{"id":"https://openalex.org/W4375928903","doi":"https://doi.org/10.1109/tmi.2023.3274351","title":"Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis","display_name":"Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis","publication_year":2023,"publication_date":"2023-05-08","ids":{"openalex":"https://openalex.org/W4375928903","doi":"https://doi.org/10.1109/tmi.2023.3274351","pmid":"https://pubmed.ncbi.nlm.nih.gov/37155407"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2023.3274351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3274351","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008751186","display_name":"Youyong Kong","orcid":"https://orcid.org/0000-0003-2095-8470"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Youyong Kong","raw_affiliation_strings":["Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, and the Key Laboratory of Computer Network and Information Integration, Ministry of Education, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, and the Key Laboratory of Computer Network and Information Integration, Ministry of Education, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026622910","display_name":"Wenhan Wang","orcid":"https://orcid.org/0000-0001-7178-8286"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhan Wang","raw_affiliation_strings":["Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776309","display_name":"Xiaoyun Liu","orcid":"https://orcid.org/0000-0001-7083-5263"},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyun Liu","raw_affiliation_strings":["Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I4210105806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066631367","display_name":"Shuwen Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuwen Gao","raw_affiliation_strings":["Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Jiangsu Provincial Joint International Research Laboratory of Medical Information Processing, School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045175709","display_name":"Zhenghua Hou","orcid":"https://orcid.org/0000-0002-7421-7304"},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenghua Hou","raw_affiliation_strings":["Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I4210105806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048007897","display_name":"Chunming Xie","orcid":"https://orcid.org/0000-0002-5978-9689"},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunming Xie","raw_affiliation_strings":["Department of Neurology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I4210105806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388909","display_name":"Zhijun Zhang","orcid":"https://orcid.org/0000-0001-5480-0888"},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijun Zhang","raw_affiliation_strings":["Department of Neurology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I4210105806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021100116","display_name":"Yonggui Yuan","orcid":"https://orcid.org/0000-0001-6496-3998"},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonggui Yuan","raw_affiliation_strings":["Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Department of Psychosomatic and Psychiatry, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I4210105806"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5008751186"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":4.548,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.9542627,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"42","issue":"10","first_page":"3012","last_page":"3024"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7105957269668579},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.6092789769172668},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5208597779273987},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5064550638198853},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.48695263266563416},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4214504361152649},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39078912138938904},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3438945412635803},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3308572769165039},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12986737489700317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7105957269668579},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.6092789769172668},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5208597779273987},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5064550638198853},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.48695263266563416},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4214504361152649},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39078912138938904},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3438945412635803},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3308572769165039},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12986737489700317},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009434","descriptor_name":"Neural Pathways","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2023.3274351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3274351","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37155407","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37155407","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1490373367","display_name":null,"funder_award_id":"31640028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4998240574","display_name":null,"funder_award_id":"81971277","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5922384072","display_name":null,"funder_award_id":"31800825","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7482293144","display_name":null,"funder_award_id":"BE2019748","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324856","display_name":"Southeast University","ror":"https://ror.org/04ct4d772"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1987219048","https://openalex.org/W2007581301","https://openalex.org/W2025985542","https://openalex.org/W2058757077","https://openalex.org/W2062642353","https://openalex.org/W2101135654","https://openalex.org/W2149092213","https://openalex.org/W2165020904","https://openalex.org/W2552343086","https://openalex.org/W2558927549","https://openalex.org/W2732416206","https://openalex.org/W2788919350","https://openalex.org/W2794527877","https://openalex.org/W2906085406","https://openalex.org/W2921224201","https://openalex.org/W2939208918","https://openalex.org/W2964015378","https://openalex.org/W2970275262","https://openalex.org/W2977883299","https://openalex.org/W2978335131","https://openalex.org/W2990855036","https://openalex.org/W2998426506","https://openalex.org/W3001760096","https://openalex.org/W3021461858","https://openalex.org/W3034161765","https://openalex.org/W3043425309","https://openalex.org/W3082265123","https://openalex.org/W3089503988","https://openalex.org/W3091159462","https://openalex.org/W3092775435","https://openalex.org/W3099321434","https://openalex.org/W3106834533","https://openalex.org/W3110621449","https://openalex.org/W3111203614","https://openalex.org/W3113014355","https://openalex.org/W3120007598","https://openalex.org/W3141721679","https://openalex.org/W3152831887","https://openalex.org/W3157129463","https://openalex.org/W3160521808","https://openalex.org/W3163216082","https://openalex.org/W3164032838","https://openalex.org/W3164211838","https://openalex.org/W3169752883","https://openalex.org/W3182162375","https://openalex.org/W3183761761","https://openalex.org/W3184298244","https://openalex.org/W3191765601","https://openalex.org/W3199008037","https://openalex.org/W3203618221","https://openalex.org/W3205488266","https://openalex.org/W3205572906","https://openalex.org/W3216528674","https://openalex.org/W4210320607","https://openalex.org/W4224212374","https://openalex.org/W4229336522","https://openalex.org/W4286795917","https://openalex.org/W4297733535","https://openalex.org/W4313641934","https://openalex.org/W6726873649","https://openalex.org/W6745537798","https://openalex.org/W6761665040","https://openalex.org/W6773666150","https://openalex.org/W6795171876","https://openalex.org/W6797464607"],"related_works":["https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W2374013449","https://openalex.org/W73545470","https://openalex.org/W2364381299","https://openalex.org/W2374430585","https://openalex.org/W3144423903","https://openalex.org/W2377397762","https://openalex.org/W4386136067","https://openalex.org/W4286858940"],"abstract_inverted_index":{"The":[0,218,234],"pathophysiology":[1],"of":[2,18,36,82,130,197,207,224],"major":[3],"depressive":[4],"disorder":[5],"(MDD)":[6],"has":[7],"been":[8],"demonstrated":[9],"to":[10,50,65,123,148,180,188],"be":[11],"highly":[12],"associated":[13],"with":[14,128,204],"the":[15,33,44,53,98,125,165,182,195,198,222,225,229],"dysfunctional":[16],"integration":[17],"brain":[19,159],"activity.":[20],"Existing":[21],"studies":[22],"only":[23],"fuse":[24],"multi-connectivity":[25,61,67],"information":[26,46],"in":[27,47,214,232],"a":[28,60,113,139,172],"one-shot":[29],"approach":[30,120,200,227],"and":[31,75,90,104,133,152,168],"ignore":[32],"temporal":[34],"property":[35],"functional":[37,73,77,88,92,107,170],"connectivity.":[38],"A":[39],"desired":[40],"model":[41],"should":[42],"utilize":[43],"rich":[45],"multiple":[48,126],"connectivities":[49,78],"help":[51],"improve":[52],"performance.":[54],"In":[55],"this":[56],"study,":[57],"we":[58],"develop":[59],"representation":[62,69],"learning":[63],"framework":[64],"integrate":[66,124,164],"topological":[68],"from":[70,97,185],"structural":[71,85],"connectivity,":[72],"connectivity":[74],"dynamic":[76,91,169,189],"for":[79,156,228],"automatic":[80],"diagnosis":[81],"MDD.":[83],"Briefly,":[84],"graph,":[86],"static":[87,166,186],"graph":[89,146],"graphs":[93,127,167,187,190],"are":[94],"first":[95],"computed":[96],"diffusion":[99],"magnetic":[100,108],"resonance":[101,109],"imaging":[102,110],"(dMRI)":[103],"resting":[105],"state":[106],"(rsfMRI).":[111],"Secondly,":[112],"novel":[114,173],"Multi-Connectivity":[115],"Representation":[116],"Learning":[117],"Network":[118],"(MCRLN)":[119],"is":[121,178,201,236],"developed":[122,179],"modules":[129],"structural-functional":[131],"fusion":[132],"static-dynamic":[134],"fusion.":[135],"We":[136],"innovatively":[137],"design":[138],"Structural-Functional":[140],"Fusion":[141,175],"(SFF)":[142],"module,":[143],"which":[144,210],"decouples":[145],"convolution":[147],"capture":[149],"modality-specific":[150],"features":[151,154],"modality-shared":[153],"separately":[155],"an":[157],"accurate":[158],"region":[160],"representation.":[161],"To":[162],"further":[163],"graphs,":[171],"Static-Dynamic":[174],"(SDF)":[176],"module":[177],"pass":[181],"important":[183],"connections":[184],"via":[191],"attention":[192],"values.":[193],"Finally,":[194],"performance":[196,220],"proposed":[199],"comprehensively":[202],"examined":[203],"large":[205],"cohorts":[206],"clinical":[208,230],"data,":[209],"demonstrates":[211],"its":[212],"effectiveness":[213],"classifying":[215],"MDD":[216],"patients.":[217],"sound":[219],"suggests":[221],"potential":[223],"MCRLN":[226],"use":[231],"diagnosis.":[233],"code":[235],"available":[237],"at":[238],"https://github.com/LIST-KONG/MultiConnectivity-master.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
