Title | Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study. |
Publication Type | Journal Article |
Year of Publication | 2020 |
Authors | Chen, Qingxia, Fan Zhang, Ming-Hui Chen, and Xiuyu Julie Cong |
Journal | Lifetime Data Anal |
Volume | 26 |
Issue | 4 |
Pagination | 685-707 |
Date Published | 2020 Oct |
ISSN | 1572-9249 |
Keywords | Algorithms, Computer Simulation, Head and Neck Neoplasms, Humans, Likelihood Functions, Randomized Controlled Trials as Topic, Survival Analysis, Treatment Switching |
Abstract | Treatment switching frequently occurs in clinical trials due to ethical reasons. Intent-to-treat analysis without adjusting for switching yields biased and inefficient estimates of the treatment effects. In this paper, we propose a class of semiparametric semi-competing risks transition survival models to accommodate two-way time-varying switching. Theoretical properties of the proposed method are examined. An efficient expectation-maximization algorithm is derived to obtain maximum likelihood estimates and model diagnostic tools. Existing software is used to implement the algorithm. Simulation studies are conducted to demonstrate the validity of the model. The proposed method is further applied to data from a clinical trial with patients having recurrent or metastatic squamous-cell carcinoma of head and neck. |
DOI | 10.1007/s10985-020-09495-0 |
Alternate Journal | Lifetime Data Anal |
Original Publication | Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study. |
PubMed ID | 32125594 |
PubMed Central ID | PMC7483904 |
Grant List | R01 GM070335 / GM / NIGMS NIH HHS / United States P01CA142538 / NH / NIH HHS / United States R21HL097334 / NH / NIH HHS / United States R21 HL097334 / HL / NHLBI NIH HHS / United States 1UL1RR02497 / NH / NIH HHS / United States GM70335 / NH / NIH HHS / United States P01 CA142538 / CA / NCI NIH HHS / United States |