{"id":"https://openalex.org/W4297997542","doi":"https://doi.org/10.1186/s12859-022-04946-x","title":"Deep multiview learning to identify imaging-driven subtypes in mild cognitive impairment","display_name":"Deep multiview learning to identify imaging-driven subtypes in mild cognitive impairment","publication_year":2022,"publication_date":"2022-09-29","ids":{"openalex":"https://openalex.org/W4297997542","doi":"https://doi.org/10.1186/s12859-022-04946-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/36175853"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-022-04946-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04946-x","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-04946-x","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-04946-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056780680","display_name":"Yixue Feng","orcid":"https://orcid.org/0000-0003-1015-4209"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800154431","display_name":"Keck Hospital of USC","ror":"https://ror.org/01rq8ck58","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800154431"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yixue Feng","raw_affiliation_strings":["Imaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of South California, Los Angeles, USA. yixuefen@usc.edu","Imaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of South California, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of South California, Los Angeles, USA. yixuefen@usc.edu","institution_ids":["https://openalex.org/I2800154431"]},{"raw_affiliation_string":"Imaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck School of Medicine, University of South California, Los Angeles, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046295159","display_name":"Mansu Kim","orcid":"https://orcid.org/0000-0002-0785-4514"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mansu Kim","raw_affiliation_strings":["Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072900720","display_name":"Xiaohui Yao","orcid":"https://orcid.org/0000-0002-8530-7989"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaohui Yao","raw_affiliation_strings":["Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101858721","display_name":"Kefei Liu","orcid":"https://orcid.org/0000-0003-0737-9976"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kefei Liu","raw_affiliation_strings":["Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002149616","display_name":"Qi Long","orcid":"https://orcid.org/0000-0003-0660-5230"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Long","raw_affiliation_strings":["Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333320","display_name":"Li Shen","orcid":"https://orcid.org/0000-0002-5443-0503"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li Shen","raw_affiliation_strings":["Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA. li.shen@pennmedicine.upenn.edu","Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA"],"raw_orcid":"https://orcid.org/0000-0002-5443-0503","affiliations":[{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA. li.shen@pennmedicine.upenn.edu","institution_ids":["https://openalex.org/I79576946"]},{"raw_affiliation_string":"Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":null,"display_name":"for the Alzheimer\u2019s Disease Neuroimaging Initiative","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"for the Alzheimer\u2019s Disease Neuroimaging Initiative","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5056780680"],"corresponding_institution_ids":["https://openalex.org/I1174212","https://openalex.org/I2800154431"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":1.8329,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.85643475,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"23","issue":"S3","first_page":"402","last_page":"402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.8003000020980835,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.8003000020980835,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.11959999799728394,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.007799999788403511,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6744675040245056},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.6716094017028809},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6366264820098877},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5904353857040405},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5853062272071838},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.5393332242965698},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5330770015716553},{"id":"https://openalex.org/keywords/imaging-genetics","display_name":"Imaging genetics","score":0.5266584753990173},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5225051045417786},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.49927830696105957},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4746873080730438},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.45014458894729614},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43449482321739197},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3856760561466217},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1671687364578247},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.13402238488197327}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6744675040245056},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6716094017028809},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6366264820098877},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5904353857040405},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5853062272071838},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.5393332242965698},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5330770015716553},{"id":"https://openalex.org/C18183760","wikidata":"https://www.wikidata.org/wiki/Q6002833","display_name":"Imaging genetics","level":3,"score":0.5266584753990173},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5225051045417786},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.49927830696105957},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4746873080730438},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.45014458894729614},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43449482321739197},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3856760561466217},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1671687364578247},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.13402238488197327}],"mesh":[{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003286","descriptor_name":"Contracture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003286","descriptor_name":"Contracture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003286","descriptor_name":"Contracture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003286","descriptor_name":"Contracture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","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":"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":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019788","descriptor_name":"Fluorodeoxyglucose F18","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019788","descriptor_name":"Fluorodeoxyglucose F18","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019788","descriptor_name":"Fluorodeoxyglucose F18","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019788","descriptor_name":"Fluorodeoxyglucose F18","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049268","descriptor_name":"Positron-Emission Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049268","descriptor_name":"Positron-Emission Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049268","descriptor_name":"Positron-Emission Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049268","descriptor_name":"Positron-Emission Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054119","descriptor_name":"Arachnodactyly","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054119","descriptor_name":"Arachnodactyly","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054119","descriptor_name":"Arachnodactyly","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054119","descriptor_name":"Arachnodactyly","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-022-04946-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04946-x","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-04946-x","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:36175853","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36175853","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:1d112e6f23bd43f6953b474344f49c0b","is_oa":true,"landing_page_url":"https://doaj.org/article/1d112e6f23bd43f6953b474344f49c0b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 23, Iss S3, Pp 1-23 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9523890","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9523890","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-022-04946-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04946-x","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-04946-x","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.75,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1012222616","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309432","funder_display_name":"F. Hoffmann-La Roche"},{"id":"https://openalex.org/G1041081925","display_name":null,"funder_award_id":"R01 LM013463","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G1131972899","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G1298807586","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G1336222015","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1554142629","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G1593117279","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G1650819308","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G1823308732","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G1880935189","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2084909827","display_name":null,"funder_award_id":"R01 LM013463","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2100670906","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G2152643862","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G2189010064","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G2340207221","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G2376235505","display_name":null,"funder_award_id":"U01 AG068057","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G2471646051","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2522063444","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G2619161350","display_name":null,"funder_award_id":"AG068057","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G2941248742","display_name":null,"funder_award_id":"RF1 AG063481","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G29951154","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3131374986","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3216574877","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3553156159","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3710456697","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G3752451908","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G3870774570","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G3881770169","display_name":null,"funder_award_id":"R01 LM013463","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G3890809913","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3908963977","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G3966393351","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309432","funder_display_name":"F. Hoffmann-La Roche"},{"id":"https://openalex.org/G3967336437","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G4119534169","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G43180419","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G4401988282","display_name":null,"funder_award_id":"Grant U01 AG024904","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G4475667458","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4501223628","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G4558216502","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4800177743","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G4860885537","display_name":null,"funder_award_id":"Department of Defense award number W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G4905343028","display_name":null,"funder_award_id":"IIS 1837964","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5207404921","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G5209990037","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G528601746","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G5365730499","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G5654639750","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G5740349702","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G613619302","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G6173816828","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G6210868510","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G6371410416","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G6412110892","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G6447063303","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G6578819997","display_name":"BIGDATA: IA: Collaborative Research: Asynchronous Distributed Machine Learning Framework for Multi-Site Collaborative Brain Big Data Mining","funder_award_id":"1837964","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G661028523","display_name":null,"funder_award_id":"U01 AG068057","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6719828067","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G6789252168","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G6792506723","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G6812249457","display_name":null,"funder_award_id":"Grant U01 AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6899163935","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G6948409098","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309432","funder_display_name":"F. Hoffmann-La Roche"},{"id":"https://openalex.org/G72415811","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G7298697282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G7414321945","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G7463692367","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G764699806","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7799614282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G781725486","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G7854119329","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8133129215","display_name":null,"funder_award_id":"IIS 1837964","funder_id":"https://openalex.org/F4320332169","funder_display_name":"Directorate for Computer and Information Science and Engineering"},{"id":"https://openalex.org/G8228018387","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G8281378126","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G8301434335","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G839208290","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G8443318295","display_name":null,"funder_award_id":"RF1 AG063481","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G8852128998","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G8895907669","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8897063270","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G8940068167","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G8957659042","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320306080","display_name":"Foundation for the National Institutes of Health","ror":"https://ror.org/00k86s890"},{"id":"https://openalex.org/F4320306219","display_name":"Alzheimer's Association","ror":"https://ror.org/0375f4d26"},{"id":"https://openalex.org/F4320307115","display_name":"Bristol-Myers Squibb","ror":"https://ror.org/00gtmwv55"},{"id":"https://openalex.org/F4320307758","display_name":"Eli Lilly and Company","ror":"https://ror.org/01qat3289"},{"id":"https://openalex.org/F4320307765","display_name":"Pfizer","ror":"https://ror.org/01xdqrp08"},{"id":"https://openalex.org/F4320308604","display_name":"Biogen","ror":"https://ror.org/02jqkb192"},{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"},{"id":"https://openalex.org/F4320309432","display_name":"F. Hoffmann-La Roche","ror":"https://ror.org/00by1q217"},{"id":"https://openalex.org/F4320309470","display_name":"Meso Scale Diagnostics","ror":"https://ror.org/05jgy0m16"},{"id":"https://openalex.org/F4320309697","display_name":"Alzheimer's Disease Neuroimaging Initiative","ror":"https://ror.org/01j20wc74"},{"id":"https://openalex.org/F4320310045","display_name":"BioClinica","ror":"https://ror.org/03t95yr58"},{"id":"https://openalex.org/F4320310388","display_name":"Novartis Pharmaceuticals Corporation","ror":"https://ror.org/028fhxy95"},{"id":"https://openalex.org/F4320311551","display_name":"Northern California Institute for Research and Education","ror":"https://ror.org/05p48p517"},{"id":"https://openalex.org/F4320322148","display_name":"Eisai","ror":"https://ror.org/04vvh7p27"},{"id":"https://openalex.org/F4320327235","display_name":"Servier","ror":"https://ror.org/034e7c066"},{"id":"https://openalex.org/F4320327918","display_name":"H. Lundbeck A/S","ror":null},{"id":"https://openalex.org/F4320329118","display_name":"IXICO","ror":"https://ror.org/00paezp73"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332169","display_name":"Directorate for Computer and Information Science and Engineering","ror":"https://ror.org/025kzpk63"},{"id":"https://openalex.org/F4320332193","display_name":"Genentech","ror":"https://ror.org/04gndp242"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297997542.pdf","grobid_xml":"https://content.openalex.org/works/W4297997542.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1507901999","https://openalex.org/W1847168837","https://openalex.org/W1906409993","https://openalex.org/W1987971958","https://openalex.org/W1991952617","https://openalex.org/W2008854521","https://openalex.org/W2023925753","https://openalex.org/W2024719735","https://openalex.org/W2025341678","https://openalex.org/W2044614452","https://openalex.org/W2058046532","https://openalex.org/W2058161128","https://openalex.org/W2069952857","https://openalex.org/W2085487226","https://openalex.org/W2085870059","https://openalex.org/W2092496538","https://openalex.org/W2107199945","https://openalex.org/W2113054345","https://openalex.org/W2115779804","https://openalex.org/W2119848633","https://openalex.org/W2126598020","https://openalex.org/W2146089088","https://openalex.org/W2147018385","https://openalex.org/W2148080316","https://openalex.org/W2161633633","https://openalex.org/W2167311298","https://openalex.org/W2231692891","https://openalex.org/W2252433728","https://openalex.org/W2512549881","https://openalex.org/W2594998925","https://openalex.org/W2601368841","https://openalex.org/W2901303766","https://openalex.org/W2915226787","https://openalex.org/W2949384336","https://openalex.org/W2950241029","https://openalex.org/W2962865060","https://openalex.org/W2965413344","https://openalex.org/W2970948008","https://openalex.org/W2979313212","https://openalex.org/W2995384640","https://openalex.org/W2997092212","https://openalex.org/W3004676831","https://openalex.org/W3011154449","https://openalex.org/W3011727199","https://openalex.org/W3013766845","https://openalex.org/W3023263882","https://openalex.org/W3113899502"],"related_works":["https://openalex.org/W3174759195","https://openalex.org/W4390806283","https://openalex.org/W3167013339","https://openalex.org/W4287121366","https://openalex.org/W60493759","https://openalex.org/W4308619659","https://openalex.org/W3213069564","https://openalex.org/W4386437125","https://openalex.org/W4378421684","https://openalex.org/W4294203825"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1,156,203,267],"Alzheimer's":[2],"Diseases":[3],"(AD)":[4],"research,":[5],"multimodal":[6,55,65,235],"imaging":[7,15,165],"analysis":[8],"can":[9],"unveil":[10],"complementary":[11],"information":[12],"from":[13,48,95,149,181,234,244,249],"multiple":[14],"modalities":[16],"and":[17,45,110,142,175,198,252,256,281,298,307],"further":[18],"our":[19,60,157,268],"understanding":[20],"of":[21,51,59,294],"the":[22,49,167,292,295],"disease.":[23],"One":[24],"application":[25],"is":[26,62,111,226],"to":[27,41,63,87,104,113,134,200,228,284],"discover":[28],"disease":[29,303],"subtypes":[30,67,148,186,207,242,272,297],"using":[31,74,107,153],"unsupervised":[32,154],"clustering.":[33,155],"However,":[34],"existing":[35,216,250],"clustering":[36],"methods":[37],"are":[38,247,282],"often":[39],"applied":[40],"input":[42,105],"features":[43,141,170],"directly,":[44],"could":[46],"suffer":[47],"curse":[50],"dimensionality":[52],"with":[53,92,117,138,172,212,260],"high-dimensional":[54],"data.":[56],"The":[57],"purpose":[58],"study":[61],"identify":[64,285],"imaging-driven":[66,296],"in":[68,190,276,301],"Mild":[69],"Cognitive":[70],"Impairment":[71],"(MCI)":[72],"participants":[73],"a":[75],"multiview":[76],"learning":[77,238],"framework":[78],"based":[79],"on":[80],"Deep":[81],"Generalized":[82],"Canonical":[83],"Correlation":[84],"Analysis":[85],"(DGCCA),":[86],"learn":[88,114,229],"shared":[89],"latent":[90],"representation":[91],"low":[93,118,231],"dimensions":[94,119],"3":[96],"neuroimaging":[97],"modalities.":[98],"RESULTS:":[99],"DGCCA":[100,136,179,185,205,225,245,271],"applies":[101],"non-linear":[102,239],"transformation":[103],"views":[106],"neural":[108],"networks":[109],"able":[112,227,283],"correlated":[115],"embeddings":[116,137,144,233,246],"that":[120,162,215],"capture":[121],"more":[122],"variance":[123],"than":[124],"its":[125],"linear":[126],"counterpart,":[127],"generalized":[128],"CCA":[129],"(GCCA).":[130],"We":[131],"designed":[132],"experiments":[133],"compare":[135],"single":[139],"modality":[140],"GCCA":[143],"by":[145,237,263],"generating":[146],"2":[147],"each":[150],"feature":[151],"set":[152],"validation":[158,269],"studies,":[159,270],"we":[160],"found":[161],"amyloid":[163,264],"PET":[164,177,265],"has":[166],"most":[168,258],"discriminative":[169],"compared":[171],"structural":[173],"MRI":[174],"FDG":[176],"which":[178],"learns":[180],"but":[182],"not":[183,221],"GCCA.":[184],"show":[187,257,273],"differential":[188],"measures":[189],"5":[191],"cognitive":[192,277],"assessments,":[193],"6":[194],"brain":[195,279],"volume":[196],"measures,":[197,278],"conversion":[199],"AD":[201,209,286],"patterns.":[202],"addition,":[204],"MCI":[206,218,241,254],"confirmed":[208],"genetic":[210,287],"markers":[211],"strong":[213],"signals":[214],"late":[217,253,308],"group":[219],"did":[220],"identify.":[222],"CONCLUSION:":[223],"Overall,":[224],"effective":[230],"dimensional":[232],"data":[236],"projections.":[240],"generated":[243],"different":[248],"early":[251,306],"groups":[255],"similarity":[259],"those":[261],"identified":[262],"features.":[266],"distinct":[274],"patterns":[275],"volumes,":[280],"markers.":[288],"These":[289],"findings":[290],"indicate":[291],"promise":[293],"their":[299],"power":[300],"revealing":[302],"structures":[304],"beyond":[305],"stage":[309],"MCI.":[310]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
