Evidence map›Paper›PMID 42048389›Full record

ArticlePLoS computational biology2026

Bifurcation of neural firing patterns driven by potassium dynamics and neuron-electrode geometry during high-frequency stimulation.

Yue Yuan, Junyang Zhang, Chen Wang, Hao Yan, Ning Zhang, Kun Zhang, Zheshan Guo, Zhaoxiang Wang

Abstract read
In one paragraph

Article in PLoS computational biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

Corrections and comments

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

8 authors.

Yue YuanResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.ORCID https://orcid.org/0000-0002-5084-6712
Junyang ZhangResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.
Chen WangResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.
Hao YanResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.
Ning ZhangResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.
Kun ZhangResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.
Zheshan GuoState Key Laboratory of Digital Medical Engineering, Key Laboratory of Biomedical Engineering of Hainan Province, Sanya Research Institute of Hainan University, School of Biomedical Engineering, Hainan University, Sanya, China.
Zhaoxiang WangResearch Center for Life Sciences Computing, Zhejiang Lab, Hangzhou, China.ORCID https://orcid.org/0000-0002-7601-376X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

High-frequency stimulation (HFS), the basis of deep brain stimulation, elicits diverse neuronal responses, yet the mechanisms remain unclear. Classical conduction block theories cite sodium channel inactivation and axonal failure but cannot explain the abrupt, reproducible firing transitions observed in vivo. Here, we combine single-unit recordings from rat CA1 neurons with a biophysically detailed multi-compartment model to examine how HFS shapes axonal excitability. The results show that neuronal responses are governed by two coupled factors: the electrode-axon geometry and peri-axonal extracellular potassium ([K⁺]o) dynamics. Small changes in either parameter reliably triggered bifurcation-like transitions between tonic, clustered, and low-rate regular firing. Conduction block preceded initiation failure with increasing electrode-axon distance, whereas elevated [K⁺]o shifted membranes between excitable and non-excitable states. This unified bifurcation framework extends the conduction block hypothesis, recasts axons as nonlinear elements, and provides mechanistic insights to optimize electrode placement, stimulation tuning, and closed-loop neuromodulation strategies.

Indexed as

Action PotentialsModels, NeurologicalNeuronsPotassiumAnimalsAxonsCA1 Region, HippocampalElectrodesRatsPotassium

Identifiers

PMID42048389
PMCPMC13124058

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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.