Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Levine, Stephen Z., Goldberg, Yair, Yoshida, Kazufumi, Samara, Myrto, Cipriani, Andrea, Iwatsubo, Takeshi, Leucht, Stefan, Furawaka, Toshiaki A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cambridge University Press 2021
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
_version_ 1783680840187772928
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
work_keys_str_mv AT levinestephenz quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT goldbergyair quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT yoshidakazufumi quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT samaramyrto quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT ciprianiandrea quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT iwatsubotakeshi quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT leuchtstefan quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil
AT furawakatoshiakia quantifyingtheheterogeneityofcognitivefunctioninginalzheimersdiseasetoextendtheplacebotreatmentdichotomylatentclassanalysisofindividualparticipantdatafromfivepivotalrandomizedclinicaltrialsofdonepezil