Exploratory study on plasma Acylglycerol and Acylethanolamide dysregulation in substance use and attention-deficit/hyperactivity disorder: Implications for novel biomarkers in dual diagnosis
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- dc.contributor.author Flores López, María
- dc.contributor.author Herrera-Imbroda, Jesús
- dc.contributor.author Requena-Ocaña, Nerea
- dc.contributor.author García-Marchena, Nuria
- dc.contributor.author Araos, Pedro
- dc.contributor.author Verheul-Campos, Julia
- dc.contributor.author Ruiz, Juan Jesús
- dc.contributor.author Pastor, Antonio
- dc.contributor.author Torre Fornell, Rafael de la
- dc.contributor.author Bordallo, Antonio
- dc.contributor.author Pavón-Morón, Francisco Javier
- dc.contributor.author Rodríguez de Fonseca, Fernando
- dc.contributor.author Serrano, Antonia
- dc.date.accessioned 2025-05-12T06:50:54Z
- dc.date.available 2025-05-12T06:50:54Z
- dc.date.issued 2025
- dc.description.abstract Substance use disorder (SUD) is a major global public health challenge, frequently co-occurring with psychiatric conditions such as attention-deficit/hyperactivity disorder (ADHD). Endocannabinoid system (ECS) dysregulation has been implicated in both SUD and ADHD, but the interplay between these conditions remains poorly understood. This study investigates plasma concentrations of endocannabinoid-congeners in individuals with SUD, with and without comorbid ADHD, to identify potential biomarkers. This exploratory study included 469 participants divided into three groups: (1) healthy controls (n = 136), (2) patients with SUD without ADHD (n = 267), and (3) patients with SUD and comorbid ADHD (n = 66). Plasma concentrations of 12 endocannabinoid-related molecules, including acylglycerols (2-AG, 2-LG, 2-OG) and acylethanolamides (AEA, DEA, DHEA, DGLEA, LEA, OEA, PEA, POEA, and SEA), were quantified using high-performance liquid chromatography-mass spectrometry (HPLC-MS/MS). A multinomial Elastic Net regression model was applied to assess their biomarker potential. Patients with SUD exhibited significantly lower plasma concentrations of 2-AG and 2-LG compared to controls, while most acylethanolamides were elevated, except for POEA and SEA. ADHD comorbidity was associated with lower concentrations of 2-AG, 2-LG, AEA, DGLEA, DHEA, and SEA, while PEA was elevated. Machine learning analysis identified AEA, OEA, PEA, and SEA as key biomarkers, achieving an accuracy of 72.1 % and an ROC-AUC of 0.77. This study suggests distinct ECS alterations in SUD and comorbid ADHD, highlighting endocannabinoid-congeners as potential biomarkers. Future research should validate these findings in larger cohorts and explore ECS-targeted therapeutic interventions for dual-diagnosis populations.
- dc.format.mimetype application/pdf
- dc.identifier.citation Flores-López M, Herrera-Imbroda J, Requena-Ocaña N, García-Marchena N, Araos P, Verheul-Campos J, et al. Exploratory study on plasma Acylglycerol and Acylethanolamide dysregulation in substance use and attention-deficit/hyperactivity disorder: Implications for novel biomarkers in dual diagnosis. Prog Neuropsychopharmacol Biol Psychiatry. 2025 Apr 2;138:111350. DOI: 10.1016/j.pnpbp.2025.111350
- dc.identifier.doi http://dx.doi.org/10.1016/j.pnpbp.2025.111350
- dc.identifier.issn 0278-5846
- dc.identifier.uri http://hdl.handle.net/10230/70347
- dc.language.iso eng
- dc.publisher Elsevier
- dc.relation.ispartof Prog Neuropsychopharmacol Biol Psychiatry. 2025 Apr 2;138:111350
- dc.rights © 2025 The Authors. Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.rights.uri http://creativecommons.org/licenses/by/4.0/
- dc.subject.keyword Acylethanolamide
- dc.subject.keyword Acylglycerol
- dc.subject.keyword Alcohol
- dc.subject.keyword Attention-deficit/hyperactivity disorder
- dc.subject.keyword Biomarker
- dc.subject.keyword Cocaine
- dc.subject.keyword Endocannabinoid
- dc.subject.keyword Machine learning
- dc.title Exploratory study on plasma Acylglycerol and Acylethanolamide dysregulation in substance use and attention-deficit/hyperactivity disorder: Implications for novel biomarkers in dual diagnosis
- dc.type info:eu-repo/semantics/article
- dc.type.version info:eu-repo/semantics/publishedVersion