{"id":"https://openalex.org/W7203595976","doi":"https://doi.org/10.2147/jmdh.s623353","title":"Integrating Artificial Intelligence with Global Genomic Resources: A Narrative Review of Implications for Precision Medicine","display_name":"Integrating Artificial Intelligence with Global Genomic Resources: A Narrative Review of Implications for Precision Medicine","publication_year":2026,"publication_date":"2026-08-01","ids":{"openalex":"https://openalex.org/W7203595976","doi":"https://doi.org/10.2147/jmdh.s623353","pmid":"https://pubmed.ncbi.nlm.nih.gov/42631222","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13496132"},"language":"en","primary_location":{"id":"doi:10.2147/jmdh.s623353","doi":"https://doi.org/10.2147/jmdh.s623353","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s623353","pdf_url":"https://www.dovepress.com/article/download/118372","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.dovepress.com/article/download/118372","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5140921527","display_name":"Towsif Alam","orcid":"https://orcid.org/0009-0006-6934-6167","observed_orcids":["https://orcid.org/0009-0006-6934-6167"]},"institutions":[{"id":"https://openalex.org/I19648265","display_name":"Wright State University","ror":"https://ror.org/04qk6pt94","country_code":"US","type":"education","lineage":["https://openalex.org/I19648265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Towsif Alam","raw_affiliation_strings":["Department of Marketing Analytics and Insights, Wright State University, Dayton, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Marketing Analytics and Insights, Wright State University, Dayton, OH, USA","institution_ids":["https://openalex.org/I19648265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137348286","display_name":"Koushik Saha","orcid":"https://orcid.org/0009-0006-5092-3825","observed_orcids":["https://orcid.org/0009-0006-5092-3825"]},"institutions":[{"id":"https://openalex.org/I4404532904","display_name":"Westcliff University","ror":"https://ror.org/05xkpwy13","country_code":"US","type":"education","lineage":["https://openalex.org/I4404532904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Koushik Saha","raw_affiliation_strings":["Department of Engineering Management, Westcliff University, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering Management, Westcliff University, Irvine, CA, USA","institution_ids":["https://openalex.org/I4404532904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039090895","display_name":"Moustaq Karim Khan Rony","orcid":"https://orcid.org/0000-0002-6905-0554","observed_orcids":["https://orcid.org/0000-0002-6905-0554","https://orcid.org/0009-0005-8416-6626"]},"institutions":[{"id":"https://openalex.org/I4210132231","display_name":"International University of Business Agriculture and Technology","ror":"https://ror.org/02m32cr13","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210132231"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Moustaq Karim Khan Rony","raw_affiliation_strings":["Miyan Research Institute, International University of Business Agriculture and Technology, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-6905-0554","affiliations":[{"raw_affiliation_string":"Miyan Research Institute, International University of Business Agriculture and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210132231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040596821","display_name":"Durga Shahi","orcid":"https://orcid.org/0009-0000-9115-8417","observed_orcids":["https://orcid.org/0009-0000-9115-8417"]},"institutions":[{"id":"https://openalex.org/I4404532904","display_name":"Westcliff University","ror":"https://ror.org/05xkpwy13","country_code":"US","type":"education","lineage":["https://openalex.org/I4404532904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Durga Shahi","raw_affiliation_strings":["Department of Business Administration, Westcliff University, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Westcliff University, Irvine, CA, USA","institution_ids":["https://openalex.org/I4404532904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119408794","display_name":"Mashuk Rahman Utsho","orcid":"https://orcid.org/0009-0001-6711-5107","observed_orcids":["https://orcid.org/0009-0001-6711-5107"]},"institutions":[{"id":"https://openalex.org/I169077156","display_name":"St. Francis College","ror":"https://ror.org/00571jt67","country_code":"US","type":"education","lineage":["https://openalex.org/I169077156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mashuk Rahman Utsho","raw_affiliation_strings":["Department of Information Technology Management, St. Francis College, Brooklyn, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology Management, St. Francis College, Brooklyn, NY, USA","institution_ids":["https://openalex.org/I169077156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121267411","display_name":"Adib Hossain","orcid":"https://orcid.org/0009-0009-0955-3772","observed_orcids":["https://orcid.org/0009-0009-0955-3772"]},"institutions":[{"id":"https://openalex.org/I165075387","display_name":"Trine University","ror":"https://ror.org/038e0dv78","country_code":"US","type":"education","lineage":["https://openalex.org/I165075387"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adib Hossain","raw_affiliation_strings":["Department of Business Analytics, Trine University, Angola, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Analytics, Trine University, Angola, IN, USA","institution_ids":["https://openalex.org/I165075387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121482095","display_name":"Fahad Ahmed","orcid":"https://orcid.org/0009-0003-7409-3596","observed_orcids":["https://orcid.org/0009-0003-7409-3596"]},"institutions":[{"id":"https://openalex.org/I165075387","display_name":"Trine University","ror":"https://ror.org/038e0dv78","country_code":"US","type":"education","lineage":["https://openalex.org/I165075387"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fahad Ahmed","raw_affiliation_strings":["Department of Science in Engineering Management, Trine University, Angola, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science in Engineering Management, Trine University, Angola, IN, USA","institution_ids":["https://openalex.org/I165075387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114532521","display_name":"Mia Md Tofayel Gonee Manik","orcid":"https://orcid.org/0009-0005-6098-5213","observed_orcids":["https://orcid.org/0009-0005-6098-5213"]},"institutions":[{"id":"https://openalex.org/I4404532904","display_name":"Westcliff University","ror":"https://ror.org/05xkpwy13","country_code":"US","type":"education","lineage":["https://openalex.org/I4404532904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mia Md Tofayel Gonee Manik","raw_affiliation_strings":["Department of Business Administration, Westcliff University, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Westcliff University, Irvine, CA, USA","institution_ids":["https://openalex.org/I4404532904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117689545","display_name":"Anseena Anees Sabeena","orcid":"https://orcid.org/0009-0005-2278-4963","observed_orcids":["https://orcid.org/0009-0005-2278-4963"]},"institutions":[{"id":"https://openalex.org/I4404532904","display_name":"Westcliff University","ror":"https://ror.org/05xkpwy13","country_code":"US","type":"education","lineage":["https://openalex.org/I4404532904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anseena Anees Sabeena","raw_affiliation_strings":["Department of Business Administration, Westcliff University, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Westcliff University, Irvine, CA, USA","institution_ids":["https://openalex.org/I4404532904"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056640588","display_name":"Timotei Istv\u00e1n Erdei","orcid":"https://orcid.org/0000-0001-6303-5946","observed_orcids":["https://orcid.org/0000-0001-6303-5946"]},"institutions":[{"id":"https://openalex.org/I132735039","display_name":"University of Debrecen","ror":"https://ror.org/02xf66n48","country_code":"HU","type":"education","lineage":["https://openalex.org/I132735039"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Timotei Istv\u00e1n Erdei","raw_affiliation_strings":["Department of Vehicles Engineering, University of Debrecen, Debrecen, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Vehicles Engineering, University of Debrecen, Debrecen, Hungary","institution_ids":["https://openalex.org/I132735039"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5039090895"],"corresponding_institution_ids":["https://openalex.org/I4210132231"],"apc_list":{"value":2836,"currency":"USD","value_usd":2836},"apc_paid":{"value":2836,"currency":"USD","value_usd":2836},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"Volume 19","issue":null,"first_page":"1","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11642","display_name":"Genomics and Rare Diseases","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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/T10261","display_name":"Genetic Associations and Epidemiology","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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/artificial-intelligence","display_name":"artificial intelligence","score":0.9190000295639038},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"precision medicine","score":0.6909999847412109},{"id":"https://openalex.org/keywords/genomic-data-integration","display_name":"genomic data integration","score":0.6819999814033508},{"id":"https://openalex.org/keywords/population-diversity","display_name":"population diversity","score":0.7300000190734863},{"id":"https://openalex.org/keywords/genetic-variant-detection","display_name":"genetic variation detection","score":0.6779999732971191},{"id":"https://openalex.org/keywords/disease-association","display_name":"disease association","score":0.6779999732971191},{"id":"https://openalex.org/keywords/disease-risk-prediction","display_name":"disease risk prediction","score":0.8180000185966492},{"id":"https://openalex.org/keywords/treatment-response-prediction","display_name":"treatment response prediction","score":0.996999979019165},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.9980000257492065},{"id":"https://openalex.org/keywords/multi-omics-data","display_name":"multi-omics data","score":0.9190000295639038},{"id":"https://openalex.org/keywords/model-generalization","display_name":"model generalization","score":0.871999979019165},{"id":"https://openalex.org/keywords/data-standardization","display_name":"data standardization","score":0.5889999866485596},{"id":"https://openalex.org/keywords/clinical-implementation","display_name":"clinical implementation","score":0.3540000021457672},{"id":"https://openalex.org/keywords/reproducibility","display_name":"reproducibility","score":0.7710000276565552},{"id":"https://openalex.org/keywords/ethical-governance","display_name":"ethical governance","score":0.5419999957084656}],"concepts":[{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.836899995803833},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.6972000002861023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6001999974250793},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5763000249862671},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5641999840736389},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.49950000643730164},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4584999978542328},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.45100000500679016},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.44020000100135803},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4244000017642975},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.4163999855518341},{"id":"https://openalex.org/C3020000205","wikidata":"https://www.wikidata.org/wiki/Q2412849","display_name":"Narrative review","level":2,"score":0.3799999952316284},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36399999260902405},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3203999996185303},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2978000044822693},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.2930000126361847},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.2865999937057495},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28279998898506165},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C189206191","wikidata":"https://www.wikidata.org/wiki/Q222046","display_name":"Genomics","level":4,"score":0.2556999921798706},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2515000104904175},{"id":"https://openalex.org/C163293594","wikidata":"https://www.wikidata.org/wiki/Q7834541","display_name":"Translational bioinformatics","level":5,"score":0.25119999051094055}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.2147/jmdh.s623353","doi":"https://doi.org/10.2147/jmdh.s623353","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s623353","pdf_url":"https://www.dovepress.com/article/download/118372","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},{"id":"pmid:42631222","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42631222","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,"listed_in":[],"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 multidisciplinary healthcare","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13496132","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13496132/","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,"listed_in":[],"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","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"J Multidiscip Healthc","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:6c801853a5644000aa8b89969b2e0939","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/6c801853a5644000aa8b89969b2e0939","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Journal of Multidisciplinary Healthcare, Vol Volume 19, Iss Issue 1, Pp 1-35 (2026)","raw_type":"article"},{"id":"pmh:oai:dovepress.com/118372","doi":null,"is_oa":true,"landing_page_url":"https://www.dovepress.com/integrating-artificial-intelligence-with-global-genomic-resources-a-na-peer-reviewed-fulltext-article-JMDH","pdf_url":null,"source":{"id":"https://openalex.org/S4306401012","display_name":"Dove Medical Press (Taylor and Francis Group)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Review"}],"best_oa_location":{"id":"doi:10.2147/jmdh.s623353","doi":"https://doi.org/10.2147/jmdh.s623353","is_oa":true,"landing_page_url":"https://doi.org/10.2147/jmdh.s623353","pdf_url":"https://www.dovepress.com/article/download/118372","source":{"id":"https://openalex.org/S2764580016","display_name":"Journal of Multidisciplinary Healthcare","issn_l":"1178-2390","issn":["1178-2390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320348","host_organization_name":"Dove Medical Press","host_organization_lineage":["https://openalex.org/P4310320348","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Dove Medical Press","Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Multidisciplinary Healthcare","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9763000011444092,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325658","display_name":"Debreceni Egyetem","ror":"https://ror.org/02xf66n48"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203595976.pdf","grobid_xml":"https://content.openalex.org/works/W7203595976.grobid-xml"},"referenced_works_count":119,"referenced_works":["https://openalex.org/W2109389832","https://openalex.org/W2404901863","https://openalex.org/W2789128799","https://openalex.org/W2906579327","https://openalex.org/W2911526543","https://openalex.org/W2912320302","https://openalex.org/W2956972896","https://openalex.org/W2961798429","https://openalex.org/W2965818420","https://openalex.org/W2987478814","https://openalex.org/W2989808997","https://openalex.org/W2997062412","https://openalex.org/W3004874475","https://openalex.org/W3011873412","https://openalex.org/W3017335992","https://openalex.org/W3021543839","https://openalex.org/W3040489902","https://openalex.org/W3082078093","https://openalex.org/W3096518222","https://openalex.org/W3110223342","https://openalex.org/W3120668270","https://openalex.org/W3128391699","https://openalex.org/W3136213531","https://openalex.org/W3157920077","https://openalex.org/W3162684390","https://openalex.org/W3164651207","https://openalex.org/W3169962591","https://openalex.org/W3181321447","https://openalex.org/W3184056280","https://openalex.org/W3200866211","https://openalex.org/W3201845545","https://openalex.org/W3207534753","https://openalex.org/W4206914990","https://openalex.org/W4210266986","https://openalex.org/W4225886141","https://openalex.org/W4226029570","https://openalex.org/W4281628031","https://openalex.org/W4283712790","https://openalex.org/W4292260052","https://openalex.org/W4295211065","https://openalex.org/W4297505026","https://openalex.org/W4300960771","https://openalex.org/W4309941180","https://openalex.org/W4311127561","https://openalex.org/W4312437247","https://openalex.org/W4313435195","https://openalex.org/W4313495080","https://openalex.org/W4318677254","https://openalex.org/W4318983406","https://openalex.org/W4361199852","https://openalex.org/W4384826941","https://openalex.org/W4385342688","https://openalex.org/W4387268000","https://openalex.org/W4387587504","https://openalex.org/W4388526551","https://openalex.org/W4388568356","https://openalex.org/W4388851821","https://openalex.org/W4389781208","https://openalex.org/W4390506881","https://openalex.org/W4391543515","https://openalex.org/W4393312806","https://openalex.org/W4395033074","https://openalex.org/W4395462076","https://openalex.org/W4401530126","https://openalex.org/W4401566572","https://openalex.org/W4401853174","https://openalex.org/W4401863342","https://openalex.org/W4403202329","https://openalex.org/W4403365552","https://openalex.org/W4403468895","https://openalex.org/W4403503429","https://openalex.org/W4404009802","https://openalex.org/W4404329402","https://openalex.org/W4404468522","https://openalex.org/W4406613958","https://openalex.org/W4407028552","https://openalex.org/W4407204088","https://openalex.org/W4407238635","https://openalex.org/W4407414572","https://openalex.org/W4408275974","https://openalex.org/W4408276161","https://openalex.org/W4409175345","https://openalex.org/W4409404373","https://openalex.org/W4409701226","https://openalex.org/W4409758204","https://openalex.org/W4410521470","https://openalex.org/W4410708351","https://openalex.org/W4411297882","https://openalex.org/W4411433760","https://openalex.org/W4411456350","https://openalex.org/W4411673792","https://openalex.org/W4411900268","https://openalex.org/W4412637939","https://openalex.org/W4413080375","https://openalex.org/W4413270752","https://openalex.org/W4413433206","https://openalex.org/W4413854001","https://openalex.org/W4414413410","https://openalex.org/W4414544601","https://openalex.org/W4414899678","https://openalex.org/W4415052787","https://openalex.org/W4415196179","https://openalex.org/W4415275939","https://openalex.org/W4415335087","https://openalex.org/W4415731731","https://openalex.org/W4416121583","https://openalex.org/W4416304492","https://openalex.org/W4416344712","https://openalex.org/W4417041364","https://openalex.org/W4417447887","https://openalex.org/W7084082085","https://openalex.org/W7118922844","https://openalex.org/W7125912384","https://openalex.org/W7128432325","https://openalex.org/W7128925790","https://openalex.org/W7137062042","https://openalex.org/W7138915831","https://openalex.org/W7148506957","https://openalex.org/W7154834154"],"related_works":["https://openalex.org/W7219464354","https://openalex.org/W7171498340","https://openalex.org/W7163376717","https://openalex.org/W4387268000","https://openalex.org/W4226329457","https://openalex.org/W7167361835","https://openalex.org/W7135099539","https://openalex.org/W7223153968","https://openalex.org/W4406989433","https://openalex.org/W7160955958"],"abstract_inverted_index":{"Purpose:":[0],"This":[1],"review":[2,39],"aimed":[3],"to":[4,17,28,71,98,180,190],"explore":[5],"how":[6],"artificial":[7,72,146,217],"intelligence":[8,73,147,218],"can":[9,148],"be":[10,243],"integrated":[11],"with":[12,25,219],"global":[13,220],"genomic":[14,76,123,221,249],"resources":[15,222],"and":[16,33,49,62,79,95,102,127,133,139,152,163,166,184,207,235,259],"examine":[18],"its":[19],"implications":[20],"for":[21,170,226],"advancing":[22,227],"precision":[23,80,171,228,237],"medicine,":[24],"particular":[26],"attention":[27],"population":[29,175],"diversity,":[30],"predictive":[31,168],"modeling,":[32],"clinical":[34,140,204,208],"translation.":[35],"Methods:":[36],"A":[37,106],"narrative":[38,92],"design":[40],"was":[41,87,177],"adopted,":[42],"drawing":[43],"on":[44,69,253],"literature":[45],"from":[46,84],"major":[47],"databases":[48],"supplementary":[50],"search":[51],"sources":[52],"including":[53],"PubMed,":[54],"Scopus,":[55],"Web":[56],"of":[57,108,154,160,216],"Science,":[58],"IEEE":[59],"Xplore,":[60],"Embase,":[61],"Google":[63],"Scholar.":[64],"Studies":[65],"were":[66,111],"selected":[67],"based":[68],"relevance":[70],"applications":[74],"in":[75,113,197],"data":[77,124,176,191],"analysis":[78,153],"medicine.":[81,172,238],"Key":[82],"information":[83],"included":[85,112],"studies":[86,110],"extracted":[88],"using":[89],"a":[90],"structured":[91],"extraction":[93],"framework":[94],"synthesized":[96],"thematically":[97],"identify":[99],"key":[100],"patterns":[101],"emerging":[103],"insights.":[104],"Results:":[105],"total":[107],"54":[109],"this":[114,240],"review.":[115],"The":[116,214],"synthesis":[117],"identified":[118],"five":[119],"recurring":[120],"application":[121],"areas:":[122],"integration,":[125],"variant":[126],"disease":[128,131,164],"association":[129],"detection,":[130],"susceptibility":[132],"risk":[134],"prediction,":[135,138],"treatment":[136],"response":[137],"decision":[141],"support.":[142],"Findings":[143],"indicate":[144],"that":[145],"support":[149,157],"the":[150,158],"integration":[151,215],"multi-omics":[155],"data,":[156],"identification":[159],"genetic":[161],"variants":[162],"associations,":[165],"improve":[167,181],"modeling":[169],"Incorporating":[173],"diverse":[174],"also":[178],"reported":[179],"model":[182],"generalizability":[183],"reduce":[185],"bias.":[186],"However,":[187,239],"challenges":[188],"related":[189],"standardization,":[192],"interoperability,":[193],"ethical":[194],"governance,":[195],"overfitting":[196],"small":[198],"or":[199],"biased":[200],"cohorts,":[201],"limited":[202,256],"prospective":[203],"validation,":[205,258],"reproducibility,":[206],"implementation":[209],"remain":[210,251],"significant":[211],"barriers.":[212],"Conclusion:":[213],"holds":[223],"substantial":[224],"promise":[225,241],"medicine":[229],"by":[230],"enabling":[231],"more":[232],"accurate,":[233],"inclusive,":[234],"individualized":[236],"should":[242],"interpreted":[244],"cautiously":[245],"because":[246],"many":[247],"AI":[248],"models":[250],"dependent":[252],"retrospective":[254],"datasets,":[255],"external":[257],"variable":[260],"reproducibility.":[261]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-08-18T00:00:00"}
