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Farokhniaee A, Palmisano C, Del Vecchio Del Vecchio J, Pezzoli G, Volkmann J, Isaias IU. Gait-related beta-gamma phase amplitude coupling in the subthalamic nucleus of parkinsonian patients. Sci Rep 2024; 14:6674. [PMID: 38509158 PMCID: PMC10954750 DOI: 10.1038/s41598-024-57252-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 03/15/2024] [Indexed: 03/22/2024] Open
Abstract
Analysis of coupling between the phases and amplitudes of neural oscillations has gained increasing attention as an important mechanism for large-scale brain network dynamics. In Parkinson's disease (PD), preliminary evidence indicates abnormal beta-phase coupling to gamma-amplitude in different brain areas, including the subthalamic nucleus (STN). We analyzed bilateral STN local field potentials (LFPs) in eight subjects with PD chronically implanted with deep brain stimulation electrodes during upright quiet standing and unperturbed walking. Phase-amplitude coupling (PAC) was computed using the Kullback-Liebler method, based on the modulation index. Neurophysiological recordings were correlated with clinical and kinematic measurements and individual molecular brain imaging studies ([123I]FP-CIT and single-photon emission computed tomography). We showed a dopamine-related increase in subthalamic beta-gamma PAC from standing to walking. Patients with poor PAC modulation and low PAC during walking spent significantly more time in the stance and double support phase of the gait cycle. Our results provide new insights into the subthalamic contribution to human gait and suggest cross-frequency coupling as a gateway mechanism to convey patient-specific information of motor control for human locomotion.
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Affiliation(s)
- AmirAli Farokhniaee
- Fondazione Grigioni Per Il Morbo Di Parkinson, Via Gianfranco Zuretti 35, 20125, Milano, Italy.
- Parkinson Institute Milan, ASST G. Pini CTO, Via Bignami 1, 20126, Milano, Italy.
| | - Chiara Palmisano
- Department of Neurology, University Hospital of Würzburg, and Julius Maximilian University of Würzburg, Josef-Schneider-Straße 11, 97080, Würzburg, Germany
| | - Jasmin Del Vecchio Del Vecchio
- Department of Neurology, University Hospital of Würzburg, and Julius Maximilian University of Würzburg, Josef-Schneider-Straße 11, 97080, Würzburg, Germany
| | - Gianni Pezzoli
- Fondazione Grigioni Per Il Morbo Di Parkinson, Via Gianfranco Zuretti 35, 20125, Milano, Italy
- Parkinson Institute Milan, ASST G. Pini CTO, Via Bignami 1, 20126, Milano, Italy
| | - Jens Volkmann
- Department of Neurology, University Hospital of Würzburg, and Julius Maximilian University of Würzburg, Josef-Schneider-Straße 11, 97080, Würzburg, Germany
| | - Ioannis U Isaias
- Parkinson Institute Milan, ASST G. Pini CTO, Via Bignami 1, 20126, Milano, Italy
- Department of Neurology, University Hospital of Würzburg, and Julius Maximilian University of Würzburg, Josef-Schneider-Straße 11, 97080, Würzburg, Germany
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Palmisano C, Farinelli V, Camuncoli F, Favata A, Pezzoli G, Frigo CA, Isaias IU. Dynamic evaluation of spine kinematics in individuals with Parkinson's disease and freezing of gait. Gait Posture 2024; 108:199-207. [PMID: 37993298 DOI: 10.1016/j.gaitpost.2023.10.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 10/23/2023] [Indexed: 11/24/2023]
Abstract
BACKGROUND Freezing of gait (FoG) is an episodic failure of gait exposing people with Parkinson's disease (PD) to a high risk of falling. Despite growing evidence of the interconnection between impaired trunk control and FoG, a detailed description of spinal kinematics during walking is still lacking in this population. RESEARCH QUESTION Do spinal alterations impact gait performance in individuals with PD and FoG? METHODS We analyzed kinematic data of 47 PD participants suffering (PD-FOG, N = 24) or not suffering from FoG (PD-NFOG, N = 23) and 15 healthy controls (HCO) during quiet standing and unperturbed walking. We estimated the main spinal variables (i.e., spinal length, lordosis and kyphosis angles, trunk inclination), the pelvis angles, and the shoulder-pelvis angles during gait and standing. We studied differences across conditions and groups and the relationships between postural and gait parameters using linear regression methods. RESULTS During standing and walking, both PD groups showed increased trunk inclination and decreased lordosis angle with respect to HCO, as well as a decreased range in variation of kyphosis angle, pelvic obliquity, and shoulder-pelvis angles. Only PD-FOG participants showed reduced range of lordosis angle and spinal length compared to HCO. PD-FOG individuals were also not able to straighten their spine during walking compared to standing. Stride length and velocity were decreased in both patient groups compared to HCO, while swing duration was reduced only in the PD-FOG group. In individuals with FoG, trunk inclination and lordosis angle showed moderate but significant positive correlations with all gait alterations. SIGNIFICANCE Spine alterations impacted gait performance in individuals with PD suffering from FoG. Excessive trunk inclination and poor mastering of the lordosis spinal region may create an unfavourable postural precondition for forward walking. Physical therapy should target combined spinal and stepping alterations in these individuals.
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Affiliation(s)
- C Palmisano
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany.
| | - V Farinelli
- Human Physiology Section of the DePT, Università degli Studi di Milano, Milano, Italy
| | - F Camuncoli
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milano, Italy
| | - A Favata
- Biomechanical Engineering Lab, Department of Mechanical Engineering and Research Centre for Biomedical Engineering, Universitat Politècnica de Catalunya, Barcelona, Spain
| | - G Pezzoli
- Parkinson Institute Milan, ASST G. Pini-CTO, Milano, Italy
| | - C A Frigo
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milano, Italy
| | - I U Isaias
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany; Parkinson Institute Milan, ASST G. Pini-CTO, Milano, Italy
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Sedran L, Bonnet X, Thomas-Pohl M, Loiret I, Martinet N, Pillet H, Paysant J. Quantification of push-off and collision work during step-to-step transition in amputees walking at self-selected speed: Effect of amputation level. J Biomech 2024; 163:111943. [PMID: 38244403 DOI: 10.1016/j.jbiomech.2024.111943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 12/14/2023] [Accepted: 01/07/2024] [Indexed: 01/22/2024]
Abstract
Maintaining forward walking during human locomotion requires mechanical joint work, mainly provided by the ankle-foot in non-amputees. In lower-limb amputees, their metabolic overconsumption is generally attributed to reduced propulsion. However, it remains unclear how altered walking patterns resulting from amputation affect energy exchange. The purpose of this retrospective study was to investigate the impact of self-selected walking speed (SSWS) on mechanical works generated by the ankle-foot and by the entire lower limbs depending on the level of amputation. 155 participants, including 47 non-amputees (NAs), 40 unilateral transtibial amputees (TTs) and 68 unilateral transfemoral amputees (TFs), walked at their SSWS. Positive push-off work done by the trailing limb (WStS+) and its associated ankle-foot (Wankle-foot+), as well as negative collision work done by the leading limb (WStS-) were analysed during the transition from prosthetic limb to contralateral limb. An ANCOVA was performed to assess the effect of amputation level on mechanical works, while controlling for SSWS effect. After adjusting for SSWS, NAs produce more push-off work with both their biological ankle-foot and trailing limb than amputees do on prosthetic side. Using the same type of prosthetic feet, TTs and TFs can generate the same amount of prosthetic Wankle-foot+, while prosthetic WStS+ is significantly higher for TTs and remains constant with SSWS for TFs. Surprisingly and contrary to theoretical expectations, the lack of propulsion at TFs' prosthetic limb did not affect their contralateral WStS-, for which a difference is significant only between NAs and TTs. Further studies should investigate the relationship between the TFs' inability to increase prosthetic limb push-off work and metabolic expenditure.
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Affiliation(s)
- L Sedran
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France; Proteor, Recherche & Développement, Dijon, France.
| | - X Bonnet
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France
| | - M Thomas-Pohl
- Service de Médecine Physique et de Réadaptation, Hôpital d'Instruction des Armées Percy, Clamart, France; Service de Médecine Physique et de Réadaptation, Centre hospitalier de Cayenne Andrée Rosemon, Cayenne, France
| | - I Loiret
- Centre de médecine physique et de réadaptation Louis Pierquin IRR-UGECAM, Nord-Est 54042 Nancy Cedex, France
| | - N Martinet
- Centre de médecine physique et de réadaptation Louis Pierquin IRR-UGECAM, Nord-Est 54042 Nancy Cedex, France
| | - H Pillet
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France
| | - J Paysant
- Centre de médecine physique et de réadaptation Louis Pierquin IRR-UGECAM, Nord-Est 54042 Nancy Cedex, France
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Gait Event Prediction Using Surface Electromyography in Parkinsonian Patients. Bioengineering (Basel) 2023; 10:bioengineering10020212. [PMID: 36829706 PMCID: PMC9951979 DOI: 10.3390/bioengineering10020212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 01/31/2023] [Accepted: 02/03/2023] [Indexed: 02/08/2023] Open
Abstract
Gait disturbances are common manifestations of Parkinson's disease (PD), with unmet therapeutic needs. Inertial measurement units (IMUs) are capable of monitoring gait, but they lack neurophysiological information that may be crucial for studying gait disturbances in these patients. Here, we present a machine learning approach to approximate IMU angular velocity profiles and subsequently gait events using electromyographic (EMG) channels during overground walking in patients with PD. We recorded six parkinsonian patients while they walked for at least three minutes. Patient-agnostic regression models were trained on temporally embedded EMG time series of different combinations of up to five leg muscles bilaterally (i.e., tibialis anterior, soleus, gastrocnemius medialis, gastrocnemius lateralis, and vastus lateralis). Gait events could be detected with high temporal precision (median displacement of <50 ms), low numbers of missed events (<2%), and next to no false-positive event detections (<0.1%). Swing and stance phases could thus be determined with high fidelity (median F1-score of ~0.9). Interestingly, the best performance was obtained using as few as two EMG probes placed on the left and right vastus lateralis. Our results demonstrate the practical utility of the proposed EMG-based system for gait event prediction, which allows the simultaneous acquisition of an electromyographic signal to be performed. This gait analysis approach has the potential to make additional measurement devices such as IMUs and force plates less essential, thereby reducing financial and preparation overheads and discomfort factors in gait studies.
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Palmisano C, Beccaria L, Haufe S, Volkmann J, Pezzoli G, Isaias IU. Gait Initiation Impairment in Patients with Parkinson's Disease and Freezing of Gait. Bioengineering (Basel) 2022; 9:639. [PMID: 36354550 PMCID: PMC9687939 DOI: 10.3390/bioengineering9110639] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 10/14/2022] [Accepted: 10/15/2022] [Indexed: 08/03/2023] Open
Abstract
Freezing of gait (FOG) is a sudden episodic inability to produce effective stepping despite the intention to walk. It typically occurs during gait initiation (GI) or modulation and may lead to falls. We studied the anticipatory postural adjustments (imbalance, unloading, and stepping phase) at GI in 23 patients with Parkinson's disease (PD) and FOG (PDF), 20 patients with PD and no previous history of FOG (PDNF), and 23 healthy controls (HCs). Patients performed the task when off dopaminergic medications. The center of pressure (CoP) displacement and velocity during imbalance showed significant impairment in both PDNF and PDF, more prominent in the latter patients. Several measurements were specifically impaired in PDF patients, especially the CoP displacement along the anteroposterior axis during unloading. The pattern of segmental center of mass (SCoM) movements did not show differences between groups. The standing postural profile preceding GI did not correlate with outcome measurements. We have shown impaired motor programming at GI in Parkinsonian patients. The more prominent deterioration of unloading in PDF patients might suggest impaired processing and integration of somatosensory information subserving GI. The unaltered temporal movement sequencing of SCoM might indicate some compensatory cerebellar mechanisms triggering time-locked models of body mechanics in PD.
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Affiliation(s)
- Chiara Palmisano
- Department of Neurology, University Hospital and Julius-Maximilian-University, 97080 Würzburg, Germany
| | - Laura Beccaria
- Department of Neurology, University Hospital and Julius-Maximilian-University, 97080 Würzburg, Germany
| | - Stefan Haufe
- Uncertainty, Inverse Modeling and Machine Learning Group, Faculty IV Electrical Engineering and Computer Science, Technical University of Berlin, 10623 Berlin, Germany
| | - Jens Volkmann
- Department of Neurology, University Hospital and Julius-Maximilian-University, 97080 Würzburg, Germany
| | - Gianni Pezzoli
- Centro Parkinson, ASST Gaetano Pini-CTO, 20122 Milano, Italy
| | - Ioannis U. Isaias
- Department of Neurology, University Hospital and Julius-Maximilian-University, 97080 Würzburg, Germany
- Centro Parkinson, ASST Gaetano Pini-CTO, 20122 Milano, Italy
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Methods of Estimating Foot Power and Work in Standing Vertical Jump. J Appl Biomech 2022; 38:293-300. [PMID: 36007877 DOI: 10.1123/jab.2021-0254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 06/11/2022] [Accepted: 06/24/2022] [Indexed: 12/31/2022]
Abstract
Experimental motion capture studies have commonly considered the foot as a single rigid body even though the foot contains 26 bones and 30 joints. Various methods have been applied to study rigid body deviations of the foot. This study compared 3 methods: distal foot power (DFP), foot power imbalance (FPI), and a 2-segment foot model to study foot power and work in the takeoff phase of standing vertical jumps. Six physically active participants each performed 6 standing vertical jumps from a starting position spanning 2 adjacent force platforms to allow ground reaction forces acting on the foot to be divided at the metatarsophalangeal (MTP) joints. Shortly after movement initiation, DFP showed a power absorption phase followed by a power generation phase. FPI followed a similar pattern with smaller power absorption and a larger power generation compared to DFP. MTP joints primarily generated power in the 2-segment model. The net foot work was -4.0 (1.0) J using DFP, 1.8 (1.1) J using FPI, and 5.1 (0.5) J with MTP. The results suggest that MTP joints are only 1 source of foot power and that differences between DFP and FPI should be further explored in jumping and other movements.
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Effects of age and speed on the ankle-foot system's power during walking. Sci Rep 2020; 10:14903. [PMID: 32913325 PMCID: PMC7484792 DOI: 10.1038/s41598-020-71763-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 07/31/2020] [Indexed: 11/08/2022] Open
Abstract
Structural and functional changes in the foot have been associated with age-related changes in gait mechanics, but walking speed may be a confounding factor in this relationship. The aim of this study was to investigate the effect of aging and speed on the ankle-foot power output during level walking. The effects of speed and aging on features of the mechanical power and work of the ankle and foot were quantified with a gait analysis of 24 young and 16 older individuals walking at different speeds. We observed gait speed having a significant effect on all the investigated features: peak power and positive and negative work of the ankle, foot, and sum of the ankle and foot (average effect size: 0.64 ± 0.22, from 0.26 to 0.87). We observed age having no effect on these same features (average effect size: 0.23 ± 0.12, from 0.03 to 0.39), with the exception of age's effect when combined with speed on the negative work of the foot. We performed additional analysis to illustrate how the speed can become a confounding factor to the understanding of the age effect on the gait biomechanics. Based on the influence of gait speed on the mechanical power of the ankle-foot system, it is essential that studies control for the effect of gait speed if there is interest in understanding age-related effects, particularly when studying frail older individuals.
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Schmitthenner D, Sweeny C, Du J, Martin AE. The Effect of Stiff Foot Plate Length on Walking Gait Mechanics. J Biomech Eng 2020; 142:091012. [PMID: 32280960 DOI: 10.1115/1.4046882] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Indexed: 11/08/2022]
Abstract
Exoskeletons are increasingly being used to treat gait pathologies. Many of these exoskeletons use a foot plate to actuate the foot, altering the effective stiffness of the foot. Stiffness of the biological foot and ankle plays an important role in the energy modulating function of the leg, so it is important to examine how a foot plate in and of itself impacts gait. Therefore, this study quantified how foot plates themselves alter the walking gait of 16 healthy young adults. The effect of the foot plate length was also examined through the use of two foot plates, one that ended at the metatarsals and one that extended past the toes, about 20% longer. Gait parameters examined included walking speed, step frequency, joint angles for the hip, knee, ankle, forefoot, and toe, ground reaction forces (GRF), and foot-ankle power. The most significant changes were caused by the full plate, which caused an average 13% decrease in the ankle range of motion (ROM) and a 23% decrease in forward GRF at push off. The shorter plate also decreased ankle ROM to a lesser degree. This indicates that the presence of a foot plate impacted foot and ankle kinematics. However, the presence of the tested foot plate had no effect on walking speed or hip or knee kinematics. This indicates that subjects were mostly able to compensate both kinematically and energetically via their foot and ankle for the increased foot stiffness due to the tested foot plate.
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Affiliation(s)
- Dave Schmitthenner
- Department of Mechanical Engineering, The Pennsylvania State University, University Park, PA 16802
| | - Carolyn Sweeny
- Department of Mechanical Engineering, The Pennsylvania State University, University Park, PA 16802
| | - Jing Du
- Department of Mechanical Engineering, The Pennsylvania State University, University Park, PA 16802
| | - Anne E Martin
- Department of Mechanical Engineering, The Pennsylvania State University, University Park, PA 16802
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Ashby BM. Theoretical justification for distal foot power equation. J Biomech 2020; 109:109964. [PMID: 32807330 DOI: 10.1016/j.jbiomech.2020.109964] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 07/10/2020] [Accepted: 07/15/2020] [Indexed: 10/23/2022]
Abstract
The distal foot power equation is a simple yet powerful tool for estimating the power dissipation or generation within the foot even while modeling it as a rigid body. It was introduced over two decades ago, but has seen a resurgence of use in recent years. Nevertheless, the theoretical justification for this formula has thus far been limited. It is difficult to properly use any equation and interpret the results from analyses using it without a solid understanding of how it is derived as well as its underlying assumptions. In this communication, a thorough derivation of the distal foot power equation is provided first for the case where the foot is interacting with a rigid ground without sliding and then second generalized for situations when the foot may slide relative to a deformable ground surface. For the first case, the derivation makes clear that distal foot power represents the power due to the deviation of the foot from a rigid body state for the portion of the foot between its mass center (or other point of reference) and the center of pressure. For the second case, distal foot power represents not only the internal deformation power of the foot, but also the power due to sliding of the foot on the ground and the power due to deformation of the ground near the point of contact.
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Affiliation(s)
- Blake M Ashby
- Associate Professor, School of Engineering Padnos College of Engineering and Computing, Grand Valley State University, 301 W Fulton Street, KEN 325, Grand Rapids, MI 49504, United States.
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Liew BX, Sullivan L, Morris S, Netto K. Mechanical work performed by distal foot-ankle and proximal knee-hip segments during anticipated and unanticipated cutting. J Biomech 2020; 106:109839. [DOI: 10.1016/j.jbiomech.2020.109839] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 05/06/2020] [Accepted: 05/07/2020] [Indexed: 10/24/2022]
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Ankle Joint Dynamic Stiffness in Long-Distance Runners: Effect of Foot Strike and Shoes Features. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9194100] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Foot strike mode and footwear features are known to affect ankle joint kinematics and loading patterns, but how those factors are related to the ankle dynamic properties is less clear. In our study, two distinct samples of experienced long-distance runners: habitual rearfoot strikers (n = 10) and habitual forefoot strikers (n = 10), were analysed while running at constant speed on an instrumented treadmill in three footwear conditions. The joint dynamic stiffness was analysed for three subphases of the moment–angle plot: early rising, late rising and descending. Habitual rearfoot strikers displayed a statistically (p < 0.05) higher ankle dynamic stiffness in all combinations of shoes and subphases, except in early stance in supportive shoes. In minimal-supportive shoes, both groups had the lowest dynamic stiffness values for early and late rising (initial contact through mid-stance), whilst the highest stiffness values were at late rising in minimal shoes for both rearfoot and forefoot strikers (0.21 ± 0.04, 0.24 ± 0.06 (Nm/kg/°∙100), respectively). In conclusion, habitual forefoot strikers may have access to a wider physiological range of the muscle torque and joint angle. This increased potential may allow forefoot strikers to adapt to different footwear by regulating ankle dynamic stiffness depending upon the motor task.
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