{"id":"https://openalex.org/W4388674352","doi":"https://doi.org/10.1109/bhi58575.2023.10313489","title":"Multimodal Fusion of Functional and Structural Data to Recognize Longitudinal Change Patterns in the Adolescent Brain","display_name":"Multimodal Fusion of Functional and Structural Data to Recognize Longitudinal Change Patterns in the Adolescent Brain","publication_year":2023,"publication_date":"2023-10-15","ids":{"openalex":"https://openalex.org/W4388674352","doi":"https://doi.org/10.1109/bhi58575.2023.10313489"},"language":"en","primary_location":{"id":"doi:10.1109/bhi58575.2023.10313489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi58575.2023.10313489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5053403099","display_name":"Rekha Saha","orcid":"https://orcid.org/0000-0001-9382-2609"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rekha Saha","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069354524","display_name":"Debbrata K. Saha","orcid":"https://orcid.org/0000-0003-0754-7570"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Debbrata K. Saha","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019983016","display_name":"Zening Fu","orcid":"https://orcid.org/0000-0002-1591-4900"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zening Fu","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024260846","display_name":"Rogers F. Silva","orcid":"https://orcid.org/0000-0002-7271-1288"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rogers F. Silva","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D. Calhoun","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, and Emory University,Center for Translational Research in Neuroimaging and Data Science (TReNDS),Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3286,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.58496377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9969000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7244009971618652},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.5885660648345947},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5138118863105774},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.46317747235298157},{"id":"https://openalex.org/keywords/brain-structure-and-function","display_name":"Brain Structure and Function","score":0.4547497630119324},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.4502503275871277},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.4309888780117035},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4106789529323578},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4041707217693329},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3466380834579468}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7244009971618652},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.5885660648345947},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5138118863105774},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.46317747235298157},{"id":"https://openalex.org/C2779632907","wikidata":"https://www.wikidata.org/wiki/Q13444883","display_name":"Brain Structure and Function","level":3,"score":0.4547497630119324},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.4502503275871277},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.4309888780117035},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4106789529323578},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4041707217693329},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3466380834579468},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bhi58575.2023.10313489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi58575.2023.10313489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.7099999785423279,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W658084492","https://openalex.org/W939582392","https://openalex.org/W1984990856","https://openalex.org/W2033128599","https://openalex.org/W2071714163","https://openalex.org/W2096052879","https://openalex.org/W2108878896","https://openalex.org/W2128042129","https://openalex.org/W2146089088","https://openalex.org/W2166367991","https://openalex.org/W2252433728","https://openalex.org/W2767785333","https://openalex.org/W3048396787","https://openalex.org/W4200027775","https://openalex.org/W4225014985"],"related_works":["https://openalex.org/W1791688437","https://openalex.org/W4296095749","https://openalex.org/W4312098552","https://openalex.org/W3017668461","https://openalex.org/W2903780827","https://openalex.org/W4212946679","https://openalex.org/W2570761966","https://openalex.org/W1985486578","https://openalex.org/W3033292625","https://openalex.org/W414646225"],"abstract_inverted_index":{"Functional":[0],"and":[1,47,69,93,104,125,138,173,185,189],"structural":[2,126],"magnetic":[3],"resonance":[4],"imaging":[5],"(fMRI/sMRI)":[6],"are":[7],"extensively":[8],"used":[9],"modalities":[10,17,27],"for":[11],"studying":[12],"brain":[13,23,37,45,132,183],"development.":[14],"While":[15],"individual":[16],"may":[18],"overlook":[19],"crucial":[20],"aspects":[21],"of":[22,34,164,182],"analysis,":[24],"combining":[25],"multiple":[26],"allows":[28],"us":[29],"to":[30,82],"leverage":[31],"the":[32,53,100,136,142,150,155,162,179],"benefits":[33],"revealing":[35],"hidden":[36],"connections.":[38],"To":[39],"analyze":[40,83],"multivariate":[41],"change":[42,86,123,127],"patterns":[43,87,124,128],"in":[44,88,114,141,149,154,167,171,196],"function":[46],"structure":[48,186],"with":[49],"increasing":[50],"age":[51],"across":[52],"entire":[54],"brain,":[55],"we":[56,77,118],"employ":[57],"a":[58,79],"symmetric":[59],"multimodal":[60],"fusion":[61],"approach":[62,81,109,166],"that":[63,129],"combines":[64],"multiset":[65],"canonical":[66],"correlation":[67],"analysis":[68],"joint":[70],"independent":[71],"component":[72],"analysis.":[73],"In":[74],"this":[75],"study,":[76],"present":[78],"novel":[80],"linked":[84],"longitudinal":[85,169],"functional":[89,122,133],"network":[90],"connectivity":[91,134,184],"(FNC)":[92],"gray":[94],"matter":[95],"(GM)":[96],"data":[97],"derived":[98],"from":[99],"large-scale":[101],"Adolescent":[102],"Brain":[103],"Cognitive":[105],"Development":[106],"dataset.":[107],"Our":[108],"uncovers":[110],"significant":[111],"pattern":[112],"changes":[113,148,170],"both":[115],"modalities.":[116],"Specifically,":[117],"identify":[119],"highly":[120],"structured":[121],"include":[130],"increased":[131],"between":[135],"visual":[137],"sensorimotor":[139,152],"domains":[140],"fMRI":[143],"data,":[144],"as":[145,147],"well":[146],"bilateral":[151],"cortex":[153],"sMRI":[156],"data.":[157],"Overall,":[158],"our":[159,165],"study":[160],"demonstrates":[161],"strength":[163],"uncovering":[168],"FNC":[172],"GM,":[174],"provides":[175],"valuable":[176],"insights":[177],"into":[178],"dynamic":[180],"nature":[181],"during":[187],"adolescence,":[188],"sheds":[190],"light":[191],"on":[192],"potential":[193],"gender-related":[194],"differences":[195],"these":[197],"processes.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}