{"id":"https://openalex.org/W4401429297","doi":"https://doi.org/10.1186/s12859-024-05893-5","title":"Drug repositioning based on residual attention network and free multiscale adversarial training","display_name":"Drug repositioning based on residual attention network and free multiscale adversarial training","publication_year":2024,"publication_date":"2024-08-08","ids":{"openalex":"https://openalex.org/W4401429297","doi":"https://doi.org/10.1186/s12859-024-05893-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/39118000"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-024-05893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05893-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05893-5","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s12859-024-05893-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028229932","display_name":"Guanghui Li","orcid":"https://orcid.org/0000-0002-6884-5670"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanghui Li","raw_affiliation_strings":["School of Information Engineering, East China Jiaotong University, Nanchang, China. ghli16@hnu.edu.cn","School of Information Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, East China Jiaotong University, Nanchang, China. ghli16@hnu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"School of Information Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114205350","display_name":"Shuwen Li","orcid":null},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuwen Li","raw_affiliation_strings":["School of Information Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052382857","display_name":"Liang Cheng","orcid":"https://orcid.org/0000-0002-6665-6710"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Liang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086050506","display_name":"Qiu Xiao","orcid":"https://orcid.org/0000-0002-4726-7154"},"institutions":[{"id":"https://openalex.org/I173759888","display_name":"Hunan Normal University","ror":"https://ror.org/053w1zy07","country_code":"CN","type":"education","lineage":["https://openalex.org/I173759888"]},{"id":"https://openalex.org/I3130607311","display_name":"Changsha Normal University","ror":"https://ror.org/02sqk3z62","country_code":"CN","type":"education","lineage":["https://openalex.org/I3130607311"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiu Xiao","raw_affiliation_strings":["College of Information Science and Engineering, Hunan Normal University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hunan Normal University, Changsha, China","institution_ids":["https://openalex.org/I3130607311","https://openalex.org/I173759888"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101750544","display_name":"Jiawei Luo","orcid":"https://orcid.org/0000-0003-4737-9014"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiawei Luo","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China. luojiawei@hnu.edu.cn","College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China. luojiawei@hnu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101750544"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.6462,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71691625,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"261","last_page":"261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.800000011920929,"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":0.800000011920929,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.03720000013709068,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.03620000183582306,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/drug-repositioning","display_name":"Drug repositioning","score":0.8685137629508972},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.75347900390625},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5954872369766235},{"id":"https://openalex.org/keywords/drug-development","display_name":"Drug development","score":0.5804628133773804},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5178545117378235},{"id":"https://openalex.org/keywords/drug-target","display_name":"Drug target","score":0.4612084925174713},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.4581133723258972},{"id":"https://openalex.org/keywords/approved-drug","display_name":"Approved drug","score":0.42417415976524353},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3911515474319458},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.3373730182647705},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.33615100383758545},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2926819324493408},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.23410505056381226},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14999988675117493},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10307258367538452}],"concepts":[{"id":"https://openalex.org/C103637391","wikidata":"https://www.wikidata.org/wiki/Q5308921","display_name":"Drug repositioning","level":3,"score":0.8685137629508972},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.75347900390625},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5954872369766235},{"id":"https://openalex.org/C64903051","wikidata":"https://www.wikidata.org/wiki/Q2198549","display_name":"Drug development","level":3,"score":0.5804628133773804},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5178545117378235},{"id":"https://openalex.org/C2989108626","wikidata":"https://www.wikidata.org/wiki/Q904407","display_name":"Drug target","level":2,"score":0.4612084925174713},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.4581133723258972},{"id":"https://openalex.org/C2777494893","wikidata":"https://www.wikidata.org/wiki/Q4781752","display_name":"Approved drug","level":3,"score":0.42417415976524353},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3911515474319458},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3373730182647705},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.33615100383758545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2926819324493408},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.23410505056381226},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14999988675117493},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10307258367538452}],"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":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":"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:10.1186/s12859-024-05893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05893-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05893-5","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:39118000","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39118000","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":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11308596","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11308596","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11308596/pdf/12859_2024_Article_5893.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:6f22110af321478f8be2cb5e6eae81e8","is_oa":true,"landing_page_url":"https://doaj.org/article/6f22110af321478f8be2cb5e6eae81e8","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 1-21 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12859-024-05893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05893-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05893-5","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1912362849","display_name":null,"funder_award_id":"62002116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3641757492","display_name":null,"funder_award_id":"ZR2023MF119","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4823595778","display_name":"miRNA-mRNA\u53cc\u5c42\u529f\u80fd\u7f51\u7edc\u5206\u6790\u53ca\u5176\u5728\u590d\u6742\u75be\u75c5\u4e2d\u7684\u5e94\u7528\u7814\u7a76","funder_award_id":"61862025","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6408312576","display_name":null,"funder_award_id":"20181BAB211016","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7078564413","display_name":null,"funder_award_id":"20212BAB202009","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G728173362","display_name":null,"funder_award_id":"20232ACB202010","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G7648998166","display_name":null,"funder_award_id":"20181BAB211016","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G8725937252","display_name":null,"funder_award_id":"62362034","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8951248646","display_name":null,"funder_award_id":"62372279","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/F4320322665","display_name":"Natural Science Foundation of Jiangxi Province","ror":null},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401429297.pdf"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1161601223","https://openalex.org/W1530703867","https://openalex.org/W2008381136","https://openalex.org/W2044424923","https://openalex.org/W2052170486","https://openalex.org/W2062941476","https://openalex.org/W2113072832","https://openalex.org/W2119412782","https://openalex.org/W2124001239","https://openalex.org/W2138388365","https://openalex.org/W2148797284","https://openalex.org/W2154654747","https://openalex.org/W2170146596","https://openalex.org/W2346950316","https://openalex.org/W2444690946","https://openalex.org/W2618530766","https://openalex.org/W2753953057","https://openalex.org/W2783293389","https://openalex.org/W2790385355","https://openalex.org/W2802314916","https://openalex.org/W2809156537","https://openalex.org/W2886544065","https://openalex.org/W2887766329","https://openalex.org/W2896002881","https://openalex.org/W2946099214","https://openalex.org/W2960557205","https://openalex.org/W2961050676","https://openalex.org/W2995866605","https://openalex.org/W2997680655","https://openalex.org/W3000082418","https://openalex.org/W3004260451","https://openalex.org/W3010110722","https://openalex.org/W3015296677","https://openalex.org/W3035688398","https://openalex.org/W3037272944","https://openalex.org/W3044334750","https://openalex.org/W3087406311","https://openalex.org/W3089408114","https://openalex.org/W3091737929","https://openalex.org/W3091756663","https://openalex.org/W3093030756","https://openalex.org/W3097857367","https://openalex.org/W3106165797","https://openalex.org/W3136042383","https://openalex.org/W3174753721","https://openalex.org/W3192134500","https://openalex.org/W3201381398","https://openalex.org/W4200140951","https://openalex.org/W4205306822","https://openalex.org/W4206547282","https://openalex.org/W4206923665","https://openalex.org/W4210852391","https://openalex.org/W4234552385","https://openalex.org/W4296639080","https://openalex.org/W4312252283","https://openalex.org/W4380370418","https://openalex.org/W6600862553"],"related_works":["https://openalex.org/W3175975129","https://openalex.org/W4291511859","https://openalex.org/W4238446551","https://openalex.org/W2886266969","https://openalex.org/W2199312772","https://openalex.org/W4224292397","https://openalex.org/W4319455836","https://openalex.org/W2558461040","https://openalex.org/W3165182228","https://openalex.org/W4387302591"],"abstract_inverted_index":{"BACKGROUND:":[0],"Conducting":[1],"traditional":[2,59],"wet":[3],"experiments":[4],"to":[5,143,156,175,179],"guide":[6],"drug":[7,17],"development":[8],"is":[9,61,129,154,191],"an":[10,151,254],"expensive,":[11],"time-consuming":[12],"and":[13,19,33,50,63,95,114,150,242],"risky":[14],"process.":[15],"Analyzing":[16],"function":[18],"repositioning":[20],"plays":[21],"a":[22,81,98],"key":[23],"role":[24],"in":[25],"identifying":[26,47,258],"new":[27],"therapeutic":[28,35],"potential":[29,181],"of":[30,55,244],"approved":[31],"drugs":[32,96],"discovering":[34],"approaches":[36],"for":[37,46,70,123,257],"untreated":[38],"diseases.":[39],"Exploring":[40],"drug-disease":[41,56,72,83,232],"associations":[42,73,92],"has":[43],"far-reaching":[44],"implications":[45],"disease":[48],"pathogenesis":[49],"treatment.":[51],"However,":[52],"reliable":[53],"detection":[54],"relationships":[57],"via":[58],"methods":[60,69],"costly":[62],"slow.":[64],"Therefore,":[65],"investigations":[66],"into":[67,97],"computational":[68],"predicting":[71],"are":[74,121,141,173],"currently":[75],"needed.":[76],"RESULTS:":[77],"This":[78],"paper":[79],"presents":[80],"novel":[82,231],"association":[84],"prediction":[85,206],"method,":[86],"RAFGAE.":[87,245],"First,":[88],"RAFGAE":[89,102,217,228],"integrates":[90],"known":[91],"between":[93],"diseases":[94],"bipartite":[99],"network.":[100],"Second,":[101],"designs":[103],"the":[104,125,145,158,205,240],"Re_GAT":[105],"framework,":[106],"which":[107,128],"includes":[108],"multilayer":[109,119],"graph":[110,167],"attention":[111,152,163],"networks":[112,140],"(GATs)":[113],"two":[115,138,166,212],"residual":[116,139],"networks.":[117],"The":[118,137,235],"GATs":[120],"utilized":[122],"learning":[124],"node":[126,159,195],"embeddings,":[127],"achieved":[130],"by":[131],"aggregating":[132],"information":[133],"from":[134,161],"multihop":[135],"neighbors.":[136],"used":[142],"alleviate":[144],"deep":[146],"network":[147],"oversmoothing":[148],"problem,":[149],"mechanism":[153],"introduced":[155],"combine":[157],"embeddings":[160],"different":[162],"layers.":[164],"Third,":[165],"autoencoders":[168],"(GAEs)":[169],"with":[170],"collaborative":[171],"training":[172,189],"constructed":[174],"simulate":[176],"label":[177],"propagation":[178],"predict":[180],"associations.":[182,233,261],"On":[183],"this":[184,249],"basis,":[185],"free":[186],"multiscale":[187],"adversarial":[188,201],"(FMAT)":[190],"introduced.":[192],"FMAT":[193],"enhances":[194],"feature":[196],"quality":[197],"through":[198],"small":[199],"gradient":[200],"perturbation":[202],"iterations,":[203],"improving":[204],"performance.":[207],"Finally,":[208],"tenfold":[209],"cross-validations":[210],"on":[211],"benchmark":[213],"datasets":[214],"show":[215],"that":[216,227,248],"outperforms":[218],"current":[219],"methods.":[220],"In":[221],"addition,":[222],"case":[223],"studies":[224],"have":[225],"confirmed":[226],"can":[229],"detect":[230],"CONCLUSIONS:":[234],"comprehensive":[236],"experimental":[237],"results":[238],"validate":[239],"utility":[241],"accuracy":[243],"We":[246],"believe":[247],"method":[250],"may":[251],"serve":[252],"as":[253],"excellent":[255],"predictor":[256],"unobserved":[259],"disease-drug":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
