fenxi_5.R
daitu
Sat Apr 8 23:39:12 2017
## 查看集合交集的一种新的方式
## 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(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(Hmisc)## Loading required package: lattice## Loading required package: survival## Loading required package: Formula## Loading required package: ggplot2## Warning: package 'ggplot2' was built under R version 3.3.2##
## 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, unitslibrary(reshape2)
library(UpSetR)## Warning: package 'UpSetR' was built under R version 3.3.2##
## Attaching package: 'UpSetR'## The following object is masked from 'package:lattice':
##
## histogram## 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 :400colnames(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
usedata2 <- ansdata%>%
group_by(factor,factorgroup,sex,outcom)
usedata2$outSC <- paste(usedata2$outcom,usedata2$SampleCategry,sep = "-")comcor <- function(data,minre1 = 0.8,minre2 = -0.8,maxp = 0.05){
## 该函数用来计算相关系数，并且的高符合要求的组合
## data : 数据，一列为基因，另一列为相应的浓度
# minre1 = 0.8 ## 最小的正相关系数
# minre2 = -0.8 ## 最大的富相关系数
# maxp = 0.05 ## 最大的相关系数显著性值
library(Hmisc)
## 查看因子的个数
## data <- corrdata2
corrdata2 <- data
names(corrdata2) <- c("factor","arraydata")
## 查看因子的个数
n <- length(table(corrdata2$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$P)]
lowzuhe <- zuhe[lower.tri(zuhe)]
## 找到相关系数中 r>=0.8,p<=0.05) 的基因组合
usezuhe1 <- lowzuhe[which((lowrel >=minre1 | lowrel <=minre2) & lowzuhe !=1 & lowp <= maxp)]
return(usezuhe1)
}## "Fatal-All other"数据表中细胞自建的相关性
## 然后把各大组的pairwusecorrelation(r>=0.8,p<=0.05)分别总结出来。
## 准备数据
corrdata <- usedata2[usedata2$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
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
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
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
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
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
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
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
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] 1372zuheall## [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] 0zuheunique## 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("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## RPname Fatal_Allother Fatal_First Fatal_Last Healthy_First
## 1 CCL26~BLC 0 0 0 0
## 2 Ck.b8.1~BLC 0 0 0 0
## 3 Ck.b8.1~CCL26 0 0 1 0
## 4 CSF1~BLC 0 0 0 0
## 5 CSF1~CCL26 0 0 0 0
## 6 CSF1~Ck.b8.1 0 0 0 0
## 7 CSF2~BDNF 0 0 0 0
## 8 CSF2~CCL11 0 0 1 0
## 9 CSF2~Ck.b8.1 0 0 0 1
## 10 CSF3~BLC 0 0 0 0
## 11 CSF3~CCL11 0 0 1 0
## 12 CSF3~CCL26 0 0 0 0
## 13 CSF3~CSF2 1 1 1 0
## 14 CX3CL1~ANG 0 0 0 0
## 15 CX3CL1~CCL26 0 1 1 0
## 16 CX3CL1~Ck.b8.1 0 0 1 0
## 17 EGF~BDNF 0 0 0 1
## 18 EGF~BLC 1 0 0 0
## 19 EGF~CCL24 0 0 0 1
## 20 EGF~CSF2 0 0 0 0
## 21 ENA.78~BDNF 0 0 0 1
## 22 ENA.78~CCL11 0 0 0 0
## 23 ENA.78~CSF2 0 0 0 0
## 24 ENA.78~EGF 0 0 0 1
## 25 FGF.4~ANG 0 0 0 0
## 26 FGF.4~CCL26 1 0 0 0
## 27 FGF.4~Ck.b8.1 0 1 0 0
## 28 FGF.4~CSF1 0 0 0 0
## 29 FGF.4~CSF3 0 0 0 0
## 30 FGF.6~BLC 0 0 0 0
## 31 FGF.6~CCL26 0 0 0 0
## 32 FGF.6~Ck.b8.1 0 0 1 0
## 33 FGF.6~CSF1 0 0 0 0
## 34 FGF.6~CSF2 0 0 0 0
## 35 FGF.6~CSF3 0 0 0 0
## 36 FGF.6~CX3CL1 0 0 1 1
## 37 FGF.6~FGF.4 0 0 0 0
## 38 FGF.7~BLC 0 0 0 0
## 39 FGF.7~CCL26 0 0 0 0
## 40 FGF.7~Ck.b8.1 0 1 0 0
## 41 FGF.7~CSF1 0 0 0 0
## 42 FGF.7~CSF2 0 0 0 0
## 43 FGF.7~CSF3 0 0 0 0
## 44 FGF.7~FGF.4 1 1 0 0
## 45 FGF.7~FGF.6 0 0 0 0
## 46 FGF.9~CCL24 0 0 0 0
## 47 FGF.9~CCL26 1 1 0 0
## 48 FGF.9~CX3CL1 0 1 0 0
## 49 FGF.9~EGF 0 0 1 0
## 50 FGF.9~FGF.4 0 0 0 0
## 51 FGF.9~FGF.6 0 0 0 1
## 52 FGF.9~FGF.7 0 0 0 0
## 53 Flt.3.LG~FGF.9 0 0 0 0
## 54 GCP.2~BLC 0 0 0 0
## 55 GCP.2~CCL11 0 0 1 0
## 56 GCP.2~CCL26 0 0 0 0
## 57 GCP.2~CSF1 0 0 0 0
## 58 GCP.2~CSF2 0 0 1 0
## 59 GCP.2~CSF3 0 0 1 0
## 60 GCP.2~FGF.7 0 0 0 0
## 61 GDNF~ANG 1 0 0 0
## 62 GDNF~BLC 0 0 0 0
## 63 GDNF~CCL24 0 0 0 0
## 64 GDNF~CCL26 0 0 0 0
## 65 GDNF~CSF1 0 0 0 0
## 66 GDNF~CSF2 0 0 0 0
## 67 GDNF~CSF3 0 0 0 0
## 68 GDNF~CX3CL1 0 0 1 0
## 69 GDNF~ENA.78 1 0 0 0
## 70 GDNF~FGF.4 0 0 1 0
## 71 GDNF~FGF.6 0 0 0 0
## 72 GDNF~FGF.7 0 0 0 0
## 73 GDNF~Flt.3.LG 0 1 0 0
## 74 GDNF~GCP.2 0 0 0 0
## 75 GRO.a~ANG 0 0 0 0
## 76 GRO.a~BDNF 0 0 0 1
## 77 GRO.a~BLC 0 0 0 0
## 78 GRO.a~CCL24 1 0 0 1
## 79 GRO.a~CSF2 0 0 0 0
## 80 GRO.a~CSF3 0 0 0 0
## 81 GRO.a~EGF 0 0 0 1
## 82 GRO.a~FGF.6 0 0 0 0
## 83 GRO.a~FGF.7 0 0 0 0
## 84 GRO.a~FGF.9 0 0 0 0
## 85 GRO.a~GCP.2 0 0 0 0
## 86 GRO~ANG 0 0 0 1
## 87 GRO~BDNF 0 0 1 0
## 88 GRO~BLC 0 0 0 0
## 89 GRO~CSF2 0 0 0 0
## 90 GRO~CSF3 0 0 0 0
## 91 GRO~EGF 1 0 0 1
## 92 GRO~ENA.78 0 0 0 0
## 93 GRO~FGF.7 0 0 0 0
## 94 HGF~Ck.b8.1 0 1 0 0
## 95 HGF~FGF.4 0 1 0 0
## 96 HGF~FGF.7 1 1 1 0
## 97 HGF~GCP.2 0 1 0 0
## 98 I.309~BLC 0 0 0 0
## 99 I.309~CCL26 0 0 0 0
## 100 I.309~Ck.b8.1 0 1 1 0
## 101 I.309~CSF1 0 0 0 0
## 102 I.309~CSF3 0 0 0 0
## 103 I.309~FGF.4 0 1 0 0
## 104 I.309~FGF.6 0 0 1 0
## 105 I.309~FGF.7 0 1 0 0
## 106 I.309~FGF.9 0 0 1 0
## 107 I.309~GCP.2 0 0 0 0
## 108 I.309~GDNF 0 0 0 0
## 109 I.309~HGF 0 1 0 0
## 110 IFN.g~ANG 0 0 0 0
## 111 IFN.g~CCL11 0 0 1 0
## 112 IFN.g~CSF2 1 1 1 0
## 113 IFN.g~CSF3 1 1 1 0
## 114 IFN.g~FGF.7 0 0 0 0
## 115 IFN.g~GCP.2 0 0 1 0
## 116 IFN.g~GDNF 0 0 0 0
## 117 IFN.g~GRO.a 0 0 0 0
## 118 IFN.g~I.309 0 0 0 0
## 119 IGF.I~BLC 0 0 0 1
## 120 IGF.I~Ck.b8.1 0 0 0 0
## 121 IGF.I~CSF1 0 0 0 1
## 122 IGF.I~FGF.7 0 0 1 0
## 123 IGF.I~FGF.9 0 0 0 0
## 124 IGF.I~GCP.2 0 0 0 0
## 125 IGF.I~GDNF 0 0 0 0
## 126 IGF.I~GRO.a 0 0 0 0
## 127 IGF.I~I.309 0 0 0 0
## 128 IGFBP.1~BDNF 0 1 0 0
## 129 IGFBP.1~CCL26 0 0 1 0
## 130 IGFBP.1~CSF1 0 1 0 0
## 131 IGFBP.1~CX3CL1 0 0 0 0
## 132 IGFBP.1~FGF.7 0 0 0 1
## 133 IGFBP.1~Flt.3.LG 0 1 0 1
## 134 IGFBP.1~I.309 0 0 0 0
## 135 IGFBP.2~ANG 0 0 1 0
## 136 IGFBP.2~BLC 0 0 0 0
## 137 IGFBP.2~CCL26 0 0 0 0
## 138 IGFBP.2~FGF.7 0 0 0 1
## 139 IGFBP.2~GRO 0 1 0 0
## 140 IGFBP.2~GRO.a 0 0 0 0
## 141 IGFBP.2~I.309 0 0 0 0
## 142 IGFBP.2~IGF.I 0 0 0 0
## 143 IGFBP.2~IGFBP.1 1 0 0 1
## 144 IGFBP.3~CSF2 0 0 0 0
## 145 IGFBP.3~CSF3 0 0 0 0
## 146 IGFBP.3~EGF 0 0 0 0
## 147 IGFBP.3~FGF.4 0 1 0 0
## 148 IGFBP.3~FGF.7 1 1 0 0
## 149 IGFBP.3~GCP.2 0 1 0 1
## 150 IGFBP.3~GRO 0 0 0 0
## 151 IGFBP.3~HGF 0 1 0 0
## 152 IGFBP.3~I.309 0 1 0 0
## 153 IGFBP.3~IGFBP.1 0 1 0 0
## 154 IGFBP.4~BLC 0 0 0 0
## 155 IGFBP.4~CCL24 0 0 0 0
## 156 IGFBP.4~CCL26 0 0 0 0
## 157 IGFBP.4~Ck.b8.1 0 1 0 1
## 158 IGFBP.4~CSF1 0 0 0 0
## 159 IGFBP.4~CX3CL1 0 0 0 0
## 160 IGFBP.4~FGF.4 0 1 0 0
## 161 IGFBP.4~FGF.6 0 0 0 0
## 162 IGFBP.4~FGF.7 1 0 0 0
## 163 IGFBP.4~Flt.3.LG 0 0 1 0
## 164 IGFBP.4~GCP.2 0 0 0 0
## 165 IGFBP.4~GDNF 0 0 0 0
## 166 IGFBP.4~HGF 0 0 0 0
## 167 IGFBP.4~I.309 0 0 0 0
## 168 IGFBP.4~IFN.g 0 0 0 0
## 169 IGFBP.4~IGF.I 0 0 0 0
## 170 IGFBP.4~IGFBP.3 1 0 1 0
## 171 IL.10~BDNF 0 0 0 0
## 172 IL.10~CSF2 1 1 0 0
## 173 IL.10~CSF3 1 1 0 0
## 174 IL.10~ENA.78 0 0 0 0
## 175 IL.10~FGF.6 0 0 1 0
## 176 IL.10~GRO 0 0 0 0
## 177 IL.10~GRO.a 0 1 0 0
## 178 IL.10~I.309 0 0 0 0
## 179 IL.10~IFN.g 1 1 0 0
## 180 IL.12p70~ANG 0 1 0 0
## 181 IL.12p70~CCL11 0 0 0 0
## 182 IL.12p70~CCL26 0 1 0 1
## 183 IL.12p70~CSF3 0 0 0 1
## 184 IL.12p70~GDNF 1 0 0 0
## 185 IL.12p70~GRO 1 0 0 0
## 186 IL.12p70~GRO.a 0 0 1 0
## 187 IL.12p70~IGFBP.3 0 0 0 0
## 188 IL.13~CCL11 0 0 1 0
## 189 IL.13~CSF2 1 1 1 0
## 190 IL.13~CSF3 1 1 1 0
## 191 IL.13~FGF.6 0 0 0 0
## 192 IL.13~FGF.7 0 0 0 0
## 193 IL.13~GCP.2 0 0 1 0
## 194 IL.13~GDNF 0 0 0 0
## 195 IL.13~GRO.a 0 0 0 0
## 196 IL.13~I.309 0 0 0 0
## 197 IL.13~IFN.g 1 1 1 0
## 198 IL.13~IGF.I 0 0 1 0
## 199 IL.13~IL.10 1 1 0 0
## 200 IL.15~ANG 0 0 0 0
## 201 IL.15~BDNF 0 0 0 0
## 202 IL.15~CCL11 0 0 1 0
## 203 IL.15~CCL26 0 0 0 0
## 204 IL.15~CSF2 1 1 1 0
## 205 IL.15~CSF3 1 1 1 1
## 206 IL.15~EGF 0 0 0 0
## 207 IL.15~ENA.78 0 0 0 0
## 208 IL.15~FGF.6 0 0 0 0
## 209 IL.15~FGF.7 0 0 0 0
## 210 IL.15~GCP.2 0 0 1 0
## 211 IL.15~GDNF 0 0 0 0
## 212 IL.15~GRO 0 0 0 0
## 213 IL.15~GRO.a 0 0 0 0
## 214 IL.15~IFN.g 1 1 1 0
## 215 IL.15~IGFBP.3 0 0 0 0
## 216 IL.15~IL.10 1 1 0 0
## 217 IL.15~IL.12p70 0 0 0 1
## 218 IL.15~IL.13 1 1 1 1
## 219 IL.16~Ck.b8.1 0 0 1 0
## 220 IL.16~FGF.4 0 0 0 1
## 221 IL.16~FGF.6 0 0 1 0
## 222 IL.16~FGF.7 0 0 0 0
## 223 IL.16~GRO 0 0 0 0
## 224 IL.16~I.309 1 0 1 0
## 225 IL.16~IL.10 0 0 0 0
## 226 IL.16~IL.12p70 1 0 0 0
## 227 IL.1a~BDNF 0 0 0 0
## 228 IL.1a~BLC 0 0 0 0
## 229 IL.1a~CCL11 0 0 1 0
## 230 IL.1a~CCL26 0 0 0 0
## 231 IL.1a~Ck.b8.1 0 0 0 0
## 232 IL.1a~CSF1 0 0 0 0
## 233 IL.1a~CSF2 1 1 1 0
## 234 IL.1a~CSF3 1 1 1 0
## 235 IL.1a~FGF.4 0 0 0 0
## 236 IL.1a~FGF.6 0 0 0 0
## 237 IL.1a~FGF.7 0 0 0 0
## 238 IL.1a~FGF.9 0 0 0 0
## 239 IL.1a~GCP.2 0 0 1 0
## 240 IL.1a~GDNF 0 0 0 0
## 241 IL.1a~GRO.a 0 1 0 0
## 242 IL.1a~I.309 0 0 0 0
## 243 IL.1a~IFN.g 1 1 1 0
## 244 IL.1a~IGF.I 0 0 1 0
## 245 IL.1a~IGFBP.4 0 0 0 0
## 246 IL.1a~IL.10 1 1 0 0
## 247 IL.1a~IL.13 1 1 1 0
## 248 IL.1a~IL.15 1 1 1 0
## 249 IL.1b~Ck.b8.1 1 0 1 0
## 250 IL.1b~EGF 1 0 0 0
## 251 IL.1b~FGF.9 0 0 1 0
## 252 IL.1b~I.309 0 0 1 0
## 253 IL.1b~IGF.I 0 0 0 0
## 254 IL.1b~IGFBP.1 1 0 0 0
## 255 IL.1b~IGFBP.4 0 0 0 0
## 256 IL.1b~IL.16 0 0 1 0
## 257 IL.1b~IL.1a 0 0 0 0
## 258 IL.2~ANG 0 0 0 1
## 259 IL.2~BDNF 0 0 0 1
## 260 IL.2~CCL11 0 0 1 0
## 261 IL.2~CSF2 1 1 1 0
## 262 IL.2~CSF3 1 1 1 0
## 263 IL.2~EGF 0 0 0 1
## 264 IL.2~ENA.78 0 0 0 1
## 265 IL.2~FGF.6 0 0 0 0
## 266 IL.2~FGF.7 0 0 0 0
## 267 IL.2~GCP.2 0 0 0 0
## 268 IL.2~GDNF 0 0 0 0
## 269 IL.2~GRO 0 0 0 1
## 270 IL.2~GRO.a 0 1 0 0
## 271 IL.2~HGF 0 0 0 0
## 272 IL.2~I.309 0 0 0 0
## 273 IL.2~IFN.g 1 1 1 0
## 274 IL.2~IGF.I 0 0 0 0
## 275 IL.2~IL.10 1 1 0 0
## 276 IL.2~IL.13 1 1 1 0
## 277 IL.2~IL.15 1 1 1 0
## 278 IL.2~IL.1a 1 1 1 0
## 279 IL.2~IL.1b 0 0 0 0
## 280 IL.3~ANG 0 0 0 0
## 281 IL.3~CCL26 0 1 0 0
## 282 IL.3~Ck.b8.1 0 0 0 0
## 283 IL.3~CSF1 0 0 0 0
## 284 IL.3~CSF3 0 0 0 0
## 285 IL.3~FGF.4 0 0 1 0
## 286 IL.3~FGF.6 0 0 0 0
## 287 IL.3~FGF.7 0 0 0 0
## 288 IL.3~FGF.9 0 1 0 0
## 289 IL.3~GCP.2 0 0 0 0
## 290 IL.3~GDNF 0 0 1 0
## 291 IL.3~I.309 0 0 0 0
## 292 IL.3~IFN.g 0 0 0 0
## 293 IL.3~IGF.I 0 0 0 0
## 294 IL.3~IGFBP.2 0 0 0 0
## 295 IL.3~IGFBP.4 0 0 0 0
## 296 IL.3~IL.10 0 0 1 0
## 297 IL.3~IL.13 0 0 0 0
## 298 IL.3~IL.15 0 0 0 0
## 299 IL.3~IL.1a 0 0 0 0
## 300 IL.3~IL.1b 0 0 0 1
## 301 IL.4~ANG 0 0 0 0
## 302 IL.4~BDNF 1 0 0 0
## 303 IL.4~CCL26 0 1 0 0
## 304 IL.4~Ck.b8.1 0 0 0 0
## 305 IL.4~CSF1 1 0 0 0
## 306 IL.4~FGF.4 0 0 0 0
## 307 IL.4~FGF.6 0 0 0 0
## 308 IL.4~FGF.7 0 0 0 0
## 309 IL.4~FGF.9 0 0 0 0
## 310 IL.4~GCP.2 0 0 0 1
## 311 IL.4~GDNF 0 0 0 0
## 312 IL.4~I.309 0 0 0 0
## 313 IL.4~IFN.g 0 0 0 0
## 314 IL.4~IGF.I 0 0 0 0
## 315 IL.4~IGFBP.1 0 0 0 0
## 316 IL.4~IGFBP.2 0 1 0 0
## 317 IL.4~IGFBP.3 0 0 1 1
## 318 IL.4~IGFBP.4 0 0 0 0
## 319 IL.4~IL.12p70 0 1 0 0
## 320 IL.4~IL.13 0 0 0 0
## 321 IL.4~IL.1a 0 0 0 0
## 322 IL.4~IL.1b 0 0 0 0
## 323 IL.4~IL.2 0 0 0 0
## 324 IL.4~IL.3 0 0 0 0
## 325 IL.5~CCL11 0 0 1 0
## 326 IL.5~Ck.b8.1 0 0 0 0
## 327 IL.5~CSF1 0 0 0 0
## 328 IL.5~CSF2 1 1 1 0
## 329 IL.5~CSF3 1 1 1 0
## 330 IL.5~ENA.78 0 0 0 0
## 331 IL.5~FGF.4 0 0 0 0
## 332 IL.5~FGF.6 0 0 0 0
## 333 IL.5~FGF.7 0 0 0 0
## 334 IL.5~GCP.2 0 0 1 1
## 335 IL.5~GDNF 0 0 0 0
## 336 IL.5~GRO 0 0 0 0
## 337 IL.5~HGF 0 0 0 0
## 338 IL.5~IFN.g 1 1 1 0
## 339 IL.5~IGF.I 0 0 0 0
## 340 IL.5~IGFBP.3 0 0 0 1
## 341 IL.5~IL.10 1 1 0 0
## 342 IL.5~IL.13 1 1 1 0
## 343 IL.5~IL.15 1 1 1 0
## 344 IL.5~IL.1a 1 0 1 0
## 345 IL.5~IL.2 1 1 1 0
## 346 IL.5~IL.3 0 0 0 0
## 347 IL.5~IL.4 0 0 0 1
## 348 IL.6~BDNF 0 0 0 1
## 349 IL.6~CSF2 0 0 0 0
## 350 IL.6~CSF3 0 0 0 0
## 351 IL.6~EGF 0 0 0 0
## 352 IL.6~ENA.78 0 0 0 0
## 353 IL.6~FGF.4 0 0 0 0
## 354 IL.6~Flt.3.LG 0 0 1 0
## 355 IL.6~GCP.2 0 0 0 0
## 356 IL.6~GDNF 0 0 0 0
## 357 IL.6~GRO 0 0 0 0
## 358 IL.6~GRO.a 0 1 0 1
## 359 IL.6~IGFBP.3 0 0 0 0
## 360 IL.6~IGFBP.4 0 0 1 0
## 361 IL.6~IL.13 0 0 0 0
## 362 IL.6~IL.15 0 0 0 0
## 363 IL.6~IL.1a 0 1 0 0
## 364 IL.6~IL.4 0 0 0 1
## 365 IL.6~IL.5 0 0 0 1
## 366 IL.7~CCL11 0 0 1 0
## 367 IL.7~Ck.b8.1 0 0 0 1
## 368 IL.7~CSF2 1 1 1 0
## 369 IL.7~CSF3 1 1 1 1
## 370 IL.7~GCP.2 0 0 1 0
## 371 IL.7~IFN.g 1 1 1 0
## 372 IL.7~IGFBP.4 0 0 0 1
## 373 IL.7~IL.10 1 1 0 0
## 374 IL.7~IL.13 1 1 1 0
## 375 IL.7~IL.15 1 1 1 1
## 376 IL.7~IL.1a 1 0 1 0
## 377 IL.7~IL.1b 0 1 0 0
## 378 IL.7~IL.2 1 1 1 0
## 379 IL.7~IL.5 1 1 1 0
## 380 IL.7~IL.6 0 0 0 0
## 381 IL.8~CSF3 0 0 0 0
## 382 IL.8~CX3CL1 0 0 0 0
## 383 IL.8~FGF.7 0 0 0 0
## 384 IL.8~Flt.3.LG 0 0 1 0
## 385 IL.8~GCP.2 0 0 0 1
## 386 IL.8~GDNF 0 0 0 0
## 387 IL.8~GRO 0 0 0 0
## 388 IL.8~I.309 0 0 0 0
## 389 IL.8~IGFBP.3 0 0 1 1
## 390 IL.8~IGFBP.4 0 0 1 0
## 391 IL.8~IL.10 0 0 0 0
## 392 IL.8~IL.13 0 0 0 0
## 393 IL.8~IL.15 0 0 0 0
## 394 IL.8~IL.1b 0 1 0 0
## 395 IL.8~IL.2 0 0 0 0
## 396 IL.8~IL.4 0 0 0 1
## 397 IL.8~IL.5 1 0 0 1
## 398 IL.8~IL.6 0 0 1 0
## 399 IL.8~IL.7 1 0 0 0
## 400 IP.10~ANG 0 1 0 0
## 401 IP.10~Ck.b8.1 0 0 0 0
## 402 IP.10~CSF1 0 1 0 0
## 403 IP.10~EGF 0 0 1 0
## 404 IP.10~ENA.78 1 0 0 0
## 405 IP.10~FGF.4 0 0 0 0
## 406 IP.10~FGF.6 0 0 0 0
## 407 IP.10~FGF.7 1 0 0 0
## 408 IP.10~GDNF 1 0 0 0
## 409 IP.10~HGF 1 0 0 0
## 410 IP.10~IFN.g 0 0 0 0
## 411 IP.10~IGFBP.1 0 1 0 0
## 412 IP.10~IGFBP.3 1 1 0 0
## 413 IP.10~IL.12p70 0 1 0 0
## 414 IP.10~IL.1a 0 0 0 0
## 415 IP.10~IL.4 0 0 0 0
## 416 Leptin~CCL26 0 0 1 0
## 417 Leptin~GDNF 0 0 0 1
## 418 Leptin~GRO 0 1 0 0
## 419 Leptin~HGF 0 0 0 0
## 420 Leptin~IFN.g 0 0 0 0
## 421 Leptin~IGFBP.1 0 0 1 0
## 422 Leptin~IGFBP.2 0 1 0 0
## 423 Leptin~IGFBP.4 0 0 0 0
## 424 Leptin~IL.12p70 0 1 0 0
## 425 Leptin~IL.2 0 0 0 0
## 426 Leptin~IL.4 0 1 0 0
## 427 Leptin~IP.10 0 0 0 0
## 428 LIF~BDNF 0 1 0 0
## 429 LIF~CCL24 0 0 0 0
## 430 LIF~CCL26 0 0 0 0
## 431 LIF~Ck.b8.1 0 0 1 0
## 432 LIF~CX3CL1 0 1 0 1
## 433 LIF~EGF 0 0 1 0
## 434 LIF~FGF.4 0 0 0 0
## 435 LIF~FGF.6 0 0 0 1
## 436 LIF~FGF.7 0 0 0 0
## 437 LIF~FGF.9 0 0 1 0
## 438 LIF~I.309 0 0 1 0
## 439 LIF~IGFBP.4 0 1 0 0
## 440 LIF~IL.16 0 0 1 0
## 441 LIF~IL.1a 0 0 0 0
## 442 LIF~IL.1b 0 0 1 0
## 443 LIF~IL.3 0 0 0 0
## 444 LIF~IL.4 0 0 0 0
## 445 LIGHT~BLC 0 1 0 0
## 446 LIGHT~CCL24 0 0 0 0
## 447 LIGHT~CCL26 0 0 0 0
## 448 LIGHT~Ck.b8.1 0 0 1 0
## 449 LIGHT~CSF2 0 0 0 0
## 450 LIGHT~CSF3 0 0 0 0
## 451 LIGHT~CX3CL1 0 0 1 1
## 452 LIGHT~FGF.4 0 0 0 0
## 453 LIGHT~FGF.6 0 1 1 1
## 454 LIGHT~FGF.7 0 0 0 0
## 455 LIGHT~FGF.9 0 0 0 0
## 456 LIGHT~GDNF 0 0 1 0
## 457 LIGHT~GRO.a 0 0 0 0
## 458 LIGHT~I.309 0 0 1 0
## 459 LIGHT~IGF.I 0 1 0 0
## 460 LIGHT~IL.10 0 0 1 0
## 461 LIGHT~IL.16 0 0 1 1
## 462 LIGHT~IL.1a 0 0 0 0
## 463 LIGHT~IL.1b 0 0 1 0
## 464 LIGHT~IL.3 0 0 0 0
## 465 LIGHT~IL.5 0 0 0 0
## 466 MCP.1~ANG 0 0 0 1
## 467 MCP.1~BDNF 0 0 0 1
## 468 MCP.1~Ck.b8.1 0 0 0 0
## 469 MCP.1~CSF2 1 1 0 0
## 470 MCP.1~CSF3 1 1 0 0
## 471 MCP.1~CX3CL1 0 0 0 0
## 472 MCP.1~FGF.4 0 0 0 0
## 473 MCP.1~FGF.6 0 0 0 0
## 474 MCP.1~FGF.7 0 0 0 0
## 475 MCP.1~GCP.2 0 0 0 1
## 476 MCP.1~GRO.a 0 0 0 1
## 477 MCP.1~IFN.g 1 1 0 0
## 478 MCP.1~IL.10 1 1 0 0
## 479 MCP.1~IL.13 1 1 0 0
## 480 MCP.1~IL.15 1 0 0 0
## 481 MCP.1~IL.16 0 0 0 0
## 482 MCP.1~IL.1a 1 0 0 0
## 483 MCP.1~IL.2 1 1 0 1
## 484 MCP.1~IL.3 0 0 0 0
## 485 MCP.1~IL.4 0 0 0 1
## 486 MCP.1~IL.5 1 1 0 1
## 487 MCP.1~IL.6 0 0 0 1
## 488 MCP.1~IL.7 1 1 0 0
## 489 MCP.1~IL.8 0 0 0 1
## 490 MCP.1~IP.10 0 0 0 0
## 491 MCP.2~ANG 0 0 0 0
## 492 MCP.2~BDNF 0 0 0 0
## 493 MCP.2~BLC 1 0 0 0
## 494 MCP.2~CSF2 0 0 0 0
## 495 MCP.2~EGF 0 1 0 0
## 496 MCP.2~ENA.78 1 0 0 0
## 497 MCP.2~FGF.7 0 0 1 0
## 498 MCP.2~Flt.3.LG 0 1 0 0
## 499 MCP.2~GDNF 1 1 0 0
## 500 MCP.2~GRO.a 0 0 1 0
## 501 MCP.2~HGF 0 0 1 0
## 502 MCP.2~IFN.g 0 0 0 0
## 503 MCP.2~IL.10 0 0 0 0
## 504 MCP.2~IL.12p70 1 0 0 0
## 505 MCP.2~IL.4 0 0 0 0
## 506 MCP.2~IL.7 0 0 0 0
## 507 MCP.2~IP.10 1 0 0 0
## 508 MCP.3~BDNF 0 1 0 0
## 509 MCP.3~BLC 0 0 0 0
## 510 MCP.3~CCL26 0 0 0 0
## 511 MCP.3~Ck.b8.1 0 0 1 0
## 512 MCP.3~CSF1 0 0 0 0
## 513 MCP.3~CSF3 0 0 0 0
## 514 MCP.3~CX3CL1 0 0 0 1
## 515 MCP.3~EGF 0 0 1 0
## 516 MCP.3~ENA.78 1 0 0 0
## 517 MCP.3~FGF.4 0 0 0 0
## 518 MCP.3~FGF.6 0 0 0 1
## 519 MCP.3~FGF.7 1 0 0 0
## 520 MCP.3~FGF.9 0 0 1 0
## 521 MCP.3~GCP.2 0 1 0 0
## 522 MCP.3~GDNF 1 0 0 0
## 523 MCP.3~HGF 1 1 0 0
## 524 MCP.3~I.309 0 0 1 0
## 525 MCP.3~IFN.g 0 0 0 0
## 526 MCP.3~IGFBP.1 0 1 0 0
## 527 MCP.3~IGFBP.3 1 1 0 1
## 528 MCP.3~IL.16 0 0 1 0
## 529 MCP.3~IL.1a 0 0 0 0
## 530 MCP.3~IL.2 0 0 0 0
## 531 MCP.3~IL.3 0 0 0 0
## 532 MCP.3~IL.4 0 0 0 0
## 533 MCP.3~IL.8 0 0 0 1
## 534 MCP.3~IP.10 1 1 0 0
## 535 MCP.3~Leptin 0 0 0 0
## 536 MCP.3~LIF 0 1 1 1
## 537 MCP.3~MCP.1 0 0 0 0
## 538 MCP.4~BDNF 0 0 0 0
## 539 MCP.4~BLC 0 0 0 0
## 540 MCP.4~CCL26 0 1 0 0
## 541 MCP.4~Ck.b8.1 0 1 0 0
## 542 MCP.4~CSF1 0 0 0 0
## 543 MCP.4~CX3CL1 0 1 0 0
## 544 MCP.4~FGF.4 0 0 0 0
## 545 MCP.4~FGF.7 0 0 1 0
## 546 MCP.4~GCP.2 0 0 0 0
## 547 MCP.4~GRO.a 0 0 0 0
## 548 MCP.4~HGF 0 0 1 1
## 549 MCP.4~I.309 0 1 0 0
## 550 MCP.4~IGF.I 1 0 0 0
## 551 MCP.4~IGFBP.2 0 0 0 0
## 552 MCP.4~IGFBP.4 0 0 0 0
## 553 MCP.4~IL.10 0 0 0 1
## 554 MCP.4~IL.12p70 0 0 0 0
## 555 MCP.4~IL.1a 0 0 0 0
## 556 MCP.4~IL.1b 0 0 0 0
## 557 MCP.4~LIGHT 0 0 0 0
## 558 MCP.4~MCP.2 0 0 1 0
## 559 MCP.4~MCP.3 0 0 0 0
## 560 MDC~BLC 0 0 0 0
## 561 MDC~CCL26 0 1 0 0
## 562 MDC~Ck.b8.1 0 0 1 0
## 563 MDC~CSF1 0 0 0 1
## 564 MDC~CSF2 0 1 0 0
## 565 MDC~CSF3 0 0 0 0
## 566 MDC~CX3CL1 0 1 0 0
## 567 MDC~EGF 0 0 0 0
## 568 MDC~FGF.4 0 0 0 0
## 569 MDC~FGF.6 0 0 1 0
## 570 MDC~FGF.7 0 0 0 0
## 571 MDC~FGF.9 0 0 1 0
## 572 MDC~GDNF 0 0 0 0
## 573 MDC~GRO 0 0 0 0
## 574 MDC~GRO.a 0 0 0 0
## 575 MDC~HGF 0 0 0 0
## 576 MDC~I.309 0 0 1 0
## 577 MDC~IFN.g 0 0 0 0
## 578 MDC~IGF.I 0 0 0 0
## 579 MDC~IGFBP.4 0 0 0 0
## 580 MDC~IL.16 0 0 1 0
## 581 MDC~IL.1a 0 0 0 0
## 582 MDC~IL.1b 0 0 1 0
## 583 MDC~IL.2 0 0 0 0
## 584 MDC~IL.3 0 0 0 0
## 585 MDC~IL.4 0 0 0 0
## 586 MDC~IL.6 0 0 0 0
## 587 MDC~Leptin 0 0 0 0
## 588 MDC~LIF 0 0 1 0
## 589 MDC~LIGHT 0 0 1 0
## 590 MDC~MCP.2 0 0 0 1
## 591 MDC~MCP.3 0 0 1 0
## 592 MDC~MCP.4 0 1 0 0
## 593 MIF~BLC 0 0 0 1
## 594 MIF~Ck.b8.1 0 0 0 0
## 595 MIF~FGF.7 0 1 0 0
## 596 MIF~FGF.9 0 0 0 0
## 597 MIF~GRO 1 0 0 0
## 598 MIF~HGF 0 1 0 0
## 599 MIF~IGF.I 0 0 0 0
## 600 MIF~IGFBP.2 0 0 0 1
## 601 MIF~IL.12p70 1 0 0 0
## 602 MIF~IL.16 1 1 0 0
## 603 MIF~IL.1a 0 0 0 0
## 604 MIF~IL.1b 0 0 1 0
## 605 MIF~LIGHT 0 0 1 0
## 606 MIF~MCP.2 1 0 0 0
## 607 MIG~CCL11 0 0 1 0
## 608 MIG~CCL24 0 0 0 0
## 609 MIG~CCL26 0 0 0 0
## 610 MIG~CSF1 0 0 0 0
## 611 MIG~CSF2 1 1 0 0
## 612 MIG~CSF3 1 1 1 0
## 613 MIG~EGF 0 0 0 0
## 614 MIG~FGF.6 0 0 0 0
## 615 MIG~FGF.7 0 0 0 0
## 616 MIG~FGF.9 0 0 0 1
## 617 MIG~GCP.2 0 0 1 0
## 618 MIG~GDNF 0 0 0 0
## 619 MIG~GRO.a 0 1 0 0
## 620 MIG~I.309 0 0 0 0
## 621 MIG~IFN.g 1 1 0 0
## 622 MIG~IGF.I 0 0 1 0
## 623 MIG~IGFBP.4 0 0 0 1
## 624 MIG~IL.10 1 1 0 0
## 625 MIG~IL.13 1 1 1 0
## 626 MIG~IL.15 1 1 0 0
## 627 MIG~IL.1a 1 1 1 0
## 628 MIG~IL.1b 0 0 0 0
## 629 MIG~IL.2 1 1 0 0
## 630 MIG~IL.3 0 0 0 0
## 631 MIG~IL.4 0 0 0 1
## 632 MIG~IL.5 1 1 1 0
## 633 MIG~IL.7 1 1 0 0
## 634 MIG~IP.10 0 0 0 0
## 635 MIG~Leptin 0 0 0 0
## 636 MIG~LIF 0 0 0 0
## 637 MIG~MCP.1 1 1 0 0
## 638 MIG~MCP.3 0 0 0 0
## 639 MIG~MDC 0 0 0 0
## 640 MIP.1b~BDNF 0 1 0 0
## 641 MIP.1b~CX3CL1 0 0 0 0
## 642 MIP.1b~EGF 0 0 1 0
## 643 MIP.1b~FGF.4 0 0 0 0
## 644 MIP.1b~FGF.6 0 0 0 0
## 645 MIP.1b~FGF.9 0 0 1 0
## 646 MIP.1b~GCP.2 0 1 0 0
## 647 MIP.1b~GDNF 0 0 0 1
## 648 MIP.1b~HGF 0 1 0 0
## 649 MIP.1b~IFN.g 0 0 0 0
## 650 MIP.1b~IGFBP.1 0 1 0 0
## 651 MIP.1b~IGFBP.3 0 1 0 0
## 652 MIP.1b~IGFBP.4 0 0 0 1
## 653 MIP.1b~IL.1a 0 0 0 0
## 654 MIP.1b~IL.2 0 0 0 0
## 655 MIP.1b~IL.4 0 0 1 0
## 656 MIP.1b~IL.8 0 0 0 0
## 657 MIP.1b~IP.10 0 0 0 0
## 658 MIP.1b~Leptin 0 0 0 0
## 659 MIP.1b~LIF 0 0 1 0
## 660 MIP.1b~LIGHT 0 0 0 0
## 661 MIP.1b~MCP.1 0 0 0 0
## 662 MIP.1b~MCP.3 0 1 0 0
## 663 MIP.1b~MDC 0 0 0 0
## 664 MIP.1b~MIG 0 0 0 0
## 665 MIP.1d~CCL11 0 0 0 0
## 666 MIP.1d~CCL24 0 0 0 0
## 667 MIP.1d~CCL26 0 1 0 0
## 668 MIP.1d~FGF.6 0 1 1 0
## 669 MIP.1d~FGF.7 1 0 0 0
## 670 MIP.1d~I.309 0 0 1 0
## 671 MIP.1d~IFN.g 0 0 0 0
## 672 MIP.1d~IGF.I 0 1 0 0
## 673 MIP.1d~IGFBP.4 0 0 0 0
## 674 MIP.1d~IL.10 0 0 1 0
## 675 MIP.1d~IL.16 0 0 1 0
## 676 MIP.1d~IP.10 0 0 0 1
## 677 MIP.1d~Leptin 0 0 0 0
## 678 MIP.1d~LIF 0 0 0 0
## 679 MIP.1d~LIGHT 0 1 1 0
## 680 MIP.1d~MCP.4 0 0 0 1
## 681 MIP.1d~MDC 0 0 1 0
## 682 MIP.1d~MIG 0 0 0 0
## 683 MIP.3a~BDNF 0 0 0 1
## 684 MIP.3a~Ck.b8.1 0 1 0 0
## 685 MIP.3a~EGF 0 0 0 1
## 686 MIP.3a~ENA.78 0 0 0 1
## 687 MIP.3a~FGF.4 0 1 0 0
## 688 MIP.3a~FGF.7 0 1 0 0
## 689 MIP.3a~Flt.3.LG 0 0 1 0
## 690 MIP.3a~GCP.2 0 1 0 0
## 691 MIP.3a~HGF 0 1 0 0
## 692 MIP.3a~I.309 0 1 0 0
## 693 MIP.3a~IGFBP.3 0 1 0 0
## 694 MIP.3a~IGFBP.4 0 0 1 0
## 695 MIP.3a~IL.1a 0 0 0 0
## 696 MIP.3a~IL.2 0 0 0 1
## 697 MIP.3a~IL.6 0 0 1 0
## 698 MIP.3a~IL.8 0 0 1 0
## 699 MIP.3a~MCP.3 0 1 0 0
## 700 MIP.3a~MIF 0 1 0 0
## 701 MIP.3a~MIP.1b 0 1 0 0
## 702 NAP.2~BDNF 1 0 0 0
## 703 NAP.2~CCL24 0 0 0 0
## 704 NAP.2~CSF2 0 0 0 0
## 705 NAP.2~ENA.78 0 0 0 0
## 706 NAP.2~FGF.7 0 0 0 0
## 707 NAP.2~Flt.3.LG 0 1 0 0
## 708 NAP.2~GCP.2 0 0 0 1
## 709 NAP.2~GRO 1 0 1 0
## 710 NAP.2~IGFBP.1 0 1 0 0
## 711 NAP.2~IL.16 0 0 0 0
## 712 NAP.2~IL.1a 0 0 0 1
## 713 NAP.2~IL.4 1 0 0 1
## 714 NAP.2~IL.5 0 0 0 1
## 715 NAP.2~IL.6 0 0 0 1
## 716 NAP.2~IL.7 0 0 0 0
## 717 NAP.2~MCP.1 0 0 0 1
## 718 NAP.2~MCP.2 0 1 0 0
## 719 NAP.2~MIG 0 0 0 1
## 720 NAP.2~MIP.3a 0 0 0 0
## 721 NT.3~CCL24 0 0 1 0
## 722 NT.3~CSF2 0 1 0 0
## 723 NT.3~CSF3 0 1 0 0
## 724 NT.3~FGF.4 0 0 0 0
## 725 NT.3~FGF.6 0 0 0 0
## 726 NT.3~GCP.2 0 0 0 0
## 727 NT.3~GRO.a 1 1 0 0
## 728 NT.3~I.309 0 0 0 0
## 729 NT.3~IFN.g 0 1 0 0
## 730 NT.3~IGFBP.4 0 0 0 0
## 731 NT.3~IL.10 0 1 0 0
## 732 NT.3~IL.13 0 1 0 1
## 733 NT.3~IL.15 0 1 0 1
## 734 NT.3~IL.1a 0 1 0 0
## 735 NT.3~IL.1b 0 0 0 0
## 736 NT.3~IL.2 0 1 0 0
## 737 NT.3~IL.4 0 0 0 1
## 738 NT.3~IL.5 0 1 0 0
## 739 NT.3~IL.7 0 0 0 1
## 740 NT.3~IP.10 0 0 0 0
## 741 NT.3~LIF 1 0 0 0
## 742 NT.3~MCP.1 0 0 1 0
## 743 NT.3~MCP.3 0 0 0 0
## 744 NT.3~MIG 0 1 0 1
## 745 NT.3~MIP.1b 1 0 0 0
## 746 NT.3~MIP.3a 0 0 0 0
## 747 NT.3~NAP.2 0 0 0 0
## 748 NT.4~BDNF 0 0 0 1
## 749 NT.4~CCL24 0 0 0 0
## 750 NT.4~CCL26 0 0 0 1
## 751 NT.4~Ck.b8.1 0 0 1 0
## 752 NT.4~CSF1 0 0 0 0
## 753 NT.4~CSF2 0 0 0 1
## 754 NT.4~EGF 0 0 0 1
## 755 NT.4~ENA.78 0 0 0 1
## 756 NT.4~FGF.4 0 0 0 0
## 757 NT.4~FGF.6 0 0 1 0
## 758 NT.4~FGF.7 0 0 0 0
## 759 NT.4~FGF.9 0 1 0 0
## 760 NT.4~GCP.2 0 0 0 0
## 761 NT.4~GDNF 0 0 0 0
## 762 NT.4~GRO.a 0 0 0 1
## 763 NT.4~I.309 0 0 1 0
## 764 NT.4~IGF.I 0 1 0 0
## 765 NT.4~IGFBP.1 0 0 0 0
## 766 NT.4~IGFBP.4 0 1 0 0
## 767 NT.4~IL.16 0 0 1 0
## 768 NT.4~IL.1a 0 0 0 0
## 769 NT.4~IL.1b 0 0 1 0
## 770 NT.4~IL.3 0 0 0 0
## 771 NT.4~IL.4 0 0 0 0
## 772 NT.4~IL.5 0 0 0 0
## 773 NT.4~IL.6 0 0 0 1
## 774 NT.4~LIF 0 0 0 0
## 775 NT.4~LIGHT 0 1 1 0
## 776 NT.4~MCP.3 0 0 0 0
## 777 NT.4~MCP.4 0 0 0 0
## 778 NT.4~MDC 0 0 1 0
## 779 NT.4~MIF 0 0 1 0
## 780 NT.4~MIG 0 0 0 0
## 781 NT.4~MIP.1d 0 0 1 0
## 782 OPG~FGF.4 0 1 0 0
## 783 OPG~FGF.7 1 1 0 0
## 784 OPG~GCP.2 0 1 0 0
## 785 OPG~HGF 1 1 1 0
## 786 OPG~I.309 0 1 0 0
## 787 OPG~IGFBP.1 0 1 0 0
## 788 OPG~IGFBP.3 1 1 0 0
## 789 OPG~IGFBP.4 1 0 0 0
## 790 OPG~IL.10 0 0 0 1
## 791 OPG~IL.7 0 0 0 0
## 792 OPG~IP.10 1 1 0 0
## 793 OPG~MCP.2 0 0 1 0
## 794 OPG~MCP.3 1 1 0 0
## 795 OPG~MCP.4 0 0 1 1
## 796 OPG~MIP.1b 0 1 0 0
## 797 OPG~MIP.3a 0 1 0 0
## 798 OPG~NT.4 0 0 0 0
## 799 OPN~CCL11 0 1 0 0
## 800 OPN~FGF.6 0 0 1 0
## 801 OPN~FGF.7 1 0 0 0
## 802 OPN~HGF 1 0 0 0
## 803 OPN~IFN.g 0 0 0 0
## 804 OPN~IGFBP.2 0 0 1 0
## 805 OPN~IGFBP.3 1 0 0 0
## 806 OPN~IGFBP.4 1 0 0 0
## 807 OPN~IL.1a 0 0 0 1
## 808 OPN~IL.2 0 0 0 0
## 809 OPN~IL.6 0 0 1 0
## 810 OPN~IP.10 1 0 0 0
## 811 OPN~Leptin 0 0 0 0
## 812 OPN~MCP.3 1 0 0 0
## 813 OPN~MDC 0 0 0 0
## 814 OPN~MIG 0 0 0 0
## 815 OPN~MIP.1d 0 0 1 0
## 816 OPN~OPG 1 0 0 0
## 817 OSM~CCL11 1 0 0 0
## 818 OSM~CCL26 0 0 1 1
## 819 OSM~Ck.b8.1 0 0 1 0
## 820 OSM~CSF1 0 0 0 0
## 821 OSM~CX3CL1 0 0 1 0
## 822 OSM~FGF.4 1 0 0 0
## 823 OSM~FGF.6 0 0 1 0
## 824 OSM~FGF.7 0 0 0 0
## 825 OSM~FGF.9 0 0 0 0
## 826 OSM~GCP.2 0 0 0 0
## 827 OSM~GDNF 0 0 0 0
## 828 OSM~GRO.a 0 0 0 0
## 829 OSM~I.309 0 0 1 0
## 830 OSM~IFN.g 0 0 0 1
## 831 OSM~IGF.I 0 0 0 0
## 832 OSM~IGFBP.2 0 0 0 0
## 833 OSM~IGFBP.4 0 1 0 0
## 834 OSM~IL.12p70 0 0 0 1
## 835 OSM~IL.15 0 0 0 1
## 836 OSM~IL.16 0 0 1 0
## 837 OSM~IL.1a 0 0 0 0
## 838 OSM~IL.1b 0 0 0 0
## 839 OSM~IL.3 0 0 0 0
## 840 OSM~IL.4 0 0 0 0
## 841 OSM~LIF 0 1 0 0
## 842 OSM~LIGHT 0 0 1 0
## 843 OSM~MCP.3 0 0 1 0
## 844 OSM~MCP.4 0 0 0 0
## 845 OSM~MDC 0 0 1 0
## 846 OSM~MIF 0 0 0 0
## 847 OSM~MIG 0 0 0 0
## 848 OSM~NT.3 0 0 0 0
## 849 OSM~NT.4 0 0 1 1
## 850 PARC~BLC 0 0 0 0
## 851 PARC~CCL26 0 0 1 0
## 852 PARC~Ck.b8.1 0 0 1 0
## 853 PARC~CSF1 0 0 0 0
## 854 PARC~CSF2 1 0 0 0
## 855 PARC~CSF3 1 0 0 0
## 856 PARC~FGF.4 0 0 0 1
## 857 PARC~FGF.6 0 0 1 0
## 858 PARC~FGF.7 0 0 0 0
## 859 PARC~GCP.2 0 0 0 0
## 860 PARC~GDNF 0 0 0 0
## 861 PARC~GRO 0 1 0 0
## 862 PARC~GRO.a 0 1 0 0
## 863 PARC~I.309 0 0 0 1
## 864 PARC~IFN.g 1 0 0 0
## 865 PARC~IGF.I 0 0 0 0
## 866 PARC~IGFBP.1 0 0 1 0
## 867 PARC~IGFBP.2 0 1 0 0
## 868 PARC~IL.10 1 0 0 0
## 869 PARC~IL.13 1 0 0 0
## 870 PARC~IL.15 1 0 0 0
## 871 PARC~IL.1a 1 0 0 0
## 872 PARC~IL.1b 0 0 0 0
## 873 PARC~IL.2 1 0 0 0
## 874 PARC~IL.3 0 0 0 0
## 875 PARC~IL.4 0 0 0 0
## 876 PARC~IL.5 1 0 0 0
## 877 PARC~IL.6 0 0 0 0
## 878 PARC~IL.7 1 0 0 0
## 879 PARC~Leptin 0 1 1 0
## 880 PARC~LIGHT 0 0 0 0
## 881 PARC~MCP.1 0 0 0 0
## 882 PARC~MIG 1 0 0 0
## 883 PARC~NT.4 0 0 0 0
## 884 PARC~OSM 0 0 0 0
## 885 PDGF.BB~BDNF 1 1 1 1
## 886 PDGF.BB~CSF2 0 0 0 0
## 887 PDGF.BB~EGF 1 0 0 1
## 888 PDGF.BB~ENA.78 0 0 0 1
## 889 PDGF.BB~GCP.2 0 0 1 0
## 890 PDGF.BB~GRO 0 0 1 0
## 891 PDGF.BB~IFN.g 0 0 0 0
## 892 PDGF.BB~IL.13 0 0 0 0
## 893 PDGF.BB~IL.15 0 0 0 0
## 894 PDGF.BB~IL.2 0 0 0 1
## 895 PDGF.BB~IL.6 0 0 0 0
## 896 PDGF.BB~IL.7 0 0 0 0
## 897 PDGF.BB~MIG 0 0 0 0
## 898 PDGF.BB~MIP.3a 0 0 0 1
## 899 PDGF.BB~NAP.2 1 0 1 0
## 900 PDGF.BB~NT.3 0 1 0 0
## 901 PDGF.BB~NT.4 0 0 0 1
## 902 PDGF.BB~OSM 0 0 0 0
## 903 PIGF~BLC 0 0 0 0
## 904 PIGF~CCL26 0 1 0 0
## 905 PIGF~Ck.b8.1 0 0 0 0
## 906 PIGF~CSF1 0 0 0 0
## 907 PIGF~CSF2 0 0 1 0
## 908 PIGF~CSF3 0 0 1 0
## 909 PIGF~CX3CL1 0 1 0 1
## 910 PIGF~FGF.4 0 0 1 0
## 911 PIGF~FGF.6 0 0 0 0
## 912 PIGF~FGF.7 0 0 0 0
## 913 PIGF~FGF.9 0 1 0 0
## 914 PIGF~GCP.2 0 0 0 0
## 915 PIGF~GDNF 1 0 1 0
## 916 PIGF~GRO 1 0 0 0
## 917 PIGF~I.309 0 0 0 0
## 918 PIGF~IFN.g 0 0 1 0
## 919 PIGF~IGFBP.4 0 0 0 0
## 920 PIGF~IL.12p70 1 0 0 0
## 921 PIGF~IL.13 0 0 0 0
## 922 PIGF~IL.1a 0 0 0 0
## 923 PIGF~IL.3 0 1 1 0
## 924 PIGF~IL.4 0 0 0 0
## 925 PIGF~IL.5 0 0 0 0
## 926 PIGF~IL.8 0 0 0 0
## 927 PIGF~LIF 0 0 0 1
## 928 PIGF~LIGHT 0 0 0 1
## 929 PIGF~MCP.3 0 0 0 0
## 930 PIGF~MCP.4 0 0 0 0
## 931 PIGF~MDC 1 1 0 0
## 932 PIGF~MIF 1 0 0 0
## 933 PIGF~MIG 0 0 0 0
## 934 PIGF~NT.4 0 0 0 0
## 935 PIGF~OSM 0 0 0 0
## 936 PIGF~PARC 0 0 0 0
## 937 RANTES~ANG 0 0 0 0
## 938 RANTES~BDNF 1 0 0 0
## 939 RANTES~CCL11 0 0 0 0
## 940 RANTES~CCL24 0 0 0 1
## 941 RANTES~CCL26 0 0 0 0
## 942 RANTES~EGF 1 0 0 1
## 943 RANTES~ENA.78 0 0 1 1
## 944 RANTES~FGF.7 0 1 0 0
## 945 RANTES~GDNF 0 0 0 0
## 946 RANTES~GRO 1 0 0 0
## 947 RANTES~HGF 0 1 0 0
## 948 RANTES~I.309 0 0 0 0
## 949 RANTES~IGFBP.2 0 0 0 0
## 950 RANTES~IL.16 0 1 0 0
## 951 RANTES~IL.2 0 0 0 1
## 952 RANTES~IP.10 0 0 1 0
## 953 RANTES~MIF 0 1 0 0
## 954 RANTES~MIG 0 0 0 0
## 955 RANTES~MIP.3a 0 1 0 1
## 956 RANTES~NAP.2 1 0 1 0
## 957 RANTES~PDGF.BB 1 0 0 1
## 958 SCF~ANG 0 0 0 1
## 959 SCF~BDNF 0 0 0 0
## 960 SCF~CCL11 0 0 0 0
## 961 SCF~CCL24 0 0 0 0
## 962 SCF~CCL26 0 0 0 0
## 963 SCF~Ck.b8.1 0 1 0 0
## 964 SCF~CSF1 0 0 1 1
## 965 SCF~CSF2 0 0 0 0
## 966 SCF~EGF 0 0 0 1
## 967 SCF~ENA.78 0 0 0 1
## 968 SCF~FGF.4 0 1 0 0
## 969 SCF~FGF.6 0 0 0 0
## 970 SCF~FGF.7 1 1 0 0
## 971 SCF~FGF.9 0 0 0 0
## 972 SCF~GDNF 0 0 0 0
## 973 SCF~GRO 0 0 0 1
## 974 SCF~HGF 0 1 0 0
## 975 SCF~I.309 0 1 0 0
## 976 SCF~IGFBP.2 0 0 1 0
## 977 SCF~IGFBP.3 1 1 0 0
## 978 SCF~IGFBP.4 1 1 0 0
## 979 SCF~IL.10 0 0 0 0
## 980 SCF~IL.15 0 0 0 0
## 981 SCF~IL.1a 0 0 0 0
## 982 SCF~IL.2 0 0 0 1
## 983 SCF~IL.3 0 0 0 0
## 984 SCF~IL.4 0 0 0 0
## 985 SCF~IL.5 0 0 0 0
## 986 SCF~LIF 0 0 0 0
## 987 SCF~LIGHT 0 0 0 0
## 988 SCF~MCP.2 0 0 0 0
## 989 SCF~MCP.3 0 1 0 0
## 990 SCF~MDC 0 0 0 0
## 991 SCF~MIP.1b 0 1 0 0
## 992 SCF~MIP.1d 0 0 0 0
## 993 SCF~MIP.3a 0 1 0 1
## 994 SCF~NT.3 0 0 0 0
## 995 SCF~NT.4 0 0 0 0
## 996 SCF~OPG 1 1 0 0
## 997 SCF~OPN 1 0 0 0
## 998 SCF~OSM 0 0 0 0
## 999 SCF~PARC 0 0 0 0
## 1000 SCF~PDGF.BB 0 0 0 1
## 1001 SCF~PIGF 0 0 0 0
## 1002 SCF~RANTES 0 0 0 1
## 1003 SDF.1~CCL26 1 1 0 0
## 1004 SDF.1~Ck.b8.1 0 0 0 1
## 1005 SDF.1~CSF3 0 0 0 1
## 1006 SDF.1~CX3CL1 1 0 0 0
## 1007 SDF.1~FGF.4 0 0 0 0
## 1008 SDF.1~FGF.6 0 0 0 0
## 1009 SDF.1~FGF.7 0 0 0 0
## 1010 SDF.1~FGF.9 0 1 0 0
## 1011 SDF.1~GDNF 0 0 0 0
## 1012 SDF.1~I.309 0 0 0 0
## 1013 SDF.1~IFN.g 0 0 0 0
## 1014 SDF.1~IGF.I 0 0 0 0
## 1015 SDF.1~IGFBP.4 0 0 0 0
## 1016 SDF.1~IL.12p70 0 1 0 0
## 1017 SDF.1~IL.15 0 0 0 1
## 1018 SDF.1~IL.1a 0 0 0 0
## 1019 SDF.1~IL.1b 0 0 0 0
## 1020 SDF.1~IL.3 0 1 0 0
## 1021 SDF.1~IL.4 0 1 0 0
## 1022 SDF.1~IL.7 0 0 0 1
## 1023 SDF.1~IP.10 0 0 0 0
## 1024 SDF.1~Leptin 0 0 1 0
## 1025 SDF.1~LIF 0 0 0 0
## 1026 SDF.1~MCP.1 0 0 0 0
## 1027 SDF.1~MCP.3 0 0 0 0
## 1028 SDF.1~MDC 0 0 0 0
## 1029 SDF.1~MIG 0 0 0 0
## 1030 SDF.1~MIP.1b 0 0 0 0
## 1031 SDF.1~MIP.1d 0 1 0 0
## 1032 SDF.1~MIP.3a 0 0 0 0
## 1033 SDF.1~NT.3 0 0 0 1
## 1034 SDF.1~NT.4 0 0 0 0
## 1035 SDF.1~OPN 0 0 0 0
## 1036 SDF.1~PARC 0 0 0 0
## 1037 SDF.1~PIGF 0 1 0 0
## 1038 SDF.1~SCF 0 0 0 0
## 1039 TARC~BDNF 0 0 1 1
## 1040 TARC~CCL24 0 0 0 0
## 1041 TARC~CCL26 0 0 0 1
## 1042 TARC~CSF2 0 0 0 0
## 1043 TARC~EGF 0 0 0 1
## 1044 TARC~ENA.78 0 0 0 1
## 1045 TARC~FGF.9 0 0 0 0
## 1046 TARC~GCP.2 0 0 0 0
## 1047 TARC~GRO 0 0 1 0
## 1048 TARC~GRO.a 1 0 0 0
## 1049 TARC~IL.10 0 0 0 0
## 1050 TARC~IL.13 1 0 0 1
## 1051 TARC~IL.15 0 0 0 0
## 1052 TARC~IL.2 0 0 0 1
## 1053 TARC~IL.5 0 0 0 0
## 1054 TARC~IL.6 0 0 0 0
## 1055 TARC~MCP.2 0 0 0 0
## 1056 TARC~MIP.1b 1 0 1 0
## 1057 TARC~MIP.3a 0 1 0 1
## 1058 TARC~NAP.2 0 0 0 0
## 1059 TARC~NT.3 1 0 0 0
## 1060 TARC~NT.4 0 0 0 0
## 1061 TARC~PDGF.BB 0 0 1 1
## 1062 TARC~RANTES 0 1 0 0
## 1063 TARC~SCF 0 0 0 0
## 1064 TGF.b1~CCL11 0 0 1 0
## 1065 TGF.b1~CSF2 1 1 1 0
## 1066 TGF.b1~CSF3 1 1 1 0
## 1067 TGF.b1~EGF 0 0 0 0
## 1068 TGF.b1~FGF.6 0 0 0 0
## 1069 TGF.b1~GCP.2 0 0 1 0
## 1070 TGF.b1~GRO.a 0 0 0 0
## 1071 TGF.b1~I.309 0 0 0 0
## 1072 TGF.b1~IFN.g 1 1 1 0
## 1073 TGF.b1~IGFBP.4 0 0 0 0
## 1074 TGF.b1~IL.10 1 1 0 0
## 1075 TGF.b1~IL.13 1 1 1 0
## 1076 TGF.b1~IL.15 1 1 1 0
## 1077 TGF.b1~IL.1a 1 1 1 0
## 1078 TGF.b1~IL.2 1 1 1 0
## 1079 TGF.b1~IL.5 1 1 1 0
## 1080 TGF.b1~IL.7 1 1 1 1
## 1081 TGF.b1~IL.8 0 0 0 0
## 1082 TGF.b1~Leptin 0 0 0 0
## 1083 TGF.b1~LIF 0 0 0 0
## 1084 TGF.b1~MCP.1 1 1 0 0
## 1085 TGF.b1~MCP.3 0 0 0 0
## 1086 TGF.b1~MCP.4 0 0 0 0
## 1087 TGF.b1~MDC 0 0 0 0
## 1088 TGF.b1~MIG 1 1 1 0
## 1089 TGF.b1~MIP.1d 0 0 0 0
## 1090 TGF.b1~NT.3 0 1 0 1
## 1091 TGF.b1~OPN 0 0 0 0
## 1092 TGF.b1~PARC 1 0 0 0
## 1093 TGF.b1~PDGF.BB 0 0 0 0
## 1094 TGF.b1~PIGF 0 0 1 0
## 1095 TGF.b1~SDF.1 0 0 0 1
## 1096 TGF.b1~TARC 1 0 0 0
## 1097 TGF.b2~CCL24 0 1 0 0
## 1098 TGF.b2~CCL26 0 0 0 0
## 1099 TGF.b2~Ck.b8.1 0 0 0 0
## 1100 TGF.b2~CSF1 0 0 0 0
## 1101 TGF.b2~EGF 0 0 1 0
## 1102 TGF.b2~FGF.4 0 0 0 0
## 1103 TGF.b2~FGF.6 0 0 0 0
## 1104 TGF.b2~FGF.7 0 0 0 0
## 1105 TGF.b2~FGF.9 0 0 1 0
## 1106 TGF.b2~GDNF 0 0 0 0
## 1107 TGF.b2~GRO.a 0 0 0 0
## 1108 TGF.b2~I.309 1 0 1 0
## 1109 TGF.b2~IGF.I 0 0 0 0
## 1110 TGF.b2~IGFBP.4 0 0 0 1
## 1111 TGF.b2~IL.16 1 0 1 0
## 1112 TGF.b2~IL.1a 0 0 0 0
## 1113 TGF.b2~IL.1b 0 0 0 0
## 1114 TGF.b2~IL.2 0 0 0 0
## 1115 TGF.b2~IL.3 0 0 0 0
## 1116 TGF.b2~IL.4 0 0 0 0
## 1117 TGF.b2~IL.5 0 0 0 0
## 1118 TGF.b2~IL.7 0 0 0 1
## 1119 TGF.b2~LIF 0 0 1 0
## 1120 TGF.b2~LIGHT 0 0 0 0
## 1121 TGF.b2~MCP.3 0 0 1 0
## 1122 TGF.b2~MDC 0 0 1 0
## 1123 TGF.b2~MIG 0 0 0 0
## 1124 TGF.b2~NT.3 0 0 0 1
## 1125 TGF.b2~NT.4 0 0 0 0
## 1126 TGF.b2~OSM 0 0 0 0
## 1127 TGF.b2~PARC 0 0 0 0
## 1128 TGF.b2~PIGF 0 0 0 0
## 1129 TGF.b2~SCF 0 0 0 0
## 1130 TGF.b2~SDF.1 0 0 0 1
## 1131 TGF.b2~TGF.b1 0 0 0 1
## 1132 TGF.b3~Ck.b8.1 0 0 1 0
## 1133 TGF.b3~CSF1 0 0 0 0
## 1134 TGF.b3~CX3CL1 0 0 1 0
## 1135 TGF.b3~FGF.4 0 0 0 0
## 1136 TGF.b3~FGF.6 0 0 0 0
## 1137 TGF.b3~FGF.7 0 0 0 0
## 1138 TGF.b3~FGF.9 0 0 0 1
## 1139 TGF.b3~GDNF 0 0 1 0
## 1140 TGF.b3~I.309 0 0 1 0
## 1141 TGF.b3~IGF.I 0 0 0 0
## 1142 TGF.b3~IGFBP.1 0 0 0 0
## 1143 TGF.b3~IGFBP.2 0 0 0 0
## 1144 TGF.b3~IGFBP.4 0 1 0 0
## 1145 TGF.b3~IL.10 0 0 0 0
## 1146 TGF.b3~IL.16 0 0 1 0
## 1147 TGF.b3~IL.1a 0 0 0 0
## 1148 TGF.b3~IL.3 0 0 0 0
## 1149 TGF.b3~IL.4 0 0 0 0
## 1150 TGF.b3~IL.5 0 0 0 0
## 1151 TGF.b3~IL.7 0 0 0 0
## 1152 TGF.b3~IL.8 1 0 0 0
## 1153 TGF.b3~LIGHT 0 0 1 0
## 1154 TGF.b3~MCP.3 0 0 1 0
## 1155 TGF.b3~MCP.4 0 0 0 0
## 1156 TGF.b3~MDC 0 0 1 0
## 1157 TGF.b3~MIF 0 0 0 0
## 1158 TGF.b3~MIG 0 0 0 0
## 1159 TGF.b3~NT.3 0 0 0 0
## 1160 TGF.b3~NT.4 0 0 0 0
## 1161 TGF.b3~OPG 0 0 0 0
## 1162 TGF.b3~OSM 0 1 1 0
## 1163 TGF.b3~PARC 0 0 0 1
## 1164 TGF.b3~SDF.1 0 0 0 0
## 1165 TGF.b3~TGF.b2 0 1 0 0
## 1166 THPO~BLC 0 0 0 0
## 1167 THPO~CCL26 0 0 0 1
## 1168 THPO~Ck.b8.1 0 0 1 0
## 1169 THPO~CSF1 0 0 0 0
## 1170 THPO~CX3CL1 0 1 0 0
## 1171 THPO~ENA.78 0 0 0 1
## 1172 THPO~FGF.4 0 0 0 0
## 1173 THPO~FGF.6 0 0 0 0
## 1174 THPO~FGF.7 0 0 0 0
## 1175 THPO~FGF.9 0 1 0 0
## 1176 THPO~GCP.2 0 0 0 0
## 1177 THPO~GDNF 0 0 0 0
## 1178 THPO~I.309 0 0 1 0
## 1179 THPO~IGFBP.4 0 1 0 0
## 1180 THPO~IL.10 1 0 0 0
## 1181 THPO~IL.16 0 0 1 0
## 1182 THPO~IL.1a 1 0 0 0
## 1183 THPO~IL.1b 0 0 0 0
## 1184 THPO~IL.2 0 0 0 0
## 1185 THPO~IL.3 0 0 0 0
## 1186 THPO~IL.4 0 0 0 0
## 1187 THPO~IL.5 0 0 0 0
## 1188 THPO~IL.7 0 0 0 0
## 1189 THPO~LIF 0 1 1 0
## 1190 THPO~MCP.1 1 0 0 0
## 1191 THPO~MCP.3 0 0 1 0
## 1192 THPO~MCP.4 0 0 0 0
## 1193 THPO~MDC 0 0 1 0
## 1194 THPO~MIG 0 0 0 0
## 1195 THPO~MIP.1b 0 0 0 0
## 1196 THPO~NT.4 0 1 1 0
## 1197 THPO~OSM 0 1 1 0
## 1198 THPO~PARC 0 0 0 0
## 1199 THPO~PIGF 0 1 0 0
## 1200 THPO~RANTES 0 0 0 1
## 1201 THPO~SCF 0 0 0 0
## 1202 THPO~SDF.1 0 0 0 0
## 1203 THPO~TARC 0 0 0 1
## 1204 THPO~TGF.b2 0 0 1 0
## 1205 THPO~TGF.b3 0 0 1 0
## 1206 TIMP.1~CCL11 0 0 0 0
## 1207 TIMP.1~ENA.78 1 0 1 0
## 1208 TIMP.1~GDNF 1 0 0 0
## 1209 TIMP.1~GRO 1 0 0 0
## 1210 TIMP.1~IGFBP.3 0 0 0 0
## 1211 TIMP.1~IL.12p70 1 0 1 0
## 1212 TIMP.1~IP.10 1 0 0 0
## 1213 TIMP.1~MCP.2 1 0 0 0
## 1214 TIMP.1~MCP.3 1 0 0 0
## 1215 TIMP.1~MCP.4 0 0 0 0
## 1216 TIMP.1~MIF 1 0 0 0
## 1217 TIMP.1~NAP.2 0 0 1 0
## 1218 TIMP.1~OSM 0 1 0 0
## 1219 TIMP.1~PIGF 1 0 0 0
## 1220 TIMP.1~RANTES 0 0 1 0
## 1221 TIMP.1~TARC 0 0 0 1
## 1222 TIMP.1~THPO 0 0 0 1
## 1223 TIMP.2~ANG 0 0 0 0
## 1224 TIMP.2~BDNF 0 0 0 0
## 1225 TIMP.2~Ck.b8.1 0 0 0 0
## 1226 TIMP.2~CSF1 0 1 0 0
## 1227 TIMP.2~FGF.4 0 1 0 0
## 1228 TIMP.2~FGF.6 0 0 0 0
## 1229 TIMP.2~FGF.7 0 1 0 0
## 1230 TIMP.2~GCP.2 0 1 0 0
## 1231 TIMP.2~HGF 0 1 0 0
## 1232 TIMP.2~I.309 0 1 0 0
## 1233 TIMP.2~IFN.g 0 0 0 0
## 1234 TIMP.2~IGFBP.1 1 0 0 0
## 1235 TIMP.2~IGFBP.2 1 0 0 0
## 1236 TIMP.2~IGFBP.3 0 1 0 0
## 1237 TIMP.2~IL.10 0 0 1 0
## 1238 TIMP.2~IL.13 0 0 0 0
## 1239 TIMP.2~IL.16 0 0 0 0
## 1240 TIMP.2~IL.1a 0 0 0 0
## 1241 TIMP.2~IL.3 0 0 1 0
## 1242 TIMP.2~IL.4 0 0 0 0
## 1243 TIMP.2~IP.10 0 1 0 1
## 1244 TIMP.2~MCP.1 0 0 0 0
## 1245 TIMP.2~MCP.3 0 1 0 0
## 1246 TIMP.2~MIF 0 0 0 0
## 1247 TIMP.2~MIP.1d 0 0 0 1
## 1248 TIMP.2~MIP.3a 0 1 0 0
## 1249 TIMP.2~NT.4 0 0 0 0
## 1250 TIMP.2~OPG 0 1 0 0
## 1251 TIMP.2~PIGF 0 0 1 0
## 1252 TIMP.2~SCF 0 1 0 0
## 1253 TIMP.2~TGF.b3 0 0 0 0
## 1254 TNF.a~CCL11 0 0 1 0
## 1255 TNF.a~CSF2 1 1 1 0
## 1256 TNF.a~CSF3 1 1 1 0
## 1257 TNF.a~FGF.4 0 0 0 0
## 1258 TNF.a~FGF.6 0 0 0 0
## 1259 TNF.a~FGF.7 0 0 0 0
## 1260 TNF.a~GCP.2 0 0 1 1
## 1261 TNF.a~GRO 0 0 0 0
## 1262 TNF.a~GRO.a 0 1 0 0
## 1263 TNF.a~IFN.g 1 1 1 0
## 1264 TNF.a~IGFBP.3 0 0 0 1
## 1265 TNF.a~IL.10 1 1 0 0
## 1266 TNF.a~IL.13 1 1 1 0
## 1267 TNF.a~IL.15 1 1 1 0
## 1268 TNF.a~IL.16 0 0 0 0
## 1269 TNF.a~IL.1a 1 1 1 0
## 1270 TNF.a~IL.1b 0 0 0 0
## 1271 TNF.a~IL.2 1 1 1 0
## 1272 TNF.a~IL.4 0 0 0 0
## 1273 TNF.a~IL.5 1 1 1 1
## 1274 TNF.a~IL.6 0 0 0 0
## 1275 TNF.a~IL.7 1 1 1 0
## 1276 TNF.a~IL.8 0 0 0 1
## 1277 TNF.a~IP.10 0 0 0 0
## 1278 TNF.a~Leptin 0 0 0 0
## 1279 TNF.a~LIF 0 0 0 0
## 1280 TNF.a~MCP.1 1 1 0 0
## 1281 TNF.a~MCP.3 0 0 0 1
## 1282 TNF.a~MDC 0 0 0 0
## 1283 TNF.a~MIG 1 1 1 0
## 1284 TNF.a~MIP.1b 0 0 0 0
## 1285 TNF.a~NAP.2 0 0 0 0
## 1286 TNF.a~NT.3 0 1 0 0
## 1287 TNF.a~OPN 0 0 0 0
## 1288 TNF.a~PARC 1 0 0 0
## 1289 TNF.a~PDGF.BB 0 0 0 0
## 1290 TNF.a~PIGF 0 0 1 0
## 1291 TNF.a~SDF.1 0 0 0 0
## 1292 TNF.a~TGF.b1 1 1 1 0
## 1293 TNF.b~BDNF 0 0 0 0
## 1294 TNF.b~BLC 0 0 0 0
## 1295 TNF.b~CCL11 0 0 1 0
## 1296 TNF.b~CCL26 0 0 0 0
## 1297 TNF.b~CSF1 0 0 0 0
## 1298 TNF.b~CSF2 1 1 1 0
## 1299 TNF.b~CSF3 1 1 1 0
## 1300 TNF.b~ENA.78 0 0 0 0
## 1301 TNF.b~FGF.4 0 0 0 0
## 1302 TNF.b~FGF.6 0 0 0 0
## 1303 TNF.b~FGF.7 0 0 0 0
## 1304 TNF.b~GCP.2 0 0 1 0
## 1305 TNF.b~GDNF 0 0 0 0
## 1306 TNF.b~GRO.a 0 1 0 0
## 1307 TNF.b~I.309 0 0 0 0
## 1308 TNF.b~IFN.g 1 1 1 0
## 1309 TNF.b~IL.10 1 1 0 0
## 1310 TNF.b~IL.13 1 1 1 0
## 1311 TNF.b~IL.15 1 1 1 0
## 1312 TNF.b~IL.1a 1 1 1 0
## 1313 TNF.b~IL.2 1 1 1 0
## 1314 TNF.b~IL.3 0 0 0 0
## 1315 TNF.b~IL.4 0 0 0 0
## 1316 TNF.b~IL.5 1 1 1 0
## 1317 TNF.b~IL.7 1 1 1 0
## 1318 TNF.b~IP.10 0 0 0 0
## 1319 TNF.b~LIF 0 0 0 0
## 1320 TNF.b~LIGHT 0 0 0 0
## 1321 TNF.b~MCP.1 1 1 0 0
## 1322 TNF.b~MCP.3 0 0 0 0
## 1323 TNF.b~MDC 0 0 0 0
## 1324 TNF.b~MIG 1 1 0 0
## 1325 TNF.b~MIP.1b 0 0 0 0
## 1326 TNF.b~NT.3 0 1 0 0
## 1327 TNF.b~NT.4 0 0 0 0
## 1328 TNF.b~OSM 0 0 0 0
## 1329 TNF.b~PARC 1 0 0 0
## 1330 TNF.b~PDGF.BB 0 0 0 0
## 1331 TNF.b~PIGF 0 0 1 0
## 1332 TNF.b~SCF 0 0 0 0
## 1333 TNF.b~SDF.1 0 0 0 0
## 1334 TNF.b~TARC 0 0 0 0
## 1335 TNF.b~TGF.b1 1 1 1 0
## 1336 TNF.b~TGF.b2 0 0 0 0
## 1337 TNF.b~TNF.a 1 1 1 0
## 1338 VEGF~BLC 1 0 0 0
## 1339 VEGF~Ck.b8.1 0 0 0 1
## 1340 VEGF~CSF2 0 0 0 1
## 1341 VEGF~CX3CL1 0 1 0 0
## 1342 VEGF~EGF 1 0 0 0
## 1343 VEGF~FGF.4 0 0 0 0
## 1344 VEGF~FGF.9 0 1 1 0
## 1345 VEGF~GDNF 0 0 0 0
## 1346 VEGF~I.309 0 0 0 0
## 1347 VEGF~IGF.I 0 0 0 0
## 1348 VEGF~IGFBP.2 0 0 0 0
## 1349 VEGF~IGFBP.4 0 0 0 0
## 1350 VEGF~IL.1a 0 0 0 0
## 1351 VEGF~IL.1b 0 0 1 0
## 1352 VEGF~IL.2 0 0 0 0
## 1353 VEGF~IL.3 0 1 0 0
## 1354 VEGF~IL.4 0 0 1 1
## 1355 VEGF~IL.5 0 0 0 1
## 1356 VEGF~IL.6 0 0 0 1
## 1357 VEGF~IL.7 0 0 0 0
## 1358 VEGF~LIF 0 0 1 0
## 1359 VEGF~MCP.2 1 0 0 0
## 1360 VEGF~MIG 0 0 0 1
## 1361 VEGF~MIP.1b 0 0 1 0
## 1362 VEGF~MIP.3a 0 0 0 0
## 1363 VEGF~NAP.2 0 0 0 1
## 1364 VEGF~NT.3 0 0 0 1
## 1365 VEGF~NT.4 0 1 0 0
## 1366 VEGF~OPG 0 0 0 0
## 1367 VEGF~PIGF 0 1 0 0
## 1368 VEGF~SDF.1 0 0 0 0
## 1369 VEGF~TARC 0 0 1 0
## 1370 VEGF~TGF.b3 0 0 0 0
## 1371 VEGF~THPO 0 1 0 0
## 1372 VEGF~TNF.b 0 0 0 0
## Mild_Allother Mild_First Severe_Allother Severe_First Severe_Last
## 1 1 0 0 0 0
## 2 0 0 1 0 0
## 3 0 0 0 0 0
## 4 0 0 1 0 0
## 5 0 0 1 0 0
## 6 0 0 1 0 0
## 7 1 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 10 0 0 0 1 0
## 11 0 0 0 0 0
## 12 0 0 1 0 0
## 13 1 0 1 1 0
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## 15 0 0 0 1 0
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## 60 0 0 1 0 0
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## 1252 0 0 0 0 0
## 1253 1 0 0 0 0
## 1254 0 0 0 0 0
## 1255 0 0 1 1 0
## 1256 0 0 1 0 0
## 1257 1 0 0 0 0
## 1258 1 0 0 0 0
## 1259 0 1 0 0 0
## 1260 0 0 0 0 0
## 1261 0 1 0 0 0
## 1262 0 0 0 0 0
## 1263 1 0 0 1 0
## 1264 0 0 0 0 0
## 1265 0 0 0 0 0
## 1266 0 0 1 1 0
## 1267 0 0 1 1 0
## 1268 0 1 0 0 0
## 1269 1 0 0 0 0
## 1270 0 1 0 0 0
## 1271 1 0 1 1 0
## 1272 1 0 0 0 0
## 1273 0 0 1 1 1
## 1274 0 0 1 0 1
## 1275 0 0 1 1 1
## 1276 0 1 0 0 0
## 1277 1 0 0 0 0
## 1278 1 0 0 0 0
## 1279 1 0 0 0 0
## 1280 1 1 0 0 0
## 1281 1 0 0 0 0
## 1282 1 0 0 0 0
## 1283 1 0 1 1 0
## 1284 1 0 0 0 0
## 1285 0 1 0 0 1
## 1286 1 0 0 0 0
## 1287 1 0 0 0 0
## 1288 0 0 1 1 0
## 1289 1 0 0 1 0
## 1290 0 0 0 0 0
## 1291 1 0 0 0 0
## 1292 1 0 1 1 0
## 1293 0 1 0 0 0
## 1294 0 0 0 1 0
## 1295 0 0 0 0 0
## 1296 0 0 1 0 0
## 1297 0 0 0 0 1
## 1298 0 0 0 1 0
## 1299 0 0 0 1 0
## 1300 0 1 0 0 0
## 1301 1 0 1 0 0
## 1302 1 0 1 1 0
## 1303 0 0 1 0 0
## 1304 0 0 0 0 0
## 1305 0 0 1 0 0
## 1306 0 0 0 1 0
## 1307 0 0 1 0 0
## 1308 0 0 0 0 0
## 1309 0 0 0 0 0
## 1310 0 0 0 1 0
## 1311 0 0 0 1 0
## 1312 1 1 1 0 0
## 1313 0 0 0 0 0
## 1314 0 0 1 0 0
## 1315 0 0 1 0 0
## 1316 0 0 0 0 0
## 1317 0 0 0 1 0
## 1318 1 0 0 0 0
## 1319 1 0 1 0 0
## 1320 0 0 1 0 0
## 1321 1 0 0 0 0
## 1322 1 0 1 0 0
## 1323 0 0 1 1 0
## 1324 0 0 0 0 0
## 1325 1 0 0 0 0
## 1326 1 0 1 0 1
## 1327 0 1 1 0 0
## 1328 0 0 1 0 0
## 1329 0 0 0 0 0
## 1330 0 0 0 1 0
## 1331 0 0 1 0 0
## 1332 0 0 1 0 0
## 1333 0 0 1 0 0
## 1334 0 1 0 0 0
## 1335 0 0 0 0 0
## 1336 0 0 1 0 0
## 1337 1 0 0 0 0
## 1338 0 0 0 0 0
## 1339 0 0 1 0 0
## 1340 0 0 0 0 0
## 1341 0 0 0 0 0
## 1342 0 0 0 0 0
## 1343 1 0 0 1 0
## 1344 0 0 0 0 0
## 1345 0 0 0 1 0
## 1346 0 0 0 1 0
## 1347 0 0 0 1 0
## 1348 0 1 0 0 0
## 1349 0 0 0 1 0
## 1350 0 0 0 1 0
## 1351 0 0 0 1 0
## 1352 0 0 0 1 0
## 1353 0 0 0 1 0
## 1354 0 0 0 1 0
## 1355 0 0 0 1 0
## 1356 0 1 0 0 0
## 1357 0 1 0 0 0
## 1358 0 0 0 0 0
## 1359 0 0 0 0 0
## 1360 0 0 1 1 0
## 1361 0 0 0 0 0
## 1362 1 0 0 0 0
## 1363 1 0 0 0 0
## 1364 1 0 0 0 0
## 1365 0 0 0 0 0
## 1366 0 1 0 0 0
## 1367 0 0 0 1 0
## 1368 0 0 0 1 0
## 1369 0 0 0 0 0
## 1370 0 1 0 1 0
## 1371 0 0 0 1 0
## 1372 1 0 0 0 0## 分析各个列的交集的情况
names(zuhemt01)## [1] "RPname" "Fatal_Allother" "Fatal_First"
## [4] "Fatal_Last" "Healthy_First" "Mild_Allother"
## [7] "Mild_First" "Severe_Allother" "Severe_First"
## [10] "Severe_Last"## 只显示交集数量为前40的图像
upset(zuhemt01,sets = c("Fatal_Allother","Fatal_First","Fatal_Last",
"Healthy_First","Mild_Allother","Mild_First",
"Severe_Allother","Severe_First","Severe_Last"),
order.by = "freq",mb.ratio = c(0.65, 0.35))
## 显示交集数量为前65的图像
upset(zuhemt01,sets = c("Fatal_Allother","Fatal_First","Fatal_Last",
"Healthy_First","Mild_Allother","Mild_First",
"Severe_Allother","Severe_First","Severe_Last"),
order.by = "freq",mb.ratio = c(0.65, 0.35),
nintersects = 65)
## 上面图像显示出了最小交集为2的一些图像组合，和下面的一幅图，可以配合使用
## 下图显示出了交集数量为1，2，3组合，和上图配合使用正合适
## 显示交集数量为前65的图像
upset(zuhemt01,sets = c("Fatal_Allother","Fatal_First","Fatal_Last",
"Healthy_First","Mild_Allother","Mild_First",
"Severe_Allother","Severe_First","Severe_Last"),
order.by = c("degree","freq"),mb.ratio = c(0.65, 0.35),
nintersects = 65)