~IL.4" "LIGHT~CCL26"
## [295] "LIGHT~Ck.b8.1" "LIGHT~CSF2" "LIGHT~CSF3"
## [298] "LIGHT~CX3CL1" "LIGHT~FGF.4" "LIGHT~FGF.6"
## [301] "LIGHT~FGF.7" "LIGHT~FGF.9" "LIGHT~GDNF"
## [304] "LIGHT~GRO.a" "LIGHT~I.309" "LIGHT~IL.10"
## [307] "LIGHT~IL.16" "LIGHT~IL.1a" "LIGHT~IL.1b"
## [310] "LIGHT~IL.3" "LIGHT~IL.5" "MCP.1~ANG"
## [313] "MCP.1~BDNF" "MCP.1~GCP.2" "MCP.1~GRO.a"
## [316] "MCP.1~IL.2" "MCP.1~IL.4" "MCP.1~IL.5"
## [319] "MCP.1~IL.6" "MCP.1~IL.8" "MCP.2~FGF.7"
## [322] "MCP.2~GRO.a" "MCP.2~HGF" "MCP.2~IL.7"
## [325] "MCP.3~BLC" "MCP.3~CCL26" "MCP.3~Ck.b8.1"
## [328] "MCP.3~CSF1" "MCP.3~CX3CL1" "MCP.3~EGF"
## [331] "MCP.3~FGF.4" "MCP.3~FGF.6" "MCP.3~FGF.7"
## [334] "MCP.3~FGF.9" "MCP.3~GDNF" "MCP.3~I.309"
## [337] "MCP.3~IGFBP.3" "MCP.3~IL.16" "MCP.3~IL.1a"
## [340] "MCP.3~IL.3" "MCP.3~IL.4" "MCP.3~IL.8"
## [343] "MCP.3~LIF" "MCP.4~BLC" "MCP.4~CCL26"
## [346] "MCP.4~Ck.b8.1" "MCP.4~CSF1" "MCP.4~CX3CL1"
## [349] "MCP.4~FGF.4" "MCP.4~FGF.7" "MCP.4~GCP.2"
## [352] "MCP.4~HGF" "MCP.4~I.309" "MCP.4~IGF.I"
## [355] "MCP.4~IGFBP.4" "MCP.4~IL.10" "MCP.4~IL.1a"
## [358] "MCP.4~IL.1b" "MCP.4~MCP.2" "MCP.4~MCP.3"
## [361] "MDC~BLC" "MDC~CCL26" "MDC~Ck.b8.1"
## [364] "MDC~CSF1" "MDC~CSF3" "MDC~FGF.4"
## [367] "MDC~FGF.6" "MDC~FGF.7" "MDC~FGF.9"
## [370] "MDC~GDNF" "MDC~GRO" "MDC~GRO.a"
## [373] "MDC~I.309" "MDC~IGFBP.4" "MDC~IL.16"
## [376] "MDC~IL.1a" "MDC~IL.1b" "MDC~IL.3"
## [379] "MDC~IL.4" "MDC~LIF" "MDC~LIGHT"
## [382] "MDC~MCP.2" "MDC~MCP.3" "MIF~BLC"
## [385] "MIF~IGFBP.2" "MIF~IL.16" "MIF~IL.1b"
## [388] "MIF~LIGHT" "MIG~CCL11" "MIG~CSF1"
## [391] "MIG~CSF2" "MIG~CSF3" "MIG~FGF.6"
## [394] "MIG~FGF.7" "MIG~FGF.9" "MIG~GCP.2"
## [397] "MIG~GDNF" "MIG~I.309" "MIG~IFN.g"
## [400] "MIG~IGF.I" "MIG~IGFBP.4" "MIG~IL.13"
## [403] "MIG~IL.15" "MIG~IL.1a" "MIG~IL.1b"
## [406] "MIG~IL.2" "MIG~IL.3" "MIG~IL.4"
## [409] "MIG~IL.5" "MIG~IL.7" "MIG~MCP.3"
## [412] "MIP.1b~CX3CL1" "MIP.1b~EGF" "MIP.1b~FGF.9"
## [415] "MIP.1b~GDNF" "MIP.1b~IGFBP.4" "MIP.1b~IL.4"
## [418] "MIP.1b~IL.8" "MIP.1b~LIF" "MIP.1d~CCL11"
## [421] "MIP.1d~FGF.6" "MIP.1d~I.309" "MIP.1d~IL.10"
## [424] "MIP.1d~IL.16" "MIP.1d~IP.10" "MIP.1d~LIGHT"
## [427] "MIP.1d~MCP.4" "MIP.1d~MDC" "MIP.3a~BDNF"
## [430] "MIP.3a~EGF" "MIP.3a~ENA.78" "MIP.3a~Flt.3.LG"
## [433] "MIP.3a~IGFBP.4" "MIP.3a~IL.1a" "MIP.3a~IL.2"
## [436] "MIP.3a~IL.6" "MIP.3a~IL.8" "MIP.3a~MCP.3"
## [439] "NAP.2~GCP.2" "NAP.2~GRO" "NAP.2~IL.1a"
## [442] "NAP.2~IL.4" "NAP.2~IL.5" "NAP.2~IL.6"
## [445] "NAP.2~IL.7" "NAP.2~MCP.1" "NAP.2~MIG"
## [448] "NT.3~CCL24" "NT.3~FGF.6" "NT.3~I.309"
## [451] "NT.3~IGFBP.4" "NT.3~IL.13" "NT.3~IL.15"
## [454] "NT.3~IL.1a" "NT.3~IL.1b" "NT.3~IL.4"
## [457] "NT.3~IL.7" "NT.3~LIF" "NT.3~MCP.1"
## [460] "NT.3~MCP.3" "NT.3~MIG" "NT.3~MIP.3a"
## [463] "NT.4~BDNF" "NT.4~CCL26" "NT.4~Ck.b8.1"
## [466] "NT.4~CSF1" "NT.4~CSF2" "NT.4~EGF"
## [469] "NT.4~ENA.78" "NT.4~FGF.4" "NT.4~FGF.6"
## [472] "NT.4~FGF.7" "NT.4~FGF.9" "NT.4~GDNF"
## [475] "NT.4~GRO.a" "NT.4~I.309" "NT.4~IGF.I"
## [478] "NT.4~IGFBP.4" "NT.4~IL.16" "NT.4~IL.1a"
## [481] "NT.4~IL.1b" "NT.4~IL.3" "NT.4~IL.4"
## [484] "NT.4~IL.5" "NT.4~IL.6" "NT.4~LIF"
## [487] "NT.4~LIGHT" "NT.4~MCP.3" "NT.4~MCP.4"
## [490] "NT.4~MDC" "NT.4~MIF" "NT.4~MIG"
## [493] "NT.4~MIP.1d" "OPG~HGF" "OPG~I.309"
## [496] "OPG~IGFBP.3" "OPG~IGFBP.4" "OPG~IL.10"
## [499] "OPG~MCP.2" "OPG~MCP.4" "OPG~MIP.3a"
## [502] "OPN~FGF.6" "OPN~IGFBP.2" "OPN~IL.1a"
## [505] "OPN~IL.6" "OPN~MIP.1d" "OSM~CCL26"
## [508] "OSM~Ck.b8.1" "OSM~CSF1" "OSM~CX3CL1"
## [511] "OSM~FGF.4" "OSM~FGF.6" "OSM~FGF.7"
## [514] "OSM~FGF.9" "OSM~GCP.2" "OSM~GDNF"
## [517] "OSM~I.309" "OSM~IFN.g" "OSM~IGF.I"
## [520] "OSM~IGFBP.4" "OSM~IL.12p70" "OSM~IL.15"
## [523] "OSM~IL.16" "OSM~IL.1a" "OSM~IL.1b"
## [526] "OSM~IL.3" "OSM~IL.4" "OSM~LIF"
## [529] "OSM~LIGHT" "OSM~MCP.3" "OSM~MCP.4"
## [532] "OSM~MDC" "OSM~MIG" "OSM~NT.3"
## [535] "OSM~NT.4" "PARC~CCL26" "PARC~Ck.b8.1"
## [538] "PARC~CSF1" "PARC~CSF2" "PARC~CSF3"
## [541] "PARC~FGF.4" "PARC~FGF.6" "PARC~FGF.7"
## [544] "PARC~GCP.2" "PARC~GDNF" "PARC~GRO.a"
## [547] "PARC~I.309" "PARC~IFN.g" "PARC~IGF.I"
## [550] "PARC~IGFBP.1" "PARC~IL.15" "PARC~IL.1a"
## [553] "PARC~IL.1b" "PARC~IL.2" "PARC~IL.3"
## [556] "PARC~IL.4" "PARC~IL.5" "PARC~IL.6"
## [559] "PARC~IL.7" "PARC~Leptin" "PARC~LIGHT"
## [562] "PARC~MIG" "PARC~NT.4" "PARC~OSM"
## [565] "PDGF.BB~BDNF" "PDGF.BB~CSF2" "PDGF.BB~EGF"
## [568] "PDGF.BB~ENA.78" "PDGF.BB~GCP.2" "PDGF.BB~GRO"
## [571] "PDGF.BB~IL.13" "PDGF.BB~IL.15" "PDGF.BB~IL.2"
## [574] "PDGF.BB~IL.7" "PDGF.BB~MIP.3a" "PDGF.BB~NAP.2"
## [577] "PDGF.BB~NT.4" "PIGF~CCL26" "PIGF~Ck.b8.1"
## [580] "PIGF~CSF1" "PIGF~CSF2" "PIGF~CSF3"
## [583] "PIGF~CX3CL1" "PIGF~FGF.4" "PIGF~FGF.6"
## [586] "PIGF~FGF.7" "PIGF~FGF.9" "PIGF~GCP.2"
## [589] "PIGF~GDNF" "PIGF~I.309" "PIGF~IFN.g"
## [592] "PIGF~IGFBP.4" "PIGF~IL.1a" "PIGF~IL.3"
## [595] "PIGF~IL.4" "PIGF~IL.5" "PIGF~LIF"
## [598] "PIGF~LIGHT" "PIGF~MCP.3" "PIGF~MCP.4"
## [601] "PIGF~MDC" "PIGF~MIG" "PIGF~NT.4"
## [604] "PIGF~OSM" "PIGF~PARC" "RANTES~CCL24"
## [607] "RANTES~EGF" "RANTES~ENA.78" "RANTES~IL.2"
## [610] "RANTES~IP.10" "RANTES~MIP.3a" "RANTES~NAP.2"
## [613] "RANTES~PDGF.BB" "SCF~ANG" "SCF~CCL11"
## [616] "SCF~CCL26" "SCF~CSF1" "SCF~EGF"
## [619] "SCF~ENA.78" "SCF~FGF.4" "SCF~FGF.6"
## [622] "SCF~FGF.7" "SCF~FGF.9" "SCF~GDNF"
## [625] "SCF~GRO" "SCF~I.309" "SCF~IGFBP.2"
## [628] "SCF~IL.1a" "SCF~IL.2" "SCF~IL.3"
## [631] "SCF~IL.4" "SCF~LIF" "SCF~LIGHT"
## [634] "SCF~MCP.3" "SCF~MDC" "SCF~MIP.1d"
## [637] "SCF~MIP.3a" "SCF~NT.3" "SCF~NT.4"
## [640] "SCF~OSM" "SCF~PDGF.BB" "SCF~PIGF"
## [643] "SCF~RANTES" "SDF.1~CCL26" "SDF.1~Ck.b8.1"
## [646] "SDF.1~CSF3" "SDF.1~FGF.4" "SDF.1~FGF.6"
## [649] "SDF.1~FGF.7" "SDF.1~FGF.9" "SDF.1~GDNF"
## [652] "SDF.1~I.309" "SDF.1~IGF.I" "SDF.1~IGFBP.4"
## [655] "SDF.1~IL.15" "SDF.1~IL.1a" "SDF.1~IL.1b"
## [658] "SDF.1~IL.3" "SDF.1~IL.4" "SDF.1~IL.7"
## [661] "SDF.1~Leptin" "SDF.1~LIF" "SDF.1~MCP.3"
## [664] "SDF.1~MDC" "SDF.1~MIG" "SDF.1~MIP.3a"
## [667] "SDF.1~NT.3" "SDF.1~NT.4" "SDF.1~OPN"
## [670] "SDF.1~PARC" "SDF.1~PIGF" "SDF.1~SCF"
## [673] "TARC~BDNF" "TARC~CCL24" "TARC~CCL26"
## [676] "TARC~EGF" "TARC~ENA.78" "TARC~FGF.9"
## [679] "TARC~GRO" "TARC~IL.13" "TARC~IL.2"
## [682] "TARC~MIP.1b" "TARC~MIP.3a" "TARC~PDGF.BB"
## [685] "TGF.b1~CCL11" "TGF.b1~CSF2" "TGF.b1~CSF3"
## [688] "TGF.b1~FGF.6" "TGF.b1~GCP.2" "TGF.b1~GRO.a"
## [691] "TGF.b1~IFN.g" "TGF.b1~IL.13" "TGF.b1~IL.15"
## [694] "TGF.b1~IL.1a" "TGF.b1~IL.2" "TGF.b1~IL.5"
## [697] "TGF.b1~IL.7" "TGF.b1~MIG" "TGF.b1~NT.3"
## [700] "TGF.b1~PARC" "TGF.b1~PDGF.BB" "TGF.b1~PIGF"
## [703] "TGF.b1~SDF.1" "TGF.b2~CCL26" "TGF.b2~Ck.b8.1"
## [706] "TGF.b2~CSF1" "TGF.b2~EGF" "TGF.b2~FGF.4"
## [709] "TGF.b2~FGF.6" "TGF.b2~FGF.7" "TGF.b2~FGF.9"
## [712] "TGF.b2~GDNF" "TGF.b2~GRO.a" "TGF.b2~I.309"
## [715] "TGF.b2~IGF.I" "TGF.b2~IGFBP.4" "TGF.b2~IL.16"
## [718] "TGF.b2~IL.1a" "TGF.b2~IL.2" "TGF.b2~IL.3"
## [721] "TGF.b2~IL.4" "TGF.b2~IL.5" "TGF.b2~IL.7"
## [724] "TGF.b2~LIF" "TGF.b2~LIGHT" "TGF.b2~MCP.3"
## [727] "TGF.b2~MDC" "TGF.b2~MIG" "TGF.b2~NT.3"
## [730] "TGF.b2~NT.4" "TGF.b2~OSM" "TGF.b2~PARC"
## [733] "TGF.b2~PIGF" "TGF.b2~SCF" "TGF.b2~SDF.1"
## [736] "TGF.b2~TGF.b1" "TGF.b3~Ck.b8.1" "TGF.b3~CSF1"
## [739] "TGF.b3~CX3CL1" "TGF.b3~FGF.4" "TGF.b3~FGF.6"
## [742] "TGF.b3~FGF.7" "TGF.b3~FGF.9" "TGF.b3~GDNF"
## [745] "TGF.b3~I.309" "TGF.b3~IGF.I" "TGF.b3~IGFBP.4"
## [748] "TGF.b3~IL.16" "TGF.b3~IL.1a" "TGF.b3~IL.3"
## [751] "TGF.b3~IL.4" "TGF.b3~IL.5" "TGF.b3~LIGHT"
## [754] "TGF.b3~MCP.3" "TGF.b3~MCP.4" "TGF.b3~MDC"
## [757] "TGF.b3~MIG" "TGF.b3~NT.3" "TGF.b3~NT.4"
## [760] "TGF.b3~OPG" "TGF.b3~OSM" "TGF.b3~PARC"
## [763] "TGF.b3~SDF.1" "THPO~CCL26" "THPO~Ck.b8.1"
## [766] "THPO~CSF1" "THPO~CX3CL1" "THPO~ENA.78"
## [769] "THPO~FGF.4" "THPO~FGF.6" "THPO~FGF.7"
## [772] "THPO~GCP.2" "THPO~GDNF" "THPO~I.309"
## [775] "THPO~IGFBP.4" "THPO~IL.16" "THPO~IL.1a"
## [778] "THPO~IL.1b" "THPO~IL.2" "THPO~IL.3"
## [781] "THPO~IL.4" "THPO~IL.5" "THPO~IL.7"
## [784] "THPO~LIF" "THPO~MCP.3" "THPO~MCP.4"
## [787] "THPO~MDC" "THPO~MIG" "THPO~NT.4"
## [790] "THPO~OSM" "THPO~PARC" "THPO~PIGF"
## [793] "THPO~RANTES" "THPO~SCF" "THPO~SDF.1"
## [796] "THPO~TARC" "THPO~TGF.b2" "THPO~TGF.b3"
## [799] "TIMP.1~ENA.78" "TIMP.1~IL.12p70" "TIMP.1~NAP.2"
## [802] "TIMP.1~RANTES" "TIMP.1~TARC" "TIMP.1~THPO"
## [805] "TIMP.2~FGF.4" "TIMP.2~IL.10" "TIMP.2~IL.3"
## [808] "TIMP.2~IP.10" "TIMP.2~MIP.1d" "TIMP.2~PIGF"
## [811] "TNF.a~CCL11" "TNF.a~CSF2" "TNF.a~CSF3"
## [814] "TNF.a~GCP.2" "TNF.a~IFN.g" "TNF.a~IGFBP.3"
## [817] "TNF.a~IL.13" "TNF.a~IL.15" "TNF.a~IL.1a"
## [820] "TNF.a~IL.2" "TNF.a~IL.5" "TNF.a~IL.6"
## [823] "TNF.a~IL.7" "TNF.a~IL.8" "TNF.a~MCP.3"
## [826] "TNF.a~MIG" "TNF.a~NAP.2" "TNF.a~PARC"
## [829] "TNF.a~PDGF.BB" "TNF.a~PIGF" "TNF.a~TGF.b1"
## [832] "TNF.b~BLC" "TNF.b~CCL11" "TNF.b~CCL26"
## [835] "TNF.b~CSF1" "TNF.b~CSF2" "TNF.b~CSF3"
## [838] "TNF.b~FGF.4" "TNF.b~FGF.6" "TNF.b~FGF.7"
## [841] "TNF.b~GCP.2" "TNF.b~GDNF" "TNF.b~GRO.a"
## [844] "TNF.b~I.309" "TNF.b~IFN.g" "TNF.b~IL.13"
## [847] "TNF.b~IL.15" "TNF.b~IL.1a" "TNF.b~IL.2"
## [850] "TNF.b~IL.3" "TNF.b~IL.4" "TNF.b~IL.5"
## [853] "TNF.b~IL.7" "TNF.b~LIF" "TNF.b~LIGHT"
## [856] "TNF.b~MCP.3" "TNF.b~MDC" "TNF.b~NT.3"
## [859] "TNF.b~NT.4" "TNF.b~OSM" "TNF.b~PDGF.BB"
## [862] "TNF.b~PIGF" "TNF.b~SCF" "TNF.b~SDF.1"
## [865] "TNF.b~TGF.b1" "TNF.b~TGF.b2" "TNF.b~TNF.a"
## [868] "VEGF~Ck.b8.1" "VEGF~CSF2" "VEGF~FGF.4"
## [871] "VEGF~FGF.9" "VEGF~GDNF" "VEGF~I.309"
## [874] "VEGF~IGF.I" "VEGF~IGFBP.4" "VEGF~IL.1a"
## [877] "VEGF~IL.1b" "VEGF~IL.2" "VEGF~IL.3"
## [880] "VEGF~IL.4" "VEGF~IL.5" "VEGF~IL.6"
## [883] "VEGF~LIF" "VEGF~MIG" "VEGF~MIP.1b"
## [886] "VEGF~NAP.2" "VEGF~NT.3" "VEGF~PIGF"
## [889] "VEGF~SDF.1" "VEGF~TARC" "VEGF~TGF.b3"
## [892] "VEGF~THPO"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheHF,zuheFL),zuheSA),zuheSF),zuheSL))
## [1] "IL.15~IL.13" "TNF.a~IL.5"
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_Last = zuheFL,
Healthy = zuheHF,
Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## (6)healthy, mild-first, fatal-first, fatal-other, fatal-last做一组。
sort(union(union(union(union(zuheFF,zuheFL),zuheHF),zuheMF),zuheFA))
## [1] "Ck.b8.1~CCL26" "CSF2~CCL11" "CSF2~Ck.b8.1"
## [4] "CSF3~CCL11" "CSF3~CSF2" "CX3CL1~CCL26"
## [7] "CX3CL1~Ck.b8.1" "EGF~BDNF" "EGF~BLC"
## [10] "EGF~CCL24" "ENA.78~BDNF" "ENA.78~CCL11"
## [13] "ENA.78~EGF" "FGF.4~CCL26" "FGF.4~Ck.b8.1"
## [16] "FGF.4~CSF1" "FGF.6~Ck.b8.1" "FGF.6~CX3CL1"
## [19] "FGF.7~Ck.b8.1" "FGF.7~FGF.4" "FGF.9~CCL26"
## [22] "FGF.9~CX3CL1" "FGF.9~EGF" "FGF.9~FGF.6"
## [25] "Flt.3.LG~FGF.9" "GCP.2~CCL11" "GCP.2~CSF2"
## [28] "GCP.2~CSF3" "GDNF~ANG" "GDNF~CCL24"
## [31] "GDNF~CCL26" "GDNF~CX3CL1" "GDNF~ENA.78"
## [34] "GDNF~FGF.4" "GDNF~Flt.3.LG" "GRO.a~ANG"
## [37] "GRO.a~BDNF" "GRO.a~CCL24" "GRO.a~EGF"
## [40] "GRO.a~FGF.7" "GRO~ANG" "GRO~BDNF"
## [43] "GRO~EGF" "GRO~FGF.7" "HGF~Ck.b8.1"
## [46] "HGF~FGF.4" "HGF~FGF.7" "HGF~GCP.2"
## [49] "I.309~CCL26" "I.309~Ck.b8.1" "I.309~CSF3"
## [52] "I.309~FGF.4" "I.309~FGF.6" "I.309~FGF.7"
## [55] "I.309~FGF.9" "I.309~HGF" "IFN.g~ANG"
## [58] "IFN.g~CCL11" "IFN.g~CSF2" "IFN.g~CSF3"
## [61] "IFN.g~GCP.2" "IFN.g~GRO.a" "IFN.g~I.309"
## [64] "IGF.I~BLC" "IGF.I~Ck.b8.1" "IGF.I~CSF1"
## [67] "IGF.I~FGF.7" "IGFBP.1~BDNF" "IGFBP.1~CCL26"
## [70] "IGFBP.1~CSF1" "IGFBP.1~FGF.7" "IGFBP.1~Flt.3.LG"
## [73] "IGFBP.2~ANG" "IGFBP.2~CCL26" "IGFBP.2~FGF.7"
## [76] "IGFBP.2~GRO" "IGFBP.2~I.309" "IGFBP.2~IGFBP.1"
## [79] "IGFBP.3~FGF.4" "IGFBP.3~FGF.7" "IGFBP.3~GCP.2"
## [82] "IGFBP.3~HGF" "IGFBP.3~I.309" "IGFBP.3~IGFBP.1"
## [85] "IGFBP.4~Ck.b8.1" "IGFBP.4~FGF.4" "IGFBP.4~FGF.7"
## [88] "IGFBP.4~Flt.3.LG" "IGFBP.4~IGFBP.3" "IL.10~CSF2"
## [91] "IL.10~CSF3" "IL.10~FGF.6" "IL.10~GRO.a"
## [94] "IL.10~I.309" "IL.10~IFN.g" "IL.12p70~ANG"
## [97] "IL.12p70~CCL26" "IL.12p70~CSF3" "IL.12p70~GDNF"
## [100] "IL.12p70~GRO" "IL.12p70~GRO.a" "IL.12p70~IGFBP.3"
## [103] "IL.13~CCL11" "IL.13~CSF2" "IL.13~CSF3"
## [106] "IL.13~FGF.6" "IL.13~GCP.2" "IL.13~I.309"
## [109] "IL.13~IFN.g" "IL.13~IGF.I" "IL.13~IL.10"
## [112] "IL.15~ANG" "IL.15~CCL11" "IL.15~CCL26"
## [115] "IL.15~CSF2" "IL.15~CSF3" "IL.15~GCP.2"
## [118] "IL.15~GDNF" "IL.15~IFN.g" "IL.15~IL.10"
## [121] "IL.15~IL.12p70" "IL.15~IL.13" "IL.16~Ck.b8.1"
## [124] "IL.16~FGF.4" "IL.16~FGF.6" "IL.16~FGF.7"
## [127] "IL.16~GRO" "IL.16~I.309" "IL.16~IL.12p70"
## [130] "IL.1a~BDNF" "IL.1a~CCL11" "IL.1a~CSF2"
## [133] "IL.1a~CSF3" "IL.1a~GCP.2" "IL.1a~GRO.a"
## [136] "IL.1a~IFN.g" "IL.1a~IGF.I" "IL.1a~IL.10"
## [139] "IL.1a~IL.13" "IL.1a~IL.15" "IL.1b~Ck.b8.1"
## [142] "IL.1b~EGF" "IL.1b~FGF.9" "IL.1b~I.309"
## [145] "IL.1b~IGFBP.1" "IL.1b~IL.16" "IL.2~ANG"
## [148] "IL.2~BDNF" "IL.2~CCL11" "IL.2~CSF2"
## [151] "IL.2~CSF3" "IL.2~EGF" "IL.2~ENA.78"
## [154] "IL.2~FGF.7" "IL.2~GRO" "IL.2~GRO.a"
## [157] "IL.2~I.309" "IL.2~IFN.g" "IL.2~IL.10"
## [160] "IL.2~IL.13" "IL.2~IL.15" "IL.2~IL.1a"
## [163] "IL.3~ANG" "IL.3~CCL26" "IL.3~FGF.4"
## [166] "IL.3~FGF.9" "IL.3~GDNF" "IL.3~I.309"
## [169] "IL.3~IFN.g" "IL.3~IGFBP.2" "IL.3~IL.10"
## [172] "IL.3~IL.13" "IL.3~IL.15" "IL.3~IL.1b"
## [175] "IL.4~ANG" "IL.4~BDNF" "IL.4~CCL26"
## [178] "IL.4~CSF1" "IL.4~FGF.6" "IL.4~GCP.2"
## [181] "IL.4~IFN.g" "IL.4~IGFBP.2" "IL.4~IGFBP.3"
## [184] "IL.4~IL.12p70" "IL.4~IL.13" "IL.4~IL.3"
## [187] "IL.5~CCL11" "IL.5~CSF2" "IL.5~CSF3"
## [190] "IL.5~GCP.2" "IL.5~HGF" "IL.5~IFN.g"
## [193] "IL.5~IGFBP.3" "IL.5~IL.10" "IL.5~IL.13"
## [196] "IL.5~IL.15" "IL.5~IL.1a" "IL.5~IL.2"
## [199] "IL.5~IL.4" "IL.6~BDNF" "IL.6~CSF3"
## [202] "IL.6~Flt.3.LG" "IL.6~GRO.a" "IL.6~IGFBP.4"
## [205] "IL.6~IL.1a" "IL.6~IL.4" "IL.6~IL.5"
## [208] "IL.7~CCL11" "IL.7~Ck.b8.1" "IL.7~CSF2"
## [211] "IL.7~CSF3" "IL.7~GCP.2" "IL.7~IFN.g"
## [214] "IL.7~IGFBP.4" "IL.7~IL.10" "IL.7~IL.13"
## [217] "IL.7~IL.15" "IL.7~IL.1a" "IL.7~IL.1b"
## [220] "IL.7~IL.2" "IL.7~IL.5" "IL.7~IL.6"
## [223] "IL.8~CSF3" "IL.8~FGF.7" "IL.8~Flt.3.LG"
## [226] "IL.8~GCP.2" "IL.8~I.309" "IL.8~IGFBP.3"
## [229] "IL.8~IGFBP.4" "IL.8~IL.1b" "IL.8~IL.2"
## [232] "IL.8~IL.4" "IL.8~IL.5" "IL.8~IL.6"
## [235] "IL.8~IL.7" "IP.10~ANG" "IP.10~CSF1"
## [238] "IP.10~EGF" "IP.10~ENA.78" "IP.10~FGF.7"
## [241] "IP.10~GDNF" "IP.10~HGF" "IP.10~IGFBP.1"
## [244] "IP.10~IGFBP.3" "IP.10~IL.12p70" "Leptin~CCL26"
## [247] "Leptin~GDNF" "Leptin~GRO" "Leptin~IGFBP.1"
## [250] "Leptin~IGFBP.2" "Leptin~IL.12p70" "Leptin~IL.4"
## [253] "LIF~BDNF" "LIF~Ck.b8.1" "LIF~CX3CL1"
## [256] "LIF~EGF" "LIF~FGF.6" "LIF~FGF.9"
## [259] "LIF~I.309" "LIF~IGFBP.4" "LIF~IL.16"
## [262] "LIF~IL.1b" "LIGHT~BLC" "LIGHT~Ck.b8.1"
## [265] "LIGHT~CX3CL1" "LIGHT~FGF.6" "LIGHT~GDNF"
## [268] "LIGHT~I.309" "LIGHT~IGF.I" "LIGHT~IL.10"
## [271] "LIGHT~IL.16" "LIGHT~IL.1b" "MCP.1~ANG"
## [274] "MCP.1~BDNF" "MCP.1~CSF2" "MCP.1~CSF3"
## [277] "MCP.1~FGF.7" "MCP.1~GCP.2" "MCP.1~GRO.a"
## [280] "MCP.1~IFN.g" "MCP.1~IL.10" "MCP.1~IL.13"
## [283] "MCP.1~IL.15" "MCP.1~IL.16" "MCP.1~IL.1a"
## [286] "MCP.1~IL.2" "MCP.1~IL.3" "MCP.1~IL.4"
## [289] "MCP.1~IL.5" "MCP.1~IL.6" "MCP.1~IL.7"
## [292] "MCP.1~IL.8" "MCP.2~ANG" "MCP.2~BLC"
## [295] "MCP.2~CSF2" "MCP.2~EGF" "MCP.2~ENA.78"
## [298] "MCP.2~FGF.7" "MCP.2~Flt.3.LG" "MCP.2~GDNF"
## [301] "MCP.2~GRO.a" "MCP.2~HGF" "MCP.2~IFN.g"
## [304] "MCP.2~IL.12p70" "MCP.2~IL.4" "MCP.2~IP.10"
## [307] "MCP.3~BDNF" "MCP.3~Ck.b8.1" "MCP.3~CSF3"
## [310] "MCP.3~CX3CL1" "MCP.3~EGF" "MCP.3~ENA.78"
## [313] "MCP.3~FGF.6" "MCP.3~FGF.7" "MCP.3~FGF.9"
## [316] "MCP.3~GCP.2" "MCP.3~GDNF" "MCP.3~HGF"
## [319] "MCP.3~I.309" "MCP.3~IGFBP.1" "MCP.3~IGFBP.3"
## [322] "MCP.3~IL.16" "MCP.3~IL.2" "MCP.3~IL.8"
## [325] "MCP.3~IP.10" "MCP.3~LIF" "MCP.4~BDNF"
## [328] "MCP.4~CCL26" "MCP.4~Ck.b8.1" "MCP.4~CX3CL1"
## [331] "MCP.4~FGF.7" "MCP.4~HGF" "MCP.4~I.309"
## [334] "MCP.4~IGF.I" "MCP.4~IL.10" "MCP.4~IL.12p70"
## [337] "MCP.4~LIGHT" "MCP.4~MCP.2" "MDC~BLC"
## [340] "MDC~CCL26" "MDC~Ck.b8.1" "MDC~CSF1"
## [343] "MDC~CSF2" "MDC~CX3CL1" "MDC~FGF.6"
## [346] "MDC~FGF.9" "MDC~I.309" "MDC~IGF.I"
## [349] "MDC~IL.16" "MDC~IL.1b" "MDC~LIF"
## [352] "MDC~LIGHT" "MDC~MCP.2" "MDC~MCP.3"
## [355] "MDC~MCP.4" "MIF~BLC" "MIF~FGF.7"
## [358] "MIF~GRO" "MIF~HGF" "MIF~IGFBP.2"
## [361] "MIF~IL.12p70" "MIF~IL.16" "MIF~IL.1b"
## [364] "MIF~LIGHT" "MIF~MCP.2" "MIG~CCL11"
## [367] "MIG~CCL24" "MIG~CCL26" "MIG~CSF2"
## [370] "MIG~CSF3" "MIG~FGF.9" "MIG~GCP.2"
## [373] "MIG~GDNF" "MIG~GRO.a" "MIG~I.309"
## [376] "MIG~IFN.g" "MIG~IGF.I" "MIG~IGFBP.4"
## [379] "MIG~IL.10" "MIG~IL.13" "MIG~IL.15"
## [382] "MIG~IL.1a" "MIG~IL.2" "MIG~IL.4"
## [385] "MIG~IL.5" "MIG~IL.7" "MIG~MCP.1"
## [388] "MIP.1b~BDNF" "MIP.1b~EGF" "MIP.1b~FGF.9"
## [391] "MIP.1b~GCP.2" "MIP.1b~GDNF" "MIP.1b~HGF"
## [394] "MIP.1b~IGFBP.1" "MIP.1b~IGFBP.3" "MIP.1b~IGFBP.4"
## [397] "MIP.1b~IL.4" "MIP.1b~LIF" "MIP.1b~LIGHT"
## [400] "MIP.1b~MCP.3" "MIP.1d~CCL26" "MIP.1d~FGF.6"
## [403] "MIP.1d~FGF.7" "MIP.1d~I.309" "MIP.1d~IGF.I"
## [406] "MIP.1d~IL.10" "MIP.1d~IL.16" "MIP.1d~IP.10"
## [409] "MIP.1d~LIF" "MIP.1d~LIGHT" "MIP.1d~MCP.4"
## [412] "MIP.1d~MDC" "MIP.3a~BDNF" "MIP.3a~Ck.b8.1"
## [415] "MIP.3a~EGF" "MIP.3a~ENA.78" "MIP.3a~FGF.4"
## [418] "MIP.3a~FGF.7" "MIP.3a~Flt.3.LG" "MIP.3a~GCP.2"
## [421] "MIP.3a~HGF" "MIP.3a~I.309" "MIP.3a~IGFBP.3"
## [424] "MIP.3a~IGFBP.4" "MIP.3a~IL.2" "MIP.3a~IL.6"
## [427] "MIP.3a~IL.8" "MIP.3a~MCP.3" "MIP.3a~MIF"
## [430] "MIP.3a~MIP.1b" "NAP.2~BDNF" "NAP.2~CCL24"
## [433] "NAP.2~FGF.7" "NAP.2~Flt.3.LG" "NAP.2~GCP.2"
## [436] "NAP.2~GRO" "NAP.2~IGFBP.1" "NAP.2~IL.16"
## [439] "NAP.2~IL.1a" "NAP.2~IL.4" "NAP.2~IL.5"
## [442] "NAP.2~IL.6" "NAP.2~MCP.1" "NAP.2~MCP.2"
## [445] "NAP.2~MIG" "NT.3~CCL24" "NT.3~CSF2"
## [448] "NT.3~CSF3" "NT.3~FGF.6" "NT.3~GCP.2"
## [451] "NT.3~GRO.a" "NT.3~IFN.g" "NT.3~IL.10"
## [454] "NT.3~IL.13" "NT.3~IL.15" "NT.3~IL.1a"
## [457] "NT.3~IL.2" "NT.3~IL.4" "NT.3~IL.5"
## [460] "NT.3~IL.7" "NT.3~LIF" "NT.3~MCP.1"
## [463] "NT.3~MIG" "NT.3~MIP.1b" "NT.4~BDNF"
## [466] "NT.4~CCL26" "NT.4~Ck.b8.1" "NT.4~CSF2"
## [469] "NT.4~EGF" "NT.4~ENA.78" "NT.4~FGF.6"
## [472] "NT.4~FGF.9" "NT.4~GRO.a" "NT.4~I.309"
## [475] "NT.4~IGF.I" "NT.4~IGFBP.4" "NT.4~IL.16"
## [478] "NT.4~IL.1b" "NT.4~IL.6" "NT.4~LIGHT"
## [481] "NT.4~MDC" "NT.4~MIF" "NT.4~MIP.1d"
## [484] "OPG~FGF.4" "OPG~FGF.7" "OPG~GCP.2"
## [487] "OPG~HGF" "OPG~I.309" "OPG~IGFBP.1"
## [490] "OPG~IGFBP.3" "OPG~IGFBP.4" "OPG~IL.10"
## [493] "OPG~IL.7" "OPG~IP.10" "OPG~MCP.2"
## [496] "OPG~MCP.3" "OPG~MCP.4" "OPG~MIP.1b"
## [499] "OPG~MIP.3a" "OPN~CCL11" "OPN~FGF.6"
## [502] "OPN~FGF.7" "OPN~HGF" "OPN~IGFBP.2"
## [505] "OPN~IGFBP.3" "OPN~IGFBP.4" "OPN~IL.1a"
## [508] "OPN~IL.6" "OPN~IP.10" "OPN~MCP.3"
## [511] "OPN~MIP.1d" "OPN~OPG" "OSM~CCL11"
## [514] "OSM~CCL26" "OSM~Ck.b8.1" "OSM~CX3CL1"
## [517] "OSM~FGF.4" "OSM~FGF.6" "OSM~I.309"
## [520] "OSM~IFN.g" "OSM~IGFBP.4" "OSM~IL.12p70"
## [523] "OSM~IL.15" "OSM~IL.16" "OSM~LIF"
## [526] "OSM~LIGHT" "OSM~MCP.3" "OSM~MDC"
## [529] "OSM~NT.4" "PARC~CCL26" "PARC~Ck.b8.1"
## [532] "PARC~CSF2" "PARC~CSF3" "PARC~FGF.4"
## [535] "PARC~FGF.6" "PARC~GDNF" "PARC~GRO"
## [538] "PARC~GRO.a" "PARC~I.309" "PARC~IFN.g"
## [541] "PARC~IGFBP.1" "PARC~IGFBP.2" "PARC~IL.10"
## [544] "PARC~IL.13" "PARC~IL.15" "PARC~IL.1a"
## [547] "PARC~IL.2" "PARC~IL.3" "PARC~IL.5"
## [550] "PARC~IL.7" "PARC~Leptin" "PARC~MCP.1"
## [553] "PARC~MIG" "PDGF.BB~BDNF" "PDGF.BB~EGF"
## [556] "PDGF.BB~ENA.78" "PDGF.BB~GCP.2" "PDGF.BB~GRO"
## [559] "PDGF.BB~IL.2" "PDGF.BB~MIP.3a" "PDGF.BB~NAP.2"
## [562] "PDGF.BB~NT.3" "PDGF.BB~NT.4" "PDGF.BB~OSM"
## [565] "PIGF~CCL26" "PIGF~CSF2" "PIGF~CSF3"
## [568] "PIGF~CX3CL1" "PIGF~FGF.4" "PIGF~FGF.9"
## [571] "PIGF~GDNF" "PIGF~GRO" "PIGF~IFN.g"
## [574] "PIGF~IL.12p70" "PIGF~IL.3" "PIGF~LIF"
## [577] "PIGF~LIGHT" "PIGF~MDC" "PIGF~MIF"
## [580] "RANTES~BDNF" "RANTES~CCL24" "RANTES~CCL26"
## [583] "RANTES~EGF" "RANTES~ENA.78" "RANTES~FGF.7"
## [586] "RANTES~GDNF" "RANTES~GRO" "RANTES~HGF"
## [589] "RANTES~I.309" "RANTES~IGFBP.2" "RANTES~IL.16"
## [592] "RANTES~IL.2" "RANTES~IP.10" "RANTES~MIF"
## [595] "RANTES~MIG" "RANTES~MIP.3a" "RANTES~NAP.2"
## [598] "RANTES~PDGF.BB" "SCF~ANG" "SCF~CCL24"
## [601] "SCF~CCL26" "SCF~Ck.b8.1" "SCF~CSF1"
## [604] "SCF~EGF" "SCF~ENA.78" "SCF~FGF.4"
## [607] "SCF~FGF.7" "SCF~GDNF" "SCF~GRO"
## [610] "SCF~HGF" "SCF~I.309" "SCF~IGFBP.2"
## [613] "SCF~IGFBP.3" "SCF~IGFBP.4" "SCF~IL.15"
## [616] "SCF~IL.2" "SCF~MCP.3" "SCF~MIP.1b"
## [619] "SCF~MIP.3a" "SCF~OPG" "SCF~OPN"
## [622] "SCF~PARC" "SCF~PDGF.BB" "SCF~RANTES"
## [625] "SDF.1~CCL26" "SDF.1~Ck.b8.1" "SDF.1~CSF3"
## [628] "SDF.1~CX3CL1" "SDF.1~FGF.9" "SDF.1~IL.12p70"
## [631] "SDF.1~IL.15" "SDF.1~IL.1b" "SDF.1~IL.3"
## [634] "SDF.1~IL.4" "SDF.1~IL.7" "SDF.1~Leptin"
## [637] "SDF.1~MIP.1d" "SDF.1~NT.3" "SDF.1~PIGF"
## [640] "TARC~BDNF" "TARC~CCL26" "TARC~EGF"
## [643] "TARC~ENA.78" "TARC~GCP.2" "TARC~GRO"
## [646] "TARC~GRO.a" "TARC~IL.13" "TARC~IL.2"
## [649] "TARC~MIP.1b" "TARC~MIP.3a" "TARC~NT.3"
## [652] "TARC~NT.4" "TARC~PDGF.BB" "TARC~RANTES"
## [655] "TGF.b1~CCL11" "TGF.b1~CSF2" "TGF.b1~CSF3"
## [658] "TGF.b1~GCP.2" "TGF.b1~I.309" "TGF.b1~IFN.g"
## [661] "TGF.b1~IL.10" "TGF.b1~IL.13" "TGF.b1~IL.15"
## [664] "TGF.b1~IL.1a" "TGF.b1~IL.2" "TGF.b1~IL.5"
## [667] "TGF.b1~IL.7" "TGF.b1~IL.8" "TGF.b1~MCP.1"
## [670] "TGF.b1~MCP.3" "TGF.b1~MCP.4" "TGF.b1~MIG"
## [673] "TGF.b1~NT.3" "TGF.b1~PARC" "TGF.b1~PIGF"
## [676] "TGF.b1~SDF.1" "TGF.b1~TARC" "TGF.b2~CCL24"
## [679] "TGF.b2~CSF1" "TGF.b2~EGF" "TGF.b2~FGF.4"
## [682] "TGF.b2~FGF.9" "TGF.b2~I.309" "TGF.b2~IGFBP.4"
## [685] "TGF.b2~IL.16" "TGF.b2~IL.7" "TGF.b2~LIF"
## [688] "TGF.b2~MCP.3" "TGF.b2~MDC" "TGF.b2~NT.3"
## [691] "TGF.b2~SDF.1" "TGF.b2~TGF.b1" "TGF.b3~Ck.b8.1"
## [694] "TGF.b3~CX3CL1" "TGF.b3~FGF.9" "TGF.b3~GDNF"
## [697] "TGF.b3~I.309" "TGF.b3~IGFBP.1" "TGF.b3~IGFBP.4"
## [700] "TGF.b3~IL.10" "TGF.b3~IL.16" "TGF.b3~IL.7"
## [703] "TGF.b3~IL.8" "TGF.b3~LIGHT" "TGF.b3~MCP.3"
## [706] "TGF.b3~MDC" "TGF.b3~OPG" "TGF.b3~OSM"
## [709] "TGF.b3~PARC" "TGF.b3~TGF.b2" "THPO~CCL26"
## [712] "THPO~Ck.b8.1" "THPO~CX3CL1" "THPO~ENA.78"
## [715] "THPO~FGF.9" "THPO~I.309" "THPO~IGFBP.4"
## [718] "THPO~IL.10" "THPO~IL.16" "THPO~IL.1a"
## [721] "THPO~LIF" "THPO~MCP.1" "THPO~MCP.3"
## [724] "THPO~MDC" "THPO~MIP.1b" "THPO~NT.4"
## [727] "THPO~OSM" "THPO~PIGF" "THPO~RANTES"
## [730] "THPO~TARC" "THPO~TGF.b2" "THPO~TGF.b3"
## [733] "TIMP.1~ENA.78" "TIMP.1~GDNF" "TIMP.1~GRO"
## [736] "TIMP.1~IGFBP.3" "TIMP.1~IL.12p70" "TIMP.1~IP.10"
## [739] "TIMP.1~MCP.2" "TIMP.1~MCP.3" "TIMP.1~MCP.4"
## [742] "TIMP.1~MIF" "TIMP.1~NAP.2" "TIMP.1~OSM"
## [745] "TIMP.1~PIGF" "TIMP.1~RANTES" "TIMP.1~TARC"
## [748] "TIMP.1~THPO" "TIMP.2~ANG" "TIMP.2~BDNF"
## [751] "TIMP.2~CSF1" "TIMP.2~FGF.4" "TIMP.2~FGF.7"
## [754] "TIMP.2~GCP.2" "TIMP.2~HGF" "TIMP.2~I.309"
## [757] "TIMP.2~IFN.g" "TIMP.2~IGFBP.1" "TIMP.2~IGFBP.2"
## [760] "TIMP.2~IGFBP.3" "TIMP.2~IL.10" "TIMP.2~IL.13"
## [763] "TIMP.2~IL.1a" "TIMP.2~IL.3" "TIMP.2~IL.4"
## [766] "TIMP.2~IP.10" "TIMP.2~MCP.3" "TIMP.2~MIP.1d"
## [769] "TIMP.2~MIP.3a" "TIMP.2~NT.4" "TIMP.2~OPG"
## [772] "TIMP.2~PIGF" "TIMP.2~SCF" "TNF.a~CCL11"
## [775] "TNF.a~CSF2" "TNF.a~CSF3" "TNF.a~FGF.7"
## [778] "TNF.a~GCP.2" "TNF.a~GRO" "TNF.a~GRO.a"
## [781] "TNF.a~IFN.g" "TNF.a~IGFBP.3" "TNF.a~IL.10"
## [784] "TNF.a~IL.13" "TNF.a~IL.15" "TNF.a~IL.16"
## [787] "TNF.a~IL.1a" "TNF.a~IL.1b" "TNF.a~IL.2"
## [790] "TNF.a~IL.5" "TNF.a~IL.7" "TNF.a~IL.8"
## [793] "TNF.a~MCP.1" "TNF.a~MCP.3" "TNF.a~MIG"
## [796] "TNF.a~NAP.2" "TNF.a~NT.3" "TNF.a~PARC"
## [799] "TNF.a~PIGF" "TNF.a~TGF.b1" "TNF.b~BDNF"
## [802] "TNF.b~CCL11" "TNF.b~CSF2" "TNF.b~CSF3"
## [805] "TNF.b~ENA.78" "TNF.b~GCP.2" "TNF.b~GRO.a"
## [808] "TNF.b~IFN.g" "TNF.b~IL.10" "TNF.b~IL.13"
## [811] "TNF.b~IL.15" "TNF.b~IL.1a" "TNF.b~IL.2"
## [814] "TNF.b~IL.5" "TNF.b~IL.7" "TNF.b~MCP.1"
## [817] "TNF.b~MIG" "TNF.b~NT.3" "TNF.b~NT.4"
## [820] "TNF.b~PARC" "TNF.b~PIGF" "TNF.b~TARC"
## [823] "TNF.b~TGF.b1" "TNF.b~TNF.a" "VEGF~BLC"
## [826] "VEGF~Ck.b8.1" "VEGF~CSF2" "VEGF~CX3CL1"
## [829] "VEGF~EGF" "VEGF~FGF.9" "VEGF~IGFBP.2"
## [832] "VEGF~IL.1b" "VEGF~IL.3" "VEGF~IL.4"
## [835] "VEGF~IL.5" "VEGF~IL.6" "VEGF~IL.7"
## [838] "VEGF~LIF" "VEGF~MCP.2" "VEGF~MIG"
## [841] "VEGF~MIP.1b" "VEGF~NAP.2" "VEGF~NT.3"
## [844] "VEGF~NT.4" "VEGF~OPG" "VEGF~PIGF"
## [847] "VEGF~TARC" "VEGF~TGF.b3" "VEGF~THPO"
## 计算5个组合的交集
sort(intersect(intersect(intersect(intersect(zuheFF,zuheFL),zuheHF),zuheMF),zuheFA))
## character(0)
vcol <- c("red","blue","green","DeepPink","Gold")
T<-venn.diagram(list(Fatal_Other =zuheFA,
Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF,
Mild_First = zuheMF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 现在的三个图里要统一颜色。healthy绿，first红，other紫，last兰
## &前后加上空杠: Mild_&_Healthy, Severe_&_Healthy, Fatal_&_Healthy
## 针对Severe、Healthy的veen图
vcol <- c("DeepPink","red","blue","green")
T<-venn.diagram(list(Severe_Other = zuheSA,
Severe_First = zuheSF,
Severe_Last = zuheSL,
Healthy_First = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Fatal、Healthy的veen图
vcol <- c("deeppink","red","blue","green")
T<-venn.diagram(list(Fatal_Other =zuheFA,
Fatal_First=zuheFF,
Fatal_Last = zuheFL,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 针对Mild、Healthy的veen图
vcol <- c("deeppink","red","green")
T<-venn.diagram(list(Mild_Other = zuheMA,
Mild_First = zuheMF,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5,margin = 0.1)
grid.draw(T)
## 提取三个交集
SHin <- intersect(intersect(intersect(zuheSA,zuheSF),zuheSL),zuheHF)
SHin
## [1] "IL.15~IL.13" "TNF.a~IL.5"
FHin <- intersect(intersect(intersect(zuheFA,zuheFF),zuheFL),zuheHF)
FHin
## [1] "PDGF.BB~BDNF" "IL.15~CSF3" "IL.7~CSF3" "IL.15~IL.13"
## [5] "IL.7~IL.15" "TNF.a~IL.5" "TGF.b1~IL.7"
MHin <- intersect(intersect(zuheMA,zuheMF),zuheHF)
MHin
## [1] "PDGF.BB~EGF" "NAP.2~MIG"
vcol <- c("green","red","blue")
T<-venn.diagram(list(Mild__Healthy = MHin,
Severe__Healthy = SHin,
Fatal__Healthy = FHin),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5)
grid.draw(T)
## 5. 最后在做一个fatal,severe,mild和health这四个的交集的venn图。
## mild用绿色，fatal用蓝色 severe用红色（就是前面那些图的那种淡红色）
## 然后health用黄色 也是前面用过的那种淡黄色
fatal <- intersect(intersect(zuheFA,zuheFF),zuheFL)
fatal
## [1] "PDGF.BB~BDNF" "CSF3~CSF2" "IFN.g~CSF2" "IL.13~CSF2"
## [5] "IL.15~CSF2" "IL.1a~CSF2" "IL.2~CSF2" "IL.5~CSF2"
## [9] "IL.7~CSF2" "TGF.b1~CSF2" "TNF.a~CSF2" "TNF.b~CSF2"
## [13] "IFN.g~CSF3" "IL.13~CSF3" "IL.15~CSF3" "IL.1a~CSF3"
## [17] "IL.2~CSF3" "IL.5~CSF3" "IL.7~CSF3" "MIG~CSF3"
## [21] "TGF.b1~CSF3" "TNF.a~CSF3" "TNF.b~CSF3" "HGF~FGF.7"
## [25] "OPG~HGF" "IL.13~IFN.g" "IL.15~IFN.g" "IL.1a~IFN.g"
## [29] "IL.2~IFN.g" "IL.5~IFN.g" "IL.7~IFN.g" "TGF.b1~IFN.g"
## [33] "TNF.a~IFN.g" "TNF.b~IFN.g" "IL.15~IL.13" "IL.1a~IL.13"
## [37] "IL.2~IL.13" "IL.5~IL.13" "IL.7~IL.13" "MIG~IL.13"
## [41] "TGF.b1~IL.13" "TNF.a~IL.13" "TNF.b~IL.13" "IL.1a~IL.15"
## [45] "IL.2~IL.15" "IL.5~IL.15" "IL.7~IL.15" "TGF.b1~IL.15"
## [49] "TNF.a~IL.15" "TNF.b~IL.15" "IL.2~IL.1a" "MIG~IL.1a"
## [53] "TGF.b1~IL.1a" "TNF.a~IL.1a" "TNF.b~IL.1a" "IL.5~IL.2"
## [57] "IL.7~IL.2" "TGF.b1~IL.2" "TNF.a~IL.2" "TNF.b~IL.2"
## [61] "IL.7~IL.5" "MIG~IL.5" "TGF.b1~IL.5" "TNF.a~IL.5"
## [65] "TNF.b~IL.5" "TGF.b1~IL.7" "TNF.a~IL.7" "TNF.b~IL.7"
## [69] "TGF.b1~MIG" "TNF.a~MIG" "TNF.a~TGF.b1" "TNF.b~TGF.b1"
## [73] "TNF.b~TNF.a"
severe <- intersect(intersect(zuheSA,zuheSF),zuheSL)
severe
## [1] "IL.13~CSF3" "NT.4~FGF.7" "IL.15~IL.13" "TNF.a~IL.5" "TNF.a~IL.7"
mild <- intersect(zuheMA,zuheMF)
mild
## [1] "I.309~CCL26" "PARC~CCL26" "IGF.I~Ck.b8.1" "TGF.b2~CSF1"
## [5] "PDGF.BB~EGF" "IL.4~FGF.6" "IL.2~FGF.7" "PARC~GDNF"
## [9] "IL.3~I.309" "IL.2~IFN.g" "MCP.1~IFN.g" "OPG~IGFBP.1"
## [13] "SCF~IL.15" "TIMP.2~IL.1a" "TNF.b~IL.1a" "MIG~IL.2"
## [17] "IL.4~IL.3" "PARC~IL.3" "TIMP.2~IL.4" "MIP.1d~LIF"
## [21] "TNF.a~MCP.1" "TGF.b1~MCP.3" "NAP.2~MIG"
vcol <- c("green","red","blue","yellow")
T<-venn.diagram(list(Mild = mild,
Severe = severe,
Fatal = fatal,
Healthy = zuheHF),
filename = NULL,lwd = 0.5,
fill = vcol,alpha = 0.5)
grid.draw(T)
