{"id":"https://openalex.org/W7202269203","doi":"https://doi.org/10.1109/ichi69079.2026.00218","title":"Deep Learning\u2013Driven Data Fusion of NMR and Mass Spectrometry for Disease Prediction","display_name":"Deep Learning\u2013Driven Data Fusion of NMR and Mass Spectrometry for Disease Prediction","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7202269203","doi":"https://doi.org/10.1109/ichi69079.2026.00218"},"language":"en","primary_location":{"id":"doi:10.1109/ichi69079.2026.00218","doi":"https://doi.org/10.1109/ichi69079.2026.00218","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ichi69079.2026.00218","pdf_url":null,"source":{"id":"https://openalex.org/S4363608310","display_name":"IEEE International Conference on Healthcare Informatics (ICHI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 14th International Conference on Healthcare Informatics (ICHI)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/ichi69079.2026.00218","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5146436920","display_name":"Halil Bisgin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210092198","display_name":"University of Michigan\u2013Flint","ror":"https://ror.org/01c3xc117","country_code":"US","type":"education","lineage":["https://openalex.org/I4210092198"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Halil Bisgin","raw_affiliation_strings":["University of Michigan-Flint"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan-Flint","institution_ids":["https://openalex.org/I4210092198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060515209","display_name":"Frank Sun","orcid":"https://orcid.org/0000-0002-9415-3379","observed_orcids":["https://orcid.org/0000-0002-9415-3379"]},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank Sun","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053295860","display_name":"Nadia Ashrafi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nadia Ashrafi","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076785144","display_name":"S\u00fcmeyya Akyol","orcid":"https://orcid.org/0000-0003-4845-1620","observed_orcids":["https://orcid.org/0000-0003-4845-1620"]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sumeyya Akyol","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124668186","display_name":"Nicolette Monacelli","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicolette Monacelli","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091197844","display_name":"Tammy Osentoski","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tammy Osentoski","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5156988791","display_name":"Amita Pai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amita Pai","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124565575","display_name":"Imam Khaled","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Imam Khaled","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112428042","display_name":"Michael E. Maddens","orcid":"https://orcid.org/0000-0002-2056-5573","observed_orcids":["https://orcid.org/0000-0002-2056-5573"]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael E. Maddens","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146946255","display_name":"Ali Yilmaz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4392738273","display_name":"Corewell Health","ror":"https://ror.org/02hb5yj49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4392738273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Yilmaz","raw_affiliation_strings":["Corewell Health Research Institute"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corewell Health Research Institute","institution_ids":["https://openalex.org/I4392738273"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123612083","display_name":"Stewart F. Graham","orcid":"https://orcid.org/0000-0003-1001-0002","observed_orcids":["https://orcid.org/0000-0003-1001-0002"]},"institutions":[{"id":"https://openalex.org/I177721651","display_name":"Oakland University","ror":"https://ror.org/01ythxj32","country_code":"US","type":"education","lineage":["https://openalex.org/I177721651"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stewart F. Graham","raw_affiliation_strings":["Oakland University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oakland University","institution_ids":["https://openalex.org/I177721651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"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":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1397","last_page":"1399"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/nmr-spectroscopy","display_name":"NMR spectroscopy","score":0.7509999871253967},{"id":"https://openalex.org/keywords/mass-spectrometry","display_name":"mass spectrometry","score":0.9990000128746033},{"id":"https://openalex.org/keywords/multimodal-fusion","display_name":"multimodal fusion","score":0.7850000262260437},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.7710000276565552},{"id":"https://openalex.org/keywords/metabolomics","display_name":"metabolomics","score":0.8159999847412109},{"id":"https://openalex.org/keywords/disease-prediction","display_name":"disease prediction","score":0.9110000133514404},{"id":"https://openalex.org/keywords/alzheimer-s-disease","display_name":"Alzheimer's disease","score":0.875},{"id":"https://openalex.org/keywords/parkinson-s-disease","display_name":"Parkinson's disease","score":0.996999979019165},{"id":"https://openalex.org/keywords/neurodegenerative-disease-diagnosis","display_name":"neurodegenerative disease diagnosis","score":0.8519999980926514}],"concepts":[{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4514000117778778},{"id":"https://openalex.org/C162356407","wikidata":"https://www.wikidata.org/wiki/Q180809","display_name":"Mass spectrometry","level":2,"score":0.41620001196861267},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4154999852180481},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.4090999960899353},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3467000126838684},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2824999988079071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28200000524520874},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24050000309944153},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.23880000412464142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichi69079.2026.00218","doi":"https://doi.org/10.1109/ichi69079.2026.00218","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ichi69079.2026.00218","pdf_url":null,"source":{"id":"https://openalex.org/S4363608310","display_name":"IEEE International Conference on Healthcare Informatics (ICHI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 14th International Conference on Healthcare Informatics (ICHI)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/ichi69079.2026.00218","doi":"https://doi.org/10.1109/ichi69079.2026.00218","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ichi69079.2026.00218","pdf_url":null,"source":{"id":"https://openalex.org/S4363608310","display_name":"IEEE International Conference on Healthcare Informatics (ICHI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 14th International Conference on Healthcare Informatics (ICHI)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8048999905586243}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2018507034","https://openalex.org/W2020393567","https://openalex.org/W2038281828","https://openalex.org/W2043217945","https://openalex.org/W2044861245","https://openalex.org/W2047775981","https://openalex.org/W2100463095","https://openalex.org/W2111793469","https://openalex.org/W2117524242","https://openalex.org/W2147693315","https://openalex.org/W2196714002","https://openalex.org/W2575129035","https://openalex.org/W2808965743","https://openalex.org/W3009656699"],"related_works":["https://openalex.org/W4410872882","https://openalex.org/W2617758397","https://openalex.org/W7117681861","https://openalex.org/W7202243668","https://openalex.org/W4409583548","https://openalex.org/W7103883384","https://openalex.org/W2823166102","https://openalex.org/W7223216234","https://openalex.org/W7204106926","https://openalex.org/W7169586175"],"abstract_inverted_index":{"Nuclear":[0],"magnetic":[1],"resonance":[2],"(NMR)":[3],"and":[4,83,112,116,136,165,196],"Mass":[5],"spectrometry":[6],"(MS)":[7],"are":[8,199],"two":[9],"mainly":[10],"used":[11],"techniques":[12,28],"in":[13,35,88,98],"metabolomics":[14],"that":[15,73,174],"can":[16],"measure":[17,126],"abundance":[18],"of":[19,21,78,81,129],"hundreds":[20],"metabolites.":[22],"The":[23],"data":[24,66,100,138,153,190,198],"generated":[25],"by":[26,133],"either":[27],"have":[29],"already":[30],"allowed":[31],"a":[32,51,89,102,122,181],"huge":[33],"progress":[34],"various":[36],"research":[37],"fields":[38],"from":[39,47],"personalized":[40],"medicine":[41],"to":[42,75,160,162],"pharmaceutical":[43],"sciences.":[44],"Combining":[45],"measurements":[46],"both":[48,152,194],"platforms":[49],"through":[50],"simple":[52],"concatenation":[53],"also":[54,156],"led":[55],"valuable":[56],"discoveries.":[57],"In":[58],"this":[59],"work,":[60],"however,":[61],"we":[62,105],"propose":[63],"an":[64],"alternative":[65],"fusion":[67,191],"approach":[68,132,177,192],"based":[69],"on":[70,110,188],"deep":[71,147],"learning":[72,148],"aims":[74],"make":[76],"use":[77],"each":[79],"type":[80],"measurement":[82],"combine":[84,118],"the":[85,119,127,175],"derived":[86],"information":[87],"different":[90],"layer":[91],"for":[92,139,151],"disease":[93],"prediction.":[94,124,141],"Rather":[95],"than":[96,180],"feeding":[97],"all":[99],"as":[101,159],"single":[103,123,182],"vector,":[104],"create":[106],"dual":[107],"\"pipelines\",":[108],"operating":[109],"NMR":[111,164,195],"MS":[113,197],"datasets":[114],"separately,":[115],"then":[117],"outputs":[120],"into":[121],"We":[125,142],"performance":[128],"our":[130],"dual-pipeline":[131,176],"using":[134],"Alzheimer\u2019s":[135],"Parkinson\u2019s":[137],"diagnostic":[140],"not":[143],"only":[144],"build":[145],"custom":[146],"(DL)":[149],"architectures":[150],"sets,":[154],"but":[155],"differentiate":[157],"pipelines":[158],"how":[161],"handle":[163],"MS,":[166],"i.e.,":[167],"separately":[168],"or":[169],"concatenated.":[170],"Our":[171],"results":[172],"show":[173],"performs":[178],"better":[179],"traditional":[183,189],"DL":[184],"pipeline":[185],"which":[186],"relies":[187],"when":[193],"available.":[200]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-13T00:00:00"}
