{"id":"https://openalex.org/W4392238186","doi":"https://doi.org/10.1021/acs.jcim.3c01794","title":"MSF-PFP: A Novel Multisource Feature Fusion Model for Protein Function Prediction","display_name":"MSF-PFP: A Novel Multisource Feature Fusion Model for Protein Function Prediction","publication_year":2024,"publication_date":"2024-02-27","ids":{"openalex":"https://openalex.org/W4392238186","doi":"https://doi.org/10.1021/acs.jcim.3c01794","pmid":"https://pubmed.ncbi.nlm.nih.gov/38413369"},"language":"en","primary_location":{"id":"doi:10.1021/acs.jcim.3c01794","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.jcim.3c01794","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Chemical Information and Modeling","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/A5013119578","display_name":"Xinhui Li","orcid":"https://orcid.org/0009-0009-7990-6828"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinhui Li","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","School of Software, Xinjiang University, Urumqi 830091, China"],"raw_orcid":"https://orcid.org/0009-0009-7990-6828","affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002981402","display_name":"Yurong Qian","orcid":"https://orcid.org/0000-0001-6564-4745"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yurong Qian","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","School of Software, Xinjiang University, Urumqi 830091, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053458494","display_name":"Yue Hu","orcid":"https://orcid.org/0000-0002-8115-7020"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Hu","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","School of Software, Xinjiang University, Urumqi 830091, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100638959","display_name":"Jiaying Chen","orcid":"https://orcid.org/0000-0002-9546-649X"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaying Chen","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","School of Software, Xinjiang University, Urumqi 830091, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing in Xinjiang Uygur Autonomous Region, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023115994","display_name":"Haitao Yue","orcid":"https://orcid.org/0000-0001-9429-7631"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Yue","raw_affiliation_strings":["Laboratory of Synthetic Biology, School of Life Science and Technology, Xinjiang University, Urumqi 830017, China","School of Future Technology, Xinjiang University, Urumqi 830017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Synthetic Biology, School of Life Science and Technology, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Future Technology, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085608332","display_name":"Lei Deng","orcid":"https://orcid.org/0000-0003-2869-1619"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Deng","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha 410083, China","School of Software, Xinjiang University, Urumqi 830091, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5002981402"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":null,"apc_paid":null,"fwci":3.4587,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.93069571,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"64","issue":"5","first_page":"1502","last_page":"1511"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9994000196456909,"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":0.9994000196456909,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9983999729156494,"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/T10044","display_name":"Protein Structure and Dynamics","score":0.9939000010490417,"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/leverage","display_name":"Leverage (statistics)","score":0.7195752859115601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6849318146705627},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4849236309528351},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4835205078125},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.4757280647754669},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4674105644226074},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4558793604373932},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4307365417480469},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4167252480983734},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4016220271587372},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08709979057312012}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7195752859115601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6849318146705627},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4849236309528351},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4835205078125},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4757280647754669},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4674105644226074},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4558793604373932},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4307365417480469},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4167252480983734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4016220271587372},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08709979057312012},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1021/acs.jcim.3c01794","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.jcim.3c01794","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Chemical Information and Modeling","raw_type":"journal-article"},{"id":"pmid:38413369","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38413369","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":"Journal of chemical information and modeling","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G147047731","display_name":null,"funder_award_id":"62266043","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2008773563","display_name":null,"funder_award_id":"62272490","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2876775771","display_name":null,"funder_award_id":"2023D01E01","funder_id":"https://openalex.org/F4320334120","funder_display_name":"Science Fund for Distinguished Young Scholars of Xinjiang Autonomous Region"},{"id":"https://openalex.org/G4765830214","display_name":null,"funder_award_id":"61972422","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5819373079","display_name":"\u57fa\u4e8e\u65f6-\u7a7a-\u8c31\u7279\u5f81\u6df1\u5ea6\u5b66\u4e60\u7684\u9065\u611f\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\u7814\u7a76","funder_award_id":"61966035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6154288318","display_name":null,"funder_award_id":"2022D01C692","funder_id":"https://openalex.org/F4320311028","funder_display_name":"Natural Science Foundation of Xinjiang Province"},{"id":"https://openalex.org/G7386178415","display_name":null,"funder_award_id":"2023D14012","funder_id":"https://openalex.org/F4320317385","funder_display_name":"Government of Xinjiang Uygur Autonomous Region of China"},{"id":"https://openalex.org/G8467263118","display_name":null,"funder_award_id":"XJEDU2023P012","funder_id":"https://openalex.org/F4320317385","funder_display_name":"Government of Xinjiang Uygur Autonomous Region of China"}],"funders":[{"id":"https://openalex.org/F4320311028","display_name":"Natural Science Foundation of Xinjiang Province","ror":null},{"id":"https://openalex.org/F4320317385","display_name":"Government of Xinjiang Uygur Autonomous Region of China","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334120","display_name":"Science Fund for Distinguished Young Scholars of Xinjiang Autonomous Region","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2062533676","https://openalex.org/W2105131673","https://openalex.org/W2112796928","https://openalex.org/W2146620899","https://openalex.org/W2152869198","https://openalex.org/W2164620224","https://openalex.org/W2742030900","https://openalex.org/W2889849809","https://openalex.org/W2892210937","https://openalex.org/W2945057500","https://openalex.org/W2946853220","https://openalex.org/W2951422523","https://openalex.org/W3023746197","https://openalex.org/W3143063265","https://openalex.org/W3164046276","https://openalex.org/W3175996595","https://openalex.org/W3177828909","https://openalex.org/W3201818282","https://openalex.org/W4220934922","https://openalex.org/W4223552703","https://openalex.org/W4225687252","https://openalex.org/W4236358448","https://openalex.org/W4293046261","https://openalex.org/W4295063241","https://openalex.org/W4308616064","https://openalex.org/W4308834893","https://openalex.org/W4309506674","https://openalex.org/W4313543605","https://openalex.org/W4317745691","https://openalex.org/W4385696931","https://openalex.org/W4387643278"],"related_works":["https://openalex.org/W2357256365","https://openalex.org/W2348502264","https://openalex.org/W2365486383","https://openalex.org/W2362059367","https://openalex.org/W2901443725","https://openalex.org/W2350084742","https://openalex.org/W2357988862","https://openalex.org/W1855558850","https://openalex.org/W1852677413","https://openalex.org/W2787993192"],"abstract_inverted_index":{"Protein":[0],"function":[1,49,116,156],"prediction":[2],"is":[3],"essential":[4],"for":[5,58,73,110,129],"disease":[6,161],"treatment":[7],"and":[8,23,108,118,126,138,163],"drug":[9],"development;":[10],"yet,":[11],"traditional":[12],"biological":[13,112],"experimental":[14],"methods":[15,26],"are":[16,131],"less":[17],"efficient":[18],"in":[19,153],"annotating":[20],"protein":[21,31,48,90,155],"function,":[22],"existing":[24],"automated":[25],"fail":[27],"to":[28,46,159],"fully":[29],"leverage":[30],"multisource":[32,43,84,150],"data.":[33],"Here,":[34],"we":[35],"present":[36],"MSF-PFP,":[37],"a":[38,70,83],"computational":[39],"framework":[40,54],"that":[41,95],"fuses":[42],"data":[44,67,127,151],"features":[45,81],"predict":[47],"with":[50],"high":[51],"accuracy.":[52],"Our":[53],"designs":[55],"specific":[56],"models":[57],"feature":[59,85],"extraction":[60],"based":[61],"on":[62],"the":[63,111,141,147],"characteristics":[64],"of":[65,105,140,149],"various":[66],"sources,":[68],"including":[69],"global-local-individual":[71],"strategy":[72],"local":[74],"location":[75],"features.":[76],"MSF-PFP":[77,96,130],"then":[78],"integrates":[79],"extracted":[80],"through":[82],"fusion":[86,152],"model,":[87],"ultimately":[88],"categorizing":[89],"functions.":[91],"Experimental":[92],"results":[93],"demonstrate":[94],"outperforms":[97],"eight":[98],"state-of-the-art":[99],"models,":[100],"achieving":[101],"F":[102],"Max":[103],"scores":[104],"0.542,":[106],"0.675,":[107],"0.624":[109],"process":[113],"(BP),":[114],"molecular":[115],"(MF),":[117],"cellular":[119],"component":[120],"(CC),":[121],"respectively.":[122],"The":[123],"source":[124],"code":[125],"set":[128],"available":[132],"at":[133],"https://swanhub.co/TianGua/MSF-PFP,":[134],"facilitating":[135],"further":[136],"exploration":[137],"validation":[139],"proposed":[142],"framework.":[143],"This":[144],"study":[145],"highlights":[146],"potential":[148],"enhancing":[154],"prediction,":[157],"contributing":[158],"improved":[160],"therapy":[162],"medication":[164],"discovery":[165],"strategies.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
