Literature DB >> 29726002

Robust and accurate decoding of motoneuron behaviour and prediction of the resulting force output.

Christopher K Thompson1, Francesco Negro2, Michael D Johnson3, Matthew R Holmes3, Laura Miller McPherson4, Randall K Powers5, Dario Farina6, Charles J Heckman3.   

Abstract

KEY POINTS: The spinal alpha motoneuron is the only cell in the human CNS whose discharge can be routinely recorded in humans. We have reengineered motor unit collection and decomposition approaches, originally developed in humans, to measure the neural drive to muscle and estimate muscle force generation in the in vivo cat model. Experimental, computational, and predictive approaches are used to demonstrate the validity of this approach across a wide range of modes to activate the motor pool. The utility of this approach is shown through the ability to track individual motor units across trials, allowing for better predictions of muscle force than the electromyography signal, and providing insights in to the stereotypical discharge characteristics in response to synaptic activation of the motor pool. This approach now allows for a direct link between the intracellular data of single motoneurons, the discharge properties of motoneuron populations, and muscle force generation in the same preparation. ABSTRACT: The discharge of a spinal alpha motoneuron and the resulting contraction of its muscle fibres represents the functional quantum of the motor system. Recent advances in the recording and decomposition of the electromyographic signal allow for the identification of several tens of concurrently active motor units. These detailed population data provide the potential to achieve deep insights into the synaptic organization of motor commands. Yet most of our understanding of the synaptic input to motoneurons is derived from intracellular recordings in animal preparations. Thus, it is necessary to extend the new electrode and decomposition methods to recording of motor unit populations in these same preparations. To achieve this goal, we use high-density electrode arrays and decomposition techniques, analogous to those developed for humans, to record and decompose the activity of tens of concurrently active motor units in a hindlimb muscle in the in vivo cat. Our results showed that the decomposition method in this animal preparation was highly accurate, with conventional two-source validation providing rates of agreement equal to or superior to those found in humans. Multidimensional reconstruction of the motor unit action potential provides the ability to accurately track the same motor unit across multiple contractions. Additionally, correlational analyses demonstrate that the composite spike train provides better estimates of whole muscle force than conventional estimates obtained from the electromyographic signal. Lastly, stark differences are observed between the modes of activation, in particular tendon vibration produced quantal interspike intervals at integer multiples of the vibration period.
© 2018 The Authors. The Journal of Physiology © 2018 The Physiological Society.

Entities:  

Keywords:  EMG; cat model; decomposition; high-density; motor unit; muscle

Mesh:

Year:  2018        PMID: 29726002      PMCID: PMC6046070          DOI: 10.1113/JP276153

Source DB:  PubMed          Journal:  J Physiol        ISSN: 0022-3751            Impact factor:   5.182


  65 in total

Review 1.  Safety factor at the neuromuscular junction.

Authors:  S J Wood; C R Slater
Journal:  Prog Neurobiol       Date:  2001-07       Impact factor: 11.685

2.  Short term bed-rest reduces conduction velocity of individual motor units in leg muscles.

Authors:  Corrado Cescon; Marco Gazzoni
Journal:  J Electromyogr Kinesiol       Date:  2010-04-18       Impact factor: 2.368

3.  Improving EMG-based muscle force estimation by using a high-density EMG grid and principal component analysis.

Authors:  Didier Staudenmann; Idsart Kingma; Andreas Daffertshofer; Dick F Stegeman; Jaap H van Dieën
Journal:  IEEE Trans Biomed Eng       Date:  2006-04       Impact factor: 4.538

4.  Estimating reflex responses in large populations of motor units by decomposition of the high-density surface electromyogram.

Authors:  Utku Ş Yavuz; Francesco Negro; Oğuz Sebik; Aleŝ Holobar; Cornelius Frömmel; Kemal S Türker; Dario Farina
Journal:  J Physiol       Date:  2015-08-02       Impact factor: 5.182

5.  Motor Unit Tracking Using High Density Surface Electromyography (HDsEMG) . Automated Correction of Electrode Displacement Errors.

Authors:  I Gligorijević; B T H M Sleutjes; M De Vos; J H Blok; I Montfoort; B Mijović; M Signoretto; S Van Huffel
Journal:  Methods Inf Med       Date:  2014-11-26       Impact factor: 2.176

Review 6.  The extraction of neural strategies from the surface EMG: an update.

Authors:  Dario Farina; Roberto Merletti; Roger M Enoka
Journal:  J Appl Physiol (1985)       Date:  2014-10-02

7.  Force output of cat motor units stimulated with trains of linearly varying frequency.

Authors:  S A Binder-Macleod; H P Clamann
Journal:  J Neurophysiol       Date:  1989-01       Impact factor: 2.714

8.  Behaviour of human motor units in different muscles during linearly varying contractions.

Authors:  C J De Luca; R S LeFever; M P McCue; A P Xenakis
Journal:  J Physiol       Date:  1982-08       Impact factor: 5.182

9.  Enhancement of bistability in spinal motoneurons in vivo by the noradrenergic alpha1 agonist methoxamine.

Authors:  R H Lee; C J Heckman
Journal:  J Neurophysiol       Date:  1999-05       Impact factor: 2.714

10.  Estimation of single motor unit conduction velocity from surface electromyogram signals detected with linear electrode arrays.

Authors:  D Farina; W Muhammad; E Fortunato; O Meste; R Merletti; H Rix
Journal:  Med Biol Eng Comput       Date:  2001-03       Impact factor: 3.079

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  25 in total

1.  Exogenous neuromodulation of spinal neurons induces beta-band coherence during self-sustained discharge of hind limb motor unit populations.

Authors:  Christopher K Thompson; Michael D Johnson; Francesco Negro; Laura Miller Mcpherson; Dario Farina; Charles J Heckman
Journal:  J Appl Physiol (1985)       Date:  2019-07-18

2.  Quantifying Altered Neural Connectivity of the Stretch Reflex in Chronic Hemiparetic Stroke.

Authors:  Yuan Yang; Nirvik Sinha; Runfeng Tian; Netta Gurari; Justin M Drogos; Julius P A Dewald
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2020-04-07       Impact factor: 3.802

3.  Force control during submaximal isometric contractions is associated with walking performance in persons with multiple sclerosis.

Authors:  Leah A Davis; Mohammed S Alenazy; Awad M Almuklass; Daniel F Feeney; Taian Vieira; Alberto Botter; Roger M Enoka
Journal:  J Neurophysiol       Date:  2020-04-29       Impact factor: 2.714

4.  Remarkable hand grip steadiness in individuals with complete spinal cord injury.

Authors:  Tomoya Nakanishi; Hirofumi Kobayashi; Hiroki Obata; Kento Nakagawa; Kimitaka Nakazawa
Journal:  Exp Brain Res       Date:  2019-10-08       Impact factor: 1.972

5.  Eight weeks of resistance training increases strength, muscle cross-sectional area and motor unit size, but does not alter firing rates in the vastus lateralis.

Authors:  Adam J Sterczala; Jonathan D Miller; Hannah L Dimmick; Mandy E Wray; Michael A Trevino; Trent J Herda
Journal:  Eur J Appl Physiol       Date:  2019-12-12       Impact factor: 3.078

Review 6.  Scaling of Motor Output, From Mouse to Humans.

Authors:  Marin Manuel; Matthieu Chardon; Vicki Tysseling; C J Heckman
Journal:  Physiology (Bethesda)       Date:  2019-01-01

7.  Differences in postural sway among healthy adults are associated with the ability to perform steady contractions with leg muscles.

Authors:  Leah A Davis; Stephen P Allen; Landon D Hamilton; Alena M Grabowski; Roger M Enoka
Journal:  Exp Brain Res       Date:  2020-01-20       Impact factor: 1.972

8.  Properties of Motor Units of Elbow and Ankle Muscles Decomposed Using High-Density Surface EMG.

Authors:  Altamash S Hassan; Edward H Kim; Obaid U Khurram; Mark Cummings; Christopher K Thompson; Laura Miller McPherson; C J Heckman; Julius P A Dewald; Francesco Negro
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2019-07

9.  Effects of continuous cycling training on motor unit firing rates, input excitation, and myosin heavy chain of the vastus lateralis in sedentary females.

Authors:  Michael A Trevino; Hannah L Dimmick; Mandy E Parra; Adam J Sterczala; Jonathan D Miller; Jake A Deckert; Philip M Gallagher; Andrew C Fry; Joseph P Weir; Trent J Herda
Journal:  Exp Brain Res       Date:  2022-01-20       Impact factor: 1.972

10.  The reliability of the slopes and y-intercepts of the motor unit firing times and action potential waveforms versus recruitment threshold relationships derived from surface electromyography signal decomposition.

Authors:  Mandy E Parra; Jonathan D Miller; Adam J Sterczala; Melani R Kelly; Trent J Herda
Journal:  Eur J Appl Physiol       Date:  2021-09-03       Impact factor: 3.078

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