Assessing the causal effect of organ transplantation on the distribution of residual lifetime.

TitleAssessing the causal effect of organ transplantation on the distribution of residual lifetime.
Publication TypeJournal Article
Year of Publication2013
AuthorsVock, David M., Anastasios A. Tsiatis, Marie Davidian, Eric B. Laber, Wayne M. Tsuang, Ashley Finlen C Copeland, and Scott M. Palmer
JournalBiometrics
Volume69
Issue4
Pagination820-9
Date Published2013 Dec
ISSN1541-0420
KeywordsAdolescent, Adult, Age Distribution, Aged, Aged, 80 and over, Causality, Data Interpretation, Statistical, Humans, Internationality, Life Expectancy, Lung Diseases, Lung Transplantation, Middle Aged, Outcome Assessment, Health Care, Survival Rate, Young Adult
Abstract

Because the number of patients waiting for organ transplants exceeds the number of organs available, a better understanding of how transplantation affects the distribution of residual lifetime is needed to improve organ allocation. However, there has been little work to assess the survival benefit of transplantation from a causal perspective. Previous methods developed to estimate the causal effects of treatment in the presence of time-varying confounders have assumed that treatment assignment was independent across patients, which is not true for organ transplantation. We develop a version of G-estimation that accounts for the fact that treatment assignment is not independent across individuals to estimate the parameters of a structural nested failure time model. We derive the asymptotic properties of our estimator and confirm through simulation studies that our method leads to valid inference of the effect of transplantation on the distribution of residual lifetime. We demonstrate our method on the survival benefit of lung transplantation using data from the United Network for Organ Sharing.

DOI10.1111/biom.12084
Alternate JournalBiometrics
Original PublicationAssessing the causal effect of organ transplantation on the distribution of residual lifetime.
PubMed ID24128090
PubMed Central IDPMC3865173
Grant ListR01CA051962 / CA / NCI NIH HHS / United States
R37AI031789 / AI / NIAID NIH HHS / United States
R37 AI031789 / AI / NIAID NIH HHS / United States
P01CA142538 / CA / NCI NIH HHS / United States
P01 CA142538 / CA / NCI NIH HHS / United States
R01 CA085848 / CA / NCI NIH HHS / United States
R01 CA051962 / CA / NCI NIH HHS / United States
234-2005-370011C / / PHS HHS / United States
R01CA085848 / CA / NCI NIH HHS / United States
Project: