Evidence map›Paper›PMID 41603153›Full record

ArticleEpilepsia open2026

Fast ripple-delta coupling as an 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 read
In one paragraph

Article in Epilepsia open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

1 citing paper in PubMed.

  1. Article
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, Florida, USA.ORCID 0000-0003-4447-3312
Dzenis MahmutovicDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA.ORCID 0000-0002-2180-2147
Biswajit MaharathiDepartment of Neurology and Rehabilitation, University of Illinois, Chicago, Illinois, USA.ORCID 0000-0002-9869-1801
Md Adil ArmanDepartment of Biomedical Engineering, Florida International University, Miami, Florida, USA.ORCID 0009-0002-5937-8027
Michael J BenkoDivision of Neurosurgery, David Grant Medical Center, Travis AFB, California, USA.ORCID 0000-0002-0741-0788
Owen LeitzelDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA.ORCID 0000-0002-2924-9366
Pritom Kumar SahaDepartment of Biomedical Engineering, Florida International University, Miami, Florida, USA.ORCID 0009-0003-7211-826X
Stefanie RobelDepartment of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, Alabama, USA.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
Citizens United for Research in Epilepsy W81XWH-15-2-0069NIH HHS R01NS121145NIH HHS T32GM146611U.S. Department of Defense HT94252410116
6 · The paper itself

Abstract

objectiveTraumatic brain injury (TBI) can induce posttraumatic epilepsy (PTE), but early biomarkers for epileptogenesis are lacking. We aimed to investigate electrographic biomarkers before and during posttraumatic seizure development.

methodsWe used a repetitive diffuse TBI model in mice with continuous video-EEG monitoring up to 4½ months postinjury.

resultsTwenty-five percent of mice developed posttraumatic seizures (PTS) with highly variable latency (5-126 days postinjury). 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 interictal activity escalation. These electrographic signatures were remarkably consistent across all seizure-experiencing animals regardless of single or recurrent seizure pattern. SIGNIFICANCE: 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 PTS 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 PTS occurrence. These findings emphasize the utility of temporal EEG analysis for detecting early electrographic changes in posttraumatic epileptogenesis and may inform future intervention strategies. PLAIN LANGUAGE SUMMARY: Some people develop epilepsy after a traumatic brain injury, but it is currently impossible to predict who is at risk. Using mice, we found that a specific brain wave pattern, brief bursts of very fast electrical activity occurring during deep sleep, appeared within days after injury in animals that later developed seizures. This pattern was not seen in injured animals that remained seizure-free. Detecting this early warning sign could help identify at-risk individuals and enable earlier treatment to potentially prevent epilepsy.

Indexed as

Brain Injuries, TraumaticDelta RhythmEpilepsy, Post-TraumaticSeizuresAnimalsBiomarkersDisease Models, AnimalElectroencephalographyMaleMiceMice, Inbred C57BLBiomarkersbiomarkerdelta couplingepileptogenesisfast ripplestraumatic brain injury

Identifiers

PMID41603153
PMCPMC13051915

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.