1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
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Diffusion Tensor Imaging/methods*
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Male
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Female
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Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Interaction Between Variations in Dopamine D2 and Serotonin 2A Receptor is Associated with Short-Term Response to Antipsychotics in Schizophrenia.
Liansheng ZHAO ; Huijuan WANG ; Yamin ZHANG ; Jinxue WEI ; Peiyan NI ; Hongyan REN ; Gang LI ; Qiang WANG ; Gavin P REYNOLDS ; Weihua YUE ; Wei DENG ; Hao YAN ; Liwen TAN ; Qi CHEN ; Guigang YANG ; Tianlan LU ; Lifang WANG ; Fuquan ZHANG ; Jianli YANG ; Keqing LI ; Luxian LV ; Qingrong TAN ; Yinfei LI ; Hua YU ; Hongyan ZHANG ; Xin MA ; Fude YANG ; Lingjiang LI ; Chuanyue WANG ; Huiyao WANG ; Xiaojing LI ; Wanjun GUO ; Xun HU ; Yang TIAN ; Xiaohong MA ; Jeremy COID ; Dai ZHANG ; Chao CHEN ; Tao LI ; Chinese Antipsychotics Pharmacogenomics Consortium
Neuroscience Bulletin 2019;35(6):1102-1105
3.Application of EnCor vacuum-assisted biopsy system in the diagnosis and treatment for breast lesions
Jianxin LYU ; Min SHI ; Bo PAN ; Xiaojun WANG ; Luxian DAI ; Xiaohong YANG
Journal of Clinical Medicine in Practice 2014;(9):108-111
Objective To explore the value of ultrasound-guided EnCor vacuum-assisted biopsy system in the diagnosis and treatment of breast lesions.Methods 54 patients with breast le-sions were conducted with minimally invasive surgery by ultrasound-guided EnCor system,and the value of diagnosis and treatment of minimally invasive surgery for breast lesions was evaluated.Re-sults All of breast lesions were removed by minimally invasive surgery.In postoperative pathologi-cal diagnosis,51 cases were benign,and 3 cases were breast cancer.No active bleeding or wound infection was observed in all patients,and subcutaneous ecchymosis was found in one case, hematoma in one case,bloody nipple discharge in one case.3 months later,there was no postopera-tive incision scar;the breast maintained the normal contour,and skin sensitivity had no change in all postoperative patients.Conclusion Ultrasound-guided EnCor vacuum-assisted biopsy system is safe and reliable,and it can be used as a preferred method for patients with resection and biopsy of breast lesions or patients with suspicious breast cancers.
4.Application of EnCor vacuum-assisted biopsy system in the diagnosis and treatment for breast lesions
Jianxin LYU ; Min SHI ; Bo PAN ; Xiaojun WANG ; Luxian DAI ; Xiaohong YANG
Journal of Clinical Medicine in Practice 2014;(9):108-111
Objective To explore the value of ultrasound-guided EnCor vacuum-assisted biopsy system in the diagnosis and treatment of breast lesions.Methods 54 patients with breast le-sions were conducted with minimally invasive surgery by ultrasound-guided EnCor system,and the value of diagnosis and treatment of minimally invasive surgery for breast lesions was evaluated.Re-sults All of breast lesions were removed by minimally invasive surgery.In postoperative pathologi-cal diagnosis,51 cases were benign,and 3 cases were breast cancer.No active bleeding or wound infection was observed in all patients,and subcutaneous ecchymosis was found in one case, hematoma in one case,bloody nipple discharge in one case.3 months later,there was no postopera-tive incision scar;the breast maintained the normal contour,and skin sensitivity had no change in all postoperative patients.Conclusion Ultrasound-guided EnCor vacuum-assisted biopsy system is safe and reliable,and it can be used as a preferred method for patients with resection and biopsy of breast lesions or patients with suspicious breast cancers.
5.The association study of Ghrelin gene polymorphisms with the susceptivity of schizophrenia in Chinese Han population
Yongfeng YANG ; Wenqiang LI ; Weihua YUE ; Hongxing ZHANG ; Xueqin SONG ; Hongyan YU ; Dai ZHANG ; Ge YANG ; Jingyuan ZHAO ; Luxian LV
Chinese Journal of Behavioral Medicine and Brain Science 2011;20(7):589-591
Objective To investigate the potential association of Ghrelin(GHRL)gene polymorphisms susceptible to schizophrenia by case-control study.Methods Six hundred and thirty-four patients,six hundred and six healthy control subjects were recruited.Four SNPs rs696217,rs26802,rs27647 and rs26311 were detected by the polymerase chain reaction-based-restriction fragment length polymorphism analysis.Results No significant differences in genotype or allele frequencies of the four SNPs were observed between schizophrenic patients and healthy controls (Pvalues of genotype frequencies were 0.649,0.944,0.410,0.826;P values of allele frequencies were 0.773,0.992,0.301,0.723).However,seven haplotypes(GAAG,GAGC,GAGG,GCGC,GCGG,TAGC,TAGG)showed significant differences in frequency between schizophrenic and control groups(P values were 0.011,0.001,1.76×10-6,9.84×10-10,1.38×10-9,2.12×10-5,2.57×10-6).Conclusion These data suggest that the GHRL gene may not be associated with susceptibility to schizophrenia in the Chinese Han population.However,the haplotype of GA may be the susceptive factor of schizophrenia.

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