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An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use
BACKGROUND: Restricted mean survival time (RMST) is an underutilized estimand in time-to-event analyses. Herein, we highlight its strengths by comparing time to (1) all-cause mortality and (2) initiation of antiretroviral therapy (ART) for HIV-infected persons who inject drugs (PWID) and persons who...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5845164/ https://www.ncbi.nlm.nih.gov/pubmed/29523081 http://dx.doi.org/10.1186/s12874-018-0484-z |
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author | Calkins, Keri L. Canan, Chelsea E. Moore, Richard D. Lesko, Catherine R. Lau, Bryan |
author_facet | Calkins, Keri L. Canan, Chelsea E. Moore, Richard D. Lesko, Catherine R. Lau, Bryan |
author_sort | Calkins, Keri L. |
collection | PubMed |
description | BACKGROUND: Restricted mean survival time (RMST) is an underutilized estimand in time-to-event analyses. Herein, we highlight its strengths by comparing time to (1) all-cause mortality and (2) initiation of antiretroviral therapy (ART) for HIV-infected persons who inject drugs (PWID) and persons who do not inject drugs. METHODS: RMST to death was determined by integrating the Kaplan-Meier survival curve to 5 years of follow-up. To account for the competing risks of death and loss-to-clinic when estimating time to ART, we calculated RMST to ART initiation by estimating the area between the survival curve for ART initiation and the cumulative incidence curve for death or loss-to-clinic. We standardized all curves using inverse probability of exposure weights. RESULTS: We followed 3044 HIV-positive, ART-naive persons from enrollment into the Johns Hopkins HIV Clinical Cohort from 1996 to 2014. PWID had a − 0.19 year (95% confidence interval (CI): − 0.29, − 0.10) difference in survival over 5 years of follow-up compared to persons who did not inject drugs. There was no difference between the two groups in time not on ART while alive and in clinic (RMST difference = 0.08, 95% CI: -0.10, 0.36). CONCLUSIONS: PWID have similar expected time to ART initiation after properly accounting for their greater risk of death and loss-to-clinic. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12874-018-0484-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5845164 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-58451642018-03-14 An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use Calkins, Keri L. Canan, Chelsea E. Moore, Richard D. Lesko, Catherine R. Lau, Bryan BMC Med Res Methodol Research Article BACKGROUND: Restricted mean survival time (RMST) is an underutilized estimand in time-to-event analyses. Herein, we highlight its strengths by comparing time to (1) all-cause mortality and (2) initiation of antiretroviral therapy (ART) for HIV-infected persons who inject drugs (PWID) and persons who do not inject drugs. METHODS: RMST to death was determined by integrating the Kaplan-Meier survival curve to 5 years of follow-up. To account for the competing risks of death and loss-to-clinic when estimating time to ART, we calculated RMST to ART initiation by estimating the area between the survival curve for ART initiation and the cumulative incidence curve for death or loss-to-clinic. We standardized all curves using inverse probability of exposure weights. RESULTS: We followed 3044 HIV-positive, ART-naive persons from enrollment into the Johns Hopkins HIV Clinical Cohort from 1996 to 2014. PWID had a − 0.19 year (95% confidence interval (CI): − 0.29, − 0.10) difference in survival over 5 years of follow-up compared to persons who did not inject drugs. There was no difference between the two groups in time not on ART while alive and in clinic (RMST difference = 0.08, 95% CI: -0.10, 0.36). CONCLUSIONS: PWID have similar expected time to ART initiation after properly accounting for their greater risk of death and loss-to-clinic. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12874-018-0484-z) contains supplementary material, which is available to authorized users. BioMed Central 2018-03-09 /pmc/articles/PMC5845164/ /pubmed/29523081 http://dx.doi.org/10.1186/s12874-018-0484-z Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Calkins, Keri L. Canan, Chelsea E. Moore, Richard D. Lesko, Catherine R. Lau, Bryan An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title | An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title_full | An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title_fullStr | An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title_full_unstemmed | An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title_short | An application of restricted mean survival time in a competing risks setting: comparing time to ART initiation by injection drug use |
title_sort | application of restricted mean survival time in a competing risks setting: comparing time to art initiation by injection drug use |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5845164/ https://www.ncbi.nlm.nih.gov/pubmed/29523081 http://dx.doi.org/10.1186/s12874-018-0484-z |
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