European Heart Journal

1. Dhingra LS, Aminorroaya A, Sangha V, Pedroso AF, Asselbergs FW, Brant LC, Barreto SM, Ribeiro AL, Krumholz HM, Oikonomou EK, Khera R. Heart failure risk stratification using artificial intelligence applied to electrocardiogram images: a multinational study. European Heart Journal. 2025 Jan 13:ehae914. link 

2. Long A, Finer J, Hartman H, Hartzel D, Jing L, Kelsey C, Rocha D, Ruhl J, Vanmaanen D, Elnabawi Y, Metser G. Deep learning for echocardiographic assessment and risk stratification of aortic, mitral, and tricuspid regurgitation: the DELINEATE-Regurgitation study. European Heart Journal. 2025 Mar 29:ehaf248. link 

3. Bouzid Z, Sejdic E, Martin-Gill C, Faramand Z, Frisch S, Alrawashdeh M, Helman S, Gokhale TA, Riek NT, Kraevsky-Phillips K, Gregg RE. Electrocardiogram-based machine learning for risk stratification of patients with suspected acute coronary syndrome. European Heart Journal. 2025 Jan 13:ehae880. link 

4. Büscher A, Plagwitz L, Yildirim K, Brix TJ, Neuhaus P, Bickmann L, Menke AF, van Almsick VF, Pavenstädt H, Kümpers P, Heider D. Deep learning electrocardiogram model for risk stratification of coronary revascularization need in the emergency department. European Heart Journal. 2025 Mar 29:ehaf254. link 

5. Souza AC, Troschel AS, Marquardt JP, Hadžić I, Foldyna B, Moura FA, Hainer J, Divakaran S, Blankstein R, Dorbala S, Di Carli MF. Skeletal muscle adiposity, coronary microvascular dysfunction, and adverse cardiovascular outcomes. European Heart Journal. 2025 Jan 20:ehae827. link 

6. Fiorina L, Carbonati T, Narayanan K, Li J, Henry C, Singh JP, Marijon E. Near-term prediction of sustained ventricular arrhythmias applying artificial intelligence to single-lead ambulatory electrocardiogram. European Heart Journal. 2025 Jun 1;46(21):1998-2008. link 

7. Lee MS, Shin TG, Lee Y, Kim DH, Choi SH, Cho H, Lee MJ, Jeong KY, Kim WY, Min YG, Han C. Artificial intelligence applied to electrocardiogram to rule out acute myocardial infarction: the ROMIAE multicentre study. European heart journal. 2025 May 21;46(20):1917-29. link 

8. Mayourian J, El-Bokl A, Lukyanenko P, La Cava WG, Geva T, Valente AM, Triedman JK, Ghelani SJ. Electrocardiogram-based deep learning to predict mortality in paediatric and adult congenital heart disease. European Heart Journal. 2025 Mar 1;46(9):856-68. link 

9. Wenzl FA, Wang P, Arrigo M, Parenica J, Jones DJ, Bruno F, Tarnowski D, Hartmann O, Boucek L, Lang F, Obeid S. Proenkephalin improves cardio-renal risk prediction in acute coronary syndromes: the KID-ACS score. European heart journal. 2025 Jan 1;46(1):38-54. link 

10. Cho S, Eom S, Kim D, Kim TH, Uhm JS, Pak HN, Lee MH, Yang PS, Lee E, Attia ZI, Friedman PA. Artificial intelligence–derived electrocardiographic aging and risk of atrial fibrillation: a multi-national study. European heart journal. 2025 Mar 1;46(9):839-52. link 

11. Hausleiter J, Lachmann M, Stolz L, Bedogni F, Rubbio AP, Estévez-Loureiro R, Raposeiras-Roubin S, Boekstegers P, Karam N, Rudolph V. Artificial intelligence-derived risk score for mortality in secondary mitral regurgitation treated by transcatheter edge-to-edge repair: the EuroSMR risk score. European Heart Journal. 2024 Mar 14;45(11):922-36. link 

12. Chen Z, Dazard JE, Khalifa Y, Motairek I, Al-Kindi S, Rajagopalan S. Artificial intelligence–based assessment of built environment from Google Street View and coronary artery disease prevalence. European heart journal. 2024 May 1;45(17):1540-9. link 

13. Jabbour G, Nolin-Lapalme A, Tastet O, Corbin D, Jordà P, Sowa A, Delfrate J, Busseuil D, Hussin JG, Dubé MP, Tardif JC. Prediction of incident atrial fibrillation using deep learning, clinical models, and polygenic scores. European Heart Journal. 2024 Dec 7;45(46):4920-34. link 

14. Nurmohamed NS, Min JK, Anthopolos R, Reynolds HR, Earls JP, Crabtree T, Mancini GJ, Leipsic J, Budoff MJ, Hague CJ, O'Brien SM. Atherosclerosis quantification and cardiovascular risk: the ISCHEMIA trial. European heart journal. 2024 Sep 21;45(36):3735-47. link 

15. Landmesser U, Ali ZA, Maehara A, Matsumura M, Shlofmitz RA, Guagliumi G, Price MJ, Hill JM, Akasaka T, Prati F, Bezerra HG. Optical coherence tomography predictors of clinical outcomes after stent implantation: the ILUMIEN IV trial. European Heart Journal. 2024 Nov 14;45(43):4630-43. link 

16. Huang H, Liu Y, Shuai W, Jiang C, Zhang M, Qu X, Zheng W, Yang H, Liu F, Yu B, Chen M. Atrial tachyarrhythmia prevention by Shensong Yangxin after catheter ablation for persistent atrial fibrillation: the SS-AFRF trial. European Heart Journal. 2024 Oct 21;45(40):4305-14. link 

17. Pirruccello JP, Khurshid S, Lin H, Weng LC, Zamirpour S, Kany S, Raghavan A, Koyama S, Vasan RS, Benjamin EJ, Lindsay ME. The AORTA Gene score for detection and risk stratification of ascending aortic dilation. European Heart Journal. 2024 Oct 21;45(40):4318-32. link 

18. Hausleiter J, Lachmann M, Stolz L, Bedogni F, Rubbio AP, Estévez-Loureiro R, Raposeiras-Roubin S, Boekstegers P, Karam N, Rudolph V. Artificial intelligence-derived risk score for mortality in secondary mitral regurgitation treated by transcatheter edge-to-edge repair: the EuroSMR risk score. European Heart Journal. 2024 Mar 14;45(11):922-36. link 

19. Pieszko K, Hiczkiewicz J, Łojewska K, Uziębło-Życzkowska B, Krzesiński P, Gawałko M, Budnik M, Starzyk K, Wożakowska-Kapłon B, Daniłowicz-Szymanowicz L, Kaufmann D. Artificial intelligence in detecting left atrial appendage thrombus by transthoracic echocardiography and clinical features: the Left Atrial Thrombus on Transoesophageal Echocardiography (LATTEE) registry. European Heart Journal. 2024 Jan 1;45(1):32-41. link 

20. Bhave S, Rodriguez V, Poterucha T, Mutasa S, Aberle D, Capaccione KM, Chen Y, Dsouza B, Dumeer S, Goldstein J, Hodes A. Deep learning to detect left ventricular structural abnormalities in chest X-rays. European heart journal. 2024 Jun 7;45(22):2002-12. link 

21. Nurmohamed NS, Min JK, Anthopolos R, Reynolds HR, Earls JP, Crabtree T, Mancini GJ, Leipsic J, Budoff MJ, Hague CJ, O'Brien SM. Atherosclerosis quantification and cardiovascular risk: the ISCHEMIA trial. European heart journal. 2024 Sep 21;45(36):3735-47. link 

22. Holste G, Oikonomou EK, Mortazavi BJ, Coppi A, Faridi KF, Miller EJ, Forrest JK, McNamara RL, Ohno-Machado L, Yuan N, Gupta A. Severe aortic stenosis detection by deep learning applied to echocardiography. European Heart Journal. 2023 Nov 14;44(43):4592-604. link 

23. Holste G, Oikonomou EK, Mortazavi BJ, Coppi A, Faridi KF, Miller EJ, Forrest JK, McNamara RL, Ohno-Machado L, Yuan N, Gupta A. Severe aortic stenosis detection by deep learning applied to echocardiography. European Heart Journal. 2023 Nov 14;44(43):4592-604. link 

24. Wang HY, Zhang R, Dou K, Huang Y, Xie L, Qiao Z, Zou T, Guan C, Song L, Yang W, Wu Y. Left main bifurcation stenting: impact of residual ischaemia on cardiovascular mortality. European Heart Journal. 2023 Nov 1;44(41):4324-36. link 

25. Holste G, Oikonomou EK, Mortazavi BJ, Coppi A, Faridi KF, Miller EJ, Forrest JK, McNamara RL, Ohno-Machado L, Yuan N, Gupta A. Severe aortic stenosis detection by deep learning applied to echocardiography. European Heart Journal. 2023 Nov 14;44(43):4592-604. link 

26. Wouters PC, van de Leur RR, Vessies MB, van Stipdonk AM, Ghossein MA, Hassink RJ, Doevendans PA, van der Harst P, Maass AH, Prinzen FW, Vernooy K. Electrocardiogram-based deep learning improves outcome prediction following cardiac resynchronization therapy. European heart journal. 2023 Feb 21;44(8):680-92. link 

27. Rao S, Nazarzadeh M, Canoy D, Li Y, Huang J, Mamouei M, Salimi-Khorshidi G, Schutte AE, Neal B, Smith GD, Rahimi K. Sodium-based paracetamol: impact on blood pressure, cardiovascular events, and all-cause mortality. European Heart Journal. 2023 Nov 7;44(42):4448-57. link 

28. Garg P, Gosling R, Swoboda P, Jones R, Rothman A, Wild JM, Kiely DG, Condliffe R, Alabed S, Swift AJ. Cardiac magnetic resonance identifies raised left ventricular filling pressure: prognostic implications. European Heart Journal. 2022 Jul 7;43(26):2511-22. link 

29. Würtz M, Olesen KK, Mortensen MB, Eikelboom JW, Mohammad MA, Erlinge D, Kristensen SD, Maeng M. Dual antithrombotic treatment in chronic coronary syndrome: European Society of Cardiology criteria vs. CHADS-P2A2RC score. European Heart Journal. 2022 Mar 7;43(10):996-1004. link 

30. Jerkeman M, Sultanian P, Lundgren P, Nielsen N, Helleryd E, Dworeck C, Omerovic E, Nordberg P, Rosengren A, Hollenberg J, Claesson A. Trends in survival after cardiac arrest: a Swedish nationwide study over 30 years. European heart journal. 2022 Dec 7;43(46):4817-29. link 

31. Cohen-Shelly M, Attia ZI, Friedman PA, Ito S, Essayagh BA, Ko WY, Murphree DH, Michelena HI, Enriquez-Sarano M, Carter RE, Johnson PW. Electrocardiogram screening for aortic valve stenosis using artificial intelligence. European heart journal. 2021 Aug 7;42(30):2885-96. link 

32. Elliott PM. Personalized medicine for dilated cardiomyopathy. European Heart Journal. 2021 Jan 7;42(2):175-7. link 

33. Antoniades C, Asselbergs FW, Vardas P. The year in cardiovascular medicine 2020: digital health and innovation. European heart journal. 2021 Feb 14;42(7):732-9. link 

34. Peyster EG, Arabyarmohammadi S, Janowczyk A, Azarianpour-Esfahani S, Sekulic M, Cassol C, Blower L, Parwani A, Lal P, Feldman MD, Margulies KB. An automated computational image analysis pipeline for histological grading of cardiac allograft rejection. European heart journal. 2021 Jun 21;42(24):2356-69. link 

35. Ciampi Q, Zagatina A, Cortigiani L, Wierzbowska-Drabik K, Kasprzak JD, Haberka M, Djordjevic-Dikic A, Beleslin B, Boshchenko A, Ryabova T, Gaibazzi N. Prognostic value of stress echocardiography assessed by the ABCDE protocol. European heart journal. 2021 Oct 1;42(37):3869-78. link 

36. Cohen-Shelly M, Attia ZI, Friedman PA, Ito S, Essayagh BA, Ko WY, Murphree DH, Michelena HI, Enriquez-Sarano M, Carter RE, Johnson PW. Electrocardiogram screening for aortic valve stenosis using artificial intelligence. European heart journal. 2021 Aug 7;42(30):2885-96. link 

37. Prifti E, Fall A, Davogustto G, Pulini A, Denjoy I, Funck-Brentano C, Khan Y, Durand-Salmon A, Badilini F, Wells QS, Leenhardt A. Deep learning analysis of electrocardiogram for risk prediction of drug-induced arrhythmias and diagnosis of long QT syndrome. European Heart Journal. 2021 Oct 7;42(38):3948-61. link 

38. Zamorano JL, Pinto FJ, Solano-Lopez J, Bucciarelli-Ducci C. The year in cardiovascular medicine 2020: imaging. European Heart Journal. 2021 Feb 14;42(7):740-9. link 

39. Hoogeveen RM, Pereira JP, Nurmohamed NS, Zampoleri V, Bom MJ, Baragetti A, Boekholdt SM, Knaapen P, Khaw KT, Wareham NJ, Groen AK. Improved cardiovascular risk prediction using targeted plasma proteomics in primary prevention. European heart journal. 2020 Nov 1;41(41):3998-4007. link 

40. Antoniades C, Antonopoulos AS, Deanfield J. Imaging residual inflammatory cardiovascular risk. European Heart Journal. 2020 Feb 7;41(6):748-58. link 

41. Tokodi M, Schwertner WR, Kovács A, Tősér Z, Staub L, Sárkány A, Lakatos BK, Behon A, Boros AM, Perge P, Kutyifa V. Machine learning-based mortality prediction of patients undergoing cardiac resynchronization therapy: the SEMMELWEIS-CRT score. European heart journal. 2020 May 7;41(18):1747-56. link 

42. Lin S, Li Z, Fu B, Chen S, Li X, Wang Y, Wang X, Lv B, Xu B, Song X, Zhang YJ. Feasibility of using deep learning to detect coronary artery disease based on facial photo. European heart journal. 2020 Dec 7;41(46):4400-11. link 

43. Corral-Acero J, Margara F, Marciniak M, Rodero C, Loncaric F, Feng Y, Gilbert A, Fernandes JF, Bukhari HA, Wajdan A, Martinez MV. The ‘Digital Twin’to enable the vision of precision cardiology. European heart journal. 2020 Dec 21;41(48):4556-64. link 

44. Oikonomou EK, Williams MC, Kotanidis CP, Desai MY, Marwan M, Antonopoulos AS, Thomas KE, Thomas S, Akoumianakis I, Fan LM, Kesavan S. A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CT angiography. European heart journal. 2019 Nov 14;40(43):3529-43. link 

45. Oikonomou EK, Williams MC, Kotanidis CP, Desai MY, Marwan M, Antonopoulos AS, Thomas KE, Thomas S, Akoumianakis I, Fan LM, Kesavan S. A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CT angiography. European heart journal. 2019 Nov 14;40(43):3529-43. link 

46. Al’Aref SJ, Anchouche K, Singh G, Slomka PJ, Kolli KK, Kumar A, Pandey M, Maliakal G, Van Rosendael AR, Beecy AN, Berman DS. Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging. European heart journal. 2019 Jun 21;40(24):1975-86. link 

47. Diller GP, Kempny A, Babu-Narayan SV, Henrichs M, Brida M, Uebing A, Lammers AE, Baumgartner H, Li W, Wort SJ, Dimopoulos K. Machine learning algorithms estimating prognosis and guiding therapy in adult congenital heart disease: data from a single tertiary centre including 10 019 patients. European heart journal. 2019 Apr 1;40(13):1069-77. link 

48. Desteghe L, Vijgen J, Koopman P, Dilling-Boer D, Schurmans J, Dendale P, Heidbuchel H. Telemonitoring-based feedback improves adherence to non-vitamin K antagonist oral anticoagulants intake in patients with atrial fibrillation. European heart journal. 2018 Apr 21;39(16):1394-403. link 

49. Collet C, Onuma Y, Sonck J, Asano T, Vandeloo B, Kornowski R, Tu S, Westra J, Holm NR, Xu B, de Winter RJ. Diagnostic performance of angiography-derived fractional flow reserve: a systematic review and Bayesian meta-analysis. European Heart Journal. 2018 Sep 14;39(35):3314-21. link 

50. Hemingway H, Asselbergs FW, Danesh J, Dobson R, Maniadakis N, Maggioni A, Van Thiel GJ, Cronin M, Brobert G, Vardas P, Anker SD. Big data from electronic health records for early and late translational cardiovascular research: challenges and potential. European heart journal. 2018 Apr 21;39(16):1481-95. link 

51. Motwani M, Dey D, Berman DS, Germano G, Achenbach S, Al-Mallah MH, Andreini D, Budoff MJ, Cademartiri F, Callister TQ, Chang HJ. Machine learning for prediction of all-cause mortality in patients with suspected coronary artery disease: a 5-year multicentre prospective registry analysis. European heart journal. 2017 Feb 14;38(7):500-7. link 

52. Budde T, Haude M, Höpp HW, Kerber S, Caspari G, Fassbender G, Fingerhut M, Novopashenny I, Breithardt G, Erbel R, Erdmann E. A prognostic computer model to predict individual outcome in interventional cardiology: the INTERVENT Project. European heart journal. 1997 Oct 1;18(10):1611-9. link 

53. Kennedy RL, Fraser HS, McStay LN, Harrison RF. Early diagnosis of acute myocardial infarction using clinical and electrocardiographic data at presentation: derivation and evaluation of logistic regression models. European heart journal. 1996 Aug 1;17(8):1181-91. link