{"id":"https://openalex.org/W7158681387","doi":"https://doi.org/10.1186/s12859-026-06396-1","title":"Multi-granularity transformer contrastive learning and feature reconstruction for prediction of disease-related miRNAs","display_name":"Multi-granularity transformer contrastive learning and feature reconstruction for prediction of disease-related miRNAs","publication_year":2026,"publication_date":"2026-04-29","ids":{"openalex":"https://openalex.org/W7158681387","doi":"https://doi.org/10.1186/s12859-026-06396-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/42056851"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-026-06396-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-026-06396-1","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12859-026-06396-1.pdf","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://link.springer.com/content/pdf/10.1186/s12859-026-06396-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134877378","display_name":"Ping Xuan","orcid":null},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]},{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ping Xuan","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, 515063, China. pingxuan@hainanu.edu.cn","School of Cyberspace Security, Hainan University, Haikou, 570228, China. pingxuan@hainanu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, 515063, China. pingxuan@hainanu.edu.cn","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"School of Cyberspace Security, Hainan University, Haikou, 570228, China. pingxuan@hainanu.edu.cn","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101751757","display_name":"Zhicheng Guo","orcid":"https://orcid.org/0000-0003-4485-2486"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Guo","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, 515063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, 515063, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077306511","display_name":"Siyuan Lu","orcid":"https://orcid.org/0009-0000-0919-134X"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyuan Lu","raw_affiliation_strings":["School of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134898306","display_name":"Hui Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hui Cui","raw_affiliation_strings":["Department of Computer Science and Information Technology, La Trobe University, Melbourne, 3083, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Technology, La Trobe University, Melbourne, 3083, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134922544","display_name":"Jian Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I2802793601","display_name":"China Conservatory","ror":"https://ror.org/052q2t745","country_code":"CN","type":"education","lineage":["https://openalex.org/I2802793601"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Ding","raw_affiliation_strings":["Harbin Conservatory of Music, Harbin, 150028, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Conservatory of Music, Harbin, 150028, China","institution_ids":["https://openalex.org/I2802793601"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004963500","display_name":"Tiangang Zhang","orcid":"https://orcid.org/0000-0002-7528-3581"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]},{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tiangang Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China. zhangtg@hainanu.edu.cn","School of Cyberspace Security, Hainan University, Haikou, 570228, China. zhangtg@hainanu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China. zhangtg@hainanu.edu.cn","institution_ids":["https://openalex.org/I1300757298"]},{"raw_affiliation_string":"School of Cyberspace Security, Hainan University, Haikou, 570228, China. zhangtg@hainanu.edu.cn","institution_ids":["https://openalex.org/I20942203"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004963500","https://openalex.org/A5134877378"],"corresponding_institution_ids":["https://openalex.org/I1300757298","https://openalex.org/I20942203","https://openalex.org/I32574673"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.46219675,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":0.38199999928474426,"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":0.38199999928474426,"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/T10885","display_name":"Gene expression and cancer classification","score":0.04610000178217888,"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/T10862","display_name":"AI in cancer detection","score":0.04089999943971634,"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/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46709999442100525},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45500001311302185},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4025000035762787},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.3206999897956848},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.31520000100135803}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6531000137329102},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5735999941825867},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46709999442100525},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45500001311302185},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4025000035762787},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3391999900341034},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.31520000100135803},{"id":"https://openalex.org/C2983787585","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature matching","level":3,"score":0.2711000144481659},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.27090001106262207}],"mesh":[{"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":"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":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D062085","descriptor_name":"RNA, Long Noncoding","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-026-06396-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-026-06396-1","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12859-026-06396-1.pdf","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:42056851","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42056851","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:doaj.org/article:5a47d1848d8a402fb018fd030409c982","is_oa":false,"landing_page_url":"https://doaj.org/article/5a47d1848d8a402fb018fd030409c982","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 27, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13270722","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13270722/","pdf_url":null,"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"}],"best_oa_location":{"id":"doi:10.1186/s12859-026-06396-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-026-06396-1","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12859-026-06396-1.pdf","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":[{"score":0.5048508048057556,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1261090493","display_name":null,"funder_award_id":"62372282","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G3921087684","display_name":null,"funder_award_id":"2024A1515010176","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G4275524368","display_name":null,"funder_award_id":"NTF22032","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G4345883879","display_name":null,"funder_award_id":"NTF22032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4429004793","display_name":null,"funder_award_id":"62172143","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G4685021066","display_name":null,"funder_award_id":"62372282","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5533482258","display_name":null,"funder_award_id":"LH2023F044","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6259686466","display_name":null,"funder_award_id":"62172143","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6559325049","display_name":null,"funder_award_id":"LH2023F044","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"},{"id":"https://openalex.org/G8382800489","display_name":null,"funder_award_id":"62562023","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/F4320323085","display_name":"Natural Science Foundation of Heilongjiang Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7158681387.pdf","grobid_xml":"https://content.openalex.org/works/W7158681387.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W90362830","https://openalex.org/W611910056","https://openalex.org/W1494052777","https://openalex.org/W1966716734","https://openalex.org/W1967087625","https://openalex.org/W2014946489","https://openalex.org/W2047967134","https://openalex.org/W2100021934","https://openalex.org/W2126619650","https://openalex.org/W2132694427","https://openalex.org/W2141222510","https://openalex.org/W2141792156","https://openalex.org/W2537429907","https://openalex.org/W2765950793","https://openalex.org/W2894348124","https://openalex.org/W2913847005","https://openalex.org/W2962756421","https://openalex.org/W2997687096","https://openalex.org/W2999336918","https://openalex.org/W3003036527","https://openalex.org/W3009246021","https://openalex.org/W3166734826","https://openalex.org/W3206454933","https://openalex.org/W4200043367","https://openalex.org/W4210297491","https://openalex.org/W4220859562","https://openalex.org/W4226097900","https://openalex.org/W4281553978","https://openalex.org/W4308616034","https://openalex.org/W4311331036","https://openalex.org/W4311823641","https://openalex.org/W4315881685","https://openalex.org/W4320857183","https://openalex.org/W4323974793","https://openalex.org/W4360602515","https://openalex.org/W4385475774","https://openalex.org/W4386305887","https://openalex.org/W4387842372","https://openalex.org/W4390789349","https://openalex.org/W4391821850","https://openalex.org/W4391951332","https://openalex.org/W4394853685","https://openalex.org/W4396750532"],"related_works":[],"abstract_inverted_index":{"The":[0,203,218,235],"increasing":[1],"research":[2],"confirms":[3],"the":[4,14,22,28,31,39,44,50,54,61,75,78,103,115,118,125,131,139,142,154,162,165,171,174,183,191,198,201,222,225,231,247,252],"function":[5],"of":[6,19,49,77,117,141,167,176,194,200,215,224],"microRNAs":[7],"(miRNAs)":[8],"play":[9],"a":[10],"vital":[11],"role":[12],"in":[13,245],"diagnosis,":[15],"treatment,":[16],"and":[17,66,97,113,120,145,150,170,179,196,230],"prognosis":[18],"diseases.":[20,67,253],"Screening":[21],"potential":[23,248],"candidate":[24],"miRNAs":[25,65],"related":[26],"to":[27,59,137,160,189],"diseases":[29,240],"by":[30,110],"computational":[32],"methods":[33,52,70,212],"may":[34],"be":[35],"helpful":[36],"for":[37,42,124,213,251],"reducing":[38],"experimental":[40,204],"cost":[41],"discovering":[43,246],"actual":[45],"disease-miRNA":[46],"associations.":[47],"Most":[48],"recent":[51],"exploited":[53],"data":[55,80],"from":[56,81,148],"multiple":[57,82],"sources":[58],"infer":[60],"association":[62,88],"tendencies":[63],"between":[64],"However,":[68],"these":[69],"did":[71],"not":[72],"completely":[73],"learn":[74],"features":[76,116,140,166,175,195],"multi-source":[79],"granularities.":[83],"This":[84],"paper":[85],"present":[86],"an":[87],"prediction":[89,214],"model":[90],"based":[91],"on":[92],"multi-granularity":[93,132,226],"transformer":[94,133,227],"contrastive":[95,155,228],"learning":[96,156,229],"feature":[98,184,232],"reconstruction":[99,185,233],"convolution":[100,186],"(APMF).":[101],"First,":[102],"strongly":[104],"correlated":[105],"node":[106,122,127],"sequences":[107,123],"are":[108,128],"constructed":[109,188],"random":[111],"walks,":[112],"then":[114],"positive":[119,168,177],"negative":[121,180],"target":[126],"learned.":[129],"Second,":[130],"strategy":[134,157],"is":[135,158,187],"designed":[136],"refine":[138],"miRNA,":[143],"disease,":[144],"lncRNA":[146],"nodes":[147],"fine-granularity":[149],"coarse-granularity,":[151],"respectively.":[152],"Third,":[153],"presented":[159],"maximize":[161],"consistency":[163],"among":[164,173],"samples":[169,178],"difference":[172],"ones.":[181],"Finally,":[182],"capture":[190],"diverse":[192],"semantics":[193],"suppress":[197],"noises":[199],"data.":[202],"results":[205],"indicate":[206],"that":[207],"APMF":[208],"outperforms":[209],"several":[210],"state-of-the-art":[211],"disease-related":[216],"miRNAs.":[217],"ablation":[219],"experiments":[220],"demonstrate":[221],"effectiveness":[223],"convolution.":[234],"case":[236],"analysis":[237],"over":[238],"three":[239],"also":[241],"shows":[242],"APMF\u2019s":[243],"ability":[244],"miRNA":[249],"candidates":[250]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-05-01T00:00:00"}