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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...

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Autores principales: Aslanyan, Vahan, Pa, Judy, Hodis, Howard N., St. John, Jan, Kono, Naoko, Henderson, Victor W., Mack, Wendy J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
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.
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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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