Estimating the causal effects of modifiable, non-genetic factors on Huntington disease progression using propensity score weighting.
Disease progression
Huntington's disease
Non-genetic factors
Observational studies
Propensity scores
Journal
Parkinsonism & related disorders
ISSN: 1873-5126
Titre abrégé: Parkinsonism Relat Disord
Pays: England
ID NLM: 9513583
Informations de publication
Date de publication:
02 2021
02 2021
Historique:
received:
16
07
2020
revised:
07
01
2021
accepted:
10
01
2021
pubmed:
22
1
2021
medline:
28
12
2021
entrez:
21
1
2021
Statut:
ppublish
Résumé
Despite being genetically inherited, it is unclear how non-genetic factors (e.g., substance use, employment) might contribute to the progression and severity of Huntington's disease (HD). We used propensity score (PS) weighting in a large (n = 2914) longitudinal dataset (Enroll-HD) to examine the impact of education, employment status, and use of tobacco, alcohol, and recreational and therapeutic drugs on HD progression. Each factor was investigated in isolation while controlling for 19 other factors to ensure that groups were balanced at baseline on potential confounders using PS weights. Outcomes were compared several years later using doubly robust models. Our results highlighted cases where modifiable (non-genetic) factors - namely light and moderate alcohol use and employment - would have been associated with HD progression in models that did not use PS weights to control for baseline imbalances. These associations did not hold once we applied PS weights to balance baseline groups. We also found potential evidence of a protective effect of substance use (primarily marijuana use), and that those who needed antidepressant treatment were likely to progress faster than non-users. Our study is the first to examine the effect of non-genetic factors on HD using a novel application of PS weighting. We show that previously-reported associated factors - including light and moderate alcohol use - are reduced and no longer significantly linked to HD progression after PS weighting. This indicates the potential value of PS weighting in examining non-genetic factors contributing to HD as well as in addressing the known biases that occur with observational data.
Identifiants
pubmed: 33476879
pii: S1353-8020(21)00026-2
doi: 10.1016/j.parkreldis.2021.01.010
pmc: PMC7949328
mid: NIHMS1665384
pii:
doi:
Substances chimiques
Antidepressive Agents
0
Types de publication
Journal Article
Observational Study
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
56-62Subventions
Organisme : Medical Research Council
ID : MR/M008592/1
Pays : United Kingdom
Organisme : NIDA NIH HHS
ID : R01 DA045049
Pays : United States
Informations de copyright
Copyright © 2021 Elsevier Ltd. All rights reserved.
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