Nature CommunicationsNeurosciencePeer-reviewed journal article
Spinal interneuron population dynamics underlying flexible pattern generation
Lahiru N. WimalasenaiD, Chethan PandarinathiD, Nicholas Au YongiD
Abstract
The mammalian spinal locomotor network is composed of diverse populations of interneurons that collectively orchestrate and execute a range of locomotor behaviors. Despite the identification of many classes of spinal interneurons constituting the locomotor network, it remains unclear how the networks collective activity computes and modifies locomotor output on a step-by-step basis. To investigate this, we analyzed lumbar interneuron population recordings and multi-muscle electromyography from spinalized cats performing air stepping and used artificial intelligence methods to uncover state space trajectories of spinal interneuron population activity on single step cycles and at millisecond timescales. Our analyses of interneuron population trajectories revealed that traversal of specific state space regions held millisecond-timescale correspondence to the timing adjustments of extensor-flexor alternation. Similarly, we found that small variations in the path of state space trajectories were tightly linked to single-step, microvolt-scale adjustments in the magnitude of muscle output. One sentence summaryFeatures of spinal interneuron state space trajectories capture variations in the timing and magnitude of muscle activations across individual step cycles, with precision on the scales of milliseconds and microvolts respectively.
- organism: mouse
- assay: electronic health records
- research focus: trajectory inference
- approach: statistical model
- Citations
- 7
- FWCI
- 4.01
- Field percentile
- top 5%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Functional organization of the spinal locomotor network based on analysis of interneuronal activity
Мусиенко Павел Евгеньевич, Oleg Gorskii, … Pavel V. Zelenin·European Journal of NeurosciencePeer-reviewed·Aug 1, 2025
- Movement is governed by rotational population dynamics in spinal motor networks
Henrik Lindén, Peter C. Petersen, … Rune W. Berg·NaturePeer-reviewed·Oct 12, 2022
- Neural manifolds that orchestrate walking and stopping
Salif Komi, Jaspreet Kaur, … Rune W. Berg·bioRxiv·Nov 8, 2025
- A spinal substrate for modular control of natural behavior
F. Nicola, Lily Li, … Ariel J. Levine·bioRxiv·Mar 14, 2026
- Widespread innervation of motoneurons by spinal V3 neurons globally amplifies locomotor output in mice.
Han Zhang, Dylan Deska‐Gauthier, … Ying Zhang·Cell ReportsPeer-reviewed·Jan 1, 2025
- Spinal dI2 interneurons regulate the stability of bipedal stepping
Baruch Haimson, Yoav Hadas, … Avihu Klar·eLifePeer-reviewed·Aug 16, 2021