Evaluation of Flexible Regression for Non-unimodal Hazard Functions

Authors

Marco Fornili, Department of Work Medicine ‘Clinica del Lavoro L. Devoto’. Section of Medical Statistics and Biometry ‘G.A. Maccacaro’, University of Milan, MilanFollow
Patrizia Boracchi, Department of Work Medicine ‘Clinica del Lavoro L. Devoto’. Section of Medical Statistics and Biometry ‘G.A. Maccacaro’, University of Milan, Milan
Federico Ambrogi, Department of Work Medicine ‘Clinica del Lavoro L. Devoto’. Section of Medical Statistics and Biometry ‘G.A. Maccacaro’, University of Milan, Milan
Elia Biganzoli, Department of Work Medicine ‘Clinica del Lavoro L. Devoto’. Section of Medical Statistics and Biometry ‘G.A. Maccacaro’, University of Milan, Milan; Unit of Medical Statistics and Biometry, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy

Abstract

Longer follow-up for various kinds of cancer, particularly breast cancer, has made it possible the observation of complex forms of the hazard function of occurrence of metastasis and death. In several studies a bimodal hazard function was obtained, with a possible interpretation in the context of tumor dormancy. The shape of the hazard function is usually estimated by spline regression functions. In the case of breast cancer, no general agreement is obtained on the presence of a complex behavior. This may depend on the properties of the smoothing function adopted. We evaluate through simulations of a bimodal hazard function the effectiveness of the piecewise exponential model in the correct identification of the shape, using different types of regression models: the cubic splines with and without constraints of linearity in the tails and the P-splines of degree 0 and second order penalty.

Disciplines

Survival Analysis

Suggested Citation

Fornili, Marco; Boracchi, Patrizia; Ambrogi, Federico; and Biganzoli, Elia, "Evaluation of Flexible Regression for Non-unimodal Hazard Functions" (April 2011). COBRA Preprint Series. Working Paper 78.
https://biostats.bepress.com/cobra/art78