Load the library
library(survC1)
read the sample data (PBC data in survival package)
D=CompCase(pbc[1:200,c(2:4,10:14)])
D[,2]=as.numeric(D[,2]==2)
Lisiting a part of the data (outcome and predictors)
head(D)
## time status trt edema bili chol albumin copper
## 1 400 1 1 1.0 14.5 261 2.60 156
## 2 4500 0 1 0.0 1.1 302 4.14 54
## 3 1012 1 1 0.5 1.4 176 3.48 210
## 4 1925 1 1 0.5 1.8 244 2.54 64
## 5 1504 0 2 0.0 3.4 279 3.53 143
## 6 2503 1 2 0.0 0.8 248 3.98 50
see KM plots of event time and censoring time
par(mfrow=c(1,2))
plot(survfit(Surv(time/365.25, status)~1, data=D), main="Survival time")
plot(survfit(Surv(time/365.25, status==0)~1, data=D), main="Censoring time")
![](data:image/png;base64,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)
Inference for C –> Inf.Cval() function
tau=365.25*8
C=Inf.Cval(D, tau, itr=200)
C$ft
## Call:
## coxph(formula = Surv(mydata[, 1], mydata[, 2]) ~ covs)
##
##
## coef exp(coef) se(coef) z p
## covstrt -0.014813 0.985 0.213216 -0.0695 9.4e-01
## covsedema 0.835274 2.305 0.400275 2.0867 3.7e-02
## covsbili 0.081894 1.085 0.021980 3.7258 1.9e-04
## covschol 0.000101 1.000 0.000449 0.2253 8.2e-01
## covsalbumin -1.031226 0.357 0.311795 -3.3074 9.4e-04
## covscopper 0.004857 1.005 0.001030 4.7170 2.4e-06
##
## Likelihood ratio test=99.7 on 6 df, p=0 n= 177, number of events= 94
round(c(C$Dhat, C$se, C$low95, C$upp95), digits=3)
## [1] 0.776 0.027 0.722 0.830
Inference of Delta C between 2 models –> Inf.Cval.Delta() function
model0<-D[,c(1:2,4:5)] ;
model1<-D
covs1<-as.matrix(model1[,c(-1,-2)])
covs0<-as.matrix(model0[,c(-1,-2)])
head(covs1)
## trt edema bili chol albumin copper
## 1 1 1.0 14.5 261 2.60 156
## 2 1 0.0 1.1 302 4.14 54
## 3 1 0.5 1.4 176 3.48 210
## 4 1 0.5 1.8 244 2.54 64
## 5 2 0.0 3.4 279 3.53 143
## 6 2 0.0 0.8 248 3.98 50
head(covs0)
## edema bili
## 1 1.0 14.5
## 2 0.0 1.1
## 3 0.5 1.4
## 4 0.5 1.8
## 5 0.0 3.4
## 6 0.0 0.8
Delta=Inf.Cval.Delta(model0[,1:2], covs0, covs1, tau, itr=200)
round(Delta, digits=3)
## Est SE Lower95 Upper95
## Model1 0.776 0.026 0.725 0.827
## Model0 0.775 0.027 0.723 0.827
## Delta 0.000 0.021 -0.040 0.041
Point estimation via cross-validation –> cvC() function
head(model0)
## time status edema bili
## 1 400 1 1.0 14.5
## 2 4500 0 0.0 1.1
## 3 1012 1 0.5 1.4
## 4 1925 1 0.5 1.8
## 5 1504 0 0.0 3.4
## 6 2503 1 0.0 0.8
cvC(model0,tau,cvK=2,Rep=100)
## [1] 0.7748626