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Volumn 43, Issue 2, 2008, Pages 151-165

Complexity and spectral analysis of the heart rate variability dynamics for distant prediction of paroxysmal atrial fibrillation with artificial intelligence methods

Author keywords

Artificial neural networks; Complexity; Heart rate variability; Paroxysmal atrial fibrillation; Prediction; Support vector machines

Indexed keywords

HEART RATE VARIABILITY; PAROXYSMAL ATRIAL FIBRILLATION; POSITIVE PREDICTIVITY (PP);

EID: 44349119093     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.artmed.2008.03.009     Document Type: Article
Times cited : (54)

References (51)
  • 2
    • 0020074665 scopus 로고
    • Epidemiologic features of chronic atrial fibrillation: The Framingham study
    • Kannel W.B., Abbott R.D., Savage D.D., and McNamara O.M. Epidemiologic features of chronic atrial fibrillation: The Framingham study. N Engl J Med 306 (1982) 1018-1022
    • (1982) N Engl J Med , vol.306 , pp. 1018-1022
    • Kannel, W.B.1    Abbott, R.D.2    Savage, D.D.3    McNamara, O.M.4
  • 3
    • 0028940273 scopus 로고
    • Atrial fibrillation and anticoagulant therapy
    • Wheldon N.M. Atrial fibrillation and anticoagulant therapy. Eur Heart J 16 (1995) 302-312
    • (1995) Eur Heart J , vol.16 , pp. 302-312
    • Wheldon, N.M.1
  • 5
    • 0030889582 scopus 로고    scopus 로고
    • Acute effects of dual site right atrial pacing in patients with spontaneous and inducible atrial flutter and fibrillation
    • Prakash A., Saksena S., Hill M., Krol R.B., Munsif A.N., Giorgberidze I., et al. Acute effects of dual site right atrial pacing in patients with spontaneous and inducible atrial flutter and fibrillation. J Am Coll Cardiol 29 5 (1997) 1007-1014
    • (1997) J Am Coll Cardiol , vol.29 , Issue.5 , pp. 1007-1014
    • Prakash, A.1    Saksena, S.2    Hill, M.3    Krol, R.B.4    Munsif, A.N.5    Giorgberidze, I.6
  • 8
    • 0034687147 scopus 로고    scopus 로고
    • Randomized controlled study investigating the effect of biatrial pacing in prevention of atrial fibrillation after coronary artery bypass grafting
    • Levy T., Fotopoulos G., Walker S., Rex S., Octave M., Paul V., et al. Randomized controlled study investigating the effect of biatrial pacing in prevention of atrial fibrillation after coronary artery bypass grafting. Circulation 102 12 (2000) 1382-1387
    • (2000) Circulation , vol.102 , Issue.12 , pp. 1382-1387
    • Levy, T.1    Fotopoulos, G.2    Walker, S.3    Rex, S.4    Octave, M.5    Paul, V.6
  • 9
    • 0010409594 scopus 로고    scopus 로고
    • What is the optimal configuration for permanent biatrial pacing
    • Kutarski A., Wojcik M., Oleszczak K., and Schaldach M. What is the optimal configuration for permanent biatrial pacing. Prog Biomed Res 5 2 (2000) 73-83
    • (2000) Prog Biomed Res , vol.5 , Issue.2 , pp. 73-83
    • Kutarski, A.1    Wojcik, M.2    Oleszczak, K.3    Schaldach, M.4
  • 10
    • 1642354443 scopus 로고    scopus 로고
    • Prediction of paroxysmal atrial fibrillation by analysis of atrial premature complexes
    • Thong T., McNames J., Aboy M., and Goldstein B. Prediction of paroxysmal atrial fibrillation by analysis of atrial premature complexes. IEEE Trans Biomed Eng 51 4 (2004) 561-570
    • (2004) IEEE Trans Biomed Eng , vol.51 , Issue.4 , pp. 561-570
    • Thong, T.1    McNames, J.2    Aboy, M.3    Goldstein, B.4
  • 11
    • 44349190384 scopus 로고    scopus 로고
    • Physionet AFPDB database. http://www.physionet.org/physiobank/database/afpdb [accessed December 5, 2007].
    • Physionet AFPDB database. http://www.physionet.org/physiobank/database/afpdb [accessed December 5, 2007].
  • 12
    • 0035716753 scopus 로고    scopus 로고
    • Predicting the onset of paroxysmal atrial fibrillation: the computers in cardiology challenge 2001
    • Moody G., Goldberger S., McClennen S., and Swiryn S. Predicting the onset of paroxysmal atrial fibrillation: the computers in cardiology challenge 2001. Comput Cardiol (2001) 113-116
    • (2001) Comput Cardiol , pp. 113-116
    • Moody, G.1    Goldberger, S.2    McClennen, S.3    Swiryn, S.4
  • 13
    • 29644448238 scopus 로고    scopus 로고
    • Prediction of paroxysmal atrial fibrillation using nonlinear analysis of the R-R interval dynamics before the spontaneous onset of atrial fibrillation
    • Shin D.-G., Yoo C.-S., Yi S.-H., Bae J.-H., Kim Y.-J., Park J.-S., et al. Prediction of paroxysmal atrial fibrillation using nonlinear analysis of the R-R interval dynamics before the spontaneous onset of atrial fibrillation. Circ J 70 1 (2006) 94-99
    • (2006) Circ J , vol.70 , Issue.1 , pp. 94-99
    • Shin, D.-G.1    Yoo, C.-S.2    Yi, S.-H.3    Bae, J.-H.4    Kim, Y.-J.5    Park, J.-S.6
  • 14
    • 0344642493 scopus 로고    scopus 로고
    • Altered complexity and correlation properties of R-R interval dynamics before the spontaneous onset of paroxysmal atrial fibrillation
    • Vikman S., Mäkikallio T.H., Yli-Mäyry S., Pikkujämsä S., Koivisto A.-M., Reinikainen P., et al. Altered complexity and correlation properties of R-R interval dynamics before the spontaneous onset of paroxysmal atrial fibrillation. Circulation 100 20 (1999) 2079-2084
    • (1999) Circulation , vol.100 , Issue.20 , pp. 2079-2084
    • Vikman, S.1    Mäkikallio, T.H.2    Yli-Mäyry, S.3    Pikkujämsä, S.4    Koivisto, A.-M.5    Reinikainen, P.6
  • 15
    • 0037062699 scopus 로고    scopus 로고
    • Autonomic tone variations before the onset of paroxysmal atrial fibrillation
    • Bettoni M., and Zimmermann M. Autonomic tone variations before the onset of paroxysmal atrial fibrillation. Circulation 105 23 (2002) 2753-2759
    • (2002) Circulation , vol.105 , Issue.23 , pp. 2753-2759
    • Bettoni, M.1    Zimmermann, M.2
  • 16
    • 0141727666 scopus 로고    scopus 로고
    • Competing autonomic mechanisms precede the onset of postoperative atrial fibrillation
    • Amar D., Zhang H., Miodownik S., and Kadish A.H. Competing autonomic mechanisms precede the onset of postoperative atrial fibrillation. J Am Coll Cardiol 42 7 (2003) 1262-1268
    • (2003) J Am Coll Cardiol , vol.42 , Issue.7 , pp. 1262-1268
    • Amar, D.1    Zhang, H.2    Miodownik, S.3    Kadish, A.H.4
  • 17
    • 0038143364 scopus 로고    scopus 로고
    • Role of autonomic tone in the initiation and termination of paroxysmal atrial fibrillation in patients without structural heart disease
    • Tomita T., Takei M., Saikawa Y., Hanaoka T., Uchikawa S.-I., Tsutsui H., et al. Role of autonomic tone in the initiation and termination of paroxysmal atrial fibrillation in patients without structural heart disease. J Cardiovasc Electrophysiol 14 6 (2003) 559-564
    • (2003) J Cardiovasc Electrophysiol , vol.14 , Issue.6 , pp. 559-564
    • Tomita, T.1    Takei, M.2    Saikawa, Y.3    Hanaoka, T.4    Uchikawa, S.-I.5    Tsutsui, H.6
  • 18
    • 0031895312 scopus 로고    scopus 로고
    • Assessment of autonomic nervous activity before the onset of paroxysmal atrial fibrillation
    • Tomoda Y., Uemura S., Fujimoto S., Yamamoto H., Matsukura Y., Hashimoto T., et al. Assessment of autonomic nervous activity before the onset of paroxysmal atrial fibrillation. J Cardiol 31 1 (1998) 11-17
    • (1998) J Cardiol , vol.31 , Issue.1 , pp. 11-17
    • Tomoda, Y.1    Uemura, S.2    Fujimoto, S.3    Yamamoto, H.4    Matsukura, Y.5    Hashimoto, T.6
  • 19
    • 0032582604 scopus 로고    scopus 로고
    • Changes of autonomic tone before the onset of paroxysmal atrial fibrillation
    • Huang J.L., Wen Z.-C., Lee W.-L., Chang M.-S., and Chen S.-A. Changes of autonomic tone before the onset of paroxysmal atrial fibrillation. Int J Cardiol 66 3 (1998) 275-283
    • (1998) Int J Cardiol , vol.66 , Issue.3 , pp. 275-283
    • Huang, J.L.1    Wen, Z.-C.2    Lee, W.-L.3    Chang, M.-S.4    Chen, S.-A.5
  • 20
    • 33646825350 scopus 로고    scopus 로고
    • Onset mechanism of paroxysmal atrial fibrillation detected by ambulatory Holter monitoring
    • Vincenti A., Brambilla R., Fumagalli M.G., Merola R., and Pedretti S. Onset mechanism of paroxysmal atrial fibrillation detected by ambulatory Holter monitoring. Europace 8 3 (2006) 204-210
    • (2006) Europace , vol.8 , Issue.3 , pp. 204-210
    • Vincenti, A.1    Brambilla, R.2    Fumagalli, M.G.3    Merola, R.4    Pedretti, S.5
  • 21
  • 22
    • 0032189350 scopus 로고    scopus 로고
    • Power spectral analysis of heart period variability of preceding sinus rhythm before initiation of paroxysmal atrial fibrillation
    • Herweg B., Dalal P., Nagy B., and Schweitzer P. Power spectral analysis of heart period variability of preceding sinus rhythm before initiation of paroxysmal atrial fibrillation. Am J Cardiol 82 7 (1998) 869-874
    • (1998) Am J Cardiol , vol.82 , Issue.7 , pp. 869-874
    • Herweg, B.1    Dalal, P.2    Nagy, B.3    Schweitzer, P.4
  • 23
    • 44349194988 scopus 로고    scopus 로고
    • Physionet AFDB database. http://www.physionet.org/physiobank/database/afdb [accessed December 5, 2007].
    • Physionet AFDB database. http://www.physionet.org/physiobank/database/afdb [accessed December 5, 2007].
  • 25
    • 0027245856 scopus 로고
    • Power spectral analysis of heart rate variability: a noninvasive signature of cardiac autonomic function
    • Kamath M., and Fallen E. Power spectral analysis of heart rate variability: a noninvasive signature of cardiac autonomic function. Crit Rev Biomed Eng 21 3 (1993) 245-311
    • (1993) Crit Rev Biomed Eng , vol.21 , Issue.3 , pp. 245-311
    • Kamath, M.1    Fallen, E.2
  • 27
    • 0022093930 scopus 로고
    • Transient interactions between blood pressure, respiration and heart rate in man
    • Kitney R., Fulton T., McDonald A., and Linkens D. Transient interactions between blood pressure, respiration and heart rate in man. J Biomed Eng 7 (1985) 217-224
    • (1985) J Biomed Eng , vol.7 , pp. 217-224
    • Kitney, R.1    Fulton, T.2    McDonald, A.3    Linkens, D.4
  • 28
    • 0025783230 scopus 로고
    • Cardiovascular neural regulation explored in the frequency domain
    • Malliani A., Pagani M., Lombardi F., and Cerutti S. Cardiovascular neural regulation explored in the frequency domain. Circulation 84 2 (1991) 482-492
    • (1991) Circulation , vol.84 , Issue.2 , pp. 482-492
    • Malliani, A.1    Pagani, M.2    Lombardi, F.3    Cerutti, S.4
  • 29
    • 84934177971 scopus 로고
    • Power spectral analysis of heart rate and arterial pressure as a marker of sympathovagal interaction in man and conscious dog
    • Pagani M., Lombardi F., Guzzetti S., Rimoldi O., Furlan R., Pizzinelli P., et al. Power spectral analysis of heart rate and arterial pressure as a marker of sympathovagal interaction in man and conscious dog. Circ Res 59 (1986) 178-193
    • (1986) Circ Res , vol.59 , pp. 178-193
    • Pagani, M.1    Lombardi, F.2    Guzzetti, S.3    Rimoldi, O.4    Furlan, R.5    Pizzinelli, P.6
  • 31
    • 0021912061 scopus 로고
    • Assessment of autonomic function in man by heart rate spectral analysis
    • Pomeranz B., Macaulay R., Caudill M., Kutz I., Adam D., Gordon D., et al. Assessment of autonomic function in man by heart rate spectral analysis. Am J Physiol 248 (1985) 151-153
    • (1985) Am J Physiol , vol.248 , pp. 151-153
    • Pomeranz, B.1    Macaulay, R.2    Caudill, M.3    Kutz, I.4    Adam, D.5    Gordon, D.6
  • 32
    • 0023203391 scopus 로고
    • Heart rate variability signal processing: a quantitative approach as an aid to diagnosis in cardiovascular pathologies
    • Baselli G., Cerutti S., Civardi S., Lombardi F., Malliani A., Merri M., et al. Heart rate variability signal processing: a quantitative approach as an aid to diagnosis in cardiovascular pathologies. Int J Bio Med Comput 20 (1987) 51-70
    • (1987) Int J Bio Med Comput , vol.20 , pp. 51-70
    • Baselli, G.1    Cerutti, S.2    Civardi, S.3    Lombardi, F.4    Malliani, A.5    Merri, M.6
  • 33
    • 0027471770 scopus 로고
    • Time/frequency mapping of the heart rate, blood pressure and respiratory signals
    • Novak P., and Novak V. Time/frequency mapping of the heart rate, blood pressure and respiratory signals. Med Biol Eng Comput 31 (1993) 103-110
    • (1993) Med Biol Eng Comput , vol.31 , pp. 103-110
    • Novak, P.1    Novak, V.2
  • 35
    • 0016712559 scopus 로고
    • Respiratory sinus arrhythmia: noninvasive measure of parasympathetic cardiac control
    • Katona P., and Jih F. Respiratory sinus arrhythmia: noninvasive measure of parasympathetic cardiac control. J Appl Physiol 39 5 (1975) 801-805
    • (1975) J Appl Physiol , vol.39 , Issue.5 , pp. 801-805
    • Katona, P.1    Jih, F.2
  • 36
    • 33747400867 scopus 로고    scopus 로고
    • Short-term analysis of heart-rate variability by adapted wavelet transforms
    • Wiklund U., Akay M., and Niklasson U. Short-term analysis of heart-rate variability by adapted wavelet transforms. IEEE Eng Med Biol 16 (1997) 113-118
    • (1997) IEEE Eng Med Biol , vol.16 , pp. 113-118
    • Wiklund, U.1    Akay, M.2    Niklasson, U.3
  • 37
    • 0033949457 scopus 로고    scopus 로고
    • Physiological time-series analysis using approximate entropy and sample entropy
    • Richman J.S., and Moorman J.R. Physiological time-series analysis using approximate entropy and sample entropy. Am J Physiol Heart Circ Physiol 278 (2000) 2039-2049
    • (2000) Am J Physiol Heart Circ Physiol , vol.278 , pp. 2039-2049
    • Richman, J.S.1    Moorman, J.R.2
  • 38
    • 0033921750 scopus 로고    scopus 로고
    • Entropies of short binary sequences in heart period dynamics
    • Cysarz D., Bettermann H., and van Leeuwen P. Entropies of short binary sequences in heart period dynamics. AJP Heart 278 (2000) 2163-2172
    • (2000) AJP Heart , vol.278 , pp. 2163-2172
    • Cysarz, D.1    Bettermann, H.2    van Leeuwen, P.3
  • 39
    • 35949018382 scopus 로고
    • Ergodic theory of chaos and strange attractors
    • Eckmann J.-P., and Ruelle D. Ergodic theory of chaos and strange attractors. Rev Mod Phys 57 (1985) 617-654
    • (1985) Rev Mod Phys , vol.57 , pp. 617-654
    • Eckmann, J.-P.1    Ruelle, D.2
  • 40
    • 0026015905 scopus 로고
    • Approximate entropy as a measure of system complexity
    • Pincus S.M. Approximate entropy as a measure of system complexity. Proc Natl Acad Sci USA 88 (1991) 2297-2301
    • (1991) Proc Natl Acad Sci USA , vol.88 , pp. 2297-2301
    • Pincus, S.M.1
  • 41
    • 0035679921 scopus 로고    scopus 로고
    • Assessing serial irregularity and its implications for health
    • Pincus S.M. Assessing serial irregularity and its implications for health. Ann NY Acad Sci 954 (2002) 245-267
    • (2002) Ann NY Acad Sci , vol.954 , pp. 245-267
    • Pincus, S.M.1
  • 43
    • 1842722362 scopus 로고    scopus 로고
    • Multiscale entropy analysis of complex physiologic time series
    • Ary M.-C., Goldberger L., and Peng C.-K. Multiscale entropy analysis of complex physiologic time series. Phys Rev Lett 89 6 (2002)
    • (2002) Phys Rev Lett , vol.89 , Issue.6
    • Ary, M.-C.1    Goldberger, L.2    Peng, C.-K.3
  • 49
    • 0020068152 scopus 로고
    • Self-organized formation of topologically correct feature maps
    • Kohonen T. Self-organized formation of topologically correct feature maps. Biol Cybern 43 (1982) 141-152
    • (1982) Biol Cybern , vol.43 , pp. 141-152
    • Kohonen, T.1
  • 51
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • Vapnik V.N., and Lerner A. Pattern recognition using generalized portrait method. Automat Remote Control 24 (1963) 774-780
    • (1963) Automat Remote Control , vol.24 , pp. 774-780
    • Vapnik, V.N.1    Lerner, A.2


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