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Inference for restricted mean survival time as a function of restriction time under length-biased sampling.

Publication ,  Journal Article
Bai, F; Yang, X; Chen, X; Wang, X
Published in: Stat Methods Med Res
September 2024

The restricted mean survival time (RMST) is often of direct interest in clinical studies involving censored survival outcomes. It describes the area under the survival curve from time zero to a specified time point. When data are subject to length-biased sampling, as is frequently encountered in observational cohort studies, existing methods cannot estimate the RMST for various restriction times through a single model. In this article, we model the RMST as a continuous function of the restriction time under the setting of length-biased sampling. Two approaches based on estimating equations are proposed to estimate the time-varying effects of covariates. Finally, we establish the asymptotic properties for the proposed estimators. Simulation studies are performed to demonstrate the finite sample performance. Two real-data examples are analyzed by our procedures.

Duke Scholars

Published In

Stat Methods Med Res

DOI

EISSN

1477-0334

Publication Date

September 2024

Volume

33

Issue

9

Start / End Page

1610 / 1623

Location

England

Related Subject Headings

  • Time Factors
  • Survival Analysis
  • Statistics & Probability
  • Models, Statistical
  • Humans
  • Computer Simulation
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics
 

Citation

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Bai, F., Yang, X., Chen, X., & Wang, X. (2024). Inference for restricted mean survival time as a function of restriction time under length-biased sampling. Stat Methods Med Res, 33(9), 1610–1623. https://doi.org/10.1177/09622802241267812
Bai, Fangfang, Xiaoran Yang, Xuerong Chen, and Xiaofei Wang. “Inference for restricted mean survival time as a function of restriction time under length-biased sampling.Stat Methods Med Res 33, no. 9 (September 2024): 1610–23. https://doi.org/10.1177/09622802241267812.
Bai F, Yang X, Chen X, Wang X. Inference for restricted mean survival time as a function of restriction time under length-biased sampling. Stat Methods Med Res. 2024 Sep;33(9):1610–23.
Bai, Fangfang, et al. “Inference for restricted mean survival time as a function of restriction time under length-biased sampling.Stat Methods Med Res, vol. 33, no. 9, Sept. 2024, pp. 1610–23. Pubmed, doi:10.1177/09622802241267812.
Bai F, Yang X, Chen X, Wang X. Inference for restricted mean survival time as a function of restriction time under length-biased sampling. Stat Methods Med Res. 2024 Sep;33(9):1610–1623.
Journal cover image

Published In

Stat Methods Med Res

DOI

EISSN

1477-0334

Publication Date

September 2024

Volume

33

Issue

9

Start / End Page

1610 / 1623

Location

England

Related Subject Headings

  • Time Factors
  • Survival Analysis
  • Statistics & Probability
  • Models, Statistical
  • Humans
  • Computer Simulation
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics