{"id":"https://openalex.org/W4200140951","doi":"https://doi.org/10.1093/bib/bbab515","title":"HINGRL: predicting drug\u2013disease associations with graph representation learning on heterogeneous information networks","display_name":"HINGRL: predicting drug\u2013disease associations with graph representation learning on heterogeneous information networks","publication_year":2021,"publication_date":"2021-11-16","ids":{"openalex":"https://openalex.org/W4200140951","doi":"https://doi.org/10.1093/bib/bbab515","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891172"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbab515","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbab515","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":false,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014724927","display_name":"Bo-Wei Zhao","orcid":"https://orcid.org/0000-0001-8200-6016"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210106108","display_name":"Xinjiang Technical Institute of Physics & Chemistry","ror":"https://ror.org/00x44h034","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo-Wei Zhao","raw_affiliation_strings":["The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","University of Chinese Academy of Sciences , Beijing 100049, China","Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China"],"raw_orcid":"https://orcid.org/0000-0001-8200-6016","affiliations":[{"raw_affiliation_string":"The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences , Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008221100","display_name":"Lun Hu","orcid":"https://orcid.org/0000-0002-1591-8549"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210106108","display_name":"Xinjiang Technical Institute of Physics & Chemistry","ror":"https://ror.org/00x44h034","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lun Hu","raw_affiliation_strings":["The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","University of Chinese Academy of Sciences , Beijing 100049, China","Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China"],"raw_orcid":"https://orcid.org/0000-0002-1591-8549","affiliations":[{"raw_affiliation_string":"The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences , Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019805735","display_name":"Zhu\u2010Hong You","orcid":"https://orcid.org/0000-0003-1266-2696"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu-Hong You","raw_affiliation_strings":["School of Computer Science , Northwestern Polytechnical University, Xi'an 710129, China"],"raw_orcid":"https://orcid.org/0000-0003-1266-2696","affiliations":[{"raw_affiliation_string":"School of Computer Science , Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100703966","display_name":"Lei Wang","orcid":"https://orcid.org/0000-0002-4734-7015"},"institutions":[{"id":"https://openalex.org/I4210165264","display_name":"Guangxi Academy of Sciences","ror":"https://ror.org/054x1kd82","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210165264"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wang","raw_affiliation_strings":["Big Data and Intelligent Computing Research Center , Guangxi Academy of Science, Nanning 530007, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data and Intelligent Computing Research Center , Guangxi Academy of Science, Nanning 530007, China","institution_ids":["https://openalex.org/I4210165264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045680312","display_name":"Xiaorui Su","orcid":"https://orcid.org/0000-0001-5468-6085"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210106108","display_name":"Xinjiang Technical Institute of Physics & Chemistry","ror":"https://ror.org/00x44h034","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Rui Su","raw_affiliation_strings":["The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","University of Chinese Academy of Sciences , Beijing 100049, China","Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China"],"raw_orcid":"https://orcid.org/0000-0001-5468-6085","affiliations":[{"raw_affiliation_string":"The Xinjiang Technical Institute of Physics and Chemistry , Chinese Academy of Sciences, Urumqi 830011, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210106108"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences , Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Xinjiang Laboratory of Minority Speech and Language Information Processing , Urumqi 830011, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5008221100"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210106108","https://openalex.org/I4210165038"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":null,"fwci":16.4836,"has_fulltext":false,"cited_by_count":174,"citation_normalized_percentile":{"value":0.9944101,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"1","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":0.994700014591217,"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":0.9442999958992004,"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":0.6941580772399902},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.6024118065834045},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5933041572570801},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.5891001224517822},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5792409777641296},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5622457265853882},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5266233086585999},{"id":"https://openalex.org/keywords/biological-network","display_name":"Biological network","score":0.5070931911468506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4594183564186096},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.4300117790699005},{"id":"https://openalex.org/keywords/drug-discovery","display_name":"Drug discovery","score":0.4287511706352234},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.42098987102508545},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.34853795170783997},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2443585991859436},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.23786091804504395},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18117856979370117},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1500529944896698},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.10952535271644592}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6941580772399902},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6024118065834045},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5933041572570801},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.5891001224517822},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5792409777641296},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5622457265853882},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5266233086585999},{"id":"https://openalex.org/C28225019","wikidata":"https://www.wikidata.org/wiki/Q4915005","display_name":"Biological network","level":2,"score":0.5070931911468506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4594183564186096},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.4300117790699005},{"id":"https://openalex.org/C74187038","wikidata":"https://www.wikidata.org/wiki/Q1418791","display_name":"Drug discovery","level":2,"score":0.4287511706352234},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.42098987102508545},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.34853795170783997},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2443585991859436},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.23786091804504395},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18117856979370117},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1500529944896698},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.10952535271644592},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine 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":"D004194","descriptor_name":"Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004194","descriptor_name":"Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004194","descriptor_name":"Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D007255","descriptor_name":"Information Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007255","descriptor_name":"Information Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007255","descriptor_name":"Information Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","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":"D058492","descriptor_name":"Drug Repositioning","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":false},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1093/bib/bbab515","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbab515","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":false,"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:34891172","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891172","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2958908211","display_name":null,"funder_award_id":"2019Q029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3588239447","display_name":null,"funder_award_id":"61702444","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7911954467","display_name":null,"funder_award_id":"62172355","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8040802722","display_name":null,"funder_award_id":"2021D01D05","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G82793888","display_name":null,"funder_award_id":"61722212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325428","display_name":"Zaozhuang University","ror":"https://ror.org/05x21tp94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W22857079","https://openalex.org/W1161601223","https://openalex.org/W1530703867","https://openalex.org/W1888005072","https://openalex.org/W1975147762","https://openalex.org/W2050078980","https://openalex.org/W2053757129","https://openalex.org/W2055013734","https://openalex.org/W2062941476","https://openalex.org/W2084299214","https://openalex.org/W2113072832","https://openalex.org/W2151357092","https://openalex.org/W2154851992","https://openalex.org/W2166209362","https://openalex.org/W2258637354","https://openalex.org/W2312464733","https://openalex.org/W2346950316","https://openalex.org/W2393319904","https://openalex.org/W2537679995","https://openalex.org/W2604640542","https://openalex.org/W2753953057","https://openalex.org/W2767891136","https://openalex.org/W2773580833","https://openalex.org/W2790385355","https://openalex.org/W2809156537","https://openalex.org/W2915806464","https://openalex.org/W2943186426","https://openalex.org/W2945027804","https://openalex.org/W2946099214","https://openalex.org/W2962756421","https://openalex.org/W2964015378","https://openalex.org/W2967109100","https://openalex.org/W2997680655","https://openalex.org/W3000600836","https://openalex.org/W3004987428","https://openalex.org/W3005970824","https://openalex.org/W3012959663","https://openalex.org/W3015296677","https://openalex.org/W3044334750","https://openalex.org/W3087406311","https://openalex.org/W3093030756","https://openalex.org/W3094946818","https://openalex.org/W3097857367","https://openalex.org/W3104097132","https://openalex.org/W3134169372","https://openalex.org/W3141298192","https://openalex.org/W3159261411","https://openalex.org/W3167140978","https://openalex.org/W3176834207","https://openalex.org/W3179782236","https://openalex.org/W3181833190","https://openalex.org/W3185009863","https://openalex.org/W3192988454","https://openalex.org/W4200411312","https://openalex.org/W6662961022","https://openalex.org/W6726873649","https://openalex.org/W6735940748","https://openalex.org/W6780812358","https://openalex.org/W6784088628","https://openalex.org/W6785149366","https://openalex.org/W6791253842"],"related_works":["https://openalex.org/W1927327903","https://openalex.org/W1544665982","https://openalex.org/W2022479666","https://openalex.org/W2805504328","https://openalex.org/W4248847438","https://openalex.org/W2509090697","https://openalex.org/W1953159635","https://openalex.org/W2480711475","https://openalex.org/W4238131711","https://openalex.org/W3019690831"],"abstract_inverted_index":{"Identifying":[0],"new":[1,29,85,241],"indications":[2,86],"for":[3,60,87,232,240],"drugs":[4,27,51,88,115,157,199],"plays":[5],"an":[6,22,229],"essential":[7],"role":[8],"at":[9],"many":[10],"phases":[11],"of":[12,33,42,50,64,114,128,156,192,198,217,224],"drug":[13,65],"research":[14],"and":[15,52,106,116,136,158,195,200],"development.":[16],"Computational":[17],"methods":[18],"are":[19,55,122],"regarded":[20],"as":[21],"effective":[23],"way":[24],"to":[25,57,82,124,146,204,234],"associate":[26],"with":[28,110,180],"indications.":[30],"However,":[31],"most":[32],"them":[34],"complete":[35],"their":[36],"tasks":[37],"by":[38,102],"constructing":[39],"a":[40,70,100,142,210],"variety":[41],"heterogeneous":[43,72,226],"networks":[44,109],"without":[45],"considering":[46],"the":[47,62,111,126,131,134,153,162,171,189,222],"biological":[48,108,112,137,196],"knowledge":[49,113,197],"diseases,":[53],"which":[54],"believed":[56],"be":[58],"useful":[59],"improving":[61],"accuracy":[63],"repositioning.":[66],"To":[67],"this":[68],"end,":[69],"novel":[71,236],"information":[73,227],"network":[74,193],"(HIN)":[75],"based":[76,89,151],"model,":[77],"namely":[78],"HINGRL,":[79],"is":[80],"proposed":[81],"precisely":[83,205],"identify":[84,235],"on":[90,152,174],"graph":[91],"representation":[92,120],"learning":[93],"techniques.":[94],"More":[95],"specifically,":[96],"HINGRL":[97,140,169,203,218,233],"first":[98],"constructs":[99],"HIN":[101,132],"integrating":[103],"drug-disease,":[104],"drug-protein":[105],"protein-disease":[107],"diseases.":[117,242],"Then,":[118],"different":[119],"strategies":[121],"applied":[123],"learn":[125],"features":[127,155],"nodes":[129],"in":[130,161],"from":[133,209],"topological":[135],"perspectives.":[138],"Finally,":[139],"adopts":[141],"Random":[143],"Forest":[144],"classifier":[145],"predict":[147,206],"unknown":[148],"drug-disease":[149,207,237],"associations":[150,208,238],"integrated":[154],"diseases":[159,201],"obtained":[160],"previous":[163],"step.":[164],"Experimental":[165],"results":[166],"demonstrate":[167],"that":[168,188,221],"achieves":[170],"best":[172],"performance":[173,216],"two":[175],"real":[176],"datasets":[177],"when":[178],"compared":[179],"state-of-the-art":[181],"models.":[182],"Besides,":[183],"our":[184],"case":[185],"studies":[186],"indicate":[187],"simultaneous":[190],"consideration":[191],"topology":[194],"allows":[202],"more":[211],"comprehensive":[212],"perspective.":[213],"The":[214],"promising":[215],"also":[219],"reveals":[220],"utilization":[223],"rich":[225],"provides":[228],"alternative":[230],"view":[231],"especially":[239]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":38},{"year":2024,"cited_by_count":44},{"year":2023,"cited_by_count":47},{"year":2022,"cited_by_count":34}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
