Table 1 Associations between voice pitch features and major depressive disorder.
Features | Statistical functionals | CONVERGE | Replication | Combined | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Beta | P | P_FDR | Beta | P | P_FDR | Power | Beta | P | P_FDR | ||
ΔF0_iqr1-3 | Interquartile range (3rd–1st) | –1.07 | 3.5E–51 | 1.1E–49 | –1.09 | 1.46E–07 | 0 | 1 | –1.07 | 3.4E–59 | 6.7E–58 |
ΔF0_percentile99.0 | Maximum (99th percentile) | –0.97 | 1.2E–43 | 1.8E–42 | –0.97 | 5.35E–06 | 0 | 1 | –0.97 | 1.8E–49 | 1.8E–48 |
F0_upleveltime90 | Time with F0>90th percentile | –0.80 | 1.5E–41 | 1.5E–40 | –0.78 | 5.37E–05 | 0.0001 | 1 | –0.80 | 1.9E–45 | 1.3E–44 |
ΔF0_kurtosis | Kurtosis | 0.87 | 1.5E–39 | 1.1E–38 | 0.83 | 2.69E–04 | 0.0005 | 1 | 0.86 | 6.4E–42 | 3.2E–41 |
ΔF0_rqmean | Root quadratic mean | –0.69 | 6.3E–31 | 3.8E–30 | –0.76 | 2.99E–04 | 0.0005 | 0.99 | –0.70 | 6.3E–34 | 2.1E–33 |
ΔF0_quartile3 | 3rd quartile | –0.78 | 5.4E–30 | 2.7E–29 | –0.88 | 1.16E–05 | 0 | 0.98 | –0.80 | 4.1E–35 | 1.6E–34 |
ΔF0_minPos | Position of the minimum | –0.60 | 3.3E–25 | 1.4E–24 | –0.57 | 7.05E–07 | 0 | 0.96 | –0.59 | 7.2E–31 | 2.0E–30 |
ΔF0_amean | Mean | 0.43 | 5.8E–20 | 2.0E–19 | 0.56 | 5.85E–08 | 0 | 0.88 | 0.45 | 3.0E–26 | 7.4E–26 |
ΔF0_linregc1 | Slope of linear regression | –0.39 | 6.0E–20 | 2.0E–19 | –0.55 | 3.12E–03 | 0.0042 | 0.88 | –0.41 | 8.7E–21 | 1.5E–20 |
F0_range | Range | 0.57 | 1.0E–19 | 3.1E–19 | 0.48 | 2.35E–03 | 0.0034 | 0.88 | 0.55 | 3.7E–22 | 8.2E–22 |
ΔF0_maxPos | Position of the maximum | –0.55 | 1.8E–19 | 4.9E–19 | –0.61 | 1.36E–03 | 0.0023 | 0.87 | –0.56 | 5.4E–22 | 1.1E–21 |
ΔF0_qregc1 | 1st quadratic regression coefficient | 0.38 | 1.0E–17 | 2.6E–17 | 0.47 | 1.04E–04 | 0.0002 | 0.83 | 0.40 | 9.2E–22 | 1.7E–21 |
ΔF0_flatness | Flatness | –0.43 | 5.5E–14 | 1.3E–13 | –0.39 | 2.85E–05 | 0.0001 | 0.68 | –0.42 | 6.6E–18 | 1.0E–17 |
F0_lpc2 | 2nd linear prediction coding coefficient | 0.33 | 1.3E–09 | 2.7E–09 | 0.41 | 2.22E–05 | 0.0001 | 0.44 | 0.34 | 6.0E–13 | 8.6E–13 |
F0_lpc4 | 4th linear prediction coding coefficient | –0.28 | 4.9E–09 | 9.8E–09 | –0.25 | 1.07E–01 | 0.1259 | 0.4 | –0.27 | 2.7E–09 | 3.6E–09 |
F0_kurtosis | Kurtosis | 0.23 | 1.1E–05 | 2.0E–05 | 0.30 | 1.81E–03 | 0.0028 | 0.19 | 0.24 | 3.6E–08 | 4.5E–08 |
F0_lpc0 | 0th linear prediction coding coefficient | –0.29 | 9.0E–05 | 1.6E–04 | –0.39 | 1.97E–02 | 0.0246 | 0.14 | –0.30 | 6.1E–06 | 7.2E–06 |
ΔF0_risetime | Time with which ΔF0 is rising | –0.15 | 4.1E–04 | 6.9E–04 | –0.25 | 1.39E–01 | 0.1539 | 0.1 | –0.16 | 8.9E–05 | 9.9E–05 |
F0_ff0_maxSegLen | Maximum length of voiced segments with F0 > 0 | 0.19 | 6.3E–03 | 1.0E–02 | 0.12 | 2.69E–01 | 0.2837 | 0.05 | 0.19 | 3.2E–03 | 3.4E–03 |
F0_rqmean | Root quadratic mean | 0.14 | 9.0E–03 | 1.3E–02 | 0.00 | 9.97E–01 | 0.9974 | 0.05 | 0.12 | 1.7E–02 | 1.7E–02 |