{"id":"https://openalex.org/W4392458788","doi":"https://doi.org/10.1186/s13040-024-00360-6","title":"MOCAT: multi-omics integration with auxiliary classifiers enhanced autoencoder","display_name":"MOCAT: multi-omics integration with auxiliary classifiers enhanced autoencoder","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392458788","doi":"https://doi.org/10.1186/s13040-024-00360-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/38444019"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-024-00360-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00360-6","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00360-6","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00360-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072900720","display_name":"Xiaohui Yao","orcid":"https://orcid.org/0000-0002-8530-7989"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaohui Yao","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106710500","display_name":"Xiaohan Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohan Jiang","raw_affiliation_strings":["Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114929890","display_name":"Haoran Luo","orcid":"https://orcid.org/0000-0003-0070-4190"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoran Luo","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744899","display_name":"Hong Liang","orcid":"https://orcid.org/0000-0002-1979-2509"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Liang","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083889663","display_name":"Xiufen Ye","orcid":"https://orcid.org/0000-0001-9812-2679"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiufen Ye","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072542590","display_name":"Yanhui Wei","orcid":"https://orcid.org/0000-0002-3097-9972"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhui Wei","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101491467","display_name":"Shan Cong","orcid":"https://orcid.org/0000-0002-5981-7678"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Cong","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China. Shan.Cong@hrbeu.edu.cn","Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China. Shan.Cong@hrbeu.edu.cn","College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China. Shan.Cong@hrbeu.edu.cn","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"Qingdao Innovation and Development Center, Harbin Engineering University, 1777 Sansha Rd, Qingdao, 266000, Shandong, China. Shan.Cong@hrbeu.edu.cn","institution_ids":["https://openalex.org/I108688024"]},{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Harbin Engineering University, 145 Nantong St, Harbin, 150001, Heilongjiang, China","institution_ids":["https://openalex.org/I151727225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5072900720"],"corresponding_institution_ids":["https://openalex.org/I151727225"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.6501,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.8992535,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"9","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.7567999958992004,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.7567999958992004,"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/T10885","display_name":"Gene expression and cancer classification","score":0.06560000032186508,"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/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.021199999377131462,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7660139203071594},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7005660533905029},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6614734530448914},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.5653570890426636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.551062285900116},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4781649708747864},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.46653181314468384},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42713791131973267},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3334428071975708}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7660139203071594},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7005660533905029},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6614734530448914},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.5653570890426636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.551062285900116},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4781649708747864},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.46653181314468384},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42713791131973267},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3334428071975708},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s13040-024-00360-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00360-6","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00360-6","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:38444019","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38444019","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":"BioData mining","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10916109","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10916109","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10916109/pdf/13040_2024_Article_360.pdf","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":"BioData Min","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:2a427d2549954e729700f05a8dd602a4","is_oa":true,"landing_page_url":"https://doaj.org/article/2a427d2549954e729700f05a8dd602a4","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Mining, Vol 17, Iss 1, Pp 1-19 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13040-024-00360-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00360-6","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00360-6","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.44999998807907104}],"awards":[{"id":"https://openalex.org/G1157987874","display_name":null,"funder_award_id":"2022HWYQ-093","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3387435421","display_name":null,"funder_award_id":"2022YFB4703500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3866445282","display_name":null,"funder_award_id":"LH2022F016","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G6090053005","display_name":null,"funder_award_id":"62103116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6216399745","display_name":null,"funder_award_id":"3072022TS2614","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G987348596","display_name":null,"funder_award_id":"62102115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323085","display_name":"Natural Science Foundation of Heilongjiang Province","ror":null},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392458788.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1874766376","https://openalex.org/W1881929920","https://openalex.org/W1930624869","https://openalex.org/W1967320885","https://openalex.org/W1974141553","https://openalex.org/W2019846650","https://openalex.org/W2044074081","https://openalex.org/W2049295438","https://openalex.org/W2068274629","https://openalex.org/W2147746434","https://openalex.org/W2169030642","https://openalex.org/W2225391592","https://openalex.org/W2404901863","https://openalex.org/W2416088647","https://openalex.org/W2499115595","https://openalex.org/W2595886033","https://openalex.org/W2792598873","https://openalex.org/W2909472027","https://openalex.org/W2922815614","https://openalex.org/W2951209146","https://openalex.org/W2954184249","https://openalex.org/W2994638938","https://openalex.org/W3002003499","https://openalex.org/W3003192283","https://openalex.org/W3013699712","https://openalex.org/W3014414830","https://openalex.org/W3048631361","https://openalex.org/W3095135394","https://openalex.org/W3096120782","https://openalex.org/W3102692100","https://openalex.org/W3113999216","https://openalex.org/W3124218869","https://openalex.org/W3130017103","https://openalex.org/W3139601120","https://openalex.org/W3170986249","https://openalex.org/W3201256804","https://openalex.org/W3213224786","https://openalex.org/W4224565026","https://openalex.org/W4239510810","https://openalex.org/W4296301762","https://openalex.org/W4311232381","https://openalex.org/W4312946813","https://openalex.org/W4361190647","https://openalex.org/W6601630192","https://openalex.org/W6733328719"],"related_works":["https://openalex.org/W2118717649","https://openalex.org/W2413243053","https://openalex.org/W410723623","https://openalex.org/W2015341305","https://openalex.org/W2035068594","https://openalex.org/W4225593417","https://openalex.org/W2573498121","https://openalex.org/W2669956259","https://openalex.org/W4249005693","https://openalex.org/W2951187577"],"abstract_inverted_index":{"BACKGROUND:":[0],"Integrating":[1],"multi-omics":[2],"data":[3],"is":[4],"emerging":[5],"as":[6,162],"a":[7,43,163],"critical":[8],"approach":[9],"in":[10,121,138,154,184],"enhancing":[11],"our":[12,88,145],"understanding":[13],"of":[14,21,34,87,144,178,193],"complex":[15,186],"diseases.":[16],"Innovative":[17],"computational":[18],"methods":[19],"capable":[20],"managing":[22],"high-dimensional":[23],"and":[24,37,55,71,95,104,124,131,142,157,165,189],"heterogeneous":[25],"datasets":[26,82],"are":[27,65],"required":[28],"to":[29,52,83,136],"unlock":[30],"the":[31,85,107,114,122,128,139,176,191],"full":[32],"potential":[33],"such":[35],"rich":[36],"diverse":[38],"data.":[39,172],"METHODS:":[40],"We":[41],"propose":[42],"Multi-Omics":[44],"integration":[45],"framework":[46,150],"with":[47,62],"auxiliary":[48,115],"Classifiers-enhanced":[49],"AuToencoders":[50],"(MOCAT)":[51],"utilize":[53],"intra-":[54],"inter-omics":[56],"information":[57],"comprehensively.":[58],"Additionally,":[59],"attention":[60,129],"mechanisms":[61,130],"confidence":[63,132],"learning":[64,182],"incorporated":[66],"for":[67,168],"enhanced":[68],"feature":[69],"representation":[70],"trustworthy":[72],"prediction.":[73],"RESULTS:":[74],"Extensive":[75],"experiments":[76],"were":[77],"conducted":[78],"on":[79],"four":[80],"benchmark":[81],"evaluate":[84],"effectiveness":[86],"proposed":[89,149],"model,":[90],"including":[91],"BRCA,":[92],"ROSMAP,":[93],"LGG,":[94],"KIPAN.":[96],"Our":[97],"model":[98],"significantly":[99,117],"improved":[100],"most":[101],"evaluation":[102,133],"measurements":[103],"consistently":[105],"surpassed":[106],"state-of-the-art":[108],"methods.":[109],"Ablation":[110],"studies":[111],"showed":[112],"that":[113],"classifiers":[116],"boosted":[118],"classification":[119,156],"accuracy":[120,141,192],"ROSMAP":[123],"LGG":[125],"datasets.":[126],"Moreover,":[127],"block":[134],"contributed":[135],"improvements":[137],"predictive":[140],"generalizability":[143],"model.":[146],"CONCLUSIONS:":[147],"The":[148],"exhibits":[151],"superior":[152],"performance":[153],"disease":[155,187,194],"biomarker":[158],"discovery,":[159],"establishing":[160],"itself":[161],"robust":[164],"versatile":[166],"tool":[167],"analyzing":[169],"multi-layer":[170],"biological":[171],"This":[173],"study":[174],"highlights":[175],"significance":[177],"elaborated":[179],"designed":[180],"deep":[181],"methodologies":[183],"dissecting":[185],"phenotypes":[188],"improving":[190],"predictions.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
