Modeling survival and the development of second primary tumors among Hodgkin's disease patients
Abstract
Hodgkin's disease (HD) is a cancer of the lymphatic system. Survivors of HD face varieties of consequent adverse effects, in which secondary primary tumors (SPT) is one of the most serious consequences. This dissertation is aimed to model time-to-SPT in the presence of death and HD relapses during follow-up. The model is designed to handle a mixture phenomenon of SPT and the influence of death. Relapses of HD are adjusted as a covariate. Proportional hazards framework is used to define SPT intensity function, which includes an exponential term to estimate explanatory variables. Death as a competing risk is considered according to different scenarios, depending on which terminal event comes first. Newton-Raphson method is used to estimate the parameter estimates in the end. The proposed method is applied to a real data set containing a group of HD patients. Several risk factors for the development of SPT are identified and the findings are noteworthy in the development of healthcare guidelines that may lead to the early detection or prevention of SPT.
Subject Area
Statistics|Public health
Recommended Citation
Xing, Yun, "Modeling survival and the development of second primary tumors among Hodgkin's disease patients" (2008). Texas Medical Center Dissertations (via ProQuest). AAI3311279.
https://digitalcommons.library.tmc.edu/dissertations/AAI3311279