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Scattering Transform of Heart Rate Variability for the Prediction of Ischemic Stroke in Patients with Atrial Fibrillation

Leonarduzzi, Roberto and Abry, Patrice and Wendt, Herwig and Kiyono, Ken and Yamamoto, Yoshiharu and Watanabe, Eiichi and Hayano, Junichiro Scattering Transform of Heart Rate Variability for the Prediction of Ischemic Stroke in Patients with Atrial Fibrillation. (2016) In: 8th International Workshop Biosignal Interpretation (BSI 2016), 1 November 2016 - 3 November 2016 (Osaka, Japan).

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Official URL: http://www.p.u-tokyo.ac.jp/~bsi2016/PDF/BSI2016_proceedings.pdf

Abstract

Atrial fibrillation is an identified risk factor for ischemic strokes. Thus, the dynamics of heart rate under fibrillation might provide a useful predictor for strokes. The complex, nonlinear and multiscale nature of the heart rate calls for the use of powerful signal processing techniques. We explored the application of a novel tool, the scattering transform, to discriminate and predict ischemic strokes from heart rate dynamics. We found that groups of scattering coefficients, at several time scales, were significantly higher (p-value < 0.05) in patients who developed ischemic strokes than in those who did not. We also found significant differences in predictive power (C-statistic) between scattering coefficients and the CHA2 DS2-VASc score. Results suggest the use of scattering coefficients for the analysis of patients with atrial fibrillation.

Item Type:Conference or Workshop Item (Paper)
Additional Information:This paper appears in Proceedings of BSI 2016 and is available at: http://www.p.u-tokyo.ac.jp/~bsi2016/PDF/BSI2016_proceedings.pdf
HAL Id:hal-01726417
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Other partners > Osaka University (JAPAN)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université Claude Bernard-Lyon I - UCBL (FRANCE)
Other partners > Ecole Centrale de Lyon (FRANCE)
Other partners > Fujita Health University (JAPAN)
Other partners > Municipal University Corporation Nagoya City University - NCU (JAPAN)
Other partners > Université de Lyon - UDL (FRANCE)
Other partners > University of Tokyo (JAPAN)
Laboratory name:
Funders:
CNRS grant PICS 7260
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Deposited By: IRIT IRIT
Deposited On:19 Feb 2018 14:44

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