Literature DB >> 33312265

On a Shape-Invariant Hazard Regression Model with application to an HIV Prevention Study of Mother-to-Child Transmission.

Cheng Zheng1, Ying Qing Chen2.   

Abstract

In survival analysis, Cox model is widely used for most clinical trial data. Alternatives include the additive hazard model, the accelerated failure time (AFT) model and a more general transformation model. All these models assume that the effects for all covariates are on the same scale. However, it is possible that for different covariates, the effects are on different scales. In this paper, we propose a shape-invariant hazard regression model that allows us to estimate the multiplicative treatment effect with adjustment of covariates that have non-multiplicative effects. We propose moment-based inference procedures for the regression parameters. We also discuss the risk prediction and the goodness of fit test for our proposed model. Numerical studies show good finite sample performance of our proposed estimator. We applied our method to the HIVNET 012 study, a milestone trial of single-dose nevirapine in prevention of mother-to-child transmission of HIV. From the HIVNET 012 data analysis, single-dose nevirapine treatment is shown to improve 18-month infant survival significantly with appropriate adjustment of the maternal CD4 counts and the virus load.

Entities:  

Keywords:  Censoring; Counting processes; Semiparametric methods; Time-to-event analysis

Year:  2019        PMID: 33312265      PMCID: PMC7730855          DOI: 10.1007/s12561-019-09260-4

Source DB:  PubMed          Journal:  Stat Biosci        ISSN: 1867-1764


  4 in total

1.  Accelerated hazards regression model and its adequacy for censored survival data.

Authors:  Y Q Chen
Journal:  Biometrics       Date:  2001-09       Impact factor: 2.571

2.  Confidence bands for cumulative incidence curves under the additive risk model.

Authors:  Y Shen; S C Cheng
Journal:  Biometrics       Date:  1999-12       Impact factor: 2.571

3.  Estimating Regression Parameters in an Extended Proportional Odds Model.

Authors:  Ying Qing Chen; Nan Hu; Su-Chun Cheng; Philippa Musoke; Lue Ping Zhao
Journal:  J Am Stat Assoc       Date:  2012-01-31       Impact factor: 5.033

4.  Intrapartum and neonatal single-dose nevirapine compared with zidovudine for prevention of mother-to-child transmission of HIV-1 in Kampala, Uganda: 18-month follow-up of the HIVNET 012 randomised trial.

Authors:  J Brooks Jackson; Philippa Musoke; Thomas Fleming; Laura A Guay; Danstan Bagenda; Melissa Allen; Clemensia Nakabiito; Joseph Sherman; Paul Bakaki; Maxensia Owor; Constance Ducar; Martina Deseyve; Anthony Mwatha; Lynda Emel; Corey Duefield; Mark Mirochnick; Mary Glenn Fowler; Lynne Mofenson; Paolo Miotti; Maria Gigliotti; Dorothy Bray; Francis Mmiro
Journal:  Lancet       Date:  2003-09-13       Impact factor: 79.321

  4 in total
  1 in total

1.  Introduction to Special Issue on 'Statistical Methods for HIV/AIDS Research'.

Authors:  Ying Qing Chen
Journal:  Stat Biosci       Date:  2020-10-19
  1 in total

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