Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Cellular, molecular, and therapeutic characterization of pilocarpine-induced temporal lobe epilepsy

Journal Article · · Scientific Reports
 [1];  [2];  [1];  [3];  [3];  [1];  [4];  [1]
  1. Univ. of Toledo, OH (United States)
  2. Univ. of Cincinnati, OH (United States)
  3. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  4. Univ. of Toledo, OH (United States); ProMedica, Toledo, OH (United States)
Animal models have expanded our understanding of temporal lobe epilepsy (TLE). However, translating these to cell-specific druggable hypotheses is not explored. Herein, we conducted an integrative insilico-analysis of an available transcriptomics dataset obtained from animals with pilocarpine-induced-TLE. A set of 119 genes with subtle-to-moderate impact predicted most forms of epilepsy with ~ 97% accuracy and characteristically mapped to upregulated homeostatic and downregulated synaptic pathways. The deconvolution of cellular proportions revealed opposing changes in diverse cell types. The proportion of nonneuronal cells increased whereas that of interneurons, except for those expressing vasoactive intestinal peptide (Vip), decreased, and pyramidal neurons of the cornu-ammonis (CA) subfields showed the highest variation in proportion. A probabilistic Bayesian-network demonstrated an aberrant and oscillating physiological interaction between nonneuronal cells involved in the blood–brain-barrier and Vip interneurons in driving seizures, and their role was evaluated insilico using transcriptomic changes induced by valproic-acid, which showed opposing effects in the two cell-types. Additionally, we revealed novel epileptic and antiepileptic mechanisms and predicted drugs using causal inference, outperforming the present drug repurposing approaches. These well-powered findings not only expand the understanding of TLE and seizure oscillation, but also provide predictive biomarkers of epilepsy, cellular and causal micro-circuitry changes associated with it, and a drug-discovery method focusing on these events.
Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
NIH; USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1843129
Report Number(s):
LLNL-JRNL-829057; 1044712
Journal Information:
Scientific Reports, Journal Name: Scientific Reports Journal Issue: 1 Vol. 11; ISSN 2045-2322
Publisher:
Nature Publishing GroupCopyright Statement
Country of Publication:
United States
Language:
English

References (71)

Distinct choline acetyltransferase (ChAT) and vasoactive intestinal polypeptide (VIP) bipolar neurons project to local blood vessels in the rat cerebral cortex journal May 1994
Proto-oncogene transcription factors and epilepsy journal January 1991
Intrahippocampal bethanechol in rats: Behavioural, electroencephalographic and neuropathological correlates journal March 1983
The Relative Contributions of Cell-Dependent Cortical Microcircuit Aging to Cognition and Anxiety journal February 2019
Long-term risk of epilepsy after traumatic brain injury in children and young adults: a population-based cohort study journal March 2009
The genetic and molecular basis of epilepsy journal July 2003
Is epilepsy a progressive disorder? Prospects for new therapeutic approaches in temporal-lobe epilepsy journal July 2002
Integrated Systems Approach Identifies Genetic Nodes and Networks in Late-Onset Alzheimer’s Disease journal April 2013
Molecular Diversity and Specializations among the Cells of the Adult Mouse Brain journal August 2018
Comprehensive Integration of Single-Cell Data journal June 2019
RNA-Seq Signatures Normalized by mRNA Abundance Allow Absolute Deconvolution of Human Immune Cell Types journal February 2019
Individual Oligodendrocytes Show Bias for Inhibitory Axons in the Neocortex journal June 2019
A Single-Cell Transcriptomic Map of the Human and Mouse Pancreas Reveals Inter- and Intra-cell Population Structure journal October 2016
Computational deconvolution: extracting cell type-specific information from heterogeneous samples journal October 2013
Volumetric and shape analysis of hippocampal subfields in unilateral mesial temporal lobe epilepsy with hippocampal atrophy journal November 2015
RNA-Seq analysis of hippocampal tissues reveals novel candidate genes for drug refractory epilepsy in patients with MTLE-HS journal January 2016
The pilocarpine model of temporal lobe epilepsy journal July 2008
Animal models of temporal lobe epilepsy following systemic chemoconvulsant administration journal February 2016
Role of myelin plasticity in oscillations and synchrony of neuronal activity journal September 2014
Critical review of current animal models of seizures and epilepsy used in the discovery and development of new antiepileptic drugs journal June 2011
Accelerated myelination with motor system involvement in a neonate with immediate postnatal onset of seizures and hemimegalencephaly journal October 2011
Sex and hormonal influences on seizures and epilepsy journal February 2013
On the importance of small changes in RNA expression journal September 2013
Two types of cholinergic innervation in cortex, one co-localized with vasoactive intestinal polypeptide journal May 1984
Endothelial cell-derived GABA signaling modulates neuronal migration and postnatal behavior journal October 2017
Cortical interneurons that specialize in disinhibitory control journal October 2013
Cell type–specific gene expression differences in complex tissues journal March 2010
Robust enumeration of cell subsets from tissue expression profiles journal March 2015
The Connectivity Map: a new tool for biomedical research journal January 2007
Computer modelling of epilepsy journal July 2008
Signature-based approaches for informed drug repurposing: targeting CNS disorders journal June 2020
A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target journal September 2018
Complete deconvolution of cellular mixtures based on linearity of transcriptional signatures journal May 2019
U1 snRNP regulates cancer cell migration and invasion in vitro journal January 2020
Applications of Bayesian network models in predicting types of hematological malignancies journal May 2018
A Kindling Model of Pharmacoresistant Temporal Lobe Epilepsy in Sprague-Dawley Rats Induced by Coriaria Lactone and Its Possible Mechanism journal April 2003
Loss of GABAergic Interneurons in Seizure-Induced Epileptogenesis journal August 2003
Diagnosis of multiple cancer types by shrunken centroids of gene expression journal May 2002
Exploring transcription regulation through cell-to-cell variability journal March 2011
Methods for causal inference from gene perturbation experiments and validation journal July 2016
Weighted Gene Coexpression Network Analysis: State of the Art journal March 2010
dtangle: accurate and robust cell type deconvolution journal November 2018
Enrichr: a comprehensive gene set enrichment analysis web server 2016 update journal May 2016
Seizures and Epilepsy: An Overview for Neuroscientists journal June 2015
mTOR Signaling in Epilepsy: Insights from Malformations of Cortical Development journal April 2015
Genome-wide analysis of differential RNA editing in epilepsy journal March 2017
Novel roles of oligodendrocyte precursor cells in the developing and damaged brain journal January 2017
International consensus classification of hippocampal sclerosis in temporal lobe epilepsy: A Task Force report from the ILAE Commission on Diagnostic Methods journal May 2013
Persistent Sodium Current and Its Role in Epilepsy journal January 2007
The Connectivity Map: Using Gene-Expression Signatures to Connect Small Molecules, Genes, and Disease journal September 2006
Neuronal Activity Promotes Oligodendrogenesis and Adaptive Myelination in the Mammalian Brain journal May 2014
Gene expression variability: the other dimension in transcriptome analysis journal May 2019
Temporal Lobe Epilepsy Semiology journal March 2012
Genetics of Temporal Lobe Epilepsy: A Review journal February 2012
WGCNA: an R package for weighted correlation network analysis journal December 2008
Eigengene networks for studying the relationships between co-expression modules journal November 2007
Large-scale gene network analysis reveals the significance of extracellular matrix pathway and homeobox genes in acute myeloid leukemia: an introduction to the Pigengene package and its applications journal March 2017
Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data journal March 2002
Carbamazepine for epilepsy: A controlled prospective evaluation journal May 1974
Software for Computing and Annotating Genomic Ranges journal August 2013
Deconvolution of Blood Microarray Data Identifies Cellular Activation Patterns in Systemic Lupus Erythematosus journal July 2009
Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data dataset January 2019
Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data journal November 2017
High-Frequency Network Activity, Global Increase in Neuronal Activity, and Synchrony Expansion Precede Epileptic Seizures In Vitro journal April 2010
Cortical GABA Interneurons in Neurovascular Coupling: Relays for Subcortical Vasoactive Pathways journal October 2004
Impaired Serotonergic Brainstem Function during and after Seizures journal March 2016
Valproic Acid and Epilepsy: From Molecular Mechanisms to Clinical Evidences journal September 2019
White-matter repair: Interaction between oligodendrocytes and the neurovascular unit journal January 2018
Large-scale gene network analysis reveals the significance of extracellular matrix pathway and homeobox genes in acute myeloid leukemia: an introduction to the Pigengene package and its applications collection January 2017
Additional file 4 of Large-scale gene network analysis reveals the significance of extracellular matrix pathway and homeobox genes in acute myeloid leukemia: an introduction to the Pigengene package and its applications dataset January 2017
voomDDA: discovery of diagnostic biomarkers and classification of RNA-seq data journal January 2017

Similar Records

Microglial ablation and lipopolysaccharide preconditioning affects pilocarpine-induced seizures in mice
Journal Article · Thu Apr 01 04:00:00 UTC 2010 · Neurobiology Of Disease · OSTI ID:989166

Drug-Inducible Gene Therapy Effectively Reduces Spontaneous Seizures in Kindled Rats but Creates Off-Target Side Effects in Inhibitory Neurons
Journal Article · Wed Jul 12 00:00:00 UTC 2023 · International Journal of Molecular Sciences (Online) · OSTI ID:1991740

Valproic Acid Use During Radiation Therapy for Glioblastoma Associated With Improved Survival
Journal Article · Mon Jul 01 04:00:00 UTC 2013 · International Journal of Radiation Oncology, Biology and Physics · OSTI ID:22224503