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Ijspeert AJ, Daley MA. Integration of feedforward and feedback control in the neuromechanics of vertebrate locomotion: a review of experimental, simulation and robotic studies. J Exp Biol 2023; 226:jeb245784. [PMID: 37565347 DOI: 10.1242/jeb.245784] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/12/2023]
Abstract
Animal locomotion is the result of complex and multi-layered interactions between the nervous system, the musculo-skeletal system and the environment. Decoding the underlying mechanisms requires an integrative approach. Comparative experimental biology has allowed researchers to study the underlying components and some of their interactions across diverse animals. These studies have shown that locomotor neural circuits are distributed in the spinal cord, the midbrain and higher brain regions in vertebrates. The spinal cord plays a key role in locomotor control because it contains central pattern generators (CPGs) - systems of coupled neuronal oscillators that provide coordinated rhythmic control of muscle activation that can be viewed as feedforward controllers - and multiple reflex loops that provide feedback mechanisms. These circuits are activated and modulated by descending pathways from the brain. The relative contributions of CPGs, feedback loops and descending modulation, and how these vary between species and locomotor conditions, remain poorly understood. Robots and neuromechanical simulations can complement experimental approaches by testing specific hypotheses and performing what-if scenarios. This Review will give an overview of key knowledge gained from comparative vertebrate experiments, and insights obtained from neuromechanical simulations and robotic approaches. We suggest that the roles of CPGs, feedback loops and descending modulation vary among animals depending on body size, intrinsic mechanical stability, time required to reach locomotor maturity and speed effects. We also hypothesize that distal joints rely more on feedback control compared with proximal joints. Finally, we highlight important opportunities to address fundamental biological questions through continued collaboration between experimentalists and engineers.
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Affiliation(s)
- Auke J Ijspeert
- BioRobotics Laboratory, EPFL - Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Monica A Daley
- Department of Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA 92697, USA
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2
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Sun SY, Bradley NS. Differences in flexor and extensor activity during locomotor-related leg movements in chick embryos. Dev Psychobiol 2017; 59:357-366. [PMID: 28323348 PMCID: PMC9969848 DOI: 10.1002/dev.21500] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Revised: 12/14/2016] [Accepted: 12/21/2016] [Indexed: 11/08/2022]
Abstract
Prior to hatching, chick embryos spontaneously produce repetitive limb movements (RLMs), a developmental precursor to walking. During RLMs, flexor and extensor muscles are alternately active as during stance and swing phases of gait. However, previous studies of RLMs observed that flexor muscles were rhythmically active for many cycles, whereas extensors often failed to be recruited. Thus, we asked if flexor muscles are preferentially recruited during RLMs in chick embryos 1 day before hatching and onset of walking. Using a within-subject design, we compared EMG burst parameters for flexor and extensor muscles acting at the hip or ankle. Findings indicated that flexor burst count exceeded extensor count. Also, flexor muscles were consistently recruited at the lowest levels of neural drive. We conclude that there is a bias favoring flexor muscle recruitment and drive during spontaneously produced RLMs. Potential neural mechanisms and developmental implications of our findings are discussed.
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Affiliation(s)
- Soo Yeon Sun
- Division of Biokinesiology and Physical Therapy; University of Southern California; Los Angeles California
| | - Nina S. Bradley
- Division of Biokinesiology and Physical Therapy; University of Southern California; Los Angeles California
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3
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Bjørnstad S, Austdal LPE, Roald B, Glover JC, Paulsen RE. Cracking the Egg: Potential of the Developing Chicken as a Model System for Nonclinical Safety Studies of Pharmaceuticals. J Pharmacol Exp Ther 2015; 355:386-96. [PMID: 26432906 DOI: 10.1124/jpet.115.227025] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 10/01/2015] [Indexed: 03/08/2025] Open
Abstract
The advance of perinatal medicine has improved the survival of extremely premature babies, thereby creating a new and heterogeneous patient group with limited information on appropriate treatment regimens. The developing fetus and neonate have traditionally been ignored populations with regard to safety studies of drugs, making medication during pregnancy and in newborns a significant safety concern. Recent initiatives of the Food and Drug Administration and European Medicines Agency have been passed with the objective of expanding the safe pharmacological treatment options in these patients. There is a consensus that neonates should be included in clinical trials. Prior to these trials, drug leads are tested in toxicity and pharmacology studies, as governed by several guidelines summarized in the multidisciplinary International Conference on Harmonization of Technical Requirements for Registration of Pharmaceuticals for Human Use M3 (R2). Pharmacology studies must be performed in the major organ systems: cardiovascular, respiratory, and central nervous system. The chicken embryo and fetus have features that make the chicken a convenient animal model for nonclinical safety studies in which effects on all of these organ systems can be tested. The developing chicken is inexpensive, accessible, and nutritionally self-sufficient with a short incubation time and is ideal for drug-screening purposes. Other high-throughput models have been implemented. However, many of these have limitations, including difficulty in mimicking natural tissue architecture and function (human stem cells) and obvious differences from mammals regarding the respiratory organ system and certain aspects of central nervous system development (Caenorhabditis elegans, zebrafish).This minireview outlines the potential and limitations of the developing chicken as an additional model for the early exploratory phase of development of new pharmaceuticals.
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Affiliation(s)
- Sigrid Bjørnstad
- Department of Pathology, Oslo University Hospital HF, Ullevål, Oslo, Norway (S.B., B.R.); Institute of Clinical Medicine (B.R.), Department of Pharmaceutical Biosciences, School of Pharmacy (L.P.E.A., R.E.P.), and NDEVOR, Section of Physiology, Department of Molecular Medicine, Institute of Basic Medical Sciences (J.C.G.), University of Oslo, Oslo, Norway; and Norwegian Center for Stem Cell Research, Department of Immunology and Transfusion Medicine, Oslo University Hospital HF, Rikshospitalet, Oslo, Norway (J.C.G.)
| | - Lars Peter Engeset Austdal
- Department of Pathology, Oslo University Hospital HF, Ullevål, Oslo, Norway (S.B., B.R.); Institute of Clinical Medicine (B.R.), Department of Pharmaceutical Biosciences, School of Pharmacy (L.P.E.A., R.E.P.), and NDEVOR, Section of Physiology, Department of Molecular Medicine, Institute of Basic Medical Sciences (J.C.G.), University of Oslo, Oslo, Norway; and Norwegian Center for Stem Cell Research, Department of Immunology and Transfusion Medicine, Oslo University Hospital HF, Rikshospitalet, Oslo, Norway (J.C.G.)
| | - Borghild Roald
- Department of Pathology, Oslo University Hospital HF, Ullevål, Oslo, Norway (S.B., B.R.); Institute of Clinical Medicine (B.R.), Department of Pharmaceutical Biosciences, School of Pharmacy (L.P.E.A., R.E.P.), and NDEVOR, Section of Physiology, Department of Molecular Medicine, Institute of Basic Medical Sciences (J.C.G.), University of Oslo, Oslo, Norway; and Norwegian Center for Stem Cell Research, Department of Immunology and Transfusion Medicine, Oslo University Hospital HF, Rikshospitalet, Oslo, Norway (J.C.G.)
| | - Joel Clinton Glover
- Department of Pathology, Oslo University Hospital HF, Ullevål, Oslo, Norway (S.B., B.R.); Institute of Clinical Medicine (B.R.), Department of Pharmaceutical Biosciences, School of Pharmacy (L.P.E.A., R.E.P.), and NDEVOR, Section of Physiology, Department of Molecular Medicine, Institute of Basic Medical Sciences (J.C.G.), University of Oslo, Oslo, Norway; and Norwegian Center for Stem Cell Research, Department of Immunology and Transfusion Medicine, Oslo University Hospital HF, Rikshospitalet, Oslo, Norway (J.C.G.)
| | - Ragnhild Elisabeth Paulsen
- Department of Pathology, Oslo University Hospital HF, Ullevål, Oslo, Norway (S.B., B.R.); Institute of Clinical Medicine (B.R.), Department of Pharmaceutical Biosciences, School of Pharmacy (L.P.E.A., R.E.P.), and NDEVOR, Section of Physiology, Department of Molecular Medicine, Institute of Basic Medical Sciences (J.C.G.), University of Oslo, Oslo, Norway; and Norwegian Center for Stem Cell Research, Department of Immunology and Transfusion Medicine, Oslo University Hospital HF, Rikshospitalet, Oslo, Norway (J.C.G.)
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Porterfield JH, Sindhurakar A, Finley JM, Bradley NS. Drift during overground locomotion in newly hatched chicks varies with light exposure during embryogenesis. Dev Psychobiol 2015; 57:459-69. [PMID: 25864867 DOI: 10.1002/dev.21306] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 03/11/2015] [Indexed: 11/11/2022]
Abstract
In an earlier study of newly hatched chicks we reported that continuous bright light exposure throughout incubation accelerated locomotor development and continuous dark exposure delayed it, compared to less intense, intermittent light exposure. Commonly studied gait parameters indicated locomotor skill was similar across groups. However, dark incubated chicks walked with a greater step width, raising the possibility of differences in dynamic balance and control of forward progression. In this study, we established methods to retrospectively examine the previously published locomotor data for differences in lateral drift. We hypothesized that chicks incubated in darkness would exhibit more drift than chicks incubated in light. Analyses identified differences in forward progression between chicks incubated in the two extreme light conditions, supporting the study's hypothesis. We discuss the significance of our findings and potential design considerations for future studies of light-accelerated motor development in precocial and nonprecocial animals.
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Affiliation(s)
- Jay H Porterfield
- Department of Biomedical Engineering, Viterbi School of Engineering of University of Southern California, Los Angeles, CA
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Sharp AA, Cain BW, Pakiraih J, Williams JL. A system for the determination of planar force vectors from spontaneously active chicken embryos. J Neurophysiol 2014; 112:2349-56. [PMID: 25143544 DOI: 10.1152/jn.00423.2014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Generally, a combination of kinematic, electromyographic (EMG), and force measurements are used to understand how an organism generates and controls movement. The chicken embryo has been a very useful model system for understanding the early stages of embryonic motility in vertebrates. Unfortunately, the size and delicate nature of embryos makes studies of motility during embryogenesis very challenging. Both kinematic and EMG recordings have been achieved in embryonic chickens, but two-dimensional force vector recordings have not. Here, we describe a dual-axis system for measuring force generated by the leg of embryonic chickens. The system employs two strain gauges to measure planar forces oriented with the plane of motion of the leg. This system responds to forces according to the principles of Pythagorean geometry, which allows a simple computational program to determine the force vector (magnitude and direction) generated during spontaneous motor activity. The system is able to determine force vectors for forces >0.5 mN accurately and allows for simultaneous kinematic and EMG recordings. This sensitivity is sufficient for force vector measurements encompassing most embryonic leg movements in midstage chicken embryos allowing for a more complete understanding of embryonic motility. Variations on this system are discussed to enable nonideal or alternative sensor arrangements and to allow for translation of this approach to other delicate model systems.
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Affiliation(s)
- Andrew A Sharp
- Department of Anatomy, Southern Illinois University School of Medicine, Carbondale, Illinois; Center for Integrated Research and Cognitive Neural Science, Southern Illinois University School of Medicine, Carbondale, Illinois;
| | - Blake W Cain
- Molecular, Cellular and Systemic Physiology Undergraduate Program, Southern Illinois University, Carbondale, Illinois
| | - Joanna Pakiraih
- Biomedical Engineering Master's Program, Southern Illinois University School of Medicine, Carbondale, Illinois; and
| | - James L Williams
- Electrical Engineering Undergraduate Program, Southern Illinois University, Carbondale, Illinois
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Marques HG, Bharadwaj A, Iida F. From spontaneous motor activity to coordinated behaviour: a developmental model. PLoS Comput Biol 2014; 10:e1003653. [PMID: 25057775 PMCID: PMC4109855 DOI: 10.1371/journal.pcbi.1003653] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2013] [Accepted: 04/18/2014] [Indexed: 01/09/2023] Open
Abstract
In mammals, the developmental path that links the primary behaviours observed during foetal stages to the full fledged behaviours observed in adults is still beyond our understanding. Often theories of motor control try to deal with the process of incremental learning in an abstract and modular way without establishing any correspondence with the mammalian developmental stages. In this paper, we propose a computational model that links three distinct behaviours which appear at three different stages of development. In order of appearance, these behaviours are: spontaneous motor activity (SMA), reflexes, and coordinated behaviours, such as locomotion. The goal of our model is to address in silico four hypotheses that are currently hard to verify in vivo: First, the hypothesis that spinal reflex circuits can be self-organized from the sensor and motor activity induced by SMA. Second, the hypothesis that supraspinal systems can modulate reflex circuits to achieve coordinated behaviour. Third, the hypothesis that, since SMA is observed in an organism throughout its entire lifetime, it provides a mechanism suitable to maintain the reflex circuits aligned with the musculoskeletal system, and thus adapt to changes in body morphology. And fourth, the hypothesis that by changing the modulation of the reflex circuits over time, one can switch between different coordinated behaviours. Our model is tested in a simulated musculoskeletal leg actuated by six muscles arranged in a number of different ways. Hopping is used as a case study of coordinated behaviour. Our results show that reflex circuits can be self-organized from SMA, and that, once these circuits are in place, they can be modulated to achieve coordinated behaviour. In addition, our results show that our model can naturally adapt to different morphological changes and perform behavioural transitions.
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Affiliation(s)
| | - Arjun Bharadwaj
- Dept. of Mechanical and Process Engineering, ETH, Zurich, Switzerland
| | - Fumiya Iida
- Dept. of Mechanical and Process Engineering, ETH, Zurich, Switzerland
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Bradley NS, Ryu YU, Yeseta MC. Spontaneous locomotor activity in late-stage chicken embryos is modified by stretch of leg muscles. ACTA ACUST UNITED AC 2013; 217:896-907. [PMID: 24265423 DOI: 10.1242/jeb.093567] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Chicks initiate bilateral alternating steps several days before hatching and adaptively walk within hours of hatching, but emergence of precocious walking skills is not well understood. One of our aims was to determine whether interactions between environment and movement experience prior to hatching are instrumental in establishing precocious motor skills. However, physiological evidence of proprioceptor development in the chick has yet to be established; thus, one goal of this study was to determine when in embryogenesis proprioception circuits can code changes in muscle length. A second goal was to determine whether proprioception circuits can modulate leg muscle activity during repetitive limb movements for stepping (RLMs). We hypothesized that proprioception circuits code changes in muscle length and/or tension, and modulate locomotor circuits producing RLMs in anticipation of adaptive locomotion at hatching. To this end, leg muscle activity and kinematics were recorded in embryos during normal posture and after fitting one ankle with a restraint that supported the limb in an atypical posture. We tested the hypotheses by comparing leg muscle activity during spontaneous RLMs in control posture and ankle extension restraint. The results indicated that proprioceptors detect changes in muscle length and/or muscle tension 3 days before hatching. Ankle extension restraint produced autogenic excitation of the ankle flexor and reciprocal inhibition of the ankle extensor. Restraint also modified knee extensor activity during RLMs 1 day before hatching. We consider the strengths and limitations of these results and propose that proprioception contributes to precocious locomotor development during the final 3 days before hatching.
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Affiliation(s)
- Nina S Bradley
- University of Southern California, Department of Biokinesiology and Physical Therapy, 1540 E. Alcazar Street, Center for Health Professions 155, Los Angeles, CA 90033-9006, USA
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8
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Hypoxia and temperature: Does hypoxia affect caiman embryo differentiation rate or rate of growth only? J Therm Biol 2013. [DOI: 10.1016/j.jtherbio.2013.05.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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9
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Sindhurakar A, Bradley NS. Light accelerates morphogenesis and acquisition of interlimb stepping in chick embryos. PLoS One 2012; 7:e51348. [PMID: 23236480 PMCID: PMC3516530 DOI: 10.1371/journal.pone.0051348] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2012] [Accepted: 11/05/2012] [Indexed: 11/19/2022] Open
Abstract
Chicks are bipedal precocious vertebrates that achieve adaptive locomotor skill within hours after hatching. Development of limb movement has been extensively studied in the chicken embryo, but few studies have focused on the preparations leading to precocious locomotor skill. Chicks typically hatch after 21 days of incubation, and recent studies provided evidence that the neural circuits for intralimb control of stepping are established between embryonic days (E) 18-20. It has also been shown that variations in light exposure during embryogenesis can accelerate or delay the onset of hatching and walking by 1 to 2 days. Our earlier work revealed that despite these differences in time to hatch, chicks incubated in different light conditions achieved similar locomotor skill on the day of hatching. Results suggested to us that light exposure during incubation may have accelerated development of locomotor circuits in register with earlier hatching. Thus, in this study, embryos were incubated in 1 of 3 light conditions to determine if development of interlimb coordination at a common time point, 19 days of incubation, varied with light exposure during embryogenesis. Leg muscle activity was recorded bilaterally and burst analyses were performed for sequences of spontaneous locomotor-related activity in one or more ankle muscles to quantify the extent of interlimb coordination in ovo. We report findings indicating that the extent of interlimb coordination varied with light exposure, and left-right alternating steps were a more reliable attribute of interlimb coordination for embryos incubated in constant bright light. We provide evidence that morphological development of the leg varied with light exposure. Based on these findings, we propose that light can accelerate the development of interlimb coordination in register with earlier hatching. Our results lead us to further propose that alternating left-right stepping is the default pattern of interlimb coordination produced by locomotor circuits during embryogenesis.
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Affiliation(s)
- Anil Sindhurakar
- Burke-Cornell Medical Research Institute, White Plains, New York, United States of America
| | - Nina S. Bradley
- Biokinesiology and Physical Therapy, Ostrow School of Dentistry, University of Southern California, Los Angeles, California, United States of America
- * E-mail:
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10
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Patrick SK, Noah JA, Yang JF. Developmental constraints of quadrupedal coordination across crawling styles in human infants. J Neurophysiol 2012; 107:3050-61. [PMID: 22402655 PMCID: PMC3378364 DOI: 10.1152/jn.00029.2012] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2012] [Accepted: 03/06/2012] [Indexed: 11/22/2022] Open
Abstract
Human infants can crawl using several very different styles; this diversity appears at first glance to contradict our previous findings from hands-and-knees crawling, which suggested that there were strict limitations on coordination, imposed either mechanically or by the developing nervous system. To determine whether coordination was similarly restricted across crawling styles, we studied free crawling overground in 22 infants who used a number of different locomotor strategies. Despite the wide variety in the use of individual limbs and even the number of limbs used, the duration of the stance phase increased with duration of cycle, whereas the duration of the swing phase remained more constant. Additionally, all infants showed organized, rhythmic interlimb coordination. Alternating patterns (e.g., trotlike) predominated (86% of infants). Alternatively, yet much less frequently, all limbs used could work in synchrony (14% of infants). Pacelike patterns were never observed, even in infants that crawled with the belly remaining in contact with the ground so that stability was not a factor. To explore the robustness of the interlimb coordination, a perturbation that prolonged swing of the leg was imposed on 14 additional infants crawling on hands and knees overground or on the treadmill. The perturbation led to a resetting of the crawling pattern, but never to a change in the coordination of the limbs. The findings concur with those regarding other infant animals, together suggesting that the nervous system itself limits the coordination patterns available at a young age.
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Affiliation(s)
- Susan K Patrick
- Dept. of Physical Therapy, Univ. of Alberta, Edmonton, Alberta, Canada
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Lacquaniti F, Ivanenko YP, Zago M. Development of human locomotion. Curr Opin Neurobiol 2012; 22:822-8. [PMID: 22498713 DOI: 10.1016/j.conb.2012.03.012] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2012] [Revised: 03/18/2012] [Accepted: 03/22/2012] [Indexed: 01/28/2023]
Abstract
Neural control of locomotion in human adults involves the generation of a small set of basic patterned commands directed to the leg muscles. The commands are generated sequentially in time during each step by neural networks located in the spinal cord, called Central Pattern Generators. This review outlines recent advances in understanding how motor commands are expressed at different stages of human development. Similar commands are found in several other vertebrates, indicating that locomotion development follows common principles of organization of the control networks. Movements show a high degree of flexibility at all stages of development, which is instrumental for learning and exploration of variable interactions with the environment.
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Affiliation(s)
- Francesco Lacquaniti
- Department of Systems Medicine, Neuroscience Section, University of Rome Tor Vergata, Via Montpellier 1, 00133 Rome, Italy.
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12
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Physiological responses to acute changes in temperature and oxygenation in bird and reptile embryos. Respir Physiol Neurobiol 2011; 178:108-17. [DOI: 10.1016/j.resp.2011.04.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2011] [Revised: 04/04/2011] [Accepted: 04/05/2011] [Indexed: 11/24/2022]
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