Characterising patterns of alcohol use among heavy drinkers: A cluster analysis utilising alcohol biosensor data.


Journal

Drug and alcohol review
ISSN: 1465-3362
Titre abrégé: Drug Alcohol Rev
Pays: Australia
ID NLM: 9015440

Informations de publication

Date de publication:
11 2021
Historique:
revised: 30 03 2021
received: 31 07 2020
accepted: 12 04 2021
pubmed: 15 5 2021
medline: 1 4 2022
entrez: 14 5 2021
Statut: ppublish

Résumé

Previous research has predominately relied on person-level or single characteristics of drinking episodes to characterise patterns of drinking that may confer risk. This research often relies on self-report measures. Advancements in wearable alcohol biosensors provide a multi-faceted objective measure of drinking. The current study aimed to characterise drinking episodes using data derived from a wearable alcohol biosensor. Participants (n = 45) were adult heavy drinkers who wore the Secure Continuous Remote Alcohol Monitoring (SCRAM) bracelet and reported on their drinking behaviours. Cluster analysis was used to evaluate unique combinations of alcohol episode characteristics. Associations between clusters and self-reported person and event-level factors were also examined in univariable and multivariable models. Results suggested three unique clusters: Cluster 1 (most common, slowest rate of rise to and decline from peak), Cluster 2 (highest peak transdermal alcohol concentration and area under the curve) and Cluster 3 (fastest rate of decline from peak). Univariable analyses distinguished Cluster 1 as having fewer self-reported drinks and fewer episodes that occurred on weekends relative to Cluster 2. The effect for number of drinks remained in multivariable analyses. This is the first study to characterise drinking patterns at the event-level using objective data. Results suggest that it is possible to distinguish drinking episodes based on several characteristics derived from wearable alcohol biosensors. This examination lays the groundwork for future studies to characterise patterns of drinking and their association with consequences of drinking behaviour.

Identifiants

pubmed: 33987927
doi: 10.1111/dar.13306
pmc: PMC9972297
mid: NIHMS1873297
doi:

Substances chimiques

Ethanol 3K9958V90M

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

1155-1164

Subventions

Organisme : NIAAA NIH HHS
ID : K01 AA022938
Pays : United States
Organisme : NIAAA NIH HHS
ID : K08 AA027551
Pays : United States
Organisme : NIAAA NIH HHS
ID : R21 AA015980
Pays : United States

Informations de copyright

© 2021 Australasian Professional Society on Alcohol and other Drugs.

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Auteurs

Rachel L Gunn (RL)

Department of Behavioral and Social Sciences, Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, USA.

Jon A Steingrimsson (JA)

Biostatistics, Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, USA.

Jennifer E Merrill (JE)

Department of Behavioral and Social Sciences, Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, USA.

Timothy Souza (T)

Data Management Systems, Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, USA.

Nancy Barnett (N)

Department of Behavioral and Social Sciences, Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, USA.

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Classifications MeSH