New Parameters Based on Ground Reaction Forces for Monitoring Rehabilitation Following Tibial Fractures and Assessment of Heavily Altered Gait

Instrumented insoles have created opportunities for patient monitoring via long-term recordings of ground reaction forces (GRFs). As the GRF curve is altered in patients after lower-extremity fracture, parameters defined on established curve landmarks often cannot be used to monitor the early rehabilitation process. We aimed to screen several new GRF curve-based parameters for suitability and hypothesized an interrelation with days after surgery. In an observational longitudinal study, data were collected from 13 patients with tibial fractures during straight walking at hospital visits using instrumented insoles. Parametrized curves were fitted and regression analyses conducted to determine the best fit, reflected in the highest R<sup>2</sup>-value and lowest fitting error. A Wald Test with t-distribution was employed for statistical analysis. Strides were classified as regular or non-regular, and changes in this proportion were analyzed. Among the 12 parameters analyzed, those with the highest R<sup>2</sup>-values were the mean force between inflection points (R<sup>2</sup> = 0.715, <i>p</i> < 0.001, t<sub>42</sub> = 9.89), the absolute time between inflection points (R<sup>2</sup> = 0.707, <i>p</i> < 0.001, t<sub>42</sub> = 9.83), and the highest overall force (R<sup>2</sup> = 0.722, <i>p</i> < 0.001, t<sub>42</sub> = 10.05). There was a significant increase in regular strides on both injured (R<sup>2</sup> = 0.427, <i>p</i> < 0.001, t<sub>42</sub> = 5.83) and healthy (R<sup>2</sup> = 0.506, <i>p</i> < 0.001, t<sub>42</sub> = 6.89) sides. The proposed parameters and assessment of the regular stride ratio enable new options for analyses and monitoring during rehabilitation after tibial shaft fractures. They are robust to pathologic GRF curves, can be determined independently from spatiotemporal coherence, and thus might provide advantages over established methods.

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Journal
Sensors
Published
2025-04-15
DOI
https://doi.org/10.3390/s25082475
Citations
1
Primary Topic
Bone fractures and treatments
Type
article
Field-Weighted Citation Impact
1.35
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article

New Parameters Based on Ground Reaction Forces for Monitoring Rehabilitation Following Tibial Fractures and Assessment of Heavily Altered Gait

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Bone fractures and treatments
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article

New Parameters Based on Ground Reaction Forces for Monitoring Rehabilitation Following Tibial Fractures and Assessment of Heavily Altered Gait

Philipp Slusallek, Tim Pohlemann, Bergita Ganse, Tim Dahmen, Elke Warmerdam, Christian Wolff
article en
1 citations

Abstract

Instrumented insoles have created opportunities for patient monitoring via long-term recordings of ground reaction forces (GRFs). As the GRF curve is altered in patients after lower-extremity fracture, parameters defined on established curve landmarks often cannot be used to monitor the early rehabilitation process. We aimed to screen several new GRF curve-based parameters for suitability and hypothesized an interrelation with days after surgery. In an observational longitudinal study, data were collected from 13 patients with tibial fractures during straight walking at hospital visits using instrumented insoles. Parametrized curves were fitted and regression analyses conducted to determine the best fit, reflected in the highest R<sup>2</sup>-value and lowest fitting error. A Wald Test with t-distribution was employed for statistical analysis. Strides were classified as regular or non-regular, and changes in this proportion were analyzed. Among the 12 parameters analyzed, those with the highest R<sup>2</sup>-values were the mean force between inflection points (R<sup>2</sup> = 0.715, <i>p</i> < 0.001, t<sub>42</sub> = 9.89), the absolute time between inflection points (R<sup>2</sup> = 0.707, <i>p</i> < 0.001, t<sub>42</sub> = 9.83), and the highest overall force (R<sup>2</sup> = 0.722, <i>p</i> < 0.001, t<sub>42</sub> = 10.05). There was a significant increase in regular strides on both injured (R<sup>2</sup> = 0.427, <i>p</i> < 0.001, t<sub>42</sub> = 5.83) and healthy (R<sup>2</sup> = 0.506, <i>p</i> < 0.001, t<sub>42</sub> = 6.89) sides. The proposed parameters and assessment of the regular stride ratio enable new options for analyses and monitoring during rehabilitation after tibial shaft fractures. They are robust to pathologic GRF curves, can be determined independently from spatiotemporal coherence, and thus might provide advantages over established methods.

SensorsVol. 25(8)
German Research Centre for Artificial Intelligence (DE), Hochschule Aalen (DE), Saarland University (DE)
Good health and well-being
Openalex Percentile: Top 21%
Bone fractures and treatments
1.35
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