Abstract

Heart failure (HF) is one of the most life-threatening diseases globally. HF is an under-diagnosed condition, and more screening tools are needed to detect it. A few recent studies have suggested that HF also affects the functioning of the speech production mechanism by causing generation of edema in the vocal folds and by impairing the lung function. It has not yet been studied whether these possible effects of HF on the speech production mechanism are large enough to cause acoustically measurable differences to distinguish speech produced in HF from that produced by healthy speakers. Therefore, the goal of the present study was to compare speech production between HF patients and healthy controls by focusing on the excitation signal generated at the level of the vocal folds, the glottal flow. The glottal flow was computed from speech using the quasi-closed phase glottal inverse filtering method and the estimated flow was parameterized with 12 glottal parameters. The sound pressure level (SPL) was measured from speech as an additional parameter. The statistical analyses conducted on the parameters indicated that most of the glottal parameters and SPL were significantly different between the HF patients and healthy controls. The results showed that the HF patients generally produced a more rounded glottal pulse and a lower SPL level compared to the healthy controls, indicating incomplete glottal closure and inappropriate leakage of air through the glottis. The results observed in this preliminary study indicate that glottal features are capable of distinguishing speakers with HF from healthy controls. Therefore, the study suggests that glottal features constitute a potential feature extraction approach which should be taken into account in future large-scale investigations in studying the automatic detection of HF from speech.

Highlights

  • Heart failure (HF) is one of the leading causes of mortality worldwide, affecting the lives of both patients and their caregivers (Savarese and Lund, 2017)

  • This section describes the results of the statistical tests that were computed from the glottal parameters and sound pressure level (SPL) in order to study whether these parameters show significant differences between the two speaker groups

  • Statistical tests were carried out with the Wilcoxon rank sum test (Hollander et al, 2013) to compare the glottal flow characteristics and SPL in speech signals produced by the HF patients and healthy controls

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Summary

Introduction

Heart failure (HF) is one of the leading causes of mortality worldwide, affecting the lives of both patients and their caregivers (Savarese and Lund, 2017). It is a chronic, progressive condition in which the heart muscle is unable to pump enough blood to meet the body tissue’s needs for metabolism (Coronel et al, 2001; Ponikowski et al, 2016). Some studies have reported a consistent association between phonation, which provides the periodic excitation for voiced speech, and the cardiovascular system (Orlikoff and Baken, 1989; Alvear et al, 2013; Murton et al, 2017; Maor et al, 2016; Sara et al, 2020). The heartbeat was shown to modulate the fundamental frequency (F0) of voice signals in Orlikoff and Baken (1989)

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