M. Abrahamowicz et al., TIME-DEPENDENT HAZARD RATIO - MODELING AND HYPOTHESIS-TESTING WITH APPLICATION IN LUPUS NEPHRITIS, Journal of the American Statistical Association, 91(436), 1996, pp. 1432-1439
We investigate the association between duration of untreated disease a
nd survival in lupus nephritis, a rare rheumatologic disease, In this
case, as in many other studies of survival, a priori considerations su
ggest that the effect of the predictor on hazard may change with incre
asing follow-up time. To accommodate such situations, we use regressio
n splines to model the hazard ratio as a flexible function of time. We
propose model-based tests of the hypotheses of hazards proportionalit
y and of no association. We evaluate the accuracy of estimation and in
ference in simulations and also present analysis of a larger medical d
ata set.