Evidence map›Paper›PMID 42758103›Full record

ArticleCNS neuroscience & therapeutics2026

Neural Network Connection Characteristics Between Motor Cortex and Spinal Cord During Rat Bipedal Walking.

Pengcheng Xi, Xiaodan Lyu, Jiping He, Rongyu Tang, Yiran Lang

Abstract read
In one paragraph

Article in CNS neuroscience & therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Pengcheng XiSchool of Mechatronical Engineering, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0009-0006-0958-8973
Xiaodan LyuSchool of Life Science, Beijing Institute of Technology, Beijing, China.
Jiping HeSchool of Mechatronical Engineering, Beijing Institute of Technology, Beijing, China.
Rongyu TangInstitute of Semiconductors, Chinese Academy of Sciences, Beijing, China.ORCID https://orcid.org/0000-0001-8590-7522
Yiran LangSchool of Life Science, Beijing Institute of Technology, Beijing, China.ORCID https://orcid.org/0000-0001-8134-1162

Funding

National Natural Science Foundation of China 82371394National Natural Science Foundation of China U2541230
6 · The paper itself

Abstract

objectBipedal locomotion requires coordinated corticospinal interactions, yet how these networks dynamically reorganize across gait phases remains poorly understood. This study aimed to characterize the phase-dependent restructuring of corticospinal functional networks during rest, stance, and swing in healthy rats.

methodsSingle-unit spiking activity was simultaneously recorded from the hindlimb motor cortex and lumbar spinal cord of healthy rats across three behavioral states: Rest, stance, and swing. Granger causality analysis was applied to local field potentials (LFPs) to assess directed functional connectivity. Total Spiking Probability Edges (TSPE) algorithm was used to estimate spike-train functional connectivity. Network topology was characterized by global efficiency and rich-club coefficient.

resultsGranger causality revealed that corticospinal connectivity was most prominent in the beta band (13-35 Hz) during active locomotion. Global efficiency rose from rest (0.33) to stance (0.53) and swing (0.51). TSPE confirmed rich-club topology in all conditions. Spinal hub neurons predominated during locomotion, comprising 81.13% ± 15.5% of rich-club hubs at stance and 60.48% ± 10.21% at swing, while cortical and spinal hubs were balanced at rest. Mean latency decreased from 29.60 ± 20.66 ms at rest to 9.67 ± 1.65 ms during stance.

conclusionsThe central nervous system dynamically restructures corticospinal functional networks across gait phases, with spinal hub neurons assuming a dominant role during active locomotion. This framework provides a mechanistic reference for studying corticospinal disruptions in spinal cord injury, Parkinson's disease, and stroke, and identifies phase-specific beta-band coupling and rich-club hub dynamics as candidate targets for closed-loop neural interfaces in gait rehabilitation.

Indexed as

Motor CortexNerve NetSpinal CordWalkingAction PotentialsAnimalsLocal Field Potential MeasurementMaleNeural PathwaysRatsRats, Sprague-Dawleybeta‐band oscillationscorticospinal functional connectivitygraph analysislocal field potentialnetwork delayspike train

Identifiers

PMID42758103
PMCPMC13588150

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.