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Casartelli L, Maronati C, Cavallo A. From neural noise to co-adaptability: Rethinking the multifaceted architecture of motor variability. Phys Life Rev 2023; 47:245-263. [PMID: 37976727 DOI: 10.1016/j.plrev.2023.10.036] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 10/27/2023] [Indexed: 11/19/2023]
Abstract
In the last decade, the source and the functional meaning of motor variability have attracted considerable attention in behavioral and brain sciences. This construct classically combined different levels of description, variable internal robustness or coherence, and multifaceted operational meanings. We provide here a comprehensive review of the literature with the primary aim of building a precise lexicon that goes beyond the generic and monolithic use of motor variability. In the pars destruens of the work, we model three domains of motor variability related to peculiar computational elements that influence fluctuations in motor outputs. Each domain is in turn characterized by multiple sub-domains. We begin with the domains of noise and differentiation. However, the main contribution of our model concerns the domain of adaptability, which refers to variation within the same exact motor representation. In particular, we use the terms learning and (social)fitting to specify the portions of motor variability that depend on our propensity to learn and on our largely constitutive propensity to be influenced by external factors. A particular focus is on motor variability in the context of the sub-domain named co-adaptability. Further groundbreaking challenges arise in the modeling of motor variability. Therefore, in a separate pars construens, we attempt to characterize these challenges, addressing both theoretical and experimental aspects as well as potential clinical implications for neurorehabilitation. All in all, our work suggests that motor variability is neither simply detrimental nor beneficial, and that studying its fluctuations can provide meaningful insights for future research.
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Affiliation(s)
- Luca Casartelli
- Theoretical and Cognitive Neuroscience Unit, Scientific Institute IRCCS E. MEDEA, Italy
| | - Camilla Maronati
- Move'n'Brains Lab, Department of Psychology, Università degli Studi di Torino, Italy
| | - Andrea Cavallo
- Move'n'Brains Lab, Department of Psychology, Università degli Studi di Torino, Italy; C'MoN Unit, Fondazione Istituto Italiano di Tecnologia, Genova, Italy.
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Lin JT, Hsu CJ, Dee W, Chen D, Rymer WZ, Wu M. Anodal transcutaneous DC stimulation enhances learning of dynamic balance control during walking in humans with spinal cord injury. Exp Brain Res 2022; 240:1943-1955. [PMID: 35622090 PMCID: PMC9297533 DOI: 10.1007/s00221-022-06388-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 05/12/2022] [Indexed: 11/29/2022]
Abstract
Deficits in locomotor function, including impairments in walking speed and balance, are major problems for many individuals with incomplete spinal cord injury (iSCI). However, it remains unclear which type of training paradigms are more effective in improving balance, particularly dynamic balance, in individuals with iSCI. The purpose of this study was to determine whether anodal transcutaneous spinal direct current stimulation (tsDCS) can facilitate learning of balance control during walking in individuals with iSCI. Fifteen individuals with iSCI participated in this study and were tested in two sessions (i.e., tsDCS and sham conditions). Each session consisted of 1 min of treadmill walking without stimulation or perturbation (baseline), 10 min of walking with either anodal tsDCS or sham stimulation, paired with bilateral pelvis perturbation (adaptation), and finally 2 min of walking without stimulation and perturbation (post-adaptation). The outcome measures were the dynamic balance, assessed using the minimal margin of stability (MoS), and electromyography of leg muscles. Participants demonstrated a smaller MoS during the late adaptation period for the anodal tsDCS condition compared to sham (p = 0.041), and this MoS intended to retain during the early post-adaptation period (p = 0.05). In addition, muscle activity of hip abductors was greater for the anodal tsDCS condition compared to sham during the late adaptation period and post-adaptation period (p < 0.05). Results from this study suggest that anodal tsDCS may modulate motor adaptation to pelvis perturbation and facilitate learning of dynamic balance control in individuals with iSCI.
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Affiliation(s)
- Jui-Te Lin
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA.,Seton Hall University, South Orange, NJ, USA
| | - Chao-Jung Hsu
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA
| | - Weena Dee
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA
| | - David Chen
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA
| | - W Zev Rymer
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - Ming Wu
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 E. Erie Street, Chicago, IL, 60611, USA. .,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA. .,Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL, USA.
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Kitatani R, Maeda A, Umehara J, Yamada S. Different modulation of oscillatory common neural drives to ankle muscles during abrupt and gradual gait adaptations. Exp Brain Res. [DOI: 10.1007/s00221-021-06294-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Accepted: 12/16/2021] [Indexed: 12/24/2022]
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Park SH, Hsu CJ, Lin JT, Dee W, Roth EJ, Rymer WZ, Wu M. Increased motor variability facilitates motor learning in weight shift toward the paretic side during walking in individuals post-stroke. Eur J Neurosci 2021; 53:3490-3506. [PMID: 33783888 DOI: 10.1111/ejn.15212] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 03/24/2021] [Accepted: 03/25/2021] [Indexed: 02/01/2023]
Abstract
The purpose of this study was to determine whether applying "varied" versus constant pelvis assistance force mediolaterally toward the paretic side of stroke survivors during walking would result in short-term improvement in weight shift toward the paretic side. Twelve individuals post-stroke (60.4 ± 6.2 years; gait speed: 0.53 ± 0.19 m/s) were tested under two conditions (varied vs. constant). Each condition was conducted in a single separate session, which consisted of (a) treadmill walking with no assistance force for 1 min (baseline), pelvis assistance toward the paretic side for 9 min (adaptation), and then no force for additional 1 min (post-adaptation), and (b) overground walking. In the "varied" condition, the magnitude of force was randomly changed across steps between 30% and 100% of the predetermined amount. In the abrupt condition, the magnitude of force was kept constant at 100% of the predetermined amount. Participants exhibited greater improvements in weight shift toward the paretic side (p < 0.01) and in muscle activity of plantar flexors and hip adductors of the paretic leg (p = 0.02) from baseline to late post-adaptation period for the varied condition than for the constant condition. Motor variability of the peak pelvis displacement at baseline was correlated with improvement in weight shift toward the paretic side after training for the varied (R2 = 0.64, p = 0.01) and the constant condition (R2 = 0.39, p = 0.03). These findings suggest that increased motor variability, induced by applying the varied pelvis assistance, may facilitate motor learning in weight shift and gait symmetry during walking in individuals post-stroke.
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Affiliation(s)
- Seoung Hoon Park
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - Chao-Jung Hsu
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Jui-Te Lin
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Weena Dee
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Elliot J Roth
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - William Z Rymer
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - Ming Wu
- Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA.,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA
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Lin JT, Hsu CJ, Dee W, Chen D, Rymer WZ, Wu M. Varied movement errors drive learning of dynamic balance control during walking in people with incomplete spinal cord injury: a pilot study. Exp Brain Res 2020; 238:981-993. [PMID: 32189042 DOI: 10.1007/s00221-020-05776-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 03/10/2020] [Indexed: 11/28/2022]
Abstract
The purpose of this study was to determine whether the application of a varied pelvis perturbation force would improve dynamic balance control and gait stability of people with incomplete spinal cord injury (iSCI). Fourteen participants with iSCI completed the test in two conditions, i.e., walking paired with pelvis perturbation force and treadmill walking only, with 1-week interval in between. The order of the testing condition was randomized across participants. For the pelvis pertubation condition, subjects walked on a treadmill with no force for 1 min, with a varied pelvis perturbation force that was bilaterally applied in the medial-lateral direction for 10 min, without force for 1 min, and then with the perturbation for another 10 min after a sitting break. For the treadmill only condition, a protocol that was similar to the perturbation condition was used but no force was applied. Margin of stability (MoS), weight shifting, and other spatiotemporal gait parameters were calculated. Compared to treadmill training only, participants showed significant smaller MoS and double-leg support time after treadmill walking with pelvis perturbation. In addition, participants showed significantly greater improvements in overground walking speed after treadmill walking with pelvis perturbation than treadmill only (p = 0.021). Results from this study suggest that applying a varied pelvis perturbation force during treadmill walking could improve dynamic balance control in people with iSCI, which could be transferred to overground walking. These findings may be used to develop a new intervention to improve balance and walking function in people with iSCI.
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Affiliation(s)
- Jui-Te Lin
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA
| | - Chao-Jung Hsu
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA
| | - Weena Dee
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA
| | - David Chen
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA
| | - W Zev Rymer
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - Ming Wu
- Legs and Walking Lab, Shirley Ryan AbilityLab, 355 East Erie Street, 23rd Floor, Chicago, IL, 60611, USA. .,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA. .,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA.
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