Khan Ayub, Minbay Mete, Attia Ziad, Ay Ahmet Ali, Ingram Krista K
Department of Biology, Colgate University, Hamilton, NY 13346, USA.
Department of Computer Science, Colgate University, Hamilton, NY 13346, USA.
Brain Sci. 2024 Dec 20;14(12):1282. doi: 10.3390/brainsci14121282.
BACKGROUND/OBJECTIVES: The circadian clockwork is implicated in the etiology of addiction, with circadian rhythm disruptions bidirectionally linked to substance abuse, but the molecular mechanisms that underlie this connection are not well known.
Here, we use machine learning to reveal sex- and substance-specific associations with addiction in variants from 51 circadian-related genes (156,702 SNPs) in 98,800 participants from a UK Biobank cohort. We further analyze SNP associations in a subset of the cohort for substance-specific addictions (alcohol, illicit drugs (narcotics), and prescription drugs (opioids)).
We find robust (OR > 10) and novel sex-specific and substance-specific associations with variants in synaptic transcription factors (ZBTB20, CHRNB3) and hormone receptors (RORA), particularly in individuals addicted to narcotics and opioids. Circadian-related gene variants associated with male and female addiction were non-overlapping; variants in males primarily involve dopaminergic pathways, while variants in females factor in metabolic and inflammation pathways, with a novel gene association of female addiction with DELEC1, a gene of unknown function.
Our findings underscore the complexity of genetic pathways associated with addiction, involving core clock genes and circadian-regulated pathways, and reveal novel circadian-related gene associations that will aid the development of targeted, sex-specific therapeutic interventions for substance abuse.
背景/目的:生物钟机制与成瘾的病因有关,昼夜节律紊乱与药物滥用双向关联,但这种联系背后的分子机制尚不清楚。
在此,我们使用机器学习来揭示来自英国生物银行队列中98,800名参与者的51个昼夜节律相关基因(156,702个单核苷酸多态性)变体与成瘾的性别和物质特异性关联。我们进一步分析了该队列中物质特异性成瘾(酒精、非法药物(麻醉品)和处方药(阿片类药物))子集的单核苷酸多态性关联。
我们发现与突触转录因子(ZBTB20、CHRNB3)和激素受体(RORA)的变体存在强烈(优势比>10)且新的性别特异性和物质特异性关联,尤其是在对麻醉品和阿片类药物成瘾的个体中。与男性和女性成瘾相关的昼夜节律相关基因变体不重叠;男性中的变体主要涉及多巴胺能途径,而女性中的变体涉及代谢和炎症途径,女性成瘾与功能未知的基因DELEC1有新的基因关联。
我们的研究结果强调了与成瘾相关的遗传途径的复杂性,涉及核心生物钟基因和昼夜节律调节途径,并揭示了新的昼夜节律相关基因关联,这将有助于开发针对药物滥用的有针对性的、性别特异性治疗干预措施。