Evidence map›Paper›PMID 41000921›Full record

ArticlebioRxiv : the preprint server for biology2025

Fast Ripple-Delta Coupling as Early Biomarker for Post-Traumatic Epileptogenesis in Repetitive Brain Injury.

Oleksii Shandra, Dzenis Mahmutovic, Biswajit Maharathi, Md Adil Arman, Michael J Benko, Owen Leitzel, Pritom Kumar Saha, Stefanie Robel

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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
–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

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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

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Oleksii ShandraDepartment of Biomedical Engineering, Florida International University, Miami, FL, 33174.ORCID 0000-0003-4447-3312
Dzenis MahmutovicDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, AL, 35294.ORCID 0000-0002-2180-2147
Biswajit MaharathiDepartment of Neurology and Rehabilitation, University of Illinois, Chicago, IL 60612.ORCID 0000-0002-9869-1801
Md Adil ArmanDepartment of Biomedical Engineering, Florida International University, Miami, FL, 33174.ORCID 0009-0002-5937-8027
Michael J BenkoDivision of Neurosurgery, David Grant Medical Center, Travis AFB, CA 94535.ORCID 0000-0002-0741-0788
Owen LeitzelDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, AL, 35294.ORCID 0000-0002-2924-9366
Pritom Kumar SahaDepartment of Biomedical Engineering, Florida International University, Miami, FL, 33174.ORCID 0009-0003-7211-826X
Stefanie RobelDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, AL, 35294.ORCID 0000-0001-6716-3670

Funding

Dynamic temporal regulation of astrocyte coupling to shape neuronal activity during acquired epilepsy developmentR01NS121145 · NINDS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI Stefanie Robel · 2022 to 2026
$1.8M
Training Program in Cell, Molecular, and Developmental BiologyT32GM146611 · NIGMS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI Susan L Bellis · 2024 to 2026
$1.4M
NIGMS NIH HHS T32 GM146611NINDS NIH HHS R01 NS121145
6 · The paper itself

Abstract

Traumatic brain injury (TBI) can induce post-traumatic epilepsy (PTE), but early biomarkers for epileptogenesis are lacking. We used a repetitive diffuse TBI (rdTBI) model in mice with continuous video-EEG monitoring up to 4½ months post-injury to investigate electrographic biomarkers before and during post-traumatic seizure development. 25% of mice developed post-traumatic seizures with highly variable latency (5-126 days post-injury). Most significantly, we identified fast ripple-delta DOWN state coupling as an early biomarker that was detectable at 4 days post-TBI and appeared before seizure onset in all seizure-experiencing mice. This EEG signature distinguished seizure-experiencing from seizure-free TBI mice with high specificity. Power spectrum analysis revealed elevated delta and theta power, reduced physiological fast oscillations (alpha, beta, gamma) and increased pathological high-frequency oscillations (fast ripples) in seizure-experiencing animals, indicating network hyperexcitability. Spike analysis showed that while TBI itself increased cortical excitability, seizure onset triggered a dramatic further escalation in interictal activity. These electrographic signatures were remarkably consistent across all seizure-experiencing animals regardless of single or recurrent seizure pattern. Our results demonstrate that fast ripple-delta coupling represents a promising early biomarker detectable at 4 days post-TBI, before seizure onset, offering potential for early identification of post-traumatic seizure susceptibility. Importantly, this biomarker identified all seizure-prone animals regardless of whether they developed single or recurrent seizures, suggesting shared underlying mechanisms and clinical relevance for any post-traumatic seizure occurrence. These findings emphasize the utility of temporal EEG analysis for detecting early electrographic changes in post-traumatic epileptogenesis and may inform future intervention strategies.

Indexed as

biomarkerdelta couplingepileptogenesisfast pipplesTraumatic brain injury

Identifiers

PMID41000921
PMCPMC12458357

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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.