Soohyun Jeon , Jae-eon Kang , Jundong Hwang , Vince D. Calhoun , Jong-Hwan Lee
{"title":"注意缺陷多动障碍中神经活动与冲动性基因表达的异常关联:一项青少年大脑认知发展研究。","authors":"Soohyun Jeon , Jae-eon Kang , Jundong Hwang , Vince D. Calhoun , Jong-Hwan Lee","doi":"10.1016/j.bpsc.2025.06.002","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Impulsivity in highly heritable attention-deficit/hyperactivity disorder (ADHD) has been studied using neural activity via functional magnetic resonance imaging (fMRI) or genetic data, but rarely with multivariate methods that link both. We investigated coupled neural activity and gene expression signatures, using parallel independent component analysis (pICA) and ABCD (Adolescent Brain Cognitive Development) Study data.</div></div><div><h3>Methods</h3><div>Children with ADHD (<em>n</em> = 394; 63% male) and healthy control children (<em>n</em> = 1000; 47% male) of European ancestry were included. The participants were randomly divided into 80% discovery and 20% replication datasets with demographic stratification. We analyzed neural activity and gene expressions from the discovery datasets using pICA and extracted paired independent components (pICs). The loading coefficients of the pICs were utilized to predict behavioral and cognitive data for a stop signal task (SST) in replication datasets.</div></div><div><h3>Results</h3><div>We identified 3 pICs estimated from gene expression in the cortex, cerebellum, and nucleus accumbens. Significant neural activity was mainly localized to the orbital/inferior/middle frontal gyri, rectal gyrus, precuneus, inferior temporal gyrus, inferior parietal lobule, and cerebellum. Significant gene components were associated with immunoglobulin-, taste receptor–, and immunity-related terms and overlapped with ADHD-related genes. The extracted fMRI-/gene-ICs were significantly correlated with mean reaction time, stop signal reaction time on the SST, and behavioral inhibition, with a large boost in sensitivity when both the paired fMRI-/gene-ICs and their interaction were used in a multimodal regression analysis.</div></div><div><h3>Conclusions</h3><div>We reported biologically plausible pairs of neural activity and gene sets using pICA, which were significantly associated with ADHD impulsivity–related behavioral and cognitive data.</div></div>","PeriodicalId":54231,"journal":{"name":"Biological Psychiatry-Cognitive Neuroscience and Neuroimaging","volume":"10 10","pages":"Pages 1078-1092"},"PeriodicalIF":4.8000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Abnormal Association Between Neural Activity and Genetic Expressions of Impulsivity in Attention-Deficit/Hyperactivity Disorder: An Adolescent Brain Cognitive Development Study\",\"authors\":\"Soohyun Jeon , Jae-eon Kang , Jundong Hwang , Vince D. Calhoun , Jong-Hwan Lee\",\"doi\":\"10.1016/j.bpsc.2025.06.002\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Impulsivity in highly heritable attention-deficit/hyperactivity disorder (ADHD) has been studied using neural activity via functional magnetic resonance imaging (fMRI) or genetic data, but rarely with multivariate methods that link both. We investigated coupled neural activity and gene expression signatures, using parallel independent component analysis (pICA) and ABCD (Adolescent Brain Cognitive Development) Study data.</div></div><div><h3>Methods</h3><div>Children with ADHD (<em>n</em> = 394; 63% male) and healthy control children (<em>n</em> = 1000; 47% male) of European ancestry were included. The participants were randomly divided into 80% discovery and 20% replication datasets with demographic stratification. We analyzed neural activity and gene expressions from the discovery datasets using pICA and extracted paired independent components (pICs). The loading coefficients of the pICs were utilized to predict behavioral and cognitive data for a stop signal task (SST) in replication datasets.</div></div><div><h3>Results</h3><div>We identified 3 pICs estimated from gene expression in the cortex, cerebellum, and nucleus accumbens. Significant neural activity was mainly localized to the orbital/inferior/middle frontal gyri, rectal gyrus, precuneus, inferior temporal gyrus, inferior parietal lobule, and cerebellum. Significant gene components were associated with immunoglobulin-, taste receptor–, and immunity-related terms and overlapped with ADHD-related genes. The extracted fMRI-/gene-ICs were significantly correlated with mean reaction time, stop signal reaction time on the SST, and behavioral inhibition, with a large boost in sensitivity when both the paired fMRI-/gene-ICs and their interaction were used in a multimodal regression analysis.</div></div><div><h3>Conclusions</h3><div>We reported biologically plausible pairs of neural activity and gene sets using pICA, which were significantly associated with ADHD impulsivity–related behavioral and cognitive data.</div></div>\",\"PeriodicalId\":54231,\"journal\":{\"name\":\"Biological Psychiatry-Cognitive Neuroscience and Neuroimaging\",\"volume\":\"10 10\",\"pages\":\"Pages 1078-1092\"},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2025-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Biological Psychiatry-Cognitive Neuroscience and Neuroimaging\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2451902225001958\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"NEUROSCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biological Psychiatry-Cognitive Neuroscience and Neuroimaging","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2451902225001958","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
Abnormal Association Between Neural Activity and Genetic Expressions of Impulsivity in Attention-Deficit/Hyperactivity Disorder: An Adolescent Brain Cognitive Development Study
Background
Impulsivity in highly heritable attention-deficit/hyperactivity disorder (ADHD) has been studied using neural activity via functional magnetic resonance imaging (fMRI) or genetic data, but rarely with multivariate methods that link both. We investigated coupled neural activity and gene expression signatures, using parallel independent component analysis (pICA) and ABCD (Adolescent Brain Cognitive Development) Study data.
Methods
Children with ADHD (n = 394; 63% male) and healthy control children (n = 1000; 47% male) of European ancestry were included. The participants were randomly divided into 80% discovery and 20% replication datasets with demographic stratification. We analyzed neural activity and gene expressions from the discovery datasets using pICA and extracted paired independent components (pICs). The loading coefficients of the pICs were utilized to predict behavioral and cognitive data for a stop signal task (SST) in replication datasets.
Results
We identified 3 pICs estimated from gene expression in the cortex, cerebellum, and nucleus accumbens. Significant neural activity was mainly localized to the orbital/inferior/middle frontal gyri, rectal gyrus, precuneus, inferior temporal gyrus, inferior parietal lobule, and cerebellum. Significant gene components were associated with immunoglobulin-, taste receptor–, and immunity-related terms and overlapped with ADHD-related genes. The extracted fMRI-/gene-ICs were significantly correlated with mean reaction time, stop signal reaction time on the SST, and behavioral inhibition, with a large boost in sensitivity when both the paired fMRI-/gene-ICs and their interaction were used in a multimodal regression analysis.
Conclusions
We reported biologically plausible pairs of neural activity and gene sets using pICA, which were significantly associated with ADHD impulsivity–related behavioral and cognitive data.
期刊介绍:
Biological Psychiatry: Cognitive Neuroscience and Neuroimaging is an official journal of the Society for Biological Psychiatry, whose purpose is to promote excellence in scientific research and education in fields that investigate the nature, causes, mechanisms, and treatments of disorders of thought, emotion, or behavior. In accord with this mission, this peer-reviewed, rapid-publication, international journal focuses on studies using the tools and constructs of cognitive neuroscience, including the full range of non-invasive neuroimaging and human extra- and intracranial physiological recording methodologies. It publishes both basic and clinical studies, including those that incorporate genetic data, pharmacological challenges, and computational modeling approaches. The journal publishes novel results of original research which represent an important new lead or significant impact on the field. Reviews and commentaries that focus on topics of current research and interest are also encouraged.