{"id":"https://openalex.org/W7161820850","doi":"https://doi.org/10.1109/isbi61048.2026.11515499","title":"Predicting Longitudinal Brain Change from Baseline 3D MRI and Detecting Abnormal Atrophy Using Deep Learning","display_name":"Predicting Longitudinal Brain Change from Baseline 3D MRI and Detecting Abnormal Atrophy Using Deep Learning","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161820850","doi":"https://doi.org/10.1109/isbi61048.2026.11515499"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11515499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515499","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","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/A5101526749","display_name":"Linh N. N. Le","orcid":"https://orcid.org/0000-0002-5920-9920"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linh N. N. Le","raw_affiliation_strings":["University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136539870","display_name":"Evan Fletcher","orcid":null},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evan Fletcher","raw_affiliation_strings":["University of California, Davis,Department of Neurology,Davis,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Davis,Department of Neurology,Davis,CA,USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136570774","display_name":"Duygu Tosun","orcid":null},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Duygu Tosun","raw_affiliation_strings":["University of California, San Francisco,Department of Radiology and Biomedical Imaging,San Francisco,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Francisco,Department of Radiology and Biomedical Imaging,San Francisco,CA,USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010514255","display_name":"Jinyi Qi","orcid":"https://orcid.org/0000-0002-5428-0322"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jinyi Qi","raw_affiliation_strings":["University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135874321","display_name":"Audrey P. Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Audrey P. Fan","raw_affiliation_strings":["University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, Davis,Department of Biomedical Engineering,Davis,CA,USA","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81920572,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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":0.23260000348091125,"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":0.23260000348091125,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.06530000269412994,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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":0.057999998331069946,"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/atrophy","display_name":"Atrophy","score":0.478300005197525},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45840001106262207},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4480000138282776},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4174000024795532},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.3693000078201294},{"id":"https://openalex.org/keywords/deep-brain-stimulation","display_name":"Deep brain stimulation","score":0.3325999975204468}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6650999784469604},{"id":"https://openalex.org/C2781172350","wikidata":"https://www.wikidata.org/wiki/Q194520","display_name":"Atrophy","level":2,"score":0.478300005197525},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46720001101493835},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45840001106262207},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4480000138282776},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4174000024795532},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C2778542668","wikidata":"https://www.wikidata.org/wiki/Q618076","display_name":"Deep brain stimulation","level":4,"score":0.3325999975204468},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3167000114917755},{"id":"https://openalex.org/C65835030","wikidata":"https://www.wikidata.org/wiki/Q1030681","display_name":"Brain size","level":3,"score":0.2840999960899353},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.2799000144004822},{"id":"https://openalex.org/C50231774","wikidata":"https://www.wikidata.org/wiki/Q639842","display_name":"Brain mapping","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C2992477034","wikidata":"https://www.wikidata.org/wiki/Q83042","display_name":"Clinical neurology","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2750000059604645},{"id":"https://openalex.org/C2991897378","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Mri scan","level":3,"score":0.2556999921798706},{"id":"https://openalex.org/C2779281540","wikidata":"https://www.wikidata.org/wiki/Q5062122","display_name":"Central nervous system disease","level":2,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11515499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515499","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.40550538897514343,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G3088352392","display_name":null,"funder_award_id":"R01-NS128179","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1973637437","https://openalex.org/W2006907540","https://openalex.org/W2027675577","https://openalex.org/W2068565697","https://openalex.org/W2078524519","https://openalex.org/W2078998718","https://openalex.org/W2125868297","https://openalex.org/W2167840686","https://openalex.org/W2464708700","https://openalex.org/W2898398170","https://openalex.org/W2952396505","https://openalex.org/W3082072206","https://openalex.org/W3156146497","https://openalex.org/W3157057776","https://openalex.org/W4291002587","https://openalex.org/W4362663521","https://openalex.org/W4367597246","https://openalex.org/W4392813943","https://openalex.org/W4396535266","https://openalex.org/W4400701871"],"related_works":[],"abstract_inverted_index":{"Alzheimer's":[0,118],"disease":[1],"(AD)":[2],"is":[3],"highly":[4],"heterogeneous,":[5],"with":[6,28,136],"characteristic":[7],"regional":[8],"changes":[9,24,99],"in":[10,25,108],"patterns":[11],"of":[12,31,127],"cortical":[13],"volume.":[14],"This":[15,113],"study":[16],"aims":[17],"to":[18,36,105,131,141],"predict":[19],"future":[20],"longitudinal":[21,51,97],"brain":[22,98,134],"volume":[23],"older":[26],"individuals":[27],"various":[29],"stages":[30],"clinical":[32,110],"diagnoses,":[33],"from":[34,40,61],"healthy":[35],"dementia,":[37],"using":[38,57,90,116],"predictions":[39],"baseline":[41,58],"MRI.":[42],"We":[43,84],"test":[44],"two":[45],"deep":[46],"learning":[47],"(DL)":[48],"approaches":[49],"predicting":[50],"atrophy:":[52],"(i)":[53],"a":[54,62,76,87],"unimodal":[55],"model":[56,78,89],"MRI":[59],"scans":[60],"single":[63],"time":[64],"point":[65],"as":[66,72],"predictor":[67],"and":[68,74,81],"log-Jacobian":[69],"atrophy":[70,138],"map":[71],"target,":[73],"(ii)":[75],"multimodal":[77],"including":[79],"imaging":[80],"non-imaging":[82],"data.":[83],"then":[85],"developed":[86],"normative":[88],"mixed":[91],"linear":[92],"regression,":[93],"based":[94],"on":[95],"the":[96,102,109,117,125,128],"predicted":[100],"by":[101],"DL":[103],"model,":[104],"detect":[106,132],"deviations":[107],"patient":[111],"population.":[112],"preliminary":[114],"result":[115],"Disease":[119],"Neuroimaging":[120],"Initiative":[121],"(ADNI)":[122],"dataset":[123],"demonstrated":[124],"efficacy":[126],"proposed":[129],"framework":[130],"abnormal":[133],"regions":[135],"high":[137],"rate":[139],"related":[140],"dementia.":[142]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-21T00:00:00"}
