Cargando…
The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study
BACKGROUND: Immortal time bias (ITB) has been overlooked in idiopathic pulmonary fibrosis (IPF). We aimed to identify the presence of ITB in observational studies examining associations between antifibrotic therapy and survival in patients with IPF and illustrate how ITB may affect effect size estim...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126672/ https://www.ncbi.nlm.nih.gov/pubmed/37113607 http://dx.doi.org/10.3389/fmed.2023.1157706 |
_version_ | 1785030307140861952 |
---|---|
author | Zheng, Qiang Otahal, Petr Cox, Ingrid A. de Graaff, Barbara Campbell, Julie A. Ahmad, Hasnat Walters, E. Haydn Palmer, Andrew J. |
author_facet | Zheng, Qiang Otahal, Petr Cox, Ingrid A. de Graaff, Barbara Campbell, Julie A. Ahmad, Hasnat Walters, E. Haydn Palmer, Andrew J. |
author_sort | Zheng, Qiang |
collection | PubMed |
description | BACKGROUND: Immortal time bias (ITB) has been overlooked in idiopathic pulmonary fibrosis (IPF). We aimed to identify the presence of ITB in observational studies examining associations between antifibrotic therapy and survival in patients with IPF and illustrate how ITB may affect effect size estimates of those associations. METHODS: Immortal time bias was identified in observational studies using the ITB Study Assessment Checklist. We used a simulation study to illustrate how ITB may affect effect size estimates of antifibrotic therapy on survival in patients with IPF based on four statistical techniques including time-fixed, exclusion, time-dependent and landmark methods. RESULTS: Of the 16 included IPF studies, ITB was detected in 14 studies, while there were insufficient data for assessment in two others. Our simulation study showed that use of time–fixed [hazard ratio (HR) 0.55, 95% confidence interval (CI) 0.47–0.64] and exclusion methods (HR 0.79, 95% CI 0.67–0.92) overestimated the effectiveness of antifibrotic therapy on survival in simulated subjects with IPF, in comparison of the time–dependent method (HR 0.93, 95% CI 0.79–1.09). The influence of ITB was mitigated using the 1 year landmark method (HR 0.69, 95% CI 0.58–0.81), compared to the time–fixed method. CONCLUSION: The effectiveness of antifibrotic therapy on survival in IPF can be overestimated in observational studies, if ITB is mishandled. This study adds to the evidence for addressing the influence of ITB in IPF and provides several recommendations to minimize ITB. Identifying the presence of ITB should be routinely considered in future IPF studies, with the time–dependent method being an optimal approach to minimize ITB. |
format | Online Article Text |
id | pubmed-10126672 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101266722023-04-26 The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study Zheng, Qiang Otahal, Petr Cox, Ingrid A. de Graaff, Barbara Campbell, Julie A. Ahmad, Hasnat Walters, E. Haydn Palmer, Andrew J. Front Med (Lausanne) Medicine BACKGROUND: Immortal time bias (ITB) has been overlooked in idiopathic pulmonary fibrosis (IPF). We aimed to identify the presence of ITB in observational studies examining associations between antifibrotic therapy and survival in patients with IPF and illustrate how ITB may affect effect size estimates of those associations. METHODS: Immortal time bias was identified in observational studies using the ITB Study Assessment Checklist. We used a simulation study to illustrate how ITB may affect effect size estimates of antifibrotic therapy on survival in patients with IPF based on four statistical techniques including time-fixed, exclusion, time-dependent and landmark methods. RESULTS: Of the 16 included IPF studies, ITB was detected in 14 studies, while there were insufficient data for assessment in two others. Our simulation study showed that use of time–fixed [hazard ratio (HR) 0.55, 95% confidence interval (CI) 0.47–0.64] and exclusion methods (HR 0.79, 95% CI 0.67–0.92) overestimated the effectiveness of antifibrotic therapy on survival in simulated subjects with IPF, in comparison of the time–dependent method (HR 0.93, 95% CI 0.79–1.09). The influence of ITB was mitigated using the 1 year landmark method (HR 0.69, 95% CI 0.58–0.81), compared to the time–fixed method. CONCLUSION: The effectiveness of antifibrotic therapy on survival in IPF can be overestimated in observational studies, if ITB is mishandled. This study adds to the evidence for addressing the influence of ITB in IPF and provides several recommendations to minimize ITB. Identifying the presence of ITB should be routinely considered in future IPF studies, with the time–dependent method being an optimal approach to minimize ITB. Frontiers Media S.A. 2023-04-11 /pmc/articles/PMC10126672/ /pubmed/37113607 http://dx.doi.org/10.3389/fmed.2023.1157706 Text en Copyright © 2023 Zheng, Otahal, Cox, de Graaff, Campbell, Ahmad, Walters and Palmer. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Zheng, Qiang Otahal, Petr Cox, Ingrid A. de Graaff, Barbara Campbell, Julie A. Ahmad, Hasnat Walters, E. Haydn Palmer, Andrew J. The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title | The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title_full | The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title_fullStr | The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title_full_unstemmed | The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title_short | The influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: A simulation study |
title_sort | influence of immortal time bias in observational studies examining associations of antifibrotic therapy with survival in idiopathic pulmonary fibrosis: a simulation study |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126672/ https://www.ncbi.nlm.nih.gov/pubmed/37113607 http://dx.doi.org/10.3389/fmed.2023.1157706 |
work_keys_str_mv | AT zhengqiang theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT otahalpetr theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT coxingrida theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT degraaffbarbara theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT campbelljuliea theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT ahmadhasnat theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT waltersehaydn theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT palmerandrewj theinfluenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT zhengqiang influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT otahalpetr influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT coxingrida influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT degraaffbarbara influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT campbelljuliea influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT ahmadhasnat influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT waltersehaydn influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy AT palmerandrewj influenceofimmortaltimebiasinobservationalstudiesexaminingassociationsofantifibrotictherapywithsurvivalinidiopathicpulmonaryfibrosisasimulationstudy |