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Transporting observational study results to a target population of interest using inverse odds of participation weighting

Inverse odds of participation weighting (IOPW) has been proposed to transport clinical trial findings to target populations of interest when the distribution of treatment effect modifiers differs between trial and target populations. We set out to apply IOPW to transport results from an observationa...

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Autores principales: Ling, Albee Y., Jreich, Rana, Montez-Rath, Maria E., Meng, Zhaoling, Kapphahn, Kris, Chandross, Karen J., Desai, Manisha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9754161/
https://www.ncbi.nlm.nih.gov/pubmed/36520950
http://dx.doi.org/10.1371/journal.pone.0278842
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author Ling, Albee Y.
Jreich, Rana
Montez-Rath, Maria E.
Meng, Zhaoling
Kapphahn, Kris
Chandross, Karen J.
Desai, Manisha
author_facet Ling, Albee Y.
Jreich, Rana
Montez-Rath, Maria E.
Meng, Zhaoling
Kapphahn, Kris
Chandross, Karen J.
Desai, Manisha
author_sort Ling, Albee Y.
collection PubMed
description Inverse odds of participation weighting (IOPW) has been proposed to transport clinical trial findings to target populations of interest when the distribution of treatment effect modifiers differs between trial and target populations. We set out to apply IOPW to transport results from an observational study to a target population of interest. We demonstrated the feasibility of this idea with a real-world example using a nationwide electronic health record derived de-identified database from Flatiron Health. First, we conducted an observational study that carefully adjusted for confounding to estimate the treatment effect of fulvestrant plus palbociclib relative to letrozole plus palbociclib as a second-line therapy among estrogen receptor (ER)-positive, human epidermal growth factor receptor (HER2)-negative metastatic breast cancer patients. Second, we transported these findings to the broader cohort of patients who were eligible for a first-line therapy. The interpretation of the findings and validity of such studies, however, rely on the extent that causal inference assumptions are met.
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spelling pubmed-97541612022-12-16 Transporting observational study results to a target population of interest using inverse odds of participation weighting Ling, Albee Y. Jreich, Rana Montez-Rath, Maria E. Meng, Zhaoling Kapphahn, Kris Chandross, Karen J. Desai, Manisha PLoS One Research Article Inverse odds of participation weighting (IOPW) has been proposed to transport clinical trial findings to target populations of interest when the distribution of treatment effect modifiers differs between trial and target populations. We set out to apply IOPW to transport results from an observational study to a target population of interest. We demonstrated the feasibility of this idea with a real-world example using a nationwide electronic health record derived de-identified database from Flatiron Health. First, we conducted an observational study that carefully adjusted for confounding to estimate the treatment effect of fulvestrant plus palbociclib relative to letrozole plus palbociclib as a second-line therapy among estrogen receptor (ER)-positive, human epidermal growth factor receptor (HER2)-negative metastatic breast cancer patients. Second, we transported these findings to the broader cohort of patients who were eligible for a first-line therapy. The interpretation of the findings and validity of such studies, however, rely on the extent that causal inference assumptions are met. Public Library of Science 2022-12-15 /pmc/articles/PMC9754161/ /pubmed/36520950 http://dx.doi.org/10.1371/journal.pone.0278842 Text en © 2022 Ling et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ling, Albee Y.
Jreich, Rana
Montez-Rath, Maria E.
Meng, Zhaoling
Kapphahn, Kris
Chandross, Karen J.
Desai, Manisha
Transporting observational study results to a target population of interest using inverse odds of participation weighting
title Transporting observational study results to a target population of interest using inverse odds of participation weighting
title_full Transporting observational study results to a target population of interest using inverse odds of participation weighting
title_fullStr Transporting observational study results to a target population of interest using inverse odds of participation weighting
title_full_unstemmed Transporting observational study results to a target population of interest using inverse odds of participation weighting
title_short Transporting observational study results to a target population of interest using inverse odds of participation weighting
title_sort transporting observational study results to a target population of interest using inverse odds of participation weighting
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9754161/
https://www.ncbi.nlm.nih.gov/pubmed/36520950
http://dx.doi.org/10.1371/journal.pone.0278842
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