Arrhythmia Discrimination Using a Smart Phone

被引:51
作者
Chong, Jo Woon [1 ]
Esa, Nada [2 ]
McManus, David D. [2 ]
Chon, Ki H. [3 ]
机构
[1] Worcester Polytech Inst, Dept Biomed Engn, Worcester, MA 01609 USA
[2] Univ Massachusetts, Dept Med, Worcester, MA 01605 USA
[3] Univ Connecticut, Dept Biomed Engn, Storrs, CT 06269 USA
关键词
Arrhythmia; atrial fibrillation; Poincare plot; premature atrial contraction; premature ventricular contraction; root mean square of successive RR differences (RMSSD); Shannon entropy; turning point ratio; HEART-RATE-VARIABILITY; ATRIAL-FIBRILLATION; PREVALENCE; STRETCH;
D O I
10.1109/JBHI.2015.2418195
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We hypothesize that our smartphone-based arrhythmia discrimination algorithm with data acquisition approach reliably differentiates between normal sinus rhythm (NSR), atrial fibrillation (AF), premature ventricular contractions (PVCs) and premature atrial contraction (PACs) in a diverse group of patients having these common arrhythmias. We combine root mean square of successive RR differences and Shannon entropy with Poincare plot (or turning point ratio method) and pulse rise and fall times to increase the sensitivity of AF discrimination and add new capabilities of PVC and PAC identification. To investigate the capability of the smartphone-based algorithm for arrhythmia discrimination, 99 subjects, including 88 study participants with AF at baseline and in NSR after electrical cardioversion, as well as seven participants with PACs and four with PVCs were recruited. Using a smart-phone, we collected 2-min pulsatile time series from each recruited subject. This clinical application results show that the proposed method detects NSR with specificity of 0.9886, and discriminates PVCs and PACs from AF with sensitivities of 0.9684 and 0.9783, respectively.
引用
收藏
页码:815 / 824
页数:10
相关论文
共 29 条
  • [1] Prevention of Atrial Fibrillation Report From a National Heart, Lung, and Blood Institute Workshop
    Benjamin, Emelia J.
    Chen, Peng-Sheng
    Bild, Diane E.
    Mascette, Alice M.
    Albert, Christine M.
    Alonso, Alvaro
    Calkins, Hugh
    Connolly, Stuart J.
    Curtis, Anne B.
    Darbar, Dawood
    Ellinor, Patrick T.
    Go, Alan S.
    Goldschlager, Nora F.
    Heckbert, Susan R.
    Jalife, Jose
    Kerr, Charles R.
    Levy, Daniel
    Lloyd-Jones, Donald M.
    Massie, Barry M.
    Nattel, Stanley
    Olgin, Jeffrey E.
    Packer, Douglas L.
    Po, Sunny S.
    Tsang, Teresa S. M.
    Van Wagoner, David R.
    Waldo, Albert L.
    Wyse, D. George
    [J]. CIRCULATION, 2009, 119 (04) : 606 - 618
  • [2] Radiofrequency ablation of "benign" right ventricular outflow tract extrasystoles - A therapy that has found its disease?
    Bethassen, B
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2005, 45 (08) : 1266 - 1268
  • [3] Do existing measures of Poincare plot geometry reflect nonlinear features of heart rate variability?
    Brennan, M
    Palaniswami, M
    Kamen, P
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (11) : 1342 - 1347
  • [4] ARRHYTHMIAS DOCUMENTED BY 24-HOUR CONTINUOUS ELECTROCARDIOGRAPHIC MONITORING IN 50 MALE MEDICAL-STUDENTS WITHOUT APPARENT HEART-DISEASE
    BRODSKY, M
    WU, D
    DENES, P
    KANAKIS, C
    ROSEN, KM
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 1977, 39 (03) : 390 - 395
  • [5] Estimates of Current and Future Incidence and Prevalence of Atrial Fibrillation in the US Adult Population
    Colilla, Susan
    Crow, Ann
    Petkun, William
    Singer, Daniel E.
    Simon, Teresa
    Liu, Xianchen
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 2013, 112 (08) : 1142 - 1147
  • [6] Dash S, 2009, COMPUT CARDIOL, V36, P137
  • [7] Prevalence of supraventricular arrhythmias from the automated analysis of data stored in the DDD pacemakers of 617 patients: The AIDA study
    Defaye, P
    Dournaux, F
    Mouton, E
    [J]. PACE-PACING AND CLINICAL ELECTROPHYSIOLOGY, 1998, 21 (01): : 250 - 255
  • [8] RMSSD, a measure of vagus-mediated heart rate variability, is associated with risk factors for SUDEP: The SUDEP-7 Inventory
    DeGiorgio, Christopher M.
    Miller, Patrick
    Meymandi, Sheba
    Chin, Alex
    Epps, Jordan
    Gordon, Steven
    Gornbein, Jeffrey
    Harper, Ronald M.
    [J]. EPILEPSY & BEHAVIOR, 2010, 19 (01) : 78 - 81
  • [9] ELECTROPHYSIOLOGICAL EFFECTS OF MYOCARDIAL STRETCH AND MECHANICAL DETERMINANTS OF STRETCH-ACTIVATED ARRHYTHMIAS
    FRANZ, MR
    CIMA, R
    WANG, D
    PROFITT, D
    KURZ, R
    [J]. CIRCULATION, 1992, 86 (03) : 968 - 978
  • [10] Symbolic dynamics of heart rate variability - A probe to investigate cardiac autonomic modulation
    Guzzetti, S
    Borroni, E
    Garbelli, PE
    Ceriani, E
    Della Bella, P
    Montano, N
    Cogliati, C
    Somers, VK
    Mallani, A
    Porta, A
    [J]. CIRCULATION, 2005, 112 (04) : 465 - 470