ECMO0914
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data<-read.csv("C:/ECMO/ECMO909.csv")
head(data) Unit.number Name Sex Age Date Year Holiday Insertion.time
1 `08243022 이영순 1 49 20090511 2009 1 1
2 13034861 윤기정 1 77 20090518 2009 1 NA
3 14186610 임지현 1 33 20090722 2009 1 1
4 14340394 이수맹 0 67 20091007 2009 1 1
5 10870744 김창길 0 56 20100212 2010 1 0
6 11071670 이영익 0 67 20100217 2010 1 0
ECMO.duration Death Height Weight BMI Diagnosis Smoking CAD CVA PAD DM
1 8 1 NA NA NA 1 2 1 1 1 1
2 24 0 NA NA NA 4 2 1 1 1 1
3 8 2 NA NA NA 3 2 1 1 1 1
4 15 0 NA NA NA 4 0 0 1 1 0
5 5 0 1.65 68 29.76 4 2 1 1 1 1
6 2 0 1.70 65 26.37 3 2 1 1 1 1
HBP Indication Mode CA OHCA CPR.duration CA.ECMO.Time EKG Weaning Vent
1 1 0 0 1 NA NA NA 2 0 0
2 0 0 0 1 NA NA NA 2 0 0
3 1 1 1 1 NA NA NA 2 0 0
4 0 0 0 0 1 37 37 0 0 0
5 0 0 0 0 1 25 25 0 1 0
6 1 1 1 0 1 210 210 2 1 0
Intu.day HD ICU.stay CRRT CRRT.duration CAG PCI GCS Bleeding Tamponade
1 8 30 11 0 8 1 1 15 1 1
2 27 31 31 1 NA 0 1 5 1 1
3 27 28 28 1 NA 1 1 15 0 1
4 17 17 17 0 13 0 0 3 1 1
5 5 5 5 0 3 0 0 3 1 1
6 3 43 3 1 NA 1 1 12 1 1
Pulmo AKI Liver.failure MOF Sepsis Stroke Leg.ischemia WBC Hct PLT
1 1 0 1 1 1 1 1 16400 43.0 248
2 1 0 1 1 1 1 1 5230 30.1 154
3 0 1 1 0 0 1 1 18030 37.8 55
4 0 0 1 0 1 1 1 9670 36.0 54
5 1 0 1 1 1 1 1 10930 44.8 293
6 1 0 1 1 0 1 1 17950 22.3 70
Sodium K Lactate PH HCO3 BUN Cr Glucose Albumin Total..bilirubin
1 143.2 3.9 10.6 7.20 15.9 20.1 2.3 184 4.7 1.1
2 143.2 3.1 NA 7.49 22.0 6.3 1.0 153 4.2 0.5
3 148.9 3.4 NA 7.59 23.3 22.3 1.3 150 3.1 1.1
4 144.8 3.4 NA 7.26 9.0 20.1 1.5 56 2.2 0.5
5 136.8 3.2 NA 7.18 13.4 15.9 1.5 200 2.5 0.6
6 143.2 6.5 NA 7.14 10.9 48.9 2.5 488 1.6 0.3
CRP D.dimer CK.MB Troponin PRC FFP PC Cryo
1 0.31 2.29 30.95 3.050 5 3 72 0
2 1.03 NA 3.97 0.298 22 7 61 0
3 8.22 11.28 219.50 1.300 4 19 40 0
4 13.34 1.03 8.91 0.088 35 9 136 0
5 0.07 NA 3.47 0.020 10 0 18 0
6 23.27 0.44 4.38 0.036 24 5 42 0str(data)'data.frame': 76 obs. of 67 variables:
$ Unit.number : Factor w/ 76 levels "`08243022","10279578",..: 1 9 13 14 3 4 66 5 11 16 ...
$ Name : Factor w/ 74 levels "강신윤","강신훈",..: 43 36 54 41 13 44 37 29 17 60 ...
$ Sex : int 1 1 1 0 0 0 0 0 0 1 ...
$ Age : int 49 77 33 67 56 67 76 48 67 69 ...
$ Date : int 20090511 20090518 20090722 20091007 20100212 20100217 20100223 20100317 20100323 20100408 ...
$ Year : int 2009 2009 2009 2009 2010 2010 2010 2010 2010 2010 ...
$ Holiday : int 1 1 1 1 1 1 1 1 1 1 ...
$ Insertion.time : int 1 NA 1 1 0 0 0 1 1 0 ...
$ ECMO.duration : int 8 24 8 15 5 2 5 1 14 6 ...
$ Death : int 1 0 2 0 0 0 0 0 0 0 ...
$ Height : num NA NA NA NA 1.65 1.7 1.64 1.75 1.65 1.55 ...
$ Weight : num NA NA NA NA 68 65 68 75 60 53 ...
$ BMI : num NA NA NA NA 29.8 ...
$ Diagnosis : int 1 4 3 4 4 3 4 4 4 4 ...
$ Smoking : int 2 2 2 0 2 2 1 0 2 2 ...
$ CAD : int 1 1 1 0 1 1 1 1 1 1 ...
$ CVA : int 1 1 1 1 1 1 1 1 1 1 ...
$ PAD : int 1 1 1 1 1 1 1 1 1 1 ...
$ DM : int 1 1 1 0 1 1 0 0 0 0 ...
$ HBP : int 1 0 1 0 0 1 0 0 0 1 ...
$ Indication : int 0 0 1 0 0 1 0 0 0 0 ...
$ Mode : int 0 0 1 0 0 1 0 0 0 0 ...
$ CA : int 1 1 1 0 0 0 1 0 1 0 ...
$ OHCA : int NA NA NA 1 1 1 NA 0 NA 0 ...
$ CPR.duration : int NA NA NA 37 25 210 NA 30 NA 20 ...
$ CA.ECMO.Time : int NA NA NA 37 25 210 NA 240 NA 540 ...
$ EKG : int 2 2 2 0 0 2 2 2 2 2 ...
$ Weaning : int 0 0 0 0 1 1 0 1 0 1 ...
$ Vent : int 0 0 0 0 0 0 0 0 0 0 ...
$ Intu.day : Factor w/ 28 levels "0","1","10","11",..: 26 16 16 9 23 18 27 11 10 24 ...
$ HD : int 30 31 28 17 5 43 12 2 20 6 ...
$ ICU.stay : int 11 31 28 17 5 3 12 2 20 6 ...
$ CRRT : int 0 1 1 0 0 1 1 1 1 0 ...
$ CRRT.duration : int 8 NA NA 13 3 NA NA NA NA 5 ...
$ CAG : int 1 0 1 0 0 1 0 1 0 1 ...
$ PCI : int 1 1 1 0 0 1 0 1 1 1 ...
$ GCS : int 15 5 15 3 3 12 4 3 3 3 ...
$ Bleeding : int 1 1 0 1 1 1 1 0 0 1 ...
$ Tamponade : int 1 1 1 1 1 1 1 1 1 1 ...
$ Pulmo : int 1 1 0 0 1 1 1 1 1 1 ...
$ AKI : int 0 0 1 0 0 0 1 1 1 0 ...
$ Liver.failure : int 1 1 1 1 1 1 1 1 1 1 ...
$ MOF : int 1 1 0 0 1 1 0 0 0 1 ...
$ Sepsis : int 1 1 0 1 1 0 1 1 0 1 ...
$ Stroke : int 1 1 1 1 1 1 1 1 1 1 ...
$ Leg.ischemia : int 1 1 1 1 1 1 1 1 1 1 ...
$ WBC : int 16400 5230 18030 9670 10930 17950 6790 20410 18230 21500 ...
$ Hct : num 43 30.1 37.8 36 44.8 22.3 40.1 32.1 26.5 30.2 ...
$ PLT : int 248 154 55 54 293 70 173 203 334 235 ...
$ Sodium : num 143 143 149 145 137 ...
$ K : num 3.9 3.1 3.4 3.4 3.2 6.5 3.8 6.6 4.1 5.4 ...
$ Lactate : num 10.6 NA NA NA NA NA NA 15.5 15.6 7.6 ...
$ PH : num 7.2 7.49 7.59 7.26 7.18 ...
$ HCO3 : num 15.9 22 23.3 9 13.4 10.9 14.9 10.5 12.7 12.5 ...
$ BUN : num 20.1 6.3 22.3 20.1 15.9 48.9 15.8 54.6 49.9 40.7 ...
$ Cr : num 2.3 1 1.3 1.5 1.5 2.5 0.9 3.9 1.3 1.6 ...
$ Glucose : int 184 153 150 56 200 488 178 256 230 208 ...
$ Albumin : num 4.7 4.2 3.1 2.2 2.5 1.6 3.8 3 4.1 2.8 ...
$ Total..bilirubin: num 1.1 0.5 1.1 0.5 0.6 0.3 1.1 0.6 0.5 1 ...
$ CRP : num 0.31 1.03 8.22 13.34 0.07 ...
$ D.dimer : num 2.29 NA 11.28 1.03 NA ...
$ CK.MB : num 30.95 3.97 219.5 8.91 3.47 ...
$ Troponin : num 3.05 0.298 1.3 0.088 0.02 ...
$ PRC : int 5 22 4 35 10 24 14 9 42 10 ...
$ FFP : int 3 7 19 9 0 5 0 0 5 0 ...
$ PC : int 72 61 40 136 18 42 46 0 170 54 ...
$ Cryo : int 0 0 0 0 0 0 0 0 0 0 ...data1=data[data$Death<2,-c(1,2,5)]
data1$Survive=ifelse(data1$Death==0,0,1)
table(data1$Indication)
0 1
59 14 library(compareGroups)
data1$Sex=ifelse(data1$Sex==1,"Female","Male")
data1$Holiday=ifelse(data1$Holiday==1,"Not Holiday","Holiday")
data1$Insertion.time=ifelse(data1$Insertion.time==1,"Emergency","Elective")
data1$Death=ifelse(data1$Death==1,"Survivor","Non-survivor")
data1$Smoking=ifelse(data1$Smoking==1,"No","Yes")
data1$CAD=ifelse(data1$CAD==1,"No","Yes")
data1$CVA=ifelse(data1$CVA==1,"No","Yes")
data1$PAD=ifelse(data1$PAD==1,"No","Yes")
data1$DM=ifelse(data1$DM==1,"No","Yes")
data1$HBP=ifelse(data1$HBP==1,"No","Yes")
data1$Indication=ifelse(data1$Indication==1,"Respiratory","Cardiology")
data1$Mode=ifelse(data1$Mode==1,"VV","VA")
data1$CA=ifelse(data1$CA==1,"No","Yes")
data1$OHCA=ifelse(data1$OHCA==1,"IHCA","OHCA")
data1$EKG=ifelse(data1$EKG==0,"Asystole",
ifelse(data1$EKG==1,"PEA","ETC"))
data1$Diagnosis=ifelse(data1$Diagnosis==1,"Myocarditis",
ifelse(data1$Diagnosis==2,"PTE",
ifelse(data1$Diagnosis==3,"ARDS",
ifelse(data1$Diagnosis==4,"ACS",
ifelse(data1$Diagnosis==5,"pump failure","ETC")))))
data1$Weaning=ifelse(data1$Weaning==1,"Fail","Success")
data1$Vent=ifelse(data1$Vent==1,"No","Yes")
data1$CRRT=ifelse(data1$CRRT==1,"No","Yes")
data1$CAG=ifelse(data1$CAG==1,"No","Yes")
data1$PCI=ifelse(data1$PCI==1,"No","Yes")
data1$Bleeding=ifelse(data1$Bleeding==1,"No","Yes")
data1$Tamponade=ifelse(data1$Tamponade==1,"No","Yes")
data1$Pulmo=ifelse(data1$Pulmo==1,"No","Yes")
data1$AKI=ifelse(data1$AKI==1,"No","Yes")
data1$Liver.failure=ifelse(data1$Liver.failure==1,"No","Yes")
data1$MOF=ifelse(data1$MOF==1,"No","Yes")
data1$Sepsis=ifelse(data1$Sepsis==1,"No","Yes")
data1$Stroke=ifelse(data1$Stroke==1,"No","Yes")
data1$Leg.ischemia=ifelse(data1$Leg.ischemia==1,"No","Yes")
mosaicplot(~Year+Indication,data=data1,color=TRUE,main="Indication of ECMO")
summary(data1) Sex Age Year Holiday
Length:73 Min. : 2.0 Min. :2009 Length:73
Class :character 1st Qu.:53.0 1st Qu.:2011 Class :character
Mode :character Median :65.0 Median :2012 Mode :character
Mean :60.5 Mean :2012
3rd Qu.:73.0 3rd Qu.:2013
Max. :86.0 Max. :2014
Insertion.time ECMO.duration Death Height
Length:73 Min. : 1.00 Length:73 Min. :0.91
Class :character 1st Qu.: 2.00 Class :character 1st Qu.:1.60
Mode :character Median : 6.00 Mode :character Median :1.65
Mean : 7.42 Mean :1.64
3rd Qu.:10.00 3rd Qu.:1.70
Max. :24.00 Max. :1.83
NA's :9
Weight BMI Diagnosis Smoking
Min. :11.5 Min. :12.5 Length:73 Length:73
1st Qu.:55.0 1st Qu.:24.4 Class :character Class :character
Median :60.0 Median :27.0 Mode :character Mode :character
Mean :60.5 Mean :26.6
3rd Qu.:68.0 3rd Qu.:28.8
Max. :80.0 Max. :33.5
NA's :7 NA's :9
CAD CVA PAD
Length:73 Length:73 Length:73
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
DM HBP Indication
Length:73 Length:73 Length:73
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
Mode CA OHCA CPR.duration
Length:73 Length:73 Length:73 Min. : 2.0
Class :character Class :character Class :character 1st Qu.: 10.2
Mode :character Mode :character Mode :character Median : 22.5
Mean : 29.9
3rd Qu.: 40.0
Max. :210.0
NA's :35
CA.ECMO.Time EKG Weaning Vent
Min. : 0.0 Length:73 Length:73 Length:73
1st Qu.: 18.5 Class :character Class :character Class :character
Median : 39.0 Mode :character Mode :character Mode :character
Mean : 95.6
3rd Qu.: 49.5
Max. :1080.0
NA's :35
Intu.day HD ICU.stay CRRT
2 : 7 Min. : 0.0 Min. : 0.0 Length:73
3 : 6 1st Qu.: 4.0 1st Qu.: 4.0 Class :character
4 : 6 Median :19.0 Median : 9.0 Mode :character
6 : 6 Mean :23.1 Mean :12.9
1 : 5 3rd Qu.:37.0 3rd Qu.:19.0
10 : 4 Max. :86.0 Max. :44.0
(Other):39
CRRT.duration CAG PCI GCS
Min. : 1.00 Length:73 Length:73 Min. : 3.00
1st Qu.: 3.00 Class :character Class :character 1st Qu.: 4.00
Median : 5.00 Mode :character Mode :character Median : 7.00
Mean : 6.48 Mean : 8.03
3rd Qu.: 8.00 3rd Qu.:13.00
Max. :20.00 Max. :15.00
NA's :44
Bleeding Tamponade Pulmo
Length:73 Length:73 Length:73
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
AKI Liver.failure MOF
Length:73 Length:73 Length:73
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
Sepsis Stroke Leg.ischemia WBC
Length:73 Length:73 Length:73 Min. : 610
Class :character Class :character Class :character 1st Qu.: 8780
Mode :character Mode :character Mode :character Median :12510
Mean :13571
3rd Qu.:16670
Max. :48290
Hct PLT Sodium K Lactate
Min. :18.1 Min. : 17 Min. :128 Min. :2.40 Min. : 0.50
1st Qu.:30.7 1st Qu.: 97 1st Qu.:139 1st Qu.:3.70 1st Qu.: 1.70
Median :33.9 Median :142 Median :141 Median :4.00 Median : 3.05
Mean :34.6 Mean :160 Mean :141 Mean :4.23 Mean : 6.15
3rd Qu.:40.0 3rd Qu.:214 3rd Qu.:144 3rd Qu.:4.50 3rd Qu.:10.90
Max. :53.8 Max. :414 Max. :157 Max. :7.60 Max. :18.50
NA's :25
PH HCO3 BUN Cr Glucose
Min. :6.75 Min. : 5.9 Min. : 6.3 Min. :0.40 Min. : 50
1st Qu.:7.14 1st Qu.:10.9 1st Qu.:15.8 1st Qu.:0.90 1st Qu.:136
Median :7.27 Median :13.6 Median :21.1 Median :1.20 Median :184
Mean :7.26 Mean :14.7 Mean :26.5 Mean :1.46 Mean :204
3rd Qu.:7.41 3rd Qu.:18.1 3rd Qu.:32.8 3rd Qu.:1.60 3rd Qu.:247
Max. :7.52 Max. :32.3 Max. :88.9 Max. :8.30 Max. :488
NA's :1
Albumin Total..bilirubin CRP D.dimer
Min. :1.40 Min. :0.30 Min. : 0.02 Min. : 0.05
1st Qu.:2.40 1st Qu.:0.50 1st Qu.: 0.48 1st Qu.: 1.19
Median :2.90 Median :1.00 Median : 2.66 Median : 4.71
Mean :2.98 Mean :1.27 Mean : 7.27 Mean : 9.54
3rd Qu.:3.70 3rd Qu.:1.40 3rd Qu.:13.50 3rd Qu.:15.23
Max. :4.70 Max. :7.10 Max. :30.25 Max. :45.00
NA's :24
CK.MB Troponin PRC FFP
Min. : 0.7 Min. : 0.010 Min. : 0.0 Min. : 0.0
1st Qu.: 3.0 1st Qu.: 0.034 1st Qu.: 9.0 1st Qu.: 0.0
Median : 15.5 Median : 0.232 Median : 19.0 Median : 7.0
Mean : 35.6 Mean : 1.426 Mean : 25.0 Mean :11.3
3rd Qu.: 34.8 3rd Qu.: 1.120 3rd Qu.: 32.2 3rd Qu.:17.2
Max. :300.0 Max. :17.190 Max. :150.0 Max. :72.0
NA's :9 NA's :11 NA's :1 NA's :1
PC Cryo Survive
Min. : 0.0 Min. : 0.00 Min. :0.000
1st Qu.: 10.0 1st Qu.: 0.00 1st Qu.:0.000
Median : 32.0 Median : 0.00 Median :0.000
Mean : 48.9 Mean : 1.82 Mean :0.301
3rd Qu.: 60.2 3rd Qu.: 0.00 3rd Qu.:1.000
Max. :240.0 Max. :20.00 Max. :1.000
NA's :1 NA's :1 table(data1$Indication)
Cardiology Respiratory
59 14 res=compareGroups(Indication~.,data=data1)
res
-------- Summary of results by groups of 'Indication'---------
var N p.value method selection
1 Sex 73 1.000 categorical ALL
2 Age 73 0.249 continuous normal ALL
3 Year 73 0.071* continuous normal ALL
4 Holiday 73 0.675 categorical ALL
5 Insertion.time 72 0.421 categorical ALL
6 ECMO.duration 73 0.413 continuous normal ALL
7 Death 73 0.747 categorical ALL
8 Height 64 0.500 continuous normal ALL
9 Weight 66 0.258 continuous normal ALL
10 BMI 64 0.306 continuous normal ALL
11 Diagnosis 73 <0.001** categorical ALL
12 Smoking 73 1.000 categorical ALL
13 CAD 73 0.061* categorical ALL
14 CVA 73 1.000 categorical ALL
15 PAD 73 . categorical ALL
16 DM 73 0.331 categorical ALL
17 HBP 73 0.173 categorical ALL
18 Mode 73 <0.001** categorical ALL
19 CA 73 0.097* categorical ALL
20 OHCA 38 1.000 categorical ALL
21 CPR.duration 38 0.576 continuous normal ALL
22 CA.ECMO.Time 38 0.328 continuous normal ALL
23 EKG 73 0.179 categorical ALL
24 Weaning 73 0.878 categorical ALL
25 Vent 73 1.000 categorical ALL
26 HD 73 0.265 continuous normal ALL
27 ICU.stay 73 0.542 continuous normal ALL
28 CRRT 73 0.239 categorical ALL
29 CRRT.duration 29 0.152 continuous normal ALL
30 CAG 73 <0.001** categorical ALL
31 PCI 73 0.015** categorical ALL
32 GCS 73 0.632 continuous normal ALL
33 Bleeding 73 0.354 categorical ALL
34 Tamponade 73 1.000 categorical ALL
35 Pulmo 73 1.000 categorical ALL
36 AKI 73 0.350 categorical ALL
37 Liver.failure 73 1.000 categorical ALL
38 MOF 73 1.000 categorical ALL
39 Sepsis 73 1.000 categorical ALL
40 Stroke 73 0.349 categorical ALL
41 Leg.ischemia 73 1.000 categorical ALL
42 WBC 73 0.184 continuous normal ALL
43 Hct 73 0.104 continuous normal ALL
44 PLT 73 0.738 continuous normal ALL
45 Sodium 73 0.159 continuous normal ALL
46 K 73 0.872 continuous normal ALL
47 Lactate 48 0.405 continuous normal ALL
48 PH 73 0.204 continuous normal ALL
49 HCO3 73 0.135 continuous normal ALL
50 BUN 73 0.674 continuous normal ALL
51 Cr 73 0.885 continuous normal ALL
52 Glucose 72 0.852 continuous normal ALL
53 Albumin 73 0.001** continuous normal ALL
54 Total..bilirubin 73 0.474 continuous normal ALL
55 CRP 73 0.001** continuous normal ALL
56 D.dimer 49 0.235 continuous normal ALL
57 CK.MB 64 0.144 continuous normal ALL
58 Troponin 62 0.004** continuous normal ALL
59 PRC 72 <0.001** continuous normal ALL
60 FFP 72 0.060* continuous normal ALL
61 PC 72 0.013** continuous normal ALL
62 Cryo 72 0.001** continuous normal ALL
63 Survive 73 0.641 continuous normal ALL
-----
Signif. codes: 0 '**' 0.05 '*' 0.1 ' ' 1 createTable(res)
--------Summary descriptives table by 'Indication'---------
_____________________________________________________
Cardiology Respiratory p.overall
N=59 N=14
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Sex: 1.000
Female 24 (40.7%) 6 (42.9%)
Male 35 (59.3%) 8 (57.1%)
Age 61.7 (15.4) 55.1 (19.3) 0.249
Year 2012 (1.45) 2013 (1.39) 0.071
Holiday: 0.675
Holiday 9 (15.3%) 1 (7.14%)
Not Holiday 50 (84.7%) 13 (92.9%)
Insertion.time: 0.421
Elective 32 (55.2%) 10 (71.4%)
Emergency 26 (44.8%) 4 (28.6%)
ECMO.duration 7.63 (6.50) 6.57 (3.57) 0.413
Death: 0.747
Non-survivor 42 (71.2%) 9 (64.3%)
Survivor 17 (28.8%) 5 (35.7%)
Height 1.65 (0.09) 1.60 (0.23) 0.500
Weight 61.6 (9.12) 56.2 (15.6) 0.258
BMI 26.9 (3.28) 25.3 (4.88) 0.306
Diagnosis: <0.001
ACS 31 (52.5%) 0 (0.00%)
ARDS 0 (0.00%) 13 (92.9%)
ETC 7 (11.9%) 1 (7.14%)
Myocarditis 6 (10.2%) 0 (0.00%)
PTE 8 (13.6%) 0 (0.00%)
pump failure 7 (11.9%) 0 (0.00%)
Smoking: 1.000
No 8 (13.6%) 2 (14.3%)
Yes 51 (86.4%) 12 (85.7%)
CAD: 0.061
No 46 (78.0%) 14 (100%)
Yes 13 (22.0%) 0 (0.00%)
CVA: 1.000
No 56 (94.9%) 13 (92.9%)
Yes 3 (5.08%) 1 (7.14%)
PAD: No 59 (100%) 14 (100%) .
DM: 0.331
No 42 (71.2%) 12 (85.7%)
Yes 17 (28.8%) 2 (14.3%)
HBP: 0.173
No 32 (54.2%) 11 (78.6%)
Yes 27 (45.8%) 3 (21.4%)
Mode: <0.001
VA 59 (100%) 0 (0.00%)
VV 0 (0.00%) 14 (100%)
CA: 0.097
No 25 (42.4%) 10 (71.4%)
Yes 34 (57.6%) 4 (28.6%)
OHCA: 1.000
IHCA 29 (85.3%) 4 (100%)
OHCA 5 (14.7%) 0 (0.00%)
CPR.duration 26.6 (16.6) 58.2 (101) 0.576
CA.ECMO.Time 65.4 (120) 352 (491) 0.328
EKG: 0.179
Asystole 15 (25.4%) 1 (7.14%)
ETC 40 (67.8%) 13 (92.9%)
PEA 4 (6.78%) 0 (0.00%)
Weaning: 0.878
Fail 34 (57.6%) 9 (64.3%)
Success 25 (42.4%) 5 (35.7%)
Vent: 1.000
No 2 (3.39%) 0 (0.00%)
Yes 57 (96.6%) 14 (100%)
HD 21.6 (19.7) 29.1 (22.2) 0.265
ICU.stay 13.2 (11.0) 11.6 (8.07) 0.542
CRRT: 0.239
No 38 (64.4%) 6 (42.9%)
Yes 21 (35.6%) 8 (57.1%)
CRRT.duration 7.14 (5.25) 4.75 (3.20) 0.152
CAG: <0.001
No 23 (39.0%) 14 (100%)
Yes 36 (61.0%) 0 (0.00%)
PCI: 0.015
No 40 (67.8%) 14 (100%)
Yes 19 (32.2%) 0 (0.00%)
GCS 8.14 (4.87) 7.57 (3.65) 0.632
Bleeding: 0.354
No 37 (62.7%) 11 (78.6%)
Yes 22 (37.3%) 3 (21.4%)
Tamponade: 1.000
No 55 (93.2%) 14 (100%)
Yes 4 (6.78%) 0 (0.00%)
Pulmo: 1.000
No 52 (88.1%) 12 (85.7%)
Yes 7 (11.9%) 2 (14.3%)
AKI: 0.350
No 36 (61.0%) 6 (42.9%)
Yes 23 (39.0%) 8 (57.1%)
Liver.failure: 1.000
No 56 (94.9%) 13 (92.9%)
Yes 3 (5.08%) 1 (7.14%)
MOF: 1.000
No 45 (76.3%) 11 (78.6%)
Yes 14 (23.7%) 3 (21.4%)
Sepsis: 1.000
No 52 (88.1%) 12 (85.7%)
Yes 7 (11.9%) 2 (14.3%)
Stroke: 0.349
No 58 (98.3%) 13 (92.9%)
Yes 1 (1.69%) 1 (7.14%)
Leg.ischemia: 1.000
No 55 (93.2%) 14 (100%)
Yes 4 (6.78%) 0 (0.00%)
WBC 12727 (6198) 17129 (11414) 0.184
Hct 35.3 (7.30) 31.5 (7.57) 0.104
PLT 163 (83.0) 150 (135) 0.738
Sodium 142 (5.42) 139 (5.43) 0.159
K 4.24 (0.94) 4.19 (1.04) 0.872
Lactate 6.53 (5.10) 4.53 (6.43) 0.405
PH 7.25 (0.18) 7.31 (0.16) 0.204
HCO3 14.1 (5.31) 17.2 (6.91) 0.135
BUN 26.2 (16.6) 28.1 (14.9) 0.674
Cr 1.47 (1.13) 1.43 (0.89) 0.885
Glucose 202 (93.8) 209 (108) 0.852
Albumin 3.13 (0.80) 2.34 (0.64) 0.001
Total..bilirubin 1.20 (1.21) 1.57 (1.79) 0.474
CRP 5.22 (7.41) 15.9 (8.93) 0.001
D.dimer 8.40 (11.2) 14.6 (13.8) 0.235
CK.MB 37.9 (58.8) 19.4 (26.3) 0.144
Troponin 1.60 (3.34) 0.22 (0.30) 0.004
PRC 28.2 (27.2) 12.0 (6.53) <0.001
FFP 12.5 (14.1) 6.36 (9.55) 0.060
PC 54.2 (59.9) 27.0 (26.5) 0.013
Cryo 2.26 (4.94) 0.00 (0.00) 0.001
Survive 0.29 (0.46) 0.36 (0.50) 0.641
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