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Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil
BACKGROUND: The extent and profiles of heterogeneity in cognitive functioning among participants in clinical trials of antidementia medication are unknown. We aimed to quantify and identify profiles of heterogeneity of cognition in Alzheimer’s disease. METHODS: Individual-level participant data were...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cambridge University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8057455/ https://www.ncbi.nlm.nih.gov/pubmed/33583479 http://dx.doi.org/10.1192/j.eurpsy.2021.8 |
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author | Levine, Stephen Z. Goldberg, Yair Yoshida, Kazufumi Samara, Myrto Cipriani, Andrea Iwatsubo, Takeshi Leucht, Stefan Furawaka, Toshiaki A. |
author_facet | Levine, Stephen Z. Goldberg, Yair Yoshida, Kazufumi Samara, Myrto Cipriani, Andrea Iwatsubo, Takeshi Leucht, Stefan Furawaka, Toshiaki A. |
author_sort | Levine, Stephen Z. |
collection | PubMed |
description | BACKGROUND: The extent and profiles of heterogeneity in cognitive functioning among participants in clinical trials of antidementia medication are unknown. We aimed to quantify and identify profiles of heterogeneity of cognition in Alzheimer’s disease. METHODS: Individual-level participant data were analyzed from five pivotal clinical trials of donepezil for Alzheimer’s disease (N = 2,919). Based on Alzheimer’s Disease Assessment Scale–Cognitive Subscale total scores from baseline up to week 12, a latent class model was used to identify heterogeneous groups. A logistic regression model was used to examine factors associated with group membership. Sensitivity analysis was conducted, restricted to the donepezil, and then the placebo arm. RESULTS: The latent class model identified three classes labeled as low scorers (i.e., least cognitive impairment; N = 1,666, 76.04%), improvers (N = 27, 1.23%), and high scorers (N = 498, 22.73%). Logistic modeling showed that donepezil compared to placebo was significantly (p < 0.05) positively associated with membership in the improvers class (OR = 6.88, 95% CI = 2.03, 42.95), and negatively with high scorers (OR = 0.79, 95% CI = 0.64, 0.98). Sensitivity analysis restricted to the placebo, then donepezil arms replicated similar heterogeneity patterns. CONCLUSIONS: Our results inform clinicians regarding the extent of heterogeneity in cognitive functioning during treatment and contribute to trial design considerations. |
format | Online Article Text |
id | pubmed-8057455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Cambridge University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-80574552021-05-04 Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil Levine, Stephen Z. Goldberg, Yair Yoshida, Kazufumi Samara, Myrto Cipriani, Andrea Iwatsubo, Takeshi Leucht, Stefan Furawaka, Toshiaki A. Eur Psychiatry Research Article BACKGROUND: The extent and profiles of heterogeneity in cognitive functioning among participants in clinical trials of antidementia medication are unknown. We aimed to quantify and identify profiles of heterogeneity of cognition in Alzheimer’s disease. METHODS: Individual-level participant data were analyzed from five pivotal clinical trials of donepezil for Alzheimer’s disease (N = 2,919). Based on Alzheimer’s Disease Assessment Scale–Cognitive Subscale total scores from baseline up to week 12, a latent class model was used to identify heterogeneous groups. A logistic regression model was used to examine factors associated with group membership. Sensitivity analysis was conducted, restricted to the donepezil, and then the placebo arm. RESULTS: The latent class model identified three classes labeled as low scorers (i.e., least cognitive impairment; N = 1,666, 76.04%), improvers (N = 27, 1.23%), and high scorers (N = 498, 22.73%). Logistic modeling showed that donepezil compared to placebo was significantly (p < 0.05) positively associated with membership in the improvers class (OR = 6.88, 95% CI = 2.03, 42.95), and negatively with high scorers (OR = 0.79, 95% CI = 0.64, 0.98). Sensitivity analysis restricted to the placebo, then donepezil arms replicated similar heterogeneity patterns. CONCLUSIONS: Our results inform clinicians regarding the extent of heterogeneity in cognitive functioning during treatment and contribute to trial design considerations. Cambridge University Press 2021-02-15 /pmc/articles/PMC8057455/ /pubmed/33583479 http://dx.doi.org/10.1192/j.eurpsy.2021.8 Text en © The Author(s), 2021. Published by Cambridge University Press on behalf of the European Psychiatric Association 2021 https://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Levine, Stephen Z. Goldberg, Yair Yoshida, Kazufumi Samara, Myrto Cipriani, Andrea Iwatsubo, Takeshi Leucht, Stefan Furawaka, Toshiaki A. Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title | Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title_full | Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title_fullStr | Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title_full_unstemmed | Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title_short | Quantifying the heterogeneity of cognitive functioning in Alzheimer’s disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
title_sort | quantifying the heterogeneity of cognitive functioning in alzheimer’s disease to extend the placebo-treatment dichotomy: latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8057455/ https://www.ncbi.nlm.nih.gov/pubmed/33583479 http://dx.doi.org/10.1192/j.eurpsy.2021.8 |
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