{"id":"https://openalex.org/W4413930409","doi":"https://doi.org/10.1093/bib/bbaf396","title":"MVSGDR: multi-view stacked graph convolutional network for drug repositioning","display_name":"MVSGDR: multi-view stacked graph convolutional network for drug repositioning","publication_year":2025,"publication_date":"2025-08-31","ids":{"openalex":"https://openalex.org/W4413930409","doi":"https://doi.org/10.1093/bib/bbaf396","pmid":"https://pubmed.ncbi.nlm.nih.gov/40891868"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbaf396","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf396","pdf_url":"https://academic.oup.com/bib/article-pdf/26/5/bbaf396/64190046/bbaf396.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","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://academic.oup.com/bib/article-pdf/26/5/bbaf396/64190046/bbaf396.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102791675","display_name":"Guosheng Gu","orcid":"https://orcid.org/0000-0002-0446-8255"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guosheng Gu","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-0446-8255","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101770121","display_name":"Haowei Wu","orcid":"https://orcid.org/0000-0001-5648-8955"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haowei Wu","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104102586","display_name":"Haojie Han","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Han","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044845314","display_name":"Zhiyi Lin","orcid":"https://orcid.org/0000-0002-3464-3472"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyi Lin","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-3464-3472","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029989008","display_name":"Yuping Sun","orcid":"https://orcid.org/0000-0003-3010-329X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuping Sun","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0003-3010-329X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100889022","display_name":"Guobo Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guobo Xie","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":"https://orcid.org/0009-0000-3830-8340","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101639121","display_name":"Qing Su","orcid":"https://orcid.org/0000-0001-6595-783X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Su","raw_affiliation_strings":["School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology , Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong,","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Waihuan West Road 100, Guangzhou, 510006 Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100448059","display_name":"Zhenguo Liu","orcid":"https://orcid.org/0000-0002-2668-0724"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenguo Liu","raw_affiliation_strings":["Department of Thoracic Surgery , The First Affiliated Hospital of Sun Yat-sen University, Zhongshan Second Road 58, Guangzhou, 510080 Guangdong,","Department of Thoracic Surgery, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan Second Road 58, Guangzhou, 510080 Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery , The First Affiliated Hospital of Sun Yat-sen University, Zhongshan Second Road 58, Guangzhou, 510080 Guangdong,","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]},{"raw_affiliation_string":"Department of Thoracic Surgery, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan Second Road 58, Guangzhou, 510080 Guangdong, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":4.3637,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94868735,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"26","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10211","display_name":"Computational Drug Discovery Methods","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9739000201225281,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9549000263214111,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7595129013061523},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5557013154029846},{"id":"https://openalex.org/keywords/drug-repositioning","display_name":"Drug repositioning","score":0.4856516122817993},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.4588296115398407},{"id":"https://openalex.org/keywords/attention-network","display_name":"Attention network","score":0.4527209401130676},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4203869700431824},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.41498059034347534},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37198150157928467},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.37062597274780273},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3583247661590576},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.31545108556747437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7595129013061523},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5557013154029846},{"id":"https://openalex.org/C103637391","wikidata":"https://www.wikidata.org/wiki/Q5308921","display_name":"Drug repositioning","level":3,"score":0.4856516122817993},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.4588296115398407},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.4527209401130676},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4203869700431824},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.41498059034347534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37198150157928467},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.37062597274780273},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3583247661590576},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.31545108556747437},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","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},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[{"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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1093/bib/bbaf396","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf396","pdf_url":"https://academic.oup.com/bib/article-pdf/26/5/bbaf396/64190046/bbaf396.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:40891868","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40891868","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:europepmc.org:11213047","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12403086","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12403086","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12403086/","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/bbaf396","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf396","pdf_url":"https://academic.oup.com/bib/article-pdf/26/5/bbaf396/64190046/bbaf396.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3821009683","display_name":null,"funder_award_id":"2025A1515012208","funder_id":"https://openalex.org/F4320322768","funder_display_name":"Natural Science Foundation of Guangxi Province"},{"id":"https://openalex.org/G4938215705","display_name":null,"funder_award_id":"82001331","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6845730721","display_name":null,"funder_award_id":"2025A1515012520","funder_id":"https://openalex.org/F4320322768","funder_display_name":"Natural Science Foundation of Guangxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322768","display_name":"Natural Science Foundation of Guangxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413930409.pdf","grobid_xml":"https://content.openalex.org/works/W4413930409.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W165833306","https://openalex.org/W1971106435","https://openalex.org/W1991420150","https://openalex.org/W2031954078","https://openalex.org/W2070232376","https://openalex.org/W2113072832","https://openalex.org/W2134967712","https://openalex.org/W2187089797","https://openalex.org/W2346950316","https://openalex.org/W2513180055","https://openalex.org/W2558825838","https://openalex.org/W2579434750","https://openalex.org/W2964015378","https://openalex.org/W2981398951","https://openalex.org/W3005970824","https://openalex.org/W3093030756","https://openalex.org/W3192134500","https://openalex.org/W4236965008","https://openalex.org/W4294376371","https://openalex.org/W4297183296","https://openalex.org/W4309452766","https://openalex.org/W4311387072","https://openalex.org/W4312084649","https://openalex.org/W4316339998","https://openalex.org/W4366824201","https://openalex.org/W4378952262","https://openalex.org/W4385442674","https://openalex.org/W4385605480","https://openalex.org/W4385767936","https://openalex.org/W4387191019","https://openalex.org/W4389525220","https://openalex.org/W4390660447","https://openalex.org/W4390872292","https://openalex.org/W4392450098","https://openalex.org/W4394009837","https://openalex.org/W4394666973","https://openalex.org/W4394853685","https://openalex.org/W4394966790","https://openalex.org/W4399319394","https://openalex.org/W4400391364","https://openalex.org/W4401070379","https://openalex.org/W4401750296","https://openalex.org/W4402966965","https://openalex.org/W4404562280","https://openalex.org/W4405541844","https://openalex.org/W4407295723","https://openalex.org/W4408182388","https://openalex.org/W4409782982","https://openalex.org/W4410413688"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W4399363378","https://openalex.org/W4392094631","https://openalex.org/W4389995241","https://openalex.org/W4320149722","https://openalex.org/W3213655484"],"abstract_inverted_index":{"Drug":[0],"repositioning":[1],"(DR)":[2],"presents":[3],"a":[4,61],"cost-effective":[5],"strategy":[6,121],"for":[7,15,106],"drug":[8],"development":[9],"by":[10,23],"identifying":[11],"novel":[12,62],"therapeutic":[13],"applications":[14],"existing":[16,148],"drugs.":[17],"Current":[18],"computational":[19],"approaches":[20],"remain":[21],"constrained":[22],"their":[24],"inability":[25],"to":[26,36,41],"synergize":[27],"localized":[28],"substructure":[29],"patterns":[30],"with":[31,164],"global":[32],"network":[33,59],"semantics,":[34],"leading":[35],"overreliance":[37],"on":[38],"data":[39],"augmentation":[40],"mitigate":[42],"latent":[43],"drug-disease":[44,114],"association":[45],"(DDA)":[46],"information":[47],"gaps.":[48],"To":[49],"address":[50],"these":[51],"limitations,":[52],"we":[53],"present":[54],"multi-view":[55,70],"stacked":[56,71],"graph":[57,87,101],"convolutional":[58,88],"(MVSGDR),":[60],"DR":[63],"framework":[64],"featuring":[65],"three":[66],"technical":[67],"innovations:":[68],"(i)":[69],"module":[72,94],"that":[73,95,122],"enables":[74],"depth-wise":[75],"feature":[76],"enhancement":[77],"through":[78,126,158],"hierarchical":[79],"aggregation":[80],"of":[81,109,160],"multi-hop":[82],"neighborhood":[83],"interactions":[84],"across":[85,134],"distinct":[86],"layers;":[89],"(ii)":[90],"bi-level":[91],"subgraph":[92,113],"transformer":[93],"decomposes":[96],"DDAs":[97,163],"into":[98],"METIS":[99],"(a":[100],"partitioning":[102],"tool)":[103],"informative":[104],"subgraphs":[105],"breadth-wise":[107],"analysis":[108],"external":[110],"and":[111,116],"internal":[112],"relationships;":[115],"(iii)":[117],"negative":[118,127],"sampling":[119],"balancing":[120],"mitigates":[123],"sample":[124,128],"imbalance":[125],"synthesis.":[129],"Extensive":[130],"10-fold":[131],"cross-validation":[132],"experiments":[133],"four":[135],"benchmark":[136],"datasets":[137],"confirm":[138],"MVSGDR's":[139,155],"superior":[140],"performance,":[141],"demonstrating":[142],"its":[143],"statistically":[144],"significant":[145],"improvements":[146],"over":[147],"methods.":[149],"Moreover,":[150],"case":[151],"studies":[152],"further":[153],"validate":[154],"potential":[156],"utility":[157],"identification":[159],"previously":[161],"unreported":[162],"supporting":[165],"literature":[166],"evidence.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
