| Literature DB >> 35336374 |
Leora A Cramer1, Markus A Wimmer1,2, Philip Malloy1,3, Joan A O'Keefe2, Christopher B Knowlton1, Christopher Ferrigno1,2.
Abstract
Pressure-detecting insoles such as the Insole3 have potential as a portable alternative for assessing vertical ground reaction force (vGRF) outside of specialized laboratories. This study evaluated whether the Insole3 is a valid and reliable alternative to force plates for measuring vGRF. Eleven healthy participants walked overground at slow and moderately paced speeds and ran at a moderate pace while collecting vGRF simultaneously from a force plate (3000 Hz) and Insole3 (100 Hz). Intraclass correlation coefficients (ICC) demonstrated excellent vGRF agreement between systems during both walking speeds for Peak 1, Peak 2, the valley between peaks, and the vGRF impulse (ICC > 0.941). There was excellent agreement during running for the single vGRF peak (ICC = 0.942) and impulse (ICC = 0.940). The insoles slightly underestimated vGRF peaks (-3.7% to 0.9% bias) and valleys (-2.2% to -1.8% bias), and slightly overestimated impulses (4.2% to 5.6% bias). Reliability between visits for all three activities was excellent (ICC > 0.970). The Insole3 is a valid and reliable alternative to traditional force plates for assessing vGRF during walking and running in healthy adults. The excellent ICC values during slow walking suggests that the Insole3 may be particularly suitable for older adults in clinical and home settings.Entities:
Keywords: gait mechanics; ground reaction force; pressure insole; reliability; validation
Mesh:
Year: 2022 PMID: 35336374 PMCID: PMC8951440 DOI: 10.3390/s22062203
Source DB: PubMed Journal: Sensors (Basel) ISSN: 1424-8220 Impact factor: 3.576
Figure 1(A) The Insole3 (Moticon ReGo AG, Munich, Germany) and the OpenGo smartphone application. (B) Layout of the 16 pressure sensors and coordinate system. Figure 1B used and modified with permission from Moticon ReGo AG.
Subject characteristics (n = 11) and insole sizing. Each size of an Insole3 covers two European sizes (e.g., Size 4 covers European Sizes 38 and 39). The median European size was used for the insole size (e.g., for an individual wearing a Size 4 insole, their European insole size used was 42/43).
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| Number of Females (%) | 3/11 (27%) |
| Height (inches) | 68.5 ± 3.5 |
| Age (years) | 33.1 ± 16.7 |
| Weight (kilograms) | 74.2 ± 14.6 |
| BMI (kilograms/m2) | 24.6 ± 4.4 |
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| Insole Size (European size) | 42/43 (36/37–44/45) |
| Insole Size (Manufacturer Size) | Size 6 (3–7) |
Visit 1 agreement between the Insole3 and force plate for each vertical ground reaction force (vGRF) variable during slow walking, moderate-paced walking, and running trials. Absolute agreement between the devices is reported for two-way mixed effects and multiple measurements, with 95% confidence intervals (CI), F-test with p-value, and percent bias. ICC = Intraclass correlation coefficient.
| Gait | vGRF Variable | Force Plate | Insole | Absolute Agreement | ||||
|---|---|---|---|---|---|---|---|---|
| Mean ± Standard Deviation | Mean ± Standard Deviation | ICC (3,k) | 95% CI | F(10,10) | Mean Bias (%) | |||
| Slow Walk | Peak 1 (N) | 737.01 ± 139.91 | 726.69 ± 134.87 | 0.986 | (0.960, 0.995) | 72.766 | 0.0000 | −1.4 |
| Peak 2 (N) | 762.43 ± 133.45 | 754.42 ± 123.15 | 0.978 | (0.938, 0.993) | 46.067 | 0.0000 | −1.1 | |
| Valley (N) | 634.95 ± 120.53 | 623.58 ± 115.80 | 0.981 | (0.946, 0.994) | 54.837 | 0.0000 | −1.8 | |
| Impulse (N·s) | 481.71 ± 101.11 | 501.76 ± 99.36 | 0.986 | (0.771, 0.996) | 210.582 | 0.0000 | 4.2 | |
| Moderate-Paced Walk | Peak 1 (N) | 815.70 ± 153.14 | 787.35 ± 155.32 | 0.968 | (0.895, 0.990) | 38.63 | 0.0000 | −3.5 |
| Peak 2 (N) | 818.13 ± 148.97 | 787.85 ± 139.37 | 0.941 | (0.827, 0.980) | 19.166 | 0.0000 | −3.7 | |
| Valley (N) | 545.99 ± 103.76 | 534.16 ± 105.13 | 0.976 | (0.931, 0.992) | 44.094 | 0.0000 | −2.2 | |
| Impulse (N·s) | 400.15 ± 72.23 | 417.85 ± 69.66 | 0.970 | (0.803, 0.992) | 64.278 | 0.0000 | 4.4 | |
| Run | Peak Max (N) | 1814.98 ± 329.14 | 1831.42 ± 279.74 | 0.942 | (0.836, 0.980) | 17.383 | 0.0000 | 0.9 |
| Impulse (N·s) | 256.29 ± 54.75 | 270.71 ± 44.96 | 0.940 | (0.777, 0.981) | 23.001 | 0.0000 | 5.6 | |
Figure 2Modified Bland–Altman plots of Visit 1. The difference in mean force measures for each subject between the “gold standard” force plate and Insole3 is plotted. The mean bias is indicated by a solid blue line, and upper and lower limits of agreement are indicated by dashed red lines. Absolute biases are indicated at the top of each plot. Each point represents each subject (n = 11).
Figure 3Representative vertical ground reaction force (vGRF) time plots from force plate (black) and Insole3 data (red) versus time. Both walks demonstrate characteristic double-peaked curves with two maxima (Peak 1 and Peak 2), and one minimum (valley), and the jogging trial represents a typical single-peaked curve with the presence of an impact transient prior to the peak. Target speed ranges were 1.2–1.4 m/s for the moderate-paced walk, 0.8–1.0 m/s for the slow walk, and 3.3–3.7 m/s for the jog. Gray dashed ellipses indicate regions that demonstrate a slight lag in the vGRF at the end of the stance phase with the insole.
Test–retest reliability between visits for each vertical ground reaction force (vGRF) variable during slow walking, moderate-paced walking, and running. Consistency between Visit 1 and Visit 2 is reported for two-way mixed effects and multiple measurements; Visit 1 and Visit 2 means were compared for peak and valley forces (N) and impulses (N·s). ICC = Intraclass correlation coefficient; CI = Confidence interval.
| Insole3 | Test–Retest Consistency | |||||||
|---|---|---|---|---|---|---|---|---|
| Condition | vGRF Variable | Visit 1 Mean ± SD | Visit 2 Mean ± SD | ICC(3,k) | 95% CI | F(10,10) | % Bias | |
| Slow-paced walk | Peak 1 (N) | 726.69 ± 134.87 | 727.24 ± 140.06 | 0.996 | (0.987, 0.999) | 224.49 | 0 | 0.1 |
| Peak 2 (N) | 754.42 ± 123.15 | 745.05 ± 134.40 | 0.988 | (0.963, 0.996) | 81.05 | 0 | −1.2 | |
| Valley (N) | 623.58 ± 115.80 | 631.70 ± 119.66 | 0.995 | (0.985, 0.998) | 193.61 | 0 | 1.3 | |
| Impulse (N·s) | 501.76 ± 99.36 | 510.66 ± 103.87 | 0.995 | (0.984, 0.998) | 182.40 | 0 | 1.8 | |
| Moderate-paced walk | Peak 1 (N) | 787.35 ± 155.32 | 775.92 ± 161.95 | 0.983 | (0.951, 0.994) | 60.40 | 0 | −1.5 |
| Peak 2 (N) | 787.85 ± 139.37 | 779.08 ± 147.02 | 0.981 | (0.943, 0.994) | 52.55 | 0 | −1.1 | |
| Valley (N) | 534.16 ± 105.13 | 540.71 ± 102.65 | 0.986 | (0.959, 0.995) | 72.17 | 0 | 1.2 | |
| Impulse | 417.85 ± 69.66 | 420.33 ± 79.53 | 0.983 | (0.950, 0.994) | 59.83 | 0 | 0.6 | |
| Run | Max vGRF (N) | 1831.42 ± 279.74 | 1812.07 ± 282.82 | 0.970 | (0.912, 0.990) | 33.83 | 0 | −1.1 |
| Impulse (N·s) | 270.71 ± 44.96 | 266.02 ± 48.00 | 0.983 | (0.950, 0.994) | 59.39 | 0 | −1.7 | |
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| Slow-paced walk | Peak 1 (N) | 737.01 ± 139.91 | 735.55 ± 138.90 | 0.998 | (0.994, 0.999) | 491.40 | 0 | −0.2 |
| Peak 2 (N) | 762.43 ± 133.45 | 763.14 ± 135.32 | 0.999 | (0.996, 0.999) | 671.18 | 0 | 0.1 | |
| Valley (N) | 634.95 ± 120.53 | 642.20 ± 123.53 | 0.998 | (0.993, 0.999) | 403.99 | 0 | 1.1 | |
| Impulse (N·s) | 481.71 ± 101.11 | 492.60 ± 101.56 | 0.994 | (0.984, 0.998) | 180.85 | 0 | 2.2 | |
| Moderate-paced walk | Peak 1 (N) | 815.70 ± 153.14 | 813.80 ± 160.77 | 0.990 | (0.970, 0.997) | 99.85 | 0 | −0.2 |
| Peak 2 (N) | 818.13 ± 148.97 | 817.67 ± 146.97 | 0.999 | (0.996, 1.000) | 765.10 | 0 | −0.1 | |
| Valley (N) | 545.99 ± 103.76 | 550.67 ± 103.22 | 0.988 | (0.965, 0.996) | 84.69 | 0 | 0.9 | |
| Impulse (N·s) | 400.15 ± 72.23 | 405.25 ± 77.49 | 0.992 | (0.975, 0.997) | 119.70 | 0 | 1.3 | |
| Run | Peak vGRF (N) | 1814.98 ± 329.14 | 1832.57 ± 336.15 | 0.992 | (0.976, 0.997) | 123.65 | 0 | 1 |
| Impulse (N·s) | 256.29 ± 54.75 | 256.39 ± 52.55 | 0.991 | (0.975, 0.997) | 117.21 | 0 | 0.04 | |