Add cox time dependend analysis for death and sm

Simple analysis of influence of relapse and sm on death.

The SM part is not working currently (due to limited events).
This commit is contained in:
Jens Sauer 2021-01-17 11:43:34 +01:00
parent 00d96d77f2
commit 465ce64487

53
cox-time.R Normal file
View File

@ -0,0 +1,53 @@
# Cox time-depended hazard models for death and sm
#
# License: GPL version 3
# Jens Mathis Sauer (c) 2020
sma_cox_time_death_setup <- function() {
data <- tmerge(data1 = secmal %>% select(uuid),
data2 = secmal,
id = uuid,
tstop = event_time_asct)
data <- tmerge(data, secmal, id = uuid, death = event(event_time_asct,
event_status))
data <- tmerge(data, secmal, id = uuid, relapse = tdc(
event_time_asct - event_time_relapse))
data <- tmerge(data, secmal, id = uuid, sm = tdc(
event_time_asct - event_time_sm))
return(data)
}
# Calculate HR of death with time dependend relapse status
sma_cox_death_relapse <- function() {
data <- sma_cox_time_death_setup()
cox <- coxph(Surv(tstart, tstop, death) ~ relapse + cluster(uuid), data)
return(cox)
}
sma_cox_death_sm <- function() {
data <- sma_cox_time_death_setup()
cox <- coxph(Surv(tstart, tstop, death) ~ sm + cluster(uuid), data)
return(cox)
}
sma_cox_time_sm_setup <- function() {
data <- tmerge(data1 = secmal %>% select(uuid),
data2 = secmal,
id = uuid,
tstop = time_at_risk)
data <- tmerge(data, secmal, id = uuid, sm = event(event_time_sm))
data <- tmerge(data, secmal, id = uuid, relapse = tdc(
event_time_asct - event_time_relapse))
return(data)
}
sma_cox_sm_rel <- function() {
data <- sma_cox_time_sm_setup()
cox <- coxph(Surv(tstart, tstop, sm) ~ relapse + cluster(uuid), data)
return(cox)
}