The electrocardiogram endeavour: from the Holter single-lead recordings to multilead wearable devices supported by computational machine learning algorithms

被引:16
作者
Vardas, Panos [1 ]
Cowie, Martin [2 ]
Dagres, Nikolaos [3 ]
Asvestas, Dimitrios [4 ]
Tzeis, Stylianos [4 ]
Vardas, Emmanuel P. [5 ]
Hindricks, Gerhard [3 ]
Camm, John [6 ]
机构
[1] Hygeia Hosp Grp, Heart Sect, Athens, Greece
[2] Imperial Coll London, London, England
[3] Univ Leipzig, Heart Ctr Leipzig, Dept Electrophys, Leipzig, Germany
[4] Mitera Gen Hosp, Hygeia Grp, Cardiol Dept, Athens, Greece
[5] 251 Airforce Gen Hosp, Athens, Greece
[6] St Georges Univ London, London, England
来源
EUROPACE | 2020年 / 22卷 / 01期
关键词
Electrocardiogram; Electrocardiography; Machine learning algorithms; Multilead wearable devices; 12-LEAD ELECTROCARDIOGRAM; ECG; CLASSIFICATION; ARTIFACTS; POSTERIOR; DISEASE;
D O I
10.1093/europace/euz249
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
This review aims to provide a comprehensive recapitulation of the evolution in the field of cardiac rhythm monitoring, shedding light in recent progress made in multilead ECG systems and wearable devices, with emphasis on the promising role of the artificial intelligence and computational techniques in the detection of cardiac abnormalities.
引用
收藏
页码:19 / 23
页数:5
相关论文
共 27 条
  • [1] A deep learning approach for real-time detection of atrial fibrillation
    Andersen, Rasmus S.
    Peimankar, Abdolrahman
    Puthusserypady, Sadasivan
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2019, 115 : 465 - 473
  • [2] Screening for cardiac contractile dysfunction using an artificial intelligence-enabled electrocardiogram
    Attia, Zachi I.
    Kapa, Suraj
    Lopez-Jimenez, Francisco
    McKie, Paul M.
    Ladewig, Dorothy J.
    Satam, Gaurav
    Pellikka, Patricia A.
    Enriquez-Sarano, Maurice
    Noseworthy, Peter A.
    Munger, Thomas M.
    Asirvatham, Samuel J.
    Scott, Christopher G.
    Carter, Rickey E.
    Friedman, Paul A.
    [J]. NATURE MEDICINE, 2019, 25 (01) : 70 - +
  • [3] THE DURATION OF HOLTER MONITORING IN PATIENTS WITH SYNCOPE - IS 24 HOURS ENOUGH
    BASS, EB
    CURTISS, EI
    ARENA, VC
    HANUSA, BH
    CECCHETTI, A
    KARPF, M
    KAPOOR, WN
    [J]. ARCHIVES OF INTERNAL MEDICINE, 1990, 150 (05) : 1073 - 1078
  • [4] Wearable, multimodal, vitals acquisition unit for intelligent field triage
    Beck, Christoph
    Georgiou, Julius
    [J]. HEALTHCARE TECHNOLOGY LETTERS, 2016, 3 (03) : 189 - 196
  • [5] Indications for the use of diagnostic implantable and external ECG loop recorders
    Brignole, Michele
    Vardas, Panos
    Hoffman, Ellen
    Huikuri, Heikki
    Moya, Angel
    Ricci, Renato
    Sulke, Neil
    Wieling, Wouter
    Auricchio, Angelo
    Lip, Gregory Y. H.
    Almendral, Jesus
    Kirchhof, Paulus
    Aliot, Etienne
    Gasparini, Maurizio
    Braunschweig, Frieder
    [J]. EUROPACE, 2009, 11 (05): : 671 - 687
  • [6] Sensing issues related to the clinical use of implantable loop recorders
    Chrysostomakis, SI
    Klapsinos, NC
    Simantirakis, EN
    Marketou, ME
    Kambouraki, DC
    Vardas, PE
    [J]. EUROPACE, 2003, 5 (02): : 143 - 148
  • [7] Classic Myocardial Infarction With a Silent 12-Lead Electrocardiogram (How Come?)
    Conti, C. Richard
    [J]. CLINICAL CARDIOLOGY, 2011, 34 (10) : 586 - 587
  • [8] DERIVING THE 12-LEAD ELECTROCARDIOGRAM FROM 4 (EASI) ELECTRODES
    DOWER, GE
    YAKUSH, A
    NAZZAL, SB
    JUTZY, RV
    RUIZ, CE
    [J]. JOURNAL OF ELECTROCARDIOLOGY, 1988, 21 : S182 - S187
  • [9] Dermatologist-level classification of skin cancer with deep neural networks
    Esteva, Andre
    Kuprel, Brett
    Novoa, Roberto A.
    Ko, Justin
    Swetter, Susan M.
    Blau, Helen M.
    Thrun, Sebastian
    [J]. NATURE, 2017, 542 (7639) : 115 - +
  • [10] Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs
    Gulshan, Varun
    Peng, Lily
    Coram, Marc
    Stumpe, Martin C.
    Wu, Derek
    Narayanaswamy, Arunachalam
    Venugopalan, Subhashini
    Widner, Kasumi
    Madams, Tom
    Cuadros, Jorge
    Kim, Ramasamy
    Raman, Rajiv
    Nelson, Philip C.
    Mega, Jessica L.
    Webster, R.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2016, 316 (22): : 2402 - 2410