{"id":"https://openalex.org/W4404168215","doi":"https://doi.org/10.1109/tsipn.2025.3577354","title":"Multimodal Graph Convolutional Network on Brain Structure and Function in Adolescent Anxiety and Depression","display_name":"Multimodal Graph Convolutional Network on Brain Structure and Function in Adolescent Anxiety and Depression","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4404168215","doi":"https://doi.org/10.1109/tsipn.2025.3577354"},"language":"en","primary_location":{"id":"doi:10.1109/tsipn.2025.3577354","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsipn.2025.3577354","pdf_url":null,"source":{"id":"https://openalex.org/S4306422866","display_name":"IEEE Transactions on Signal and Information Processing over Networks","issn_l":"2373-776X","issn":["2373-776X","2373-7778"],"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 Signal and Information Processing over Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04764608/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113153518","display_name":"S\u00e9bastien Dam","orcid":"https://orcid.org/0000-0002-6255-4469"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"S\u00e9bastien Dam","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, Inserm, Rennes, France","EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, Inserm, Rennes, France","institution_ids":["https://openalex.org/I56067802","https://openalex.org/I154526488","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078650678","display_name":"Jean-Marie Batail","orcid":"https://orcid.org/0000-0003-4522-2857"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210116274","display_name":"CIC Rennes","ror":"https://ror.org/02baj6743","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210116274","https://openalex.org/I4210155724","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I4210149957","display_name":"Centre Hospitalier Guillaume R\u00e9gnier","ror":"https://ror.org/044d2hn91","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210149957"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Marie Batail","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, Inserm, Rennes, France","CIC - Centre d'Investigation Clinique [Rennes] (Rue Henri Le Guilloux - Pavillon Cl\u00e9menceau 35033 Rennes Cedex 9 - France)","Centre Hospitalier Guillaume R\u00e9gnier [Rennes] (France)","EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, Inserm, Rennes, France","institution_ids":["https://openalex.org/I56067802","https://openalex.org/I154526488","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"CIC - Centre d'Investigation Clinique [Rennes] (Rue Henri Le Guilloux - Pavillon Cl\u00e9menceau 35033 Rennes Cedex 9 - France)","institution_ids":["https://openalex.org/I4210116274"]},{"raw_affiliation_string":"Centre Hospitalier Guillaume R\u00e9gnier [Rennes] (France)","institution_ids":["https://openalex.org/I4210149957"]},{"raw_affiliation_string":"EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011146832","display_name":"Pierre Maurel","orcid":"https://orcid.org/0000-0003-2539-7414"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre Maurel","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, Inserm, Rennes, France","EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, Inserm, Rennes, France","institution_ids":["https://openalex.org/I56067802","https://openalex.org/I154526488","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003223460","display_name":"Julie Coloigner","orcid":"https://orcid.org/0000-0001-7774-8015"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Julie Coloigner","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, Inserm, Rennes, France","EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, Inserm, Rennes, France","institution_ids":["https://openalex.org/I56067802","https://openalex.org/I154526488","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"EMPENN - Neuroimagerie: m\u00e9thodes et applications (Irisa, Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5113153518"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I56067802"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00071743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"617","last_page":"629"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9965000152587891,"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":0.9829000234603882,"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/anxiety","display_name":"Anxiety","score":0.6878806352615356},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.686627209186554},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5149398446083069},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4646202325820923},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.37601006031036377},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3607865869998932},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3544965982437134},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.28344929218292236},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27985769510269165},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.15577301383018494}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6878806352615356},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.686627209186554},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5149398446083069},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4646202325820923},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.37601006031036377},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3607865869998932},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3544965982437134},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.28344929218292236},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27985769510269165},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.15577301383018494},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsipn.2025.3577354","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsipn.2025.3577354","pdf_url":null,"source":{"id":"https://openalex.org/S4306422866","display_name":"IEEE Transactions on Signal and Information Processing over Networks","issn_l":"2373-776X","issn":["2373-776X","2373-7778"],"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 Signal and Information Processing over Networks","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04764608v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04764608","pdf_url":"https://hal.science/hal-04764608/document","source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Signal and Information Processing over Networks, 2025, 11, pp.617-629. ⟨10.1109/TSIPN.2025.3577354⟩","raw_type":"Journal articles"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04764608v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04764608","pdf_url":"https://hal.science/hal-04764608/document","source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Signal and Information Processing over Networks, 2025, 11, pp.617-629. ⟨10.1109/TSIPN.2025.3577354⟩","raw_type":"Journal articles"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404168215.pdf","grobid_xml":"https://content.openalex.org/works/W4404168215.grobid-xml"},"referenced_works_count":93,"referenced_works":["https://openalex.org/W795339718","https://openalex.org/W1666219330","https://openalex.org/W1989668360","https://openalex.org/W1992532948","https://openalex.org/W1999217070","https://openalex.org/W2005124365","https://openalex.org/W2005933475","https://openalex.org/W2012101788","https://openalex.org/W2014022174","https://openalex.org/W2025595592","https://openalex.org/W2037617762","https://openalex.org/W2062930891","https://openalex.org/W2095705004","https://openalex.org/W2113312554","https://openalex.org/W2129344602","https://openalex.org/W2158327608","https://openalex.org/W2161515775","https://openalex.org/W2165193266","https://openalex.org/W2177917702","https://openalex.org/W2517974079","https://openalex.org/W2611561168","https://openalex.org/W2758113150","https://openalex.org/W2766639217","https://openalex.org/W2774153031","https://openalex.org/W2779020697","https://openalex.org/W2900917761","https://openalex.org/W2951583631","https://openalex.org/W2951617899","https://openalex.org/W2962858109","https://openalex.org/W2977566196","https://openalex.org/W2977883299","https://openalex.org/W2979706395","https://openalex.org/W2990345894","https://openalex.org/W3006022605","https://openalex.org/W3007736625","https://openalex.org/W3011145062","https://openalex.org/W3036341959","https://openalex.org/W3048123412","https://openalex.org/W3082288543","https://openalex.org/W3089595613","https://openalex.org/W3091722552","https://openalex.org/W3099015276","https://openalex.org/W3157129463","https://openalex.org/W3157571958","https://openalex.org/W3160521808","https://openalex.org/W3174100758","https://openalex.org/W3182305578","https://openalex.org/W3185634947","https://openalex.org/W3187043744","https://openalex.org/W3188793075","https://openalex.org/W3211177170","https://openalex.org/W3213950460","https://openalex.org/W4200049627","https://openalex.org/W4200547614","https://openalex.org/W4220685893","https://openalex.org/W4221007243","https://openalex.org/W4221145430","https://openalex.org/W4224316937","https://openalex.org/W4285270357","https://openalex.org/W4285602688","https://openalex.org/W4288051001","https://openalex.org/W4307847583","https://openalex.org/W4313639953","https://openalex.org/W4327960046","https://openalex.org/W4379053145","https://openalex.org/W4379795960","https://openalex.org/W4381470751","https://openalex.org/W4384565215","https://openalex.org/W4386784851","https://openalex.org/W4387241237","https://openalex.org/W4388129320","https://openalex.org/W4388451591","https://openalex.org/W4388928679","https://openalex.org/W4390694374","https://openalex.org/W4392702497","https://openalex.org/W4393941340","https://openalex.org/W4394566062","https://openalex.org/W4394782853","https://openalex.org/W4396742831","https://openalex.org/W4399258490","https://openalex.org/W4399355584","https://openalex.org/W4402221345","https://openalex.org/W4402426690","https://openalex.org/W4402600016","https://openalex.org/W4402937108","https://openalex.org/W6631943919","https://openalex.org/W6674330103","https://openalex.org/W6683161558","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6760045743","https://openalex.org/W6798429009","https://openalex.org/W6846041338"],"related_works":["https://openalex.org/W2358430072","https://openalex.org/W1985838049","https://openalex.org/W3089724416","https://openalex.org/W2013157839","https://openalex.org/W2111463896","https://openalex.org/W2086259589","https://openalex.org/W1551113066","https://openalex.org/W4210836443","https://openalex.org/W2964000526","https://openalex.org/W2378173657"],"abstract_inverted_index":{"Multimodal":[0],"analysis":[1],"of":[2,42,123,159,176,185,226],"Magnetic":[3],"Resonance":[4],"Imaging":[5],"(MRI)":[6],"data":[7],"enables":[8],"leveraging":[9],"complementary":[10],"information":[11],"across":[12],"multiple":[13],"imaging":[14],"modalities":[15],"that":[16,213],"may":[17,67],"be":[18],"incomplete":[19],"when":[20],"using":[21,118],"a":[22,83,100],"single":[23],"modality.":[24],"For":[25],"brain":[26,44,87,107,161,227],"connectivity":[27,88,135,142],"analysis,":[28],"graph-based":[29],"methods,":[30],"such":[31],"as":[32,82,145],"graph":[33,73],"signal":[34],"processing,":[35],"are":[36],"effective":[37],"for":[38,52],"capturing":[39],"topological":[40],"characteristics":[41],"the":[43,71,95,119,174,177,183,186,194,201],"structure":[45,108],"while":[46,140],"incorporating":[47],"neural":[48],"activity":[49],"signals.":[50],"However,":[51],"tasks":[53,221],"like":[54],"group":[55],"classification,":[56],"these":[57],"methods":[58],"often":[59],"rely":[60],"on":[61],"traditional":[62],"machine":[63],"learning":[64],"algorithms,":[65],"which":[66,188],"not":[68],"fully":[69],"exploit":[70],"underlying":[72],"topology.":[74],"Recently,":[75],"Graph":[76],"Convolutional":[77],"Networks":[78],"(GCN)":[79],"have":[80],"emerged":[81],"powerful":[84],"tool":[85],"in":[86,116,182,193,218],"research,":[89],"uncovering":[90],"complex":[91],"nonlinear":[92],"relationships":[93],"within":[94],"data.":[96],"Here,":[97],"we":[98,211],"develop":[99],"multimodal":[101,206],"GCN":[102],"model":[103,106],"to":[104,111,148,164],"jointly":[105],"and":[109,114,125,155,179,200,207,222,232],"function":[110],"classify":[112],"anxiety":[113,231],"depression":[115],"adolescents":[117],"Boston":[120],"Adolescent":[121],"Neuroimaging":[122],"Depression":[124],"Anxiety":[126],"dataset.":[127],"The":[128],"graph's":[129],"topology":[130],"is":[131,143,166],"initialized":[132],"from":[133,137],"structural":[134],"derived":[136],"diffusion":[138],"MRI,":[139],"functional":[141],"incorporated":[144],"node":[146],"features":[147,204],"improve":[149],"distinction":[150],"between":[151,205],"anxious,":[152],"depressed":[153],"patients":[154],"healthy":[156],"controls.":[157],"Interpretation":[158],"key":[160],"regions":[162],"contributing":[163],"classification":[165,198,220],"enabled":[167],"through":[168],"Gradient-weighted":[169],"Class":[170],"Activation":[171],"Mapping,":[172],"revealing":[173],"influence":[175],"frontal":[178],"limbic":[180],"lobes":[181],"diagnosis":[184],"conditions,":[187],"aligns":[189],"with":[190,230],"previous":[191],"findings":[192],"literature.":[195],"By":[196],"comparing":[197],"results":[199],"most":[202,219],"discriminative":[203],"unimodal":[208],"GCN-based":[209],"approaches,":[210],"demonstrate":[212],"our":[214],"framework":[215],"improves":[216],"accuracy":[217],"reveals":[223],"significant":[224],"patterns":[225],"alterations":[228],"associated":[229],"depression.":[233]},"counts_by_year":[],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}