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Noy L, van der Wel R, Friedman J. A slow limit: extensive motor training cannot overcome a limit on the production of slow and smooth motion. J Neurophysiol 2024; 132:1779-1792. [PMID: 39441212 DOI: 10.1152/jn.00208.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 09/12/2024] [Accepted: 10/13/2024] [Indexed: 10/25/2024] Open
Abstract
Previous research from several paradigms indicated that people have difficulty in producing slow and smooth movements (SSM). It is not clear whether these difficulties are due to biomechanical constraints, planning constraints, or lack of experience with moving slowly. Here, we investigated the latter possibility: we empirically tested whether short-term practice and long-term expertise with moving slowly would result in an increased ability to perform SSM. In study 1, novice participants completed 10 training sessions in which they moved a stylus on a digitizing tablet as they traced an ellipse that moved at different frequency/peak velocity combinations, with frequencies ranging from 0.25 Hz to 0.875 Hz. In study 2, experts in slow movement (tai chi performers) and fast movement (karate performers) completed the same task in one session. The results indicated that all participants had difficulties in producing SSM, as evidenced by an increase in submovement rate with decreasing frequency. Participants in study 1 did show a marked improvement in their ability to produce fewer submovements while reducing mean squared jerk (MSJ). These short-term improvements were not evident in long-term slow motor expertise (i.e., tai chi). Taken together, our results suggest that SSM are likely difficult to produce due to a combination of several factors: lack of experience, planning, biomechanical, and neural constraints.NEW & NOTEWORTHY People can improve their ability to produce smooth slow movements in the short term (10 training sessions) in a sinusoidal tracking task by reducing the rate of submovements, but they are not able to eliminate them entirely. This lack of an ability to move slowly and smoothly was confirmed in a second experiment, where there was a lack of difference observed between long-term slow movement practitioners (i.e., tai chi experts) and novices.
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Affiliation(s)
- Lior Noy
- Faculty of Business Administration, Ono Academic College (OAC), Kiryat Ono, Israel
| | | | - Jason Friedman
- Department of Physical Therapy, Faculty of Medical & Health Sciences, Tel Aviv University, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
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2
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Roberts JW, Burkitt JJ, Elliott D. The type 1 submovement conundrum: an investigation into the function of velocity zero-crossings within two-component aiming movements. Exp Brain Res 2024:10.1007/s00221-024-06784-0. [PMID: 38329516 DOI: 10.1007/s00221-024-06784-0] [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: 08/11/2023] [Accepted: 01/15/2024] [Indexed: 02/09/2024]
Abstract
In rapid manual aiming, traditional wisdom would have it that two components manifest from feedback-based processes, where error accumulated within the primary submovement can be corrected within the secondary submovement courtesy of online sensory feedback. In some aiming contexts, there are more type 1 submovements (overshooting) compared to types 2 and 3 submovements (undershooting), particularly for more rapid movements. These particular submovements have also been attributed to a mechanical artefact involving movement termination and stabilisation. Hence, the goal of our study was to more closely examine the function of type 1 submovements by revisiting some of our previous datasets. We categorised these submovements according to whether the secondary submovement moved the limb closer (functional), or not (non-functional), to the target. Overall, there were both functional and non-functional submovements with a significantly higher proportion for the former. The displacement at the primary and secondary submovements, and negative velocity peak were significantly greater in the functional compared to non-functional. The influence of submovement type on other movement characteristics, including movement time, was somewhat less clear. These findings indicate that the majority of type 1 submovements are related to intended feedforward- and/or feedback-based processes, although there are a portion that can be attributed an indirect manifestation of a mechanical artefact. As a result, we suggest that submovements should be further categorised by their error-reducing function.
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Affiliation(s)
- James W Roberts
- Brain and Behaviour Research Group, Research Institute of Sport and Exercise Sciences (RISES), Liverpool John Moores University, Tom Reilly Building, Byrom Street, Liverpool, L3 5AF, UK.
- School of Health Sciences, Psychology, Action and Learning of Movement (PALM) Laboratory, Liverpool Hope University, Hope Park, Liverpool, L16 9JD, UK.
- Department of Kinesiology, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada.
| | - James J Burkitt
- Department of Kinesiology, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada
| | - Digby Elliott
- Brain and Behaviour Research Group, Research Institute of Sport and Exercise Sciences (RISES), Liverpool John Moores University, Tom Reilly Building, Byrom Street, Liverpool, L3 5AF, UK
- Department of Kinesiology, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada
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Fasano A, Mazzoni A, Falotico E. Reaching and Grasping Movements in Parkinson's Disease: A Review. JOURNAL OF PARKINSON'S DISEASE 2022; 12:1083-1113. [PMID: 35253780 PMCID: PMC9198782 DOI: 10.3233/jpd-213082] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
Abstract
Parkinson's disease (PD) is known to affect the brain motor circuits involving the basal ganglia (BG) and to induce, among other signs, general slowness and paucity of movements. In upper limb movements, PD patients show a systematic prolongation of movement duration while maintaining a sufficient level of endpoint accuracy. PD appears to cause impairments not only in movement execution, but also in movement initiation and planning, as revealed by abnormal preparatory activity of motor-related brain areas. Grasping movement is affected as well, particularly in the coordination of the hand aperture with the transport phase. In the last fifty years, numerous behavioral studies attempted to clarify the mechanisms underlying these anomalies, speculating on the plausible role that the BG-thalamo-cortical circuitry may play in normal and pathological motor control. Still, many questions remain open, especially concerning the management of the speed-accuracy tradeoff and the online feedback control. In this review, we summarize the literature results on reaching and grasping in parkinsonian patients. We analyze the relevant hypotheses on the origins of dysfunction, by focusing on the motor control aspects involved in the different movement phases and the corresponding role played by the BG. We conclude with an insight into the innovative stimulation techniques and computational models recently proposed, which might be helpful in further clarifying the mechanisms through which PD affects reaching and grasping movements.
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Affiliation(s)
- Alessio Fasano
- The BioRobotics Institute, Scuola Superiore Sant’Anna, Pisa, Italy
- Department of Excellence in Robotics and AI, Scuola Superiore Sant’Anna, Pisa, Italy
- Correspondence to: Alessio Fasano and Egidio Falotico, The BioRobotics Institute, Scuola Superiore Sant’Anna, Polo Sant’Anna Valdera, Viale Rinaldo Piaggio, 34, 56025 Pontedera (PI), Italy. Tel.: +39 050 883 457; E-mails: and
| | - Alberto Mazzoni
- The BioRobotics Institute, Scuola Superiore Sant’Anna, Pisa, Italy
- Department of Excellence in Robotics and AI, Scuola Superiore Sant’Anna, Pisa, Italy
| | - Egidio Falotico
- The BioRobotics Institute, Scuola Superiore Sant’Anna, Pisa, Italy
- Department of Excellence in Robotics and AI, Scuola Superiore Sant’Anna, Pisa, Italy
- Correspondence to: Alessio Fasano and Egidio Falotico, The BioRobotics Institute, Scuola Superiore Sant’Anna, Polo Sant’Anna Valdera, Viale Rinaldo Piaggio, 34, 56025 Pontedera (PI), Italy. Tel.: +39 050 883 457; E-mails: and
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Hsieh TY, Pacheco MM, Liu YT, Newell KM. Are Sub-Movements Induced Visually in Discrete Aiming Tasks? J Mot Behav 2021; 54:173-185. [PMID: 34139963 DOI: 10.1080/00222895.2021.1937031] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
There is a long-held view that discrete movements aimed to a target are composed of a sequence of movement units (sub-movements) that have different roles in motor control (e.g., initial impulse, error correction and movement termination) depending on the task constraints (e.g., spatial-temporal requirements). Here we report findings from the manipulation of vision/no-vision on the prevalence and type of sub-movements in discrete movement tasks over a range of space-time task criteria. The presence of vison resulted in longer movement times compared to the no-vision counterpart in time-matching tasks. A similar vision effect was observed in the highest Index of Difficulty for time-minimization tasks. Conditions that resulted/required longer movement times demonstrated more pre-velocity-peak and post-velocity-peak types of sub-movements whereas short movement times increased the likelihood of overshooting sub-movements. The present study results are consistent with the idea that movement time is the variable associated with changes in sub-movement profiles.
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Affiliation(s)
- Tsung-Yu Hsieh
- Department of Physical Education, Fu Jen Catholic University, New Taipei, Taiwan.,Research and Development Center for Physical Education, Health and Information Technology, Fu Jen Catholic University, New Taipei, Taiwan.,Physical Education Office, Fu Jen Catholic University, New Taipei, Taiwan
| | - Matheus M Pacheco
- School of Physical Education and Sport at Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil.,Movement Control & Neuroplasticity Research Group, KU Leuven, Leuven, Belgium
| | - Yeou-Teh Liu
- Department of Athletic Performance, National Taiwan Normal University, Taipei, Taiwan
| | - Karl M Newell
- Department of Kinesiology, University of Georgia, Athens, Georgia
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Kinematic Metrics from a Wireless Stylus Quantify Tremor and Bradykinesia in Parkinson's Disease. PARKINSONS DISEASE 2019; 2019:6850478. [PMID: 31061696 PMCID: PMC6466869 DOI: 10.1155/2019/6850478] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 02/19/2019] [Accepted: 02/21/2019] [Indexed: 12/04/2022]
Abstract
A fundamental challenge in the clinical care of Parkinson disease (PD) is the current dependence on subjective evaluations of tremor and bradykinesia. New technologies offer the ability to evaluate motor deficits using purely objective measures. The aim of this study was to develop and evaluate the efficacy of a wireless stylus (Cleveland Clinic Stylus) with an embedded motion sensor to quantitatively assess tremor and bradykinesia in patients with PD with subthalamic nucleus (STN) deep brain stimulation (DBS). Twenty-one subjects were tested in various on and off DBS conditions while holding the Cleveland Clinic Stylus while at rest, maintaining a postural hold, and during a movement task. Kinematic metrics were calculated from the motion sensor data, including 3D angular velocity and 3D acceleration data, and were compared between the on and off conditions. Generalized estimating equations (GEEs) were used to determine the relationship between kinematic metrics and MDS-Unified Parkinson's Disease Rating Scale Motor III (UPDRS-III) subscores. Kinematic metrics from the rest and postural tasks were significantly related to the UPDRS-III subscores of tremor (p < 0.001 for all metrics), and kinematic metrics from the movement task were significantly related to the UPDRS-III subscore of bradykinesia (p < 0.001 for 3/7 metrics). Kinematic metrics (7/9) showed a significant effect of stimulation setting (range: p < 0.03– < 0.0001) across the three tasks, indicating significant improvements from DBS in these measures. The Cleveland Clinic Stylus provided quantitative kinematic measures of tremor and bradykinesia severity and detected significant improvements in these measures from medication and DBS therapy. This low-cost, easy-to-use tool can provide objective measures that will improve clinical care of PD patients by providing a more reliable and objective evaluation of movement symptoms, disease progression, and effects of therapy in and outside the clinical setting.
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Simo LS, Piovesan D, Laczko J, Ghez C, Scheidt RS. Submovements during reaching movements after stroke. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2015; 2014:5357-60. [PMID: 25571204 DOI: 10.1109/embc.2014.6944836] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Neurological deficits after cerebrovascular accidents very frequently disrupt the kinematics of voluntary movements with the consequent impact in daily life activities. Robotic methodologies enable the quantitative characterization of specific control deficits needed to understand the basis of functional impairments and to design effective rehabilitation therapies. In a group of right handed chronic stroke survivors (SS) with right side hemiparesis, intact proprioception, and differing levels of motor impairment, we used a robotic manipulandum to study right arm function during discrete point-to-point reaching movements and reciprocal out-and-back movements to visual targets. We compared these movements with those of neurologically intact individuals (NI). We analyzed the presence of secondary submovements in the initial (i.e. outward) trajectory portion of the two tasks and found that the SS with severe impairment (FM < 30) presented arm submovements that differed notably not only from NI but also from those of SS with moderate arm impairment (FM 30-50). Therefore the results of this pilot study suggest that in SS arm kinematics vary significantly across differing levels of motor impairment. Our results support the development of rehabilitation therapies carefully tailored to each individual stroke survivor.
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Jo HJ, Park J, Lewis MM, Huang X, Latash ML. Prehension synergies and hand function in early-stage Parkinson's disease. Exp Brain Res 2014; 233:425-40. [PMID: 25370346 DOI: 10.1007/s00221-014-4130-7] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2014] [Accepted: 10/09/2014] [Indexed: 11/28/2022]
Abstract
We explored the multi-digit synergies and hand performance in object manipulations and pressing tasks in patients with early-stage Parkinson's disease (PD) and healthy controls. Synergies were defined as inter-trials co-variation patterns among forces/moments produced by individual digits that stabilized a resultant mechanical variable. The subjects performed three main tasks: pressing (steady-state force production followed by a force pulse into the target), prehension (manipulation of a handheld instrumented handle imitating the action of taking a sip from a glass), and functional object manipulation (moving a glass with water as quickly and accurately as possible along a chain of targets). The PD patients were slower compared to controls in all three tasks. Patients showed smaller synergy indices in the pressing and prehension tasks. In the prehension tasks, patients showed elevated grip force at steady states with smaller grip force modulation during the handle motion. PD patients showed smaller feed-forward synergy adjustments in preparation to the quick action in the pressing and (to a smaller degree) prehension tasks. Synergy indices correlated with the time index of performance in the functional glass-with-water task, whereas none of the indices correlated with the Unified PD Rating Scale part III-motor scores. We interpret the results as pointing at an important role of subcortical structures in motor synergies and their feed-forward adjustments to action.
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Affiliation(s)
- Hang Jin Jo
- Department of Kinesiology, The Pennsylvania State University, Rec.Hall-268N, University Park, PA, 16802, USA
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Robinson MA, Elliott D, Hayes SJ, Barton GJ, Bennett SJ. Primary and submovement control of aiming in C6 tetraplegics following posterior deltoid transfer. J Neuroeng Rehabil 2014; 11:112. [PMID: 25055852 PMCID: PMC4127436 DOI: 10.1186/1743-0003-11-112] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2014] [Accepted: 07/21/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Upper limb motor control in fast, goal-directed aiming is altered in tetraplegics following posterior-deltoid musculotendinous transfer. Specifically, movements have similar end-point accuracy but longer duration and lower peak velocity than those of age-matched, neurotypical controls. Here, we examine in detail the interplay between primary movement and submovement phases in five C6 tetraplegic and five control participants. METHODS Aiming movements were performed in two directions (20 cm away or toward), with or without vision. Trials that contained a submovement phase (i.e., discontinuity in velocity, acceleration or jerk) were identified. Discrete kinematic variables were then extracted on the primary and submovements phases. RESULTS The presence of submovements did not differ between the tetraplegic (68%) and control (57%) groups, and almost all submovements resulted from acceleration and jerk discontinuities. Tetraplegics tended to make a smaller amplitude primary movement, which had lower peak velocity and greater spatial variability at peak velocity. This was followed by a larger amplitude and longer duration secondary submovement. Peak velocity of primary movement was not related to submovement incidence. Together, the primary and submovement phases of both groups were equally effective in reducing end-point error. CONCLUSIONS C6 tetraplegic participants exhibit some subtle differences in measures of motor behaviour compared to control participants, but importantly feedforward and feedback processes work effectively in combination to achieve accurate goal-directed aiming.
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Affiliation(s)
- Mark A Robinson
- Research Institute for Sport and Exercise Sciences, Liverpool John Moores University, Tom Reilly Building, Byrom Street, Liverpool L3 3AF, UK.
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Grieb B, von Nicolai C, Engler G, Sharott A, Papageorgiou I, Hamel W, Engel AK, Moll CK. Decomposition of abnormal free locomotor behavior in a rat model of Parkinson's disease. Front Syst Neurosci 2013; 7:95. [PMID: 24348346 PMCID: PMC3842038 DOI: 10.3389/fnsys.2013.00095] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2013] [Accepted: 11/08/2013] [Indexed: 11/13/2022] Open
Abstract
Poverty of spontaneous movement, slowed execution and reduced amplitudes of movement (akinesia, brady- and hypokinesia) are cardinal motor manifestations of Parkinson's disease that can be modeled in experimental animals by brain lesions affecting midbrain dopaminergic neurons. Most behavioral investigations in experimental parkinsonism have employed short-term observation windows to assess motor impairments. We postulated that an analysis of longer-term free exploratory behavior could provide further insights into the complex fine structure of altered locomotor activity in parkinsonian animals. To this end, we video-monitored 23 h of free locomotor behavior and extracted several behavioral measures before and after the expression of a severe parkinsonian phenotype following bilateral 6-hydroxydopamine (6-OHDA) lesions of the rat dopaminergic substantia nigra. Unbiased stereological cell counting verified the degree of midbrain tyrosine hydroxylase positive cell loss in the substantia nigra and ventral tegmental area. In line with previous reports, overall covered distance and maximal motion speed of lesioned animals were found to be significantly reduced compared to controls. Before lesion surgery, exploratory rat behavior exhibited a bimodal distribution of maximal speed values obtained for single movement episodes, corresponding to a "first" and "second gear" of motion. 6-OHDA injections significantly reduced the incidence of second gear motion episodes and also resulted in an abnormal prolongation of these fast motion events. Likewise, the spatial spread of such episodes was increased in 6-OHDA rats. The increase in curvature of motion tracks was increased in both lesioned and control animals. We conclude that the discrimination of distinct modes of motion by statistical decomposition of longer-term spontaneous locomotion provides useful insights into the fine structure of fluctuating motor functions in a rat analog of Parkinson's disease.
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Affiliation(s)
- Benjamin Grieb
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany ; Department of General Psychiatry, Center for Psychosocial Medicine, University of Heidelberg Heidelberg, Germany
| | - Constantin von Nicolai
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany ; Centre for Integrative Neuroscience, University of Tübingen Tübingen, Germany
| | - Gerhard Engler
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany
| | - Andrew Sharott
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany ; Medical Research Council, Anatomical Neuropharacology Unit, Department of Pharmacology, University of Oxford Oxford, UK
| | - Ismini Papageorgiou
- Division of General Neurophysiology, Institute of Physiology and Pathophysiology, University of Heidelberg Heidelberg, Germany
| | - Wolfgang Hamel
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany
| | - Andreas K Engel
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany
| | - Christian K Moll
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, University of Hamburg Hamburg, Germany
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Effect of externally cued training on dynamic stability control during the sit-to-stand task in people with Parkinson disease. Phys Ther 2013; 93:492-503. [PMID: 23139427 PMCID: PMC3613339 DOI: 10.2522/ptj.20100423] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Previous studies have shown that people with Parkinson disease (PD) have difficulty performing the sit-to-stand task because of mobility and stability-related impairments. Despite its importance, literature on the quantification of dynamic stability control in people with PD during this task is limited. OBJECTIVE The study objective was to examine differences in dynamic stability control between people with PD and people who were healthy and the extent to which externally cued training could improve such control during the sit-to-stand task in people with PD. DESIGN This was a quasi-experimental controlled trial. METHODS The performance of 21 people with PD was compared with that of 12 older adults who dwelled in the community. People with PD were randomly assigned to 2 groups: a group that did not receive training and a group that received audiovisually cued training (3 times per week for 4 weeks) for speeding up performance on the sit-to-stand task. Outcome measures recorded at baseline and after 4 weeks included center-of-mass position, center-of-mass velocity, and stability against either backward or forward balance loss (backward or forward stability) at seat-off and movement termination. RESULTS Compared with people who were healthy, people with PD had greater backward stability resulting from a more anterior center-of-mass position at seat-off. This feature, combined with decreased forward stability at movement termination, increased their risk of forward balance loss at movement termination. After training, people with PD achieved greater backward stability through increased forward center-of-mass velocity at seat-off and reduced the likelihood of forward balance loss at movement termination through a posterior shift in the center-of-mass position. LIMITATIONS The study applied stability limits derived from adults who were healthy to people with PD, and the suggested impact on the risk of balance loss and falling is based on these theoretical stability limits. CONCLUSIONS For people with PD, postural stability against backward balance loss at task initiation was increased at the expense of possible forward balance loss at task termination. Task-specific training with preparatory audiovisual cues resulted in improved overall dynamic stability against both forward and backward balance loss.
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Boyle J, Kennedy D, Shea CH. Optimizing the control of high ID movements: rethinking the obvious. Exp Brain Res 2012; 223:377-87. [PMID: 23001371 DOI: 10.1007/s00221-012-3266-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2012] [Accepted: 09/09/2012] [Indexed: 11/27/2022]
Affiliation(s)
- Jason Boyle
- Human Performance Laboratory, Texas A&M University, College Station, TX 77843-4243, USA
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Magdoom KN, Subramanian D, Chakravarthy VS, Ravindran B, Amari SI, Meenakshisundaram N. Modeling basal ganglia for understanding Parkinsonian reaching movements. Neural Comput 2010; 23:477-516. [PMID: 21105828 DOI: 10.1162/neco_a_00073] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
We present a computational model that highlights the role of basal ganglia (BG) in generating simple reaching movements. The model is cast within the reinforcement learning (RL) framework with correspondence between RL components and neuroanatomy as follows: dopamine signal of substantia nigra pars compacta as the temporal difference error, striatum as the substrate for the critic, and the motor cortex as the actor. A key feature of this neurobiological interpretation is our hypothesis that the indirect pathway is the explorer. Chaotic activity, originating from the indirect pathway part of the model, drives the wandering, exploratory movements of the arm. Thus, the direct pathway subserves exploitation, while the indirect pathway subserves exploration. The motor cortex becomes more and more independent of the corrective influence of BG as training progresses. Reaching trajectories show diminishing variability with training. Reaching movements associated with Parkinson's disease (PD) are simulated by reducing dopamine and degrading the complexity of indirect pathway dynamics by switching it from chaotic to periodic behavior. Under the simulated PD conditions, the arm exhibits PD motor symptoms like tremor, bradykinesia and undershooting. The model echoes the notion that PD is a dynamical disease.
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Affiliation(s)
- K N Magdoom
- Department of Biology, Indian Institute of Technology, Chennai, 600 036, India.
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Fradet L, Lee G, Stelmach G, Dounskaia N. Joint-specific disruption of control during arm movements in Parkinson’s disease. Exp Brain Res 2009; 195:73-87. [PMID: 19277617 DOI: 10.1007/s00221-009-1752-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2008] [Accepted: 02/22/2009] [Indexed: 11/30/2022]
Affiliation(s)
- Laetitia Fradet
- Department of Kinesiology, Arizona State University, PO Box 870404, Tempe, AZ 85287-0404, USA
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