Frailty models: Applications to biomedical and genetic studies

Stat Med. 2011 Sep 30;30(22):2754-64. doi: 10.1002/sim.4277. Epub 2011 Jul 22.

Abstract

In survival analysis, frailty models are potential choices for modeling unexplained heterogeneity in a population. This tutorial presents an overview and general framework of frailty modeling and estimation for multiplicative hazards models in the context of biomedical and genetic studies. Other topics in frailty models, such as diagnostic methods for model adequacy and inference in frailty models, are also discussed. Examples of analyses using multivariate frailty models in a non-parametric hazards setting on biomedical datasets are provided, and the implications of choosing to use frailty and relevance to genetic applications are discussed.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Humans
  • Models, Genetic
  • Models, Statistical*
  • Population Dynamics
  • Proportional Hazards Models*
  • Survival Analysis