IDEAS home Printed from https://ideas.repec.org/a/plo/pcbi00/1009615.html
   My bibliography  Save this article

Hybrid dedicated and distributed coding in PMd/M1 provides separation and interaction of bilateral arm signals

Author

Listed:
  • Tanner C Dixon
  • Christina M Merrick
  • Joni D Wallis
  • Richard B Ivry
  • Jose M Carmena

Abstract

Pronounced activity is observed in both hemispheres of the motor cortex during preparation and execution of unimanual movements. The organizational principles of bi-hemispheric signals and the functions they serve throughout motor planning remain unclear. Using an instructed-delay reaching task in monkeys, we identified two components in population responses spanning PMd and M1. A “dedicated” component, which segregated activity at the level of individual units, emerged in PMd during preparation. It was most prominent following movement when M1 became strongly engaged, and principally involved the contralateral hemisphere. In contrast to recent reports, these dedicated signals solely accounted for divergence of arm-specific neural subspaces. The other “distributed” component mixed signals for each arm within units, and the subspace containing it did not discriminate between arms at any stage. The statistics of the population response suggest two functional aspects of the cortical network: one that spans both hemispheres for supporting preparatory and ongoing processes, and another that is predominantly housed in the contralateral hemisphere and specifies unilateral output.Author summary: The motor cortex of the brain primarily controls the opposite side of the body, yet neural activity in this area is often observed during movements of either arm. To understand the functional significance of these signals we must first characterize how they are organized across the neural network. Are there patterns of activity that are unique to a single arm? Are there other patterns that reflect shared functions? Importantly, these features may change across time as motor plans are developed and executed. In this study, we analyzed the responses of individual neurons in the motor cortex and modeled their patterns of co-activity across the population to characterize the changes that distinguish left and right arm use. Across preparation and execution phases of the task, we found that signals became gradually more segregated. Despite many neurons modulating in association with either arm, those that were more dedicated to a single (typically contralateral) limb accounted for a disproportionately large amount of the variance. However, there were also weaker patterns of activity that did not distinguish between the two arms at any stage. These results reveal a heterogeneity in the motor cortex that highlights both independent and interactive components of reaching signals.

Suggested Citation

  • Tanner C Dixon & Christina M Merrick & Joni D Wallis & Richard B Ivry & Jose M Carmena, 2021. "Hybrid dedicated and distributed coding in PMd/M1 provides separation and interaction of bilateral arm signals," PLOS Computational Biology, Public Library of Science, vol. 17(11), pages 1-35, November.
  • Handle: RePEc:plo:pcbi00:1009615
    DOI: 10.1371/journal.pcbi.1009615
    as

    Download full text from publisher

    File URL: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009615
    Download Restriction: no

    File URL: https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1009615&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pcbi.1009615?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Nuo Li & Tsai-Wen Chen & Zengcai V. Guo & Charles R. Gerfen & Karel Svoboda, 2015. "A motor cortex circuit for motor planning and movement," Nature, Nature, vol. 519(7541), pages 51-56, March.
    2. Yifat Prut & Eberhard E. Fetz, 1999. "Primate spinal interneurons show pre-movement instructed delay activity," Nature, Nature, vol. 401(6753), pages 590-594, October.
    3. Patrick T. Sadtler & Kristin M. Quick & Matthew D. Golub & Steven M. Chase & Stephen I. Ryu & Elizabeth C. Tyler-Kabara & Byron M. Yu & Aaron P. Batista, 2014. "Neural constraints on learning," Nature, Nature, vol. 512(7515), pages 423-426, August.
    4. Mark M. Churchland & John P. Cunningham & Matthew T. Kaufman & Justin D. Foster & Paul Nuyujukian & Stephen I. Ryu & Krishna V. Shenoy, 2012. "Neural population dynamics during reaching," Nature, Nature, vol. 487(7405), pages 51-56, July.
    5. Nuo Li & Kayvon Daie & Karel Svoboda & Shaul Druckmann, 2016. "Correction: Corrigendum: Robust neuronal dynamics in premotor cortex during motor planning," Nature, Nature, vol. 537(7618), pages 122-122, September.
    6. Juan A. Gallego & Matthew G. Perich & Stephanie N. Naufel & Christian Ethier & Sara A. Solla & Lee E. Miller, 2018. "Cortical population activity within a preserved neural manifold underlies multiple motor behaviors," Nature Communications, Nature, vol. 9(1), pages 1-13, December.
    7. Gamaleldin F. Elsayed & Antonio H. Lara & Matthew T. Kaufman & Mark M. Churchland & John P. Cunningham, 2016. "Reorganization between preparatory and movement population responses in motor cortex," Nature Communications, Nature, vol. 7(1), pages 1-15, December.
    8. J. Andrew Pruszynski & Isaac Kurtzer & Joseph Y. Nashed & Mohsen Omrani & Brenda Brouwer & Stephen H. Scott, 2011. "Primary motor cortex underlies multi-joint integration for fast feedback control," Nature, Nature, vol. 478(7369), pages 387-390, October.
    9. Nuo Li & Kayvon Daie & Karel Svoboda & Shaul Druckmann, 2016. "Robust neuronal dynamics in premotor cortex during motor planning," Nature, Nature, vol. 532(7600), pages 459-464, April.
    10. O. Donchin & A. Gribova & O. Steinberg & H. Bergman & E. Vaadia, 1998. "Primary motor cortex is involved in bimanual coordination," Nature, Nature, vol. 395(6699), pages 274-278, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Benjamin R Cowley & Matthew A Smith & Adam Kohn & Byron M Yu, 2016. "Stimulus-Driven Population Activity Patterns in Macaque Primary Visual Cortex," PLOS Computational Biology, Public Library of Science, vol. 12(12), pages 1-31, December.
    2. Svenja Melbaum & Eleonora Russo & David Eriksson & Artur Schneider & Daniel Durstewitz & Thomas Brox & Ilka Diester, 2022. "Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    3. Ege Altan & Sara A Solla & Lee E Miller & Eric J Perreault, 2021. "Estimating the dimensionality of the manifold underlying multi-electrode neural recordings," PLOS Computational Biology, Public Library of Science, vol. 17(11), pages 1-23, November.
    4. Alyse Thomas & Weiguo Yang & Catherine Wang & Sri Laasya Tipparaju & Guang Chen & Brennan Sullivan & Kylie Swiekatowski & Mahima Tatam & Charles Gerfen & Nuo Li, 2023. "Superior colliculus bidirectionally modulates choice activity in frontal cortex," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    5. Huee Ru Chong & Yadollah Ranjbar-Slamloo & Malcolm Zheng Hao Ho & Xuan Ouyang & Tsukasa Kamigaki, 2023. "Functional alterations of the prefrontal circuit underlying cognitive aging in mice," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    6. Pierre O. Boucher & Tian Wang & Laura Carceroni & Gary Kane & Krishna V. Shenoy & Chandramouli Chandrasekaran, 2023. "Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex," Nature Communications, Nature, vol. 14(1), pages 1-28, December.
    7. Nir Even-Chen & Blue Sheffer & Saurabh Vyas & Stephen I Ryu & Krishna V Shenoy, 2019. "Structure and variability of delay activity in premotor cortex," PLOS Computational Biology, Public Library of Science, vol. 15(2), pages 1-17, February.
    8. Josh Merel & Donald M Pianto & John P Cunningham & Liam Paninski, 2015. "Encoder-Decoder Optimization for Brain-Computer Interfaces," PLOS Computational Biology, Public Library of Science, vol. 11(6), pages 1-25, June.
    9. Hagai Lalazar & L F Abbott & Eilon Vaadia, 2016. "Tuning Curves for Arm Posture Control in Motor Cortex Are Consistent with Random Connectivity," PLOS Computational Biology, Public Library of Science, vol. 12(5), pages 1-27, May.
    10. J. Tyler Boyd-Meredith & Alex T. Piet & Emily Jane Dennis & Ahmed El Hady & Carlos D. Brody, 2022. "Stable choice coding in rat frontal orienting fields across model-predicted changes of mind," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    11. Sravani Kondapavulur & Stefan M. Lemke & David Darevsky & Ling Guo & Preeya Khanna & Karunesh Ganguly, 2022. "Transition from predictable to variable motor cortex and striatal ensemble patterning during behavioral exploration," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    12. Akshay Markanday & Sungho Hong & Junya Inoue & Erik Schutter & Peter Thier, 2023. "Multidimensional cerebellar computations for flexible kinematic control of movements," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    13. João D. Semedo & Anna I. Jasper & Amin Zandvakili & Aravind Krishna & Amir Aschner & Christian K. Machens & Adam Kohn & Byron M. Yu, 2022. "Feedforward and feedback interactions between visual cortical areas use different population activity patterns," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    14. Christopher F. Angeloni & Wiktor Młynarski & Eugenio Piasini & Aaron M. Williams & Katherine C. Wood & Linda Garami & Ann M. Hermundstad & Maria N. Geffen, 2023. "Dynamics of cortical contrast adaptation predict perception of signals in noise," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    15. Maria N Ayala & Denise Y P Henriques, 2018. "Context-dependent concurrent adaptation to static and moving targets," PLOS ONE, Public Library of Science, vol. 13(2), pages 1-23, February.
    16. Ryan C Williamson & Benjamin R Cowley & Ashok Litwin-Kumar & Brent Doiron & Adam Kohn & Matthew A Smith & Byron M Yu, 2016. "Scaling Properties of Dimensionality Reduction for Neural Populations and Network Models," PLOS Computational Biology, Public Library of Science, vol. 12(12), pages 1-27, December.
    17. Xin Wei Chia & Jian Kwang Tan & Lee Fang Ang & Tsukasa Kamigaki & Hiroshi Makino, 2023. "Emergence of cortical network motifs for short-term memory during learning," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    18. Sanaya N. Shroff & Eric Lowet & Sudiksha Sridhar & Howard J. Gritton & Mohammed Abumuaileq & Hua-An Tseng & Cyrus Cheung & Samuel L. Zhou & Krishnakanth Kondabolu & Xue Han, 2023. "Striatal cholinergic interneuron membrane voltage tracks locomotor rhythms in mice," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    19. Shan Yu & Andreas Klaus & Hongdian Yang & Dietmar Plenz, 2014. "Scale-Invariant Neuronal Avalanche Dynamics and the Cut-Off in Size Distributions," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-12, June.
    20. Ian S Howard & David W Franklin, 2015. "Neural Tuning Functions Underlie Both Generalization and Interference," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-21, June.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pcbi00:1009615. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ploscompbiol (email available below). General contact details of provider: https://journals.plos.org/ploscompbiol/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.