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dc.contributor.authorKomarnyckyj, M
dc.contributor.authorRetzler, C
dc.contributor.authorCao, Z
dc.contributor.authorGanis, G
dc.contributor.authorMurphy, A
dc.contributor.authorWhelan, R
dc.contributor.authorFouragnan, EF
dc.date.accessioned2022-04-08T15:23:27Z
dc.date.available2022-04-08T15:23:27Z
dc.date.issued2022-05
dc.identifier.issn1355-6215
dc.identifier.issn1369-1600
dc.identifier.othere13174
dc.identifier.urihttp://hdl.handle.net/10026.1/19026
dc.descriptionFile replaced (incorrect version) on 22/4/2022 by KT (LDS).
dc.description.abstract

<jats:title>Abstract</jats:title><jats:p>Alcohol use disorder is characterised by disrupted reward learning, underpinned by dysfunctional cortico‐striatal reward pathways, although relatively little is known about the biology of reward processing in populations who engage in risky alcohol use. Cues that trigger reward anticipation can be categorized according to their learnt valence (i.e., positive vs. negative outcomes) and motivational salience (i.e., incentive vs. neutral cues). Separating EEG signals associated with these dimensions is challenging because of their inherent collinearity, but the recent application of machine learning methods to single EEG trials affords a solution. Here, the Alcohol Use Disorders Identification Test (AUDIT) was used to quantify risky alcohol use, with participants split into high alcohol (HA) (<jats:italic>n</jats:italic> = 22, mean AUDIT score: 13.82) and low alcohol (LA) (<jats:italic>n</jats:italic> = 22, mean AUDIT score: 5.77) groups. We applied machine learning multivariate single‐trial classification to the electroencephalography (EEG) data collected during reward anticipation. The LA group demonstrated significant valence discrimination in the early stages of reward anticipation within the cue‐P3 time window (400–550 ms), whereas the HA group was insensitive to valence within this time window. Notably, the LA, but not the HA group demonstrated a relationship between single‐trial variability in the early valence component and reaction times for gain and loss trials. This study evidences disrupted hypoactive valence sensitivity in the HA group, revealing potential neurophysiological markers for risky drinking behaviours which place individuals at‐risk of adverse health events.</jats:p>

dc.format.extente13174-
dc.format.mediumPrint
dc.languageen
dc.language.isoen
dc.publisherWiley
dc.rightsAttribution 4.0 International
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectalcohol
dc.subjectAUDIT
dc.subjectEEG
dc.subjecthumans
dc.subjectmachine learning
dc.subjectreward
dc.titleAt‐risk alcohol users have disrupted valence discrimination during reward anticipation
dc.typejournal-article
dc.typeArticle
plymouth.author-urlhttps://www.ncbi.nlm.nih.gov/pubmed/35470555
plymouth.issue3
plymouth.volume27
plymouth.publisher-urlhttp://dx.doi.org/10.1111/adb.13174
plymouth.publication-statusPublished
plymouth.journalAddiction Biology
dc.identifier.doi10.1111/adb.13174
plymouth.organisational-group/Plymouth
plymouth.organisational-group/Plymouth/Faculty of Health
plymouth.organisational-group/Plymouth/Faculty of Health/School of Psychology
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA
plymouth.organisational-group/Plymouth/REF 2021 Researchers by UoA/UoA04 Psychology, Psychiatry and Neuroscience
plymouth.organisational-group/Plymouth/Users by role
plymouth.organisational-group/Plymouth/Users by role/Academics
plymouth.organisational-group/Plymouth/Users by role/Researchers in ResearchFish submission
dc.publisher.placeUnited States
dcterms.dateAccepted2022-03-18
dc.rights.embargodate2022-4-22
dc.identifier.eissn1369-1600
dc.rights.embargoperiodNot known
rioxxterms.funderMedical Research Council
rioxxterms.identifier.projectMapping the neural basis of credit assignment for a new targeted intervention in addiction
rioxxterms.versionofrecord10.1111/adb.13174
rioxxterms.licenseref.urihttp://creativecommons.org/licenses/by/4.0/
rioxxterms.typeJournal Article/Review
plymouth.funderMapping the neural basis of credit assignment for a new targeted intervention in addiction::Medical Research Council


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