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Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity
INTRODUCTION: Study inclusion criteria and recruitment practices limit the generalizability of randomized‐controlled trial (RCT) results. Statistical modeling could enhance generalizability of outcomes. To illustrate this, the cognition–depression relationship was assessed with and without adjustmen...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10113884/ https://www.ncbi.nlm.nih.gov/pubmed/37091311 http://dx.doi.org/10.1002/dad2.12417 |
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author | Aslanyan, Vahan Pa, Judy Hodis, Howard N. St. John, Jan Kono, Naoko Henderson, Victor W. Mack, Wendy J |
author_facet | Aslanyan, Vahan Pa, Judy Hodis, Howard N. St. John, Jan Kono, Naoko Henderson, Victor W. Mack, Wendy J |
author_sort | Aslanyan, Vahan |
collection | PubMed |
description | INTRODUCTION: Study inclusion criteria and recruitment practices limit the generalizability of randomized‐controlled trial (RCT) results. Statistical modeling could enhance generalizability of outcomes. To illustrate this, the cognition–depression relationship was assessed with and without adjustment relative to the target population of older women. METHODS: Randomized participants from four RCTs and non‐randomized participants from two cohorts were included in this study. Prediction models estimated probability of being randomized into trials from target populations. These probabilities were used for inverse odds weighting relative to target populations. Weighted linear regression was used to assess the depression–cognition relationship. RESULTS: There was no depression–cognition relationship in the combined randomized sample. After applying weights relative to a representative cohort, negative relationships were observed. After applying weights relative to a non‐representative cohort, bias of estimates increased. DISCUSSION: Quantitative approaches to transportability using representative samples may explain the absence of a‐priori established relationships in RCTs. |
format | Online Article Text |
id | pubmed-10113884 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101138842023-04-20 Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity Aslanyan, Vahan Pa, Judy Hodis, Howard N. St. John, Jan Kono, Naoko Henderson, Victor W. Mack, Wendy J Alzheimers Dement (Amst) Research Articles INTRODUCTION: Study inclusion criteria and recruitment practices limit the generalizability of randomized‐controlled trial (RCT) results. Statistical modeling could enhance generalizability of outcomes. To illustrate this, the cognition–depression relationship was assessed with and without adjustment relative to the target population of older women. METHODS: Randomized participants from four RCTs and non‐randomized participants from two cohorts were included in this study. Prediction models estimated probability of being randomized into trials from target populations. These probabilities were used for inverse odds weighting relative to target populations. Weighted linear regression was used to assess the depression–cognition relationship. RESULTS: There was no depression–cognition relationship in the combined randomized sample. After applying weights relative to a representative cohort, negative relationships were observed. After applying weights relative to a non‐representative cohort, bias of estimates increased. DISCUSSION: Quantitative approaches to transportability using representative samples may explain the absence of a‐priori established relationships in RCTs. John Wiley and Sons Inc. 2023-04-19 /pmc/articles/PMC10113884/ /pubmed/37091311 http://dx.doi.org/10.1002/dad2.12417 Text en © 2023 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals, LLC on behalf of Alzheimer's Association. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://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 Articles Aslanyan, Vahan Pa, Judy Hodis, Howard N. St. John, Jan Kono, Naoko Henderson, Victor W. Mack, Wendy J Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title | Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title_full | Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title_fullStr | Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title_full_unstemmed | Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title_short | Generalizability of cognitive results from clinical trial participants to an older adult population: Addressing external validity |
title_sort | generalizability of cognitive results from clinical trial participants to an older adult population: addressing external validity |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10113884/ https://www.ncbi.nlm.nih.gov/pubmed/37091311 http://dx.doi.org/10.1002/dad2.12417 |
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