Lectures and seminars Sfo Epi Seminar in Biostatistics: Marginalized Frailty-Based Illness-Death Model: Application to the UK-Biobank Survival Data
Welcome to attend the SfoEpi Seminar Series in Biostatistics!
Title: Marginalized Frailty-Based Illness-Death Model: Application to the UK-Biobank Survival Data
Speaker: Professor Malka Gorfine, Department of Statistics at Tel Aviv University, Israel
Abstract: The UK Biobank is a large-scale health resource comprising genetic, environmental, and medical information on approximately 500,000 volunteer participants in the United Kingdom, recruited at ages 40–69 during the years 2006–2010. The project monitors the health and well-being of its participants. This work demonstrates how these data can be used to yield the building blocks for an interpretable risk-prediction model, in a semiparametric fashion, based on known genetic and environmental risk factors of various chronic diseases, such as colorectal cancer. An illness-death model is adopted, which inherently is a semi-competing risks model, since death can censor the disease, but not vice versa. Using a shared-frailty approach to account for the dependence between time to disease diagnosis and time to death, we provide a new illness-death model that assumes Cox models for the marginal hazard functions. The recruitment procedure used in this study introduces delayed entry to the data. An additional challenge arising from the recruitment procedure is that information coming from both prevalent and incident cases must be aggregated. Lastly, we do not observe any deaths prior to the minimal recruitment age, 40. In this work, we provide an estimation procedure for our new illness-death model that overcomes all the above challenges. This talk will cover the work recently published online at JASA https://doi.org/10.1080/01621459.2020.1831922.
Zoom Link: https://ki-se.zoom.us/j/61853985168
*Webinar format: unless you are on the panel you will be muted and with no video. Participants can raise their hands during the Q&A to be recognized to ask questions.
If you have any questions, please contact Erin Gabriel.