{"id":"https://openalex.org/W4393374578","doi":"https://doi.org/10.1186/s12859-024-05765-y","title":"MFSynDCP: multi-source feature collaborative interactive learning for drug combination synergy prediction","display_name":"MFSynDCP: multi-source feature collaborative interactive learning for drug combination synergy prediction","publication_year":2024,"publication_date":"2024-04-01","ids":{"openalex":"https://openalex.org/W4393374578","doi":"https://doi.org/10.1186/s12859-024-05765-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/38561679"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-024-05765-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05765-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05765-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05765-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076092683","display_name":"Yunyun Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110794","display_name":"Taiyuan Heavy Industry (China)","ror":"https://ror.org/022vzex26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210110794"]},{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]},{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yunyun Dong","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China. dongyunyun@tyut.edu.cn","School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China. dongyunyun@tyut.edu.cn","institution_ids":["https://openalex.org/I4210110794","https://openalex.org/I46305995","https://openalex.org/I9086337"]},{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044603187","display_name":"Yunqing Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunqing Chang","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114500339","display_name":"Yu-Xiang Wang","orcid":"https://orcid.org/0009-0006-2943-500X"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiang Wang","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100596333","display_name":"Qixuan Han","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qixuan Han","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110498071","display_name":"Xiaoyuan Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyuan Wen","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113156982","display_name":"Ziting Yang","orcid":"https://orcid.org/0009-0006-6820-4810"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziting Yang","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100725797","display_name":"Zhang Yan","orcid":"https://orcid.org/0000-0002-5474-4019"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022154226","display_name":"Qiang Yan","orcid":"https://orcid.org/0000-0003-0128-8360"},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]},{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Qiang","raw_affiliation_strings":["College of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan, Shanxi, China. qiangyan@tyut.edu.cn","College of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan, Shanxi, China. qiangyan@tyut.edu.cn","institution_ids":["https://openalex.org/I46305995","https://openalex.org/I9086337"]},{"raw_affiliation_string":"College of Computer Science and Technology (College of Data Science), Taiyuan University of Technology, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111048341","display_name":"Kun Wu","orcid":"https://orcid.org/0000-0003-0572-0499"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kun Wu","raw_affiliation_strings":["School of Computing, University of Leeds, Leeds, West Yorkshire, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, University of Leeds, Leeds, West Yorkshire, UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102213593","display_name":"Xiaole Fan","orcid":"https://orcid.org/0009-0007-1631-7239"},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210160763","display_name":"Shanxi Provincial People\u2019s Hospital","ror":"https://ror.org/057ckzt47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I17721919","https://openalex.org/I4210160763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaole Fan","raw_affiliation_strings":["Information Management Department, Shanxi Provincial People's Hospital, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Management Department, Shanxi Provincial People's Hospital, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210160763"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009288112","display_name":"Xiaoqiang Ren","orcid":"https://orcid.org/0000-0001-7485-2298"},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210160763","display_name":"Shanxi Provincial People\u2019s Hospital","ror":"https://ror.org/057ckzt47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I17721919","https://openalex.org/I4210160763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqiang Ren","raw_affiliation_strings":["Information Management Department, Shanxi Provincial People's Hospital, Taiyuan, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Management Department, Shanxi Provincial People's Hospital, Taiyuan, Shanxi, China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210160763"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5022154226","https://openalex.org/A5076092683"],"corresponding_institution_ids":["https://openalex.org/I4210110794","https://openalex.org/I46305995","https://openalex.org/I9086337"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":8.8977,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.98393786,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"25","issue":"1","first_page":"140","last_page":"140"},"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":0.998199999332428,"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/T10375","display_name":"Pharmacogenetics and Drug Metabolism","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/3004","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7113279104232788},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.629515528678894},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.6150984764099121},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5613355040550232},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48410284519195557},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4740966260433197},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.44309747219085693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4426833391189575},{"id":"https://openalex.org/keywords/drug-discovery","display_name":"Drug discovery","score":0.415127158164978},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.2332051396369934},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.15405458211898804},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09990689158439636}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7113279104232788},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.629515528678894},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.6150984764099121},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5613355040550232},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48410284519195557},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4740966260433197},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.44309747219085693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4426833391189575},{"id":"https://openalex.org/C74187038","wikidata":"https://www.wikidata.org/wiki/Q1418791","display_name":"Drug discovery","level":2,"score":0.415127158164978},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.2332051396369934},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.15405458211898804},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09990689158439636},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[{"descriptor_ui":"D000066908","descriptor_name":"Simulation Training","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066908","descriptor_name":"Simulation Training","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066908","descriptor_name":"Simulation Training","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000066908","descriptor_name":"Simulation Training","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004338","descriptor_name":"Drug Combinations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004338","descriptor_name":"Drug Combinations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004338","descriptor_name":"Drug Combinations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004338","descriptor_name":"Drug Combinations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-024-05765-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05765-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05765-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:38561679","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38561679","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":"BMC bioinformatics","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10985899","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10985899","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10985899/pdf/12859_2024_Article_5765.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":"BMC Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:20d331eafe9d471481d56ff4112c2cc4","is_oa":true,"landing_page_url":"https://doaj.org/article/20d331eafe9d471481d56ff4112c2cc4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 25, Iss 1, Pp 1-24 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12859-024-05765-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05765-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05765-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1084473872","display_name":null,"funder_award_id":"202102020101007","funder_id":"https://openalex.org/F4320336035","funder_display_name":"Shanxi Provincial Key Research and Development Project"},{"id":"https://openalex.org/G1466725887","display_name":null,"funder_award_id":"62306206","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/F4320336035","display_name":"Shanxi Provincial Key Research and Development Project","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393374578.pdf","grobid_xml":"https://content.openalex.org/works/W4393374578.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1014637638","https://openalex.org/W1495061682","https://openalex.org/W1768187423","https://openalex.org/W1964940342","https://openalex.org/W1975147762","https://openalex.org/W1975455559","https://openalex.org/W1985977793","https://openalex.org/W2043398720","https://openalex.org/W2108068107","https://openalex.org/W2141831115","https://openalex.org/W2146943422","https://openalex.org/W2149296859","https://openalex.org/W2157352686","https://openalex.org/W2165863045","https://openalex.org/W2171257998","https://openalex.org/W2171676198","https://openalex.org/W2182026790","https://openalex.org/W2299417213","https://openalex.org/W2334791991","https://openalex.org/W2344726805","https://openalex.org/W2561184891","https://openalex.org/W2767891136","https://openalex.org/W2775061087","https://openalex.org/W2911964244","https://openalex.org/W2951449549","https://openalex.org/W2991430679","https://openalex.org/W3016523394","https://openalex.org/W3020424172","https://openalex.org/W3022878707","https://openalex.org/W3082081167","https://openalex.org/W3102269903","https://openalex.org/W3107514561","https://openalex.org/W3127930610","https://openalex.org/W3172530361","https://openalex.org/W3196304395","https://openalex.org/W4206275853","https://openalex.org/W4206718607","https://openalex.org/W4212966936","https://openalex.org/W4214508557","https://openalex.org/W4289711071","https://openalex.org/W4296907511","https://openalex.org/W4323031630","https://openalex.org/W4327676467","https://openalex.org/W4361284227","https://openalex.org/W4367609826","https://openalex.org/W4379376560","https://openalex.org/W4384818885"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W972276598","https://openalex.org/W2087343574","https://openalex.org/W4246352526","https://openalex.org/W2951187577"],"abstract_inverted_index":{"Drug":[0],"combination":[1,101],"therapy":[2],"is":[3,28,80,191,203],"generally":[4],"more":[5],"effective":[6,18],"than":[7],"monotherapy":[8],"in":[9,34,83],"the":[10,32,35,49,69,87,116,186],"field":[11],"of":[12,25,37,52,61,86,90,119],"cancer":[13],"treatment.":[14],"However,":[15],"screening":[16],"for":[17,47,135,146,195],"synergistic":[19,50,88,117,197],"combinations":[20,27,54],"from":[21,205],"a":[22,81,99,126,140,192],"wide":[23],"range":[24],"drug":[26,39,53,62,76,91,100,121,137,156,181,198],"particularly":[29],"important":[30],"given":[31],"increase":[33],"number":[36],"available":[38,204],"classes":[40],"and":[41,64,75,139,157],"potential":[42],"drug-drug":[43],"interactions.":[44],"Existing":[45],"methods":[46],"predicting":[48,196],"effects":[51,89,118],"primarily":[55],"focus":[56],"on":[57,106],"extracting":[58],"structural":[59],"features":[60],"molecules":[63],"cell":[65,73,158],"lines,":[66],"but":[67],"neglect":[68],"interaction":[70,109,143],"mechanisms":[71],"between":[72,150],"lines":[74],"combinations.":[77,92,122,199],"Consequently,":[78],"there":[79],"deficiency":[82],"comprehensive":[84],"understanding":[85],"To":[93],"address":[94],"this":[95],"issue,":[96],"we":[97],"propose":[98],"synergy":[102,187],"prediction":[103],"model":[104,124],"based":[105],"multi-source":[107,141],"feature":[108,142],"learning,":[110],"named":[111],"MFSynDCP,":[112],"aiming":[113],"to":[114,185],"predict":[115],"anti-tumor":[120],"This":[123],"includes":[125],"graph":[127,177],"aggregation":[128,178],"module":[129,179],"with":[130,163],"an":[131],"adaptive":[132,174],"attention":[133,175],"mechanism":[134,176],"learning":[136,144],"interactions":[138],"controller":[145],"managing":[147],"information":[148],"transfer":[149],"different":[151],"data":[152],"sources,":[153],"accommodating":[154],"both":[155],"line":[159],"features.":[160],"Comparative":[161],"studies":[162],"benchmark":[164],"datasets":[165],"demonstrate":[166],"MFSynDCP's":[167],"superiority":[168],"over":[169],"existing":[170],"methods.":[171],"Additionally,":[172],"its":[173],"identifies":[180],"chemical":[182],"substructures":[183],"crucial":[184],"mechanism.":[188],"Overall,":[189],"MFSynDCP":[190],"robust":[193],"tool":[194],"The":[200],"source":[201],"code":[202],"GitHub":[206],"at":[207],"https://github.com/kkioplkg/MFSynDCP":[208],".":[209]},"counts_by_year":[{"year":2026,"cited_by_count":16},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":4}],"updated_date":"2026-08-22T07:34:49.880490","created_date":"2025-10-10T00:00:00"}
