Canonical correlation analysis revealed sex-specific relationships between voice parameters and body composition, with male pitch and formants correlating with fat-free and fat mass respectively, while female voice intensity correlated positively with fat mass and BMI measures.
Key Findings
Results
In males, mean pitch (F0) showed reverse correlations with shoulder circumference and averaged fat-free mass (FFM) of arms.
Canonical correlation analysis (CCA) and partial correlations controlling for age were applied to 81 male participants
The relationship was an inverse (reverse) correlation between mean pitch and both shoulder circumference and averaged FFM of arms
Participants ranged in age from 18 to 72 years (mean: 34.1 ± 13.6 years)
Voice recordings included vowel and sentence stimuli tasks
Results
In males, the first formant (F1) showed positive relationships with fat mass (FM), BMI, and shoulder-to-hip ratio.
Positive correlations were found between F1 and FM, BMI, and shoulder-to-hip ratio in the male group
These associations were identified using canonical correlation analysis with partial correlations controlling for age
Body composition was assessed using bioimpedance analysis to describe fat (FM) and lean (FFM) body mass
The male subsample consisted of 81 men out of 204 total participants
Results
In females, voice intensity showed positive associations with BMI, waist circumference, fat mass (FM) of trunk, and waist-to-hip ratio.
The female group comprised 123 participants (204 total minus 81 men)
Positive associations were found between voice intensity and BMI, waist circumference, FM of trunk, and waist-to-hip ratio
Canonical correlation analysis and partial correlations controlling for age were used
Anthropometric measurements included shoulder circumference, waist circumference, and hip measurements to calculate ratios
Results
In females, maximum phonation time showed a positive relationship with fat-free mass (FFM).
A positive relation between maximum phonation time and FFM was found in the female group
This was identified alongside the voice intensity findings within the same female subsample
Body composition was measured via bioimpedance analysis
Partial correlations controlled for age across all analyses
Methods
The study identified sex-specific, distinct patterns of voice-body composition relationships using canonical correlation analysis in a sample of 204 Polish adults.
Total sample: 204 participants (81 men, 123 women) aged 18–72 years (mean: 34.1 ± 13.6 years)
All participants completed four tasks: preliminary survey, voice recordings, anthropometric measurements, and bioimpedance body composition analysis
Voice recordings included both vowel and sentence stimuli
Canonical correlation analysis (CCA) and partial correlations controlling for age were the primary statistical methods
The authors note that findings may be important for forensic science professionals and laryngologists
Pawelec &, Witek A, Lipowicz A. (2026). Relationships between voice features and fat/lean body mass in Polish males and females.. Scientific reports. https://doi.org/10.1038/s41598-025-32812-2