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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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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. |
format | Online Article Text |
id | pubmed-9754161 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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