Extra exercise
on survival analysis
In this exercise we will consider
the melanoma data discussed at the lectures. As we are interested in the
mortality from malignant melanoma, we treat death form other causes as censored
observations in the analysis.
a) Make Kaplan-Meier plots for
each of the two genders, and test the difference using the logrank test.
Discuss the results.
b) Repeat the analysis in a)
for each of the three groups of tumor thickness: 0-
c) Repeat the analysis in a)
for ulceration. (Ulceration is present if the surface of the melanoma viewed in
a microscope shows signs of ulcers and absent otherwise.)
d) Make a univariate Cox regression
analysis of each of the covariates sex, tumor thickness and? ulceration. For the numeric covariate tumor
thickness you should consider whether you ought to use the original version
"thickn", the log-transformed version "logthick", or the
grouped version "grthick" (as a factor). Interpret the results and
compare with the results in a-c.
e) Make a multivariate Cox
regression analysis with the covariates mentioned in question d. Interpret the
fitted model.