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. 2021 Sep 30;18(3):1582–1601. doi: 10.1007/s13311-021-01119-1

Table 3.

Prognostic and diagnostic biomarkers for epileptogenesis, post-traumatic epilepsy, and tissue epileptogenicity after TBI

Modality Analysis platform Species Group comparisons Tissue Biomarker Statistics Reference
Prognostic & diagnostic biomarker for post-traumatic epileptogenesis
  Molecular Luminex bead array Human Patients with vs. without epilepsy after TBI Serum, CSF Elevated CSF/serum IL-1β ratio during the 1st post-injury week

Cox multivariate model

Hazard ratio 1.34

(CI 1.08–1.67, p = 0.008)

[73]

Diamond et al.

CLARIOstar multimode plate reader (FD4)

ELISA (LPS)

Rat Non-epileptic vs. epileptic rats with lateral FPI Plasma Elevated plasma FD4 and LPS levels in rats with PTE Mann–Whitney

[74]

Mazarati et al.

  Imaging

T2-w

DTI MRI

Rat Rats with vs. without increased seizure susceptibility in the PTZ test after TBI Amygdala, hippocampus, thalamus

T1σ in S1 cortex

T1σ in perirhinal cortex

T2 in thalamus

T1σ in hippocampus

ROC analysis (AUC)

0.881

0.929

0.893

0.857

[75]

Pitkänen and Immonen

Large-deformation high-dimensional mapping of T2-w-MRI Rat Non-epileptic vs. epileptic rats with lateral FPI Hippocampus Deformation of lateral aspects of the hippocampal surface at 1 wk post-TBI Multivariate regression model

[43]

Shultz et al.

18F-FDG PET Rat Non-epileptic vs. epileptic rats with lateral FPI Hippocampus Worsened hypometabolism at 1 wk, 1 month, and 3 months post-TBI Multivariate regression model

[43]

Shultz et al.

T2-w and DTI MRI Rat Non-epileptic vs. epileptic rats with lateral FPI Thalamus T2 and diffusion changes in the ventroposterior nucleus Logistic regression [76] Manninen et al.
MRI T2 Human Patients with vs. without epilepsy after TBI Cerebral cortex Hemorrhagic contusion with gliosis wall incompletely surrounding hemosiderin dregs

Cox regression analysis

Hazard ratio 6.61 vs. complete gliosis wall

[77]

Messori et al.

Gadolinium-MRI Human Patients with vs. without epilepsy after TBI Cerebral cortex Area of gadolinium leakage around cortical lesion after TBI

ROC analysis (AUC)

0.850

[78]

Data by A Friedman in Pitkänen et al.

  Electrophysiology 10–20 scalp EEG Human Patients with vs. without epilepsy after TBI Brain Epileptiform activities and focal slowing

Multivariate logistic regression

Epileptiform abnormalities OR 3.16 (CI 0.99–11.68)

EDs OR 4.57 (1.60–21)

Focal slowing OR 2.67 (0.97–10.1)

[79]

Kim et al.

Continuous EEG monitoring Human Patients with vs. without epilepsy after TBI Brain Occurrence of early seizures

Generalized linear model

p = 0.026

[80]

Tubi et al.

Sleep-EEG Rat Rats with epilepsy vs. no epilepsy after lateral fluid-percussion induced TBI Brain Shortening of the duration of sleep spindles occurring at transition from N3 to REM

ROC analysis (AUC)

0.907

[81]

Andrade et al.

EEG Rat HFOs differentiate rats which develop epilepsy after lateral fluid-percussion injury from those that will not Brain Presence of HFOs during the first 2 post-injury weeks No data

[82]

Bragin et al.

  Physiology - Rat Non-epileptic vs. epileptic rats with lateral FPI Body weight Decrease in body weigh between D0 and D4

ROC analysis (AUC)

0.679

[83]

Lapinlampi et al.

  Behavioral - Mouse Non-epileptic vs. epileptic mice with CCI Simple assessment of asymmetric behavior test (SNAP test) Recovery between 1 wk and 2 months 0.870

[84]

Di Sapia et al.

Prognostic & diagnostic biomarkers for epileptogenicity
  Electrophysiology Intracerebral recordings Rat Non-epileptic vs. epileptic rats with lateral FPI Brain Occurrence of HFOs No data

[85]

Bragin et al.

iEEG or icSEEG Human Seizure onset zone vs. other brain areas in humans evaluated for epilepsy surgery Brain

Stereotypical HFOs with waveform similarity

Spikes x HFO

No data

[86]

Liu et al.

[87]

Roehri et al.

AUC area under curve; CI confidence interval; CCI controlled cortical impact; CSF cerebrospinal fluid; D day; DTI diffusion tensor imaging; EEG electroencephalogram; ELISA enzyme-linked assay; FD4 fluorescein isothiocyanate–labeled dextran; FDG fluorodeoxyglucose; FPI fluid-percussion injury; HFO high-frequency oscillation; iEEG intracranial electroencephalogram; icSEEG intracerebral stereoelectroencephalograhy; iHC intrahippocampal; LPS lipopolysaccharide; MRI magnetic resonance imaging; PET positron emission tomography; PTE post-traumatic epilepsy; PTZ pentylenetetrazol; ROC receiver operating characteristic