{"id":"https://openalex.org/W4410419259","doi":"https://doi.org/10.1093/bib/bbaf209","title":"MMsurv: a multimodal multi-instance multi-cancer survival prediction model integrating pathological images, clinical information, and sequencing data","display_name":"MMsurv: a multimodal multi-instance multi-cancer survival prediction model integrating pathological images, clinical information, and sequencing data","publication_year":2025,"publication_date":"2025-05-01","ids":{"openalex":"https://openalex.org/W4410419259","doi":"https://doi.org/10.1093/bib/bbaf209","pmid":"https://pubmed.ncbi.nlm.nih.gov/40366860"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbaf209","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf209","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1093/bib/bbaf209","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110720396","display_name":"Hailong Yang","orcid":"https://orcid.org/0009-0007-2617-9335"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hailong Yang","raw_affiliation_strings":["Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,","School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,"],"raw_orcid":"https://orcid.org/0009-0007-2617-9335","affiliations":[{"raw_affiliation_string":"Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,","institution_ids":[]},{"raw_affiliation_string":"School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,","institution_ids":["https://openalex.org/I92178344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100295891","display_name":"Jia Wang","orcid":"https://orcid.org/0000-0002-2869-2972"},"institutions":[{"id":"https://openalex.org/I4210147617","display_name":"Ministry of Education","ror":"https://ror.org/0429te836","country_code":"ET","type":"government","lineage":["https://openalex.org/I4210147617"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Jia Wang","raw_affiliation_strings":["Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing) , Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, No. 52 Fucheng Road, Haidian District, Beijing 100142, P.R"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing) , Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, No. 52 Fucheng Road, Haidian District, Beijing 100142, P.R","institution_ids":["https://openalex.org/I4210147617"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108144939","display_name":"Wenyan Wang","orcid":"https://orcid.org/0009-0005-4284-2008"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyan Wang","raw_affiliation_strings":["School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,","institution_ids":["https://openalex.org/I92178344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031120530","display_name":"Shufang Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210147433","display_name":"Beijing Friendship Hospital","ror":"https://ror.org/053qy4437","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210147433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufang Shi","raw_affiliation_strings":["Department of Pathology , Beijing Friendship Hospital, Capital Medical University, No. 95 Yong'an Road, Xicheng District, Beijing 100050,","Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology , Beijing Friendship Hospital, Capital Medical University, No. 95 Yong'an Road, Xicheng District, Beijing 100050,","institution_ids":["https://openalex.org/I4210147433","https://openalex.org/I183519381"]},{"raw_affiliation_string":"Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088815104","display_name":"Lijing Liu","orcid":"https://orcid.org/0000-0003-0260-8493"},"institutions":[{"id":"https://openalex.org/I2802939634","display_name":"Chinese PLA General Hospital","ror":"https://ror.org/04gw3ra78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802939634"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijing Liu","raw_affiliation_strings":["Qinghe Clinic , Beijing North Medical District, Chinese PLA General Hospital, No. 100 Youyi Road, Haidian District, Beijing 100080,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qinghe Clinic , Beijing North Medical District, Chinese PLA General Hospital, No. 100 Youyi Road, Haidian District, Beijing 100080,","institution_ids":["https://openalex.org/I2802939634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389458","display_name":"Yuhua Yao","orcid":"https://orcid.org/0000-0003-4811-646X"},"institutions":[{"id":"https://openalex.org/I152033890","display_name":"Hainan Normal University","ror":"https://ror.org/031dhcv14","country_code":"CN","type":"education","lineage":["https://openalex.org/I152033890"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhua Yao","raw_affiliation_strings":["School of Mathematics and Statistics , Hainan Normal University, No. 99 Longkunnan Road, Longhua District, Haikou, Hainan 571158,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics , Hainan Normal University, No. 99 Longkunnan Road, Longhua District, Haikou, Hainan 571158,","institution_ids":["https://openalex.org/I152033890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044890075","display_name":"Geng Tian","orcid":"https://orcid.org/0000-0001-5752-4436"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Geng Tian","raw_affiliation_strings":["Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085059919","display_name":"Peizhen Wang","orcid":"https://orcid.org/0000-0002-7252-8176"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peizhen Wang","raw_affiliation_strings":["School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering , Anhui University of Technology, No. 1530 Maxiang Road, Huashan District, Ma\u2019anshan, Anhui 243032,","institution_ids":["https://openalex.org/I92178344"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028692805","display_name":"Jialiang Yang","orcid":"https://orcid.org/0000-0003-4689-8672"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jialiang Yang","raw_affiliation_strings":["Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,"],"raw_orcid":"https://orcid.org/0000-0003-4689-8672","affiliations":[{"raw_affiliation_string":"Department of Sciences , Geneis Beijing Co., Ltd., No. 31 Xinbei Road, Laiguangying, Chaoyang District, Beijing 100102,","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5110720396"],"corresponding_institution_ids":["https://openalex.org/I92178344"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":14.8027,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98727381,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"26","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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":0.7546888589859009},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6113545298576355},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.5522121787071228},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43027263879776},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42985352873802185},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3765714168548584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7546888589859009},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6113545298576355},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.5522121787071228},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43027263879776},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42985352873802185},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3765714168548584}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bib/bbaf209","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf209","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:40366860","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40366860","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":"Briefings in bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12077396","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12077396","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brief Bioinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bib/bbaf209","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf209","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G3496258896","display_name":null,"funder_award_id":"2022CFB283","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"}],"funders":[{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1943756471","https://openalex.org/W2018248081","https://openalex.org/W2064512348","https://openalex.org/W2069399470","https://openalex.org/W2122828631","https://openalex.org/W2151822688","https://openalex.org/W2152808281","https://openalex.org/W2411203921","https://openalex.org/W2573152477","https://openalex.org/W2753919178","https://openalex.org/W2797883881","https://openalex.org/W2917837889","https://openalex.org/W2922150460","https://openalex.org/W2948475969","https://openalex.org/W2954499361","https://openalex.org/W2956226410","https://openalex.org/W2974825848","https://openalex.org/W2982692821","https://openalex.org/W2984360057","https://openalex.org/W2986970931","https://openalex.org/W2995276890","https://openalex.org/W3004053956","https://openalex.org/W3043535018","https://openalex.org/W3045029533","https://openalex.org/W3089090082","https://openalex.org/W3095202475","https://openalex.org/W3126469544","https://openalex.org/W3137675974","https://openalex.org/W3139511935","https://openalex.org/W3165720345","https://openalex.org/W4200566810","https://openalex.org/W4213164367","https://openalex.org/W4286898511","https://openalex.org/W4291021272","https://openalex.org/W4296974301","https://openalex.org/W4306292834","https://openalex.org/W4318833446","https://openalex.org/W4378597088","https://openalex.org/W4393935425","https://openalex.org/W6841585757"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Accurate":[0],"prediction":[1],"of":[2,45,110,247],"patient":[3,62],"survival":[4,41,158],"rates":[5],"in":[6,27,42,250],"cancer":[7,191],"treatment":[8],"is":[9],"essential":[10],"for":[11],"effective":[12],"therapeutic":[13],"planning.":[14],"Unfortunately,":[15],"current":[16],"models":[17],"often":[18],"underutilize":[19],"the":[20,102,108,167,171,178,236],"extensive":[21],"multimodal":[22,35,111,120,203],"data":[23,204],"available,":[24],"affecting":[25],"confidence":[26],"predictions.":[28],"This":[29],"study":[30,114],"presents":[31],"MMSurv,":[32],"an":[33,217],"interpretable":[34],"deep":[36],"learning":[37,147],"model":[38,148,231],"to":[39,60,78,101,149,165,206,211,223],"predict":[40,155],"different":[43],"types":[44,192],"cancer.":[46],"MMSurv":[47],"integrates":[48,131],"clinical":[49,89,103],"information,":[50],"sequencing":[51],"data,":[52,112,215],"and":[53,55,74,128,154,238],"hematoxylin":[54],"eosin-stained":[56],"whole-slide":[57],"images":[58],"(WSIs)":[59],"forecast":[61],"survival.":[63],"Specifically,":[64],"we":[65,161,226],"segment":[66],"tumor":[67],"regions":[68],"from":[69,177,193,221],"WSIs":[70],"into":[71,82],"image":[72,152,214],"tiles":[73,172],"employ":[75,162],"neural":[76],"networks":[77],"encode":[79],"each":[80,156],"tile":[81],"one-dimensional":[83],"feature":[84],"vectors.":[85],"We":[86,185],"then":[87,141],"optimize":[88],"features":[90,139],"by":[91,97],"applying":[92],"word":[93],"embedding":[94],"techniques,":[95],"inspired":[96],"natural":[98],"language":[99],"processing,":[100],"data.":[104],"To":[105],"better":[106],"utilize":[107],"complementarity":[109],"this":[113],"proposes":[115],"a":[116,144,243],"novel":[117],"fusion":[118,121],"method,":[119],"method":[122],"based":[123],"on":[124,189],"compact":[125],"bilinear":[126,132],"pooling":[127,133],"transformer,":[129],"which":[130],"with":[134,216,232],"Transformer":[135],"architecture.":[136],"The":[137,194,198],"fused":[138],"are":[140],"processed":[142],"through":[143],"dual-layer":[145],"multi-instance":[146],"remove":[150],"prognosis-irrelevant":[151],"patches":[153],"patient's":[157],"risk.":[159],"Furthermore,":[160],"cell":[163],"segmentation":[164],"investigate":[166],"cellular":[168],"composition":[169],"within":[170],"that":[173,201],"received":[174],"high":[175],"attention":[176],"model,":[179],"thereby":[180],"enhancing":[181],"its":[182],"interpretive":[183],"capacity.":[184],"evaluate":[186],"our":[187,228,251],"approach":[188],"six":[190],"Cancer":[195],"Genome":[196],"Atlas.":[197],"results":[199],"demonstrate":[200],"utilizing":[202],"leads":[205],"higher":[207],"predictive":[208],"accuracy":[209],"compared":[210],"using":[212,235],"single-modal":[213],"average":[218,245],"C-index":[219,237],"increase":[220],"0.6750":[222],"0.7283.":[224],"Additionally,":[225],"compare":[227],"proposed":[229],"baseline":[230],"state-of-the-art":[233],"methods":[234],"five-fold":[239],"cross-validation":[240],"approach,":[241],"revealing":[242],"significant":[244],"improvement":[246],"nearly":[248],"10%":[249],"model's":[252],"performance.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-29T09:21:14.243279","created_date":"2025-10-10T00:00:00"}
