{"id":"https://openalex.org/W4283695165","doi":"https://doi.org/10.1109/jbhi.2022.3186534","title":"MSHGANMDA: Meta-Subgraphs Heterogeneous Graph Attention Network for miRNA-Disease Association Prediction","display_name":"MSHGANMDA: Meta-Subgraphs Heterogeneous Graph Attention Network for miRNA-Disease Association Prediction","publication_year":2022,"publication_date":"2022-06-27","ids":{"openalex":"https://openalex.org/W4283695165","doi":"https://doi.org/10.1109/jbhi.2022.3186534","pmid":"https://pubmed.ncbi.nlm.nih.gov/35759606"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3186534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3186534","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","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/A5100389987","display_name":"Shudong Wang","orcid":"https://orcid.org/0000-0003-4360-6718"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shudong Wang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-4360-6718","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019999723","display_name":"Fuyu Wang","orcid":"https://orcid.org/0000-0002-1134-8307"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuyu Wang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-1134-8307","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062045805","display_name":"Sibo Qiao","orcid":"https://orcid.org/0000-0001-6922-5986"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sibo Qiao","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-6922-5986","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731867","display_name":"Zhuang Yu","orcid":"https://orcid.org/0000-0002-3180-1981"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhuang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053626221","display_name":"Kuijie Zhang","orcid":"https://orcid.org/0000-0003-1036-6893"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuijie Zhang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-1036-6893","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054060458","display_name":"Shanchen Pang","orcid":"https://orcid.org/0000-0002-5705-1218"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanchen Pang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-5705-1218","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum, Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103202243","display_name":"Robert Nowak","orcid":"https://orcid.org/0000-0001-7248-6888"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]},{"id":"https://openalex.org/I4210087266","display_name":"Institute of Computer Science","ror":"https://ror.org/003fvp964","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210087266","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Robert Nowak","raw_affiliation_strings":["Artificial Intelligence Division, Institute of Computer Science, Warsaw University of Technology, Warszawa, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7248-6888","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Division, Institute of Computer Science, Warsaw University of Technology, Warszawa, Poland","institution_ids":["https://openalex.org/I108403487","https://openalex.org/I4210087266"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108044017","display_name":"Zhihan Lv","orcid":"https://orcid.org/0000-0003-2525-3074"},"institutions":[{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Zhihan Lv","raw_affiliation_strings":["Department of Game Design Faculty of Arts, Uppsala University, Uppsala, Sweden"],"raw_orcid":"https://orcid.org/0000-0003-2525-3074","affiliations":[{"raw_affiliation_string":"Department of Game Design Faculty of Arts, Uppsala University, Uppsala, Sweden","institution_ids":["https://openalex.org/I123387679"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5138,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.83295526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"27","issue":"10","first_page":"4639","last_page":"4648"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11765","display_name":"Circular RNAs in diseases","score":0.9979000091552734,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5946025252342224},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5635379552841187},{"id":"https://openalex.org/keywords/biological-network","display_name":"Biological network","score":0.5083033442497253},{"id":"https://openalex.org/keywords/meta-analysis","display_name":"Meta-analysis","score":0.5067711472511292},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.45999276638031006},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4497697651386261},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4310492277145386},{"id":"https://openalex.org/keywords/microrna","display_name":"microRNA","score":0.4226447343826294},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.42127418518066406},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3612718880176544},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3521299958229065},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3467288017272949},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22467517852783203},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.21150031685829163},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1549786627292633},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.12687817215919495},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.11605554819107056}],"concepts":[{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5946025252342224},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5635379552841187},{"id":"https://openalex.org/C28225019","wikidata":"https://www.wikidata.org/wiki/Q4915005","display_name":"Biological network","level":2,"score":0.5083033442497253},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.5067711472511292},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.45999276638031006},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4497697651386261},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4310492277145386},{"id":"https://openalex.org/C145059251","wikidata":"https://www.wikidata.org/wiki/Q310899","display_name":"microRNA","level":3,"score":0.4226447343826294},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.42127418518066406},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3612718880176544},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3521299958229065},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3467288017272949},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22467517852783203},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.21150031685829163},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1549786627292633},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.12687817215919495},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.11605554819107056},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"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":"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":"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":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3186534","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3186534","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:35759606","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35759606","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3952835159","display_name":null,"funder_award_id":"61873281","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1763867024","https://openalex.org/W2014946489","https://openalex.org/W2053135983","https://openalex.org/W2112785261","https://openalex.org/W2141222510","https://openalex.org/W2158135353","https://openalex.org/W2162674813","https://openalex.org/W2244992438","https://openalex.org/W2410390867","https://openalex.org/W2470277042","https://openalex.org/W2537429907","https://openalex.org/W2607159126","https://openalex.org/W2765950793","https://openalex.org/W2770191688","https://openalex.org/W2809363952","https://openalex.org/W2950834624","https://openalex.org/W2962756421","https://openalex.org/W2963026948","https://openalex.org/W2977707586","https://openalex.org/W2999336918","https://openalex.org/W3025166621","https://openalex.org/W3034135850","https://openalex.org/W3047118115","https://openalex.org/W3082620742","https://openalex.org/W3146565636","https://openalex.org/W3170286690","https://openalex.org/W3182513397","https://openalex.org/W3182822370","https://openalex.org/W3185009863","https://openalex.org/W3194024219","https://openalex.org/W3195247250","https://openalex.org/W3196533587","https://openalex.org/W3196651693","https://openalex.org/W3205542600","https://openalex.org/W3214305858","https://openalex.org/W4205736070","https://openalex.org/W4205923645","https://openalex.org/W4207038304","https://openalex.org/W4210548518","https://openalex.org/W4210607727","https://openalex.org/W4210882326","https://openalex.org/W4220710781","https://openalex.org/W4220946048","https://openalex.org/W4224055696","https://openalex.org/W4256413664","https://openalex.org/W4285723986","https://openalex.org/W6638057232"],"related_works":["https://openalex.org/W2737319532","https://openalex.org/W3151405604","https://openalex.org/W2565797512","https://openalex.org/W2050308539","https://openalex.org/W2793648706","https://openalex.org/W3210678099","https://openalex.org/W4200025911","https://openalex.org/W2019096591","https://openalex.org/W3088977003","https://openalex.org/W4368362617"],"abstract_inverted_index":{"MicroRNAs":[0],"(miRNAs)":[1],"influence":[2],"several":[3],"biological":[4,32],"processes":[5],"involved":[6],"in":[7,23,53,206],"human":[8],"disease.":[9],"Biological":[10],"experiments":[11,33],"for":[12],"verifying":[13],"the":[14,51,78,90,125,141,151,183,202],"association":[15,180],"between":[16,39,111],"miRNA":[17],"and":[18,28,41,99,110,131,160,166],"disease":[19],"are":[20,46],"always":[21],"costly":[22],"terms":[24],"of":[25,37,87,106,127,143,154,178,187,204],"both":[26],"money":[27],"time.":[29],"Although":[30],"numerous":[31],"have":[34],"identified":[35],"multi-types":[36,177],"associations":[38,55,130],"miRNAs":[40],"diseases,":[42],"existing":[43],"computational":[44],"methods":[45],"unable":[47],"to":[48,56,76,103,123,134,149,191],"sufficiently":[49],"mine":[50],"knowledge":[52],"these":[54,112],"predict":[57,77,124],"unknown":[58,128,208],"associations.":[59,81,93],"In":[60],"this":[61],"study,":[62],"we":[63,83,95,117,145,199],"innovatively":[64],"propose":[65],"a":[66,119],"heterogeneous":[67],"graph":[68],"attention":[69,98,102],"network":[70],"model":[71,137],"based":[72],"on":[73],"meta-subgraphs":[74],"(MSHGANMDA)":[75],"potential":[79],"miRNA-disease":[80,92,107,129,179],"Firstly,":[82],"define":[84],"five":[85,113],"types":[86],"meta-subgraph":[88,97,100],"from":[89],"known":[91],"Then,":[94],"use":[96],"semantic":[101],"extract":[104],"features":[105],"pairs":[108],"within":[109],"meta-subgraphs,":[114],"respectively.":[115,168],"Finally,":[116],"apply":[118,146],"fully-connected":[120],"layer":[121],"(FCL)":[122],"scores":[126],"cross-entropy":[132],"loss":[133],"train":[135],"our":[136,172],"end-to-end.":[138],"To":[139],"evaluate":[140],"effectiveness":[142,203],"MSHGANMDA,":[144],"five-fold":[147],"cross-validation":[148],"calculate":[150],"mean":[152],"values":[153],"evaluation":[155],"metrics":[156],"Accuracy,":[157],"Precision,":[158],"Recall,":[159],"F1-score":[161],"as":[162],"0.8595,":[163,167],"0.8601,":[164],"0.8596,":[165],"Experiments":[169],"show":[170],"that":[171],"model,":[173],"which":[174],"primarily":[175],"utilizes":[176],"data,":[181],"gets":[182],"greatest":[184],"ROC-AUC":[185],"value":[186],"0.934":[188],"when":[189],"compared":[190],"other":[192],"state-of-the-art":[193],"approaches.":[194],"Furthermore,":[195],"through":[196],"case":[197],"studies,":[198],"further":[200],"confirm":[201],"MSHGANMDA":[205],"predicting":[207],"diseases.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}