Artificial Intelligence in Ventricular Arrhythmias and Sudden Death

被引:5
|
作者
Holmstroem, Lauri [1 ,2 ]
Zhang, Frank Zijun [1 ]
Ouyang, David [1 ]
Dey, Damini [1 ]
Slomka, Piotr J. [1 ]
Chugh, Sumeet S. [1 ,2 ,3 ]
机构
[1] Cedars Sinai Hlth Syst, Dept Med, Div Artificial Intelligence Med, Los Angeles, CA USA
[2] Sinai Hlth Syst, Smidt Heart Inst, Ctr Cardiac Arrest Prevent, Dept Cardiol, Los Angeles, CA USA
[3] Adv Hlth Sci Pavil, Div Artificial Intelligence Med, Suite A3100,127 S San Vicente Blvd, Los Angeles, CA 90048 USA
基金
美国国家卫生研究院;
关键词
Artificial intelligence; machine learning; deep learning; sudden cardiac arrest; sudden cardiac death; ventricular arrhythmia; prediction; IMPLANTABLE CARDIOVERTER-DEFIBRILLATOR; HOSPITAL CARDIAC-ARREST; PREDICTION MODEL; RISK; THERAPY; EVENTS; SCORE; RESYNCHRONIZATION; SURVEILLANCE; VALIDATION;
D O I
10.15420/aer.2022.42
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Sudden cardiac arrest due to lethal ventricular arrhythmias is a major cause of mortality worldwide and results in more years of potential life lost than any individual cancer. Most of these sudden cardiac arrest events occur unexpectedly in individuals who have not been identified as highrisk due to the inadequacy of current risk stratification tools. Artificial intelligence tools are increasingly being used to solve complex problems and are poised to help with this major unmet need in the field of clinical electrophysiology. By leveraging large and detailed datasets, artificial intelligence-based prediction models have the potential to enhance the risk stratification of lethal ventricular arrhythmias. This review presents a synthesis of the published literature and a discussion of future directions in this field.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Prediction of sudden cardiac death using artificial intelligence: Current status and future directions
    Kolk, Maarten Z. H.
    Ruiperez-Campillo, Samuel
    Wilde, Arthur A. M.
    Knops, Reinoud E.
    Narayan, Sanjiv M.
    Tjong, Fleur V. Y.
    HEART RHYTHM, 2025, 22 (03) : 756 - 766
  • [2] Can artificial intelligence lower the global sudden cardiac death rate? A narrative review
    Chityala, Raja Savanth Reddy
    Bishwakarma, Sandhya
    Shah, Kaival Malav
    Pandey, Ashmita
    Saad, Muhammad
    JOURNAL OF ELECTROCARDIOLOGY, 2025, 89
  • [3] Ventricular arrhythmias, sudden death and heart failure
    Bounhoure, Jean Paul
    Galinier, Michel
    Boveda, Serge
    Albenque, Jean-Paul
    BULLETIN DE L ACADEMIE NATIONALE DE MEDECINE, 2010, 194 (06): : 997 - 1007
  • [4] Ventricular arrhythmias and sudden cardiac death
    John, Roy M.
    Tedrow, Usha B.
    Koplan, Bruce A.
    Albert, Christine M.
    Epstein, Laurence M.
    Sweeney, Michael O.
    Miller, Amy Leigh
    Michaud, Gregory F.
    Stevenson, William G.
    LANCET, 2012, 380 (9852) : 1520 - 1529
  • [5] Sudden Cardiac Death and Ventricular Arrhythmias in Hypertrophic Cardiomyopathy
    Moore, Benjamin
    Semsarian, Christopher
    Chan, Kim H.
    Sy, Raymond W.
    HEART LUNG AND CIRCULATION, 2019, 28 (01) : 146 - 154
  • [6] Ventricular arrhythmias and sudden death in patients taking ibrutinib
    Lampson, Benjamin L.
    Yu, Lijian
    Glynn, Robert J.
    Barrientos, Jacqueline C.
    Jacobsen, Eric D.
    Banerji, Versha
    Jones, Jeffrey A.
    Walewska, Renata
    Savage, Kerry J.
    Michaud, Gregory F.
    Moslehi, Javid J.
    Brown, Jennifer R.
    BLOOD, 2017, 129 (18) : 2581 - 2584
  • [7] Risk stratification for ventricular arrhythmias and sudden cardiac death in arrhythmogenic right ventricular cardiomyopathy: an update
    Cadrin-Tourigny, Julia
    Bosman, Laurens P.
    Tadros, Rafik
    Talajic, Mario
    Rivard, Lena
    James, Cynthia A.
    Khairy, Paul
    EXPERT REVIEW OF CARDIOVASCULAR THERAPY, 2019, 17 (09) : 645 - 651
  • [8] Classic and Novel Biomarkers as Potential Predictors of Ventricular Arrhythmias and Sudden Cardiac Death
    Shomanova, Zornitsa
    Ohnewein, Bernhard
    Schernthaner, Christiane
    Hoefer, Killian
    Pogoda, Christian A.
    Frommeyer, Gerrit
    Wernly, Bernhard
    Brandt, Mathias C.
    Dieplinger, Anna-Maria
    Reinecke, Holger
    Hoppe, Uta C.
    Strohmer, Bernhard
    Pistulli, Rudin
    Motloch, Lukas J.
    JOURNAL OF CLINICAL MEDICINE, 2020, 9 (02)
  • [9] Role of Cardiovascular MRI in Patients with Ventricular Arrhythmias and Prevention of Sudden Cardiac Death
    Fenski, Maximilian
    Krueger, Leo Dyke
    Schulz-Menger, Jeanette
    AKTUELLE KARDIOLOGIE, 2023, 12 (03) : 199 - 206
  • [10] Sudden Cardiac Death and Idiopathic Ventricular Arrhythmias
    de Vries, Lennart
    Kis, Zsuzsanna
    Yap, Sing-Chien
    JOURNAL OF CARDIOVASCULAR EMERGENCIES, 2015, 1 (02): : 65 - 67