Evidence map›Paper›PMID 39808669›Full record

ArticlePLoS computational biology2025

Mechanisms for dysregulation of excitatory-inhibitory balance underlying allodynia in dorsal horn neural subcircuits.

Alexander G Ginsberg, Scott F Lempka, Bo Duan, Victoria Booth, Jennifer Crodelle

Abstract read
In one paragraph

Article in PLoS computational biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Spinal Processing of Spatiotemporally Diverse Tactile Stimuli: Computational Insights into Allodynia and Spinal Cord Stimulation.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026
    Article
  3. Review
  4. Noradrenergic αMolecular neurobiology · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Alexander G GinsbergDepartment of Mathematics, University of Michigan, Ann Arbor, Michigan, United States of America.
Scott F LempkaDepartment of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, United States of America.
Bo DuanDepartment of Molecular, Cellular and Developmental Biology, University of Michigan, Ann Arbor, Michigan, United States of America.
Victoria BoothDepartment of Mathematics, University of Michigan, Ann Arbor, Michigan, United States of America.ORCID 0000-0003-2586-8001
Jennifer CrodelleDepartment of Mathematics and Statistics, Middlebury College, Middlebury, Vermont, United States of America.ORCID 0000-0002-3402-4372

Funding

Vermont INBRE Administrative Supplement 2024 AWD 118P20GM103449 · NIGMS · UNIVERSITY OF VERMONT & ST AGRIC COLLEGE · PI CHRISTOPHER S FRANCKLYN · 2012 to 2026
$58.4M
An unexpected role of glutamate receptors in the peripheral nervous systemR01NS118769 · NINDS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI DUAN, BO, XU, SHAWN · 2020 to 2024
$2.6M
Dissecting neural circuits for mechanical itchR01NS109170 · NINDS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI DUAN, BO · 2019 to 2023
$2.2M
CRCNS: Model-Based Characterization of spinal cord stimulation for painR01AT010817 · NCCIH · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI LEMPKA, SCOTT F · 2019 to 2023
$1.6M
NCCIH NIH HHS R01 AT010817NIGMS NIH HHS P20 GM103449NINDS NIH HHS R01 NS109170NINDS NIH HHS R01 NS118769
6 · The paper itself

Abstract

Chronic pain is a wide-spread condition that is debilitating and expensive to manage, costing the United States alone around $600 billion in 2010. In a common symptom of chronic pain called allodynia, non-painful stimuli produce painful responses with highly variable presentations across individuals. While the specific mechanisms remain unclear, allodynia is hypothesized to be caused by the dysregulation of excitatory-inhibitory (E-I) balance in pain-processing neural circuitry in the dorsal horn of the spinal cord. In this work, we analyze biophysically-motivated subcircuit structures that represent common motifs in neural circuits in laminae I-II of the dorsal horn. These circuits are hypothesized to be part of the neural pathways that mediate two different types of allodynia: static and dynamic. We use neural firing rate models to describe the activity of populations of excitatory and inhibitory interneurons within each subcircuit. By accounting for experimentally-observed responses under healthy conditions, we specify model parameters defining populations of subcircuits that yield typical behavior under normal conditions. Then, we implement a sensitivity analysis approach to identify the mechanisms most likely to cause allodynia-producing dysregulation of the subcircuit's E-I signaling. We find that disruption of E-I balance generally occurs either due to downregulation of inhibitory signaling so that excitatory neurons are "released" from inhibitory control, or due to upregulation of excitatory neuron responses so that excitatory neurons "escape" their inhibitory control. Which of these mechanisms is most likely to occur, the subcircuit components involved in the mechanism, and the proportion of subcircuits exhibiting the mechanism can vary depending on the subcircuit structure. These results suggest specific hypotheses about diverse mechanisms that may be most likely responsible for allodynia, thus offering predictions for the high interindividual variability observed in allodynia and identifying targets for further experimental studies on the underlying mechanisms of this chronic pain symptom.

Indexed as

HyperalgesiaModels, NeurologicalPosterior Horn CellsSpinal Cord Dorsal HornAction PotentialsAnimalsChronic PainComputational BiologyHumansInterneuronsNerve Net

Identifiers

PMID39808669
PMCPMC11771949

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Registered trials

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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.