{"title":"Artificial intelligence in cardiovascular pharmacotherapy: applications and perspectives.","authors":"Francesco Costa,Juan Jose Gomez Doblas,Arancha Díaz Expósito,Marianna Adamo,Fabrizio D'Ascenzo,Lukasz Kołtowski,Luca Saba,Guiomar Mendieta,Felice Gragnano,Paolo Calabrò,Lina Badimon,Borja Ibañez,Roxana Mehran,Dominick J Angiolillo,Thomas Lüscher,Davide Capodanno","doi":"10.1093/eurheartj/ehaf474","DOIUrl":"https://doi.org/10.1093/eurheartj/ehaf474","url":null,"abstract":"Recent advances in artificial intelligence (AI) have shown great potential in improving cardiovascular pharmacotherapy by optimizing drug selection, predicting therapeutic efficacy and adverse effects, ultimately improving patient outcomes. Leveraging techniques like machine learning and in silico modelling, AI can identify populations likely to benefit from specific treatments, expedite novel drug discovery and reduce costs. Computational methods can also facilitate the detection of drug interactions and tailor interventions based on real-world data, supporting personalized care. Artificial intelligence-based approaches also show promise in streamlining clinical trial design and execution, leveraging on real-time data on patient responsiveness, enhancing recruitment efficiency. However, in order to fully realize these benefits, robust validation across diverse patient populations is necessary to ensure accuracy and generalizability. In addition, addressing concerns regarding data quality, privacy, and bias is equally critical to avoid exacerbating existing healthcare disparities. Scientific societies and regulatory agencies must ultimately establish standardized frameworks for data management, model certification, and transparency, to enable safe and effective integration of AI into clinical practice. This manuscript aims at systematically reviewing the current state-of-the-art applications of AI in cardiovascular pharmacotherapy, describing their current potential in guiding treatment decisions, refine trial methodologies and support drug discovery.","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":"94 1","pages":""},"PeriodicalIF":39.3,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144630360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jens Erik Nielsen-Kudsk,Lucas V A Boersma,A John Camm
{"title":"Left atrial appendage closure: a reappraisal of atrial fibrillation guidelines.","authors":"Jens Erik Nielsen-Kudsk,Lucas V A Boersma,A John Camm","doi":"10.1093/eurheartj/ehaf454","DOIUrl":"https://doi.org/10.1093/eurheartj/ehaf454","url":null,"abstract":"","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":"29 1","pages":""},"PeriodicalIF":39.3,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144630255","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Thijs J Luttikholt, Jos Thannhauser, Niels van Royen
{"title":"Detection of large areas of thin-cap fibroatheroma in a recurrent STEMI patient using a novel artificial intelligence algorithm: moving from 2D to 3D.","authors":"Thijs J Luttikholt, Jos Thannhauser, Niels van Royen","doi":"10.1093/eurheartj/ehaf189","DOIUrl":"10.1093/eurheartj/ehaf189","url":null,"abstract":"","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":" ","pages":"2712"},"PeriodicalIF":37.6,"publicationDate":"2025-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143802841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Oral health benefits and safety of xylitol and potential cardiovascular risk: questioning the validity of the model of Witkowski et al.","authors":"Gregory C Valentine, Eva Söderling, Peter Milgrom","doi":"10.1093/eurheartj/ehaf058","DOIUrl":"10.1093/eurheartj/ehaf058","url":null,"abstract":"","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":" ","pages":"2705-2706"},"PeriodicalIF":37.6,"publicationDate":"2025-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143603822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Franz H Messerli, Louis Hofstetter, Sripal Bangalore
{"title":"The double-edged sword of heart rate lowering in cardiovascular disease.","authors":"Franz H Messerli, Louis Hofstetter, Sripal Bangalore","doi":"10.1093/eurheartj/ehaf310","DOIUrl":"10.1093/eurheartj/ehaf310","url":null,"abstract":"","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":" ","pages":"2670-2672"},"PeriodicalIF":37.6,"publicationDate":"2025-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144224803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Xylitol and cardiovascular risks.","authors":"Marco Witkowski, Stanley L Hazen","doi":"10.1093/eurheartj/ehaf059","DOIUrl":"10.1093/eurheartj/ehaf059","url":null,"abstract":"","PeriodicalId":11976,"journal":{"name":"European Heart Journal","volume":" ","pages":"2707-2708"},"PeriodicalIF":37.6,"publicationDate":"2025-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143603751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}