Le Gao , Tengda Zhang , Rongjuan Zhou , Tao Zhang , Xiaonan Guo
{"title":"基于联合嵌入分析的自闭症谱系障碍个体间功能层次组织相似性的性别异质性。","authors":"Le Gao , Tengda Zhang , Rongjuan Zhou , Tao Zhang , Xiaonan Guo","doi":"10.1016/j.neuroimage.2025.121495","DOIUrl":null,"url":null,"abstract":"<div><div>Autism spectrum disorder (ASD) has been reported to exhibit altered functional connectivity in the brain. While extant research has predominantly examined male samples, sex differences of functional organization in ASD remains poorly characterized. This study aimed to explore the sex heterogeneity of the inter-individual functional hierarchical organization similarity in ASD. Resting-state functional magnetic resonance imaging data from the Autism Brain Imaging Data Exchange database, including 284 males/65 females with ASD and 340 male/119 female neurotypical controls (NCs) were used in this study. A joint embedding method was used to embed the functional connectomes of individuals into a common connectivity space and the inter-individual functional hierarchical organization similarity was further calculated within each group. Two-way analysis of variance (ANOVA) was used to explore sex heterogeneity in the functional hierarchical organization similarity in ASD. Significant diagnosis-by-sex interaction effects on the functional hierarchical organization similarity were observed in the default mode network, frontal-parietal network, subcortical network, dorsal attention network, and undefined network. The predictive analysis of symptom severity showed that the functional hierarchical organization similarity of brain regions with significant diagnosis-by-sex interaction effects can predict the social interaction impairments in males with ASD, whereas this relationship was not detected in females with ASD. These findings emphasize the sex heterogeneity of functional hierarchical organization in ASD and underscore the necessity of considering sex differences in future studies of ASD.</div></div>","PeriodicalId":19299,"journal":{"name":"NeuroImage","volume":"321 ","pages":"Article 121495"},"PeriodicalIF":4.5000,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Sex heterogeneity of inter-individual functional hierarchical organization similarity in autism spectrum disorder based on the joint embedding analysis\",\"authors\":\"Le Gao , Tengda Zhang , Rongjuan Zhou , Tao Zhang , Xiaonan Guo\",\"doi\":\"10.1016/j.neuroimage.2025.121495\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Autism spectrum disorder (ASD) has been reported to exhibit altered functional connectivity in the brain. While extant research has predominantly examined male samples, sex differences of functional organization in ASD remains poorly characterized. This study aimed to explore the sex heterogeneity of the inter-individual functional hierarchical organization similarity in ASD. Resting-state functional magnetic resonance imaging data from the Autism Brain Imaging Data Exchange database, including 284 males/65 females with ASD and 340 male/119 female neurotypical controls (NCs) were used in this study. A joint embedding method was used to embed the functional connectomes of individuals into a common connectivity space and the inter-individual functional hierarchical organization similarity was further calculated within each group. Two-way analysis of variance (ANOVA) was used to explore sex heterogeneity in the functional hierarchical organization similarity in ASD. Significant diagnosis-by-sex interaction effects on the functional hierarchical organization similarity were observed in the default mode network, frontal-parietal network, subcortical network, dorsal attention network, and undefined network. The predictive analysis of symptom severity showed that the functional hierarchical organization similarity of brain regions with significant diagnosis-by-sex interaction effects can predict the social interaction impairments in males with ASD, whereas this relationship was not detected in females with ASD. These findings emphasize the sex heterogeneity of functional hierarchical organization in ASD and underscore the necessity of considering sex differences in future studies of ASD.</div></div>\",\"PeriodicalId\":19299,\"journal\":{\"name\":\"NeuroImage\",\"volume\":\"321 \",\"pages\":\"Article 121495\"},\"PeriodicalIF\":4.5000,\"publicationDate\":\"2025-09-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"NeuroImage\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1053811925004987\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"NEUROIMAGING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"NeuroImage","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1053811925004987","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NEUROIMAGING","Score":null,"Total":0}
Sex heterogeneity of inter-individual functional hierarchical organization similarity in autism spectrum disorder based on the joint embedding analysis
Autism spectrum disorder (ASD) has been reported to exhibit altered functional connectivity in the brain. While extant research has predominantly examined male samples, sex differences of functional organization in ASD remains poorly characterized. This study aimed to explore the sex heterogeneity of the inter-individual functional hierarchical organization similarity in ASD. Resting-state functional magnetic resonance imaging data from the Autism Brain Imaging Data Exchange database, including 284 males/65 females with ASD and 340 male/119 female neurotypical controls (NCs) were used in this study. A joint embedding method was used to embed the functional connectomes of individuals into a common connectivity space and the inter-individual functional hierarchical organization similarity was further calculated within each group. Two-way analysis of variance (ANOVA) was used to explore sex heterogeneity in the functional hierarchical organization similarity in ASD. Significant diagnosis-by-sex interaction effects on the functional hierarchical organization similarity were observed in the default mode network, frontal-parietal network, subcortical network, dorsal attention network, and undefined network. The predictive analysis of symptom severity showed that the functional hierarchical organization similarity of brain regions with significant diagnosis-by-sex interaction effects can predict the social interaction impairments in males with ASD, whereas this relationship was not detected in females with ASD. These findings emphasize the sex heterogeneity of functional hierarchical organization in ASD and underscore the necessity of considering sex differences in future studies of ASD.
期刊介绍:
NeuroImage, a Journal of Brain Function provides a vehicle for communicating important advances in acquiring, analyzing, and modelling neuroimaging data and in applying these techniques to the study of structure-function and brain-behavior relationships. Though the emphasis is on the macroscopic level of human brain organization, meso-and microscopic neuroimaging across all species will be considered if informative for understanding the aforementioned relationships.