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A new method to address unmeasured confounding of mortality in observational studies
INTRODUCTION: The prior event rate ratio (PERR) overcomes “unmeasured confounding” by adjusting study outcomes for all confounding (measured and unmeasured) by comparing exposed to unexposed cohort outcomes prior to study entry when neither group is receiving treatment. However, PERR cannot address...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6516725/ https://www.ncbi.nlm.nih.gov/pubmed/31245553 http://dx.doi.org/10.1002/lrh2.10016 |
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author | Tannen, Richard Yu, Menggang |
author_facet | Tannen, Richard Yu, Menggang |
author_sort | Tannen, Richard |
collection | PubMed |
description | INTRODUCTION: The prior event rate ratio (PERR) overcomes “unmeasured confounding” by adjusting study outcomes for all confounding (measured and unmeasured) by comparing exposed to unexposed cohort outcomes prior to study entry when neither group is receiving treatment. However, PERR cannot address “unmeasured confounding” of death since prior events cannot occur. METHODS: This study's goal is to determine whether a new method, built on the concepts that led to the PERR development, reliably overcomes unmeasured confounding for death. In contrast to the PERR, which precedes study onset, the new mortality analysis uses exposed and unexposed cohorts, not taking the treatment medication, at the end of the study. It is called the post‐treated event rate ratio (PTERR). RESULTS: Theoretical and simulation studies were used to evaluate the likelihood for reliable results using of this new analytic strategy. Also, prior empiric studies, which used both the UK GPRD and THIN databases to examine and validate the PERR method, were used to ascertain the validity of the PTERR method. CONCLUSION: In the aggregate the results provide strong evidence that the PTERR method to evaluate unmeasured confounding will be a valuable analytic tool. |
format | Online Article Text |
id | pubmed-6516725 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65167252019-06-26 A new method to address unmeasured confounding of mortality in observational studies Tannen, Richard Yu, Menggang Learn Health Syst Research Reports INTRODUCTION: The prior event rate ratio (PERR) overcomes “unmeasured confounding” by adjusting study outcomes for all confounding (measured and unmeasured) by comparing exposed to unexposed cohort outcomes prior to study entry when neither group is receiving treatment. However, PERR cannot address “unmeasured confounding” of death since prior events cannot occur. METHODS: This study's goal is to determine whether a new method, built on the concepts that led to the PERR development, reliably overcomes unmeasured confounding for death. In contrast to the PERR, which precedes study onset, the new mortality analysis uses exposed and unexposed cohorts, not taking the treatment medication, at the end of the study. It is called the post‐treated event rate ratio (PTERR). RESULTS: Theoretical and simulation studies were used to evaluate the likelihood for reliable results using of this new analytic strategy. Also, prior empiric studies, which used both the UK GPRD and THIN databases to examine and validate the PERR method, were used to ascertain the validity of the PTERR method. CONCLUSION: In the aggregate the results provide strong evidence that the PTERR method to evaluate unmeasured confounding will be a valuable analytic tool. John Wiley and Sons Inc. 2016-12-14 /pmc/articles/PMC6516725/ /pubmed/31245553 http://dx.doi.org/10.1002/lrh2.10016 Text en © 2016 The Authors. Learning Health Systems published by Wiley Periodicals, Inc. on behalf of the University of Michigan This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Research Reports Tannen, Richard Yu, Menggang A new method to address unmeasured confounding of mortality in observational studies |
title | A new method to address unmeasured confounding of mortality in observational studies |
title_full | A new method to address unmeasured confounding of mortality in observational studies |
title_fullStr | A new method to address unmeasured confounding of mortality in observational studies |
title_full_unstemmed | A new method to address unmeasured confounding of mortality in observational studies |
title_short | A new method to address unmeasured confounding of mortality in observational studies |
title_sort | new method to address unmeasured confounding of mortality in observational studies |
topic | Research Reports |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6516725/ https://www.ncbi.nlm.nih.gov/pubmed/31245553 http://dx.doi.org/10.1002/lrh2.10016 |
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