4.3 Poisson Regression

If the response is integer, poisson regression will be run (or specified with type = 'poisson').

pembrolizumab$Counts <- rpois(nrow(pembrolizumab),lambda = 3)
rm_uvsum(data=pembrolizumab, response='Counts',covs=c('age','cohort'))
RR(95%CI) p-value N
age 1.00 (0.99, 1.01) 0.49 94
cohort 94
A Reference 16
B 0.85 (0.55, 1.31) 0.45 18
C 1.23 (0.83, 1.84) 0.31 18
D 0.89 (0.55, 1.43) 0.63 12
E 0.91 (0.63, 1.35) 0.64 30

offset terms can be specified as well, but must correspond to a variable in the data set

pembrolizumab$length_followup <- rnorm(nrow(pembrolizumab),mean = 72,sd=3)
pembrolizumab$log_length_followup <- log(pembrolizumab$length_followup)
rm_uvsum(data=pembrolizumab, response='Counts',covs=c('age','cohort'),
         offset = "log_length_followup")
RR(95%CI) p-value N
age 1.00 (0.99, 1.01) 0.47 94
cohort 94
A Reference 16
B 0.85 (0.55, 1.32) 0.47 18
C 1.26 (0.85, 1.88) 0.26 18
D 0.90 (0.55, 1.44) 0.67 12
E 0.93 (0.64, 1.37) 0.70 30