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Value of Novel Quantitative Acoustic Parameters Based on Mel Frequency Cepstral Coefficients in Pediatric Vocal Cord
Yirun Jiang1, Zufei Li2, Wen Hu3
1Capital Institute of Pediatrics, Beijing, China, 100020.
Abstract:
Pediatric vocal cord nodules and laryngopharyngitis are common childhood voice disorders. Previous studies have shown that novel acoustic indices developed based on Mel frequency cepstral coefficients (MFCCs) demonstrate promising value in assessing hoarseness in adults. We therefore explored the value of these new acoustic parameters in the detection of vowel sounds in pediatric patients with vocal cord nodules and laryngopharyngitis.
Study Design:
Cross-sectional study.
Methods:
A total of 100 children aged 3-9 years who underwent fiberoptic laryngoscopy at the Department of Otolaryngology, Head and Neck Surgery, Capital Center for Children's Health, Capital Medical University, Beijing, China, between May 2024 and January 2025 were included in the study. The control group comprised children free of laryngeal abnormalities via fiberoptic laryngoscopy. The laryngopharyngitis group included those diagnosed with laryngopharyngitis through fiberoptic laryngoscopy evaluation. The vocal cord nodules group included those diagnosed with vocal cord nodules through fiberoptic laryngoscopy. Clinical histories and vowel samples were collected from all participants. MFCC features, including mean, variance, standard deviation, median, percentiles (25th, 75th), maximum, minimum, skewness, and kurtosis, were computed using the librosa package in Python 3.10. Subsequently, Kruskal-Wallis H tests followed by Dunn's multiple comparisons were performed to identify parameters that significantly discriminated between the vocal cord nodule, normal control, and laryngopharyngitis groups.
Result:
The MFCC-Std and MFCC-Var values in children with vocal cord nodules were significantly lower than those in the control group, while the MFCC-Std and MFCC-Var values in children with laryngopharyngitis were significantly higher than those in the control group (P < 0.001).
Conclusion:
The MFCC-Std and MFCC-Var significantly decreased in children with vocal cord nodules and significantly increased in children with laryngopharyngitis. MFCC-Std and MFCC-Var may serve as potential indicators for screening vocal cord nodules.
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