A Systems Level, Functional Genomics Analysis of Chronic Epilepsy
Open accessAbstract
Neither the molecular basis of the pathologic tendency of neuronal circuits to generate spontaneous seizures (epileptogenicity) nor anti-epileptogenic mechanisms that maintain a seizure-free state are well understood. Here, we performed transcriptomic analysis in the intrahippocampal kainate model of temporal lobe epilepsy in rats using both Agilent and Codelink microarray platforms to characterize the epileptic processes. The experimental design allowed subtraction of the confounding effects of the lesion, identification of expression changes associated with epileptogenicity, and genes upregulated by seizures with potential homeostatic anti-epileptogenic effects. Using differential expression analysis, we identified several hundred expression changes in chronic epilepsy, including candidate genes associated with epileptogenicity such as Bdnf and Kcnj13. To analyze these data from a systems perspective, we applied weighted gene co-expression network analysis (WGCNA) to identify groups of co-expressed genes (modules) and their central (hub) genes. One such module contained genes upregulated in the epileptogenic region, including multiple epileptogenicity candidate genes, and was found to be involved the protection of glial cells against oxidative stress, implicating glial oxidative stress in epileptogenicity. Another distinct module corresponded to the effects of chronic seizures and represented changes in neuronal synaptic vesicle trafficking. We found that the network structure and connectivity of one hub gene, Sv2a, showed significant changes between normal and epileptogenic tissue, becoming more highly connected in epileptic brain. Since Sv2a is a target of the antiepileptic levetiracetam, this module may be important in controlling seizure activity. Bioinformatic analysis of this module also revealed a potential mechanism for the observed transcriptional changes via generation of longer alternatively polyadenlyated transcripts through the upregulation of the RNA binding protein HuD. In summary, combining conventional statistical methods and network analysis allowed us to interpret the differentially regulated genes from a systems perspective, yielding new insight into several biological pathways underlying homeostatic anti-epileptogenic effects and epileptogenicity.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
HuD protein levels, as well as a cohort of its target mRNAs such as GAP-43, CAMKIIα and Homer, increase in several brain regions including the dentate gyrus (DG) following neurotoxin-induced seizure.
“In parallel with this potential role, studies have demonstrated that HuD protein levels, as well as a cohort of its target mRNAs such as GAP-43, CAMKIIα and Homer, increase in several brain regions including the dentate gyrus (DG) following neurotoxin-induced seizure (Bolognani et al. 2007a; Tiruchinapalli et al. 2008a; Winden et al. 2011).”
From Emerging complexity of the HuD/ELAVl4 gene; implications for neuronal development, function, and dysfunction (2013) · cites this paper as Winden et al. 2011
The Results (‘Mechanisms of neuronal response to seizures’; page not available) report increased HuD expression by qRT-PCR in both hemispheres of animals with chronic seizures and an association between HuD target genes and seizures. The paper uses a kainic-acid seizure model focused on the hippocampus and dentate gyrus, but these passages do not establish increased HuD protein levels, increases in the named target mRNAs, or increases across several brain regions. (LLM, conf=0.89)
Experimental — accuracy not yet measuredKainic acid-induced seizures in rats increase HuD and several of its target mRNAs.
“A third study assessed gene expression using microarray platforms to show that HuD and several of its target mRNAs increased following kainic acid-induced seizures in rats (Winden et al. 2011).”
From Emerging complexity of the HuD/ELAVl4 gene; implications for neuronal development, function, and dysfunction (2013) · cites this paper as Winden et al. 2011
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 78 · Cited by 76
Research works printed but not linked: 70
- [1]Engel J Jr 1996 Introduction to temporal lobe epilepsy. Epilepsy Res 26 141 150 8985696
- [2]Dudek FE Sutula TP 2007 Epileptogenesis in the dentate gyrus: a critical perspective. Prog Brain Res 163 755 773 17765749
- [3]Noebels JL 2003 The biology of epilepsy genes. Annu Rev Neurosci 26 599 625 14527270
- [4]Kalachikov S Evgrafov O Ross B Winawer M Barker-Cummings C 2002 Mutations in LGI1 cause autosomal-dominant partial epilepsy with auditory features. Nat Genet 30 335 341 11810107 PMC2606053
- [5]Hedera P Blair MA Andermann E Andermann F D'Agostino D 2007 Familial mesial temporal lobe epilepsy maps to chromosome 4q13.2–q21.3. Neurology 68 2107 2112 17377072
- [6]Mathern GW Babb TL Vickrey BG Melendez M Pretorius JK 1995 The clinical-pathogenic mechanisms of hippocampal neuron loss and surgical outcomes in temporal lobe epilepsy. Brain 118 Pt 1 105 118 7894997
- [7]Ottman R 1989 Genetics of the partial epilepsies: a review. Epilepsia 30 107 111 2492220
- [8]Ottman R Annegers JF Hauser WA Kurland LT 1989 Seizure risk in offspring of parents with generalized versus partial epilepsy. Epilepsia 30 157 161 2494041
- [9]Pitkanen A Kharatishvili I Narkilahti S Lukasiuk K Nissinen J 2005 Administration of diazepam during status epilepticus reduces development and severity of epilepsy in rat. Epilepsy Res 63 27 42 15716080
- [10]Lukasiuk K Pirttila TJ Pitkanen A 2002 Upregulation of cystatin C expression in the rat hippocampus during epileptogenesis in the amygdala stimulation model of temporal lobe epilepsy. Epilepsia 43 Suppl 5 137 145 12121309
- [11]Potschka H Krupp E Ebert U Gumbel C Leichtlein C 2002 Kindling-induced overexpression of Homer 1A and its functional implications for epileptogenesis. Eur J Neurosci 16 2157 2165 12473083
- [12]Gorter JA van Vliet EA Aronica E Breit T Rauwerda H 2006 Potential new antiepileptogenic targets indicated by microarray analysis in a rat model for temporal lobe epilepsy. J Neurosci 26 11083 11110 17065450 PMC6674659
- [13]Bragin A Engel J Jr Wilson CL Vizentin E Mathern GW 1999 Electrophysiologic analysis of a chronic seizure model after unilateral hippocampal KA injection. Epilepsia 40 1210 1221 10487183
- [14]Mathern GW Cifuentes F Leite JP Pretorius JK Babb TL 1993 Hippocampal EEG excitability and chronic spontaneous seizures are associated with aberrant synaptic reorganization in the rat intrahippocampal kainate model. Electroencephalogr Clin Neurophysiol 87 326 339 7693444
- [15]Dennis G Jr Sherman BT Hosack DA Yang J Gao W 2003 DAVID: Database for Annotation, Visualization, and Integrated Discovery. Genome Biol 4 P3 12734009
- [16]Zhang B Horvath S 2005 A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol 4 Article17 16646834
- [18]Winden KD Oldham MC Mirnics K Ebert PJ Swan CH 2009 The organization of the transcriptional network in specific neuronal classes. Mol Syst Biol 5 291 19638972 PMC2724976
- [19]Langfelder P Zhang B Horvath S 2008 Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R. Bioinformatics 24 719 720 18024473
- [21]Choe SE Boutros M Michelson AM Church GM Halfon MS 2005 Preferred analysis methods for Affymetrix GeneChips revealed by a wholly defined control dataset. Genome Biol 6 R16 15693945 PMC551536
- [23]Geschwind DH Ou J Easterday MC Dougherty JD Jackson RL 2001 A genetic analysis of neural progenitor differentiation. Neuron 29 325 339 11239426
- [24]Engel J Jr Bragin A Staba R Mody I 2009 High-frequency oscillations: what is normal and what is not? Epilepsia 50 598 604 19055491
- [25]Calvo JL Carbonell AL Boya J 1991 Co-expression of glial fibrillary acidic protein and vimentin in reactive astrocytes following brain injury in rats. Brain Res 566 333 336 1814551
- [27]Li W Kong AN 2009 Molecular mechanisms of Nrf2-mediated antioxidant response. Mol Carcinog 48 91 104 18618599 PMC2631094
- [28]Hubbs AF Benkovic SA Miller DB O'Callaghan JP Battelli L 2007 Vacuolar leukoencephalopathy with widespread astrogliosis in mice lacking transcription factor Nrf2. Am J Pathol 170 2068 2076 17525273 PMC1899457
- [29]Faundez V Horng JT Kelly RB 1997 ADP ribosylation factor 1 is required for synaptic vesicle budding in PC12 cells. J Cell Biol 138 505 515 9245782 PMC2141633
- [30]Bolognani F Tanner DC Nixon S Okano HJ Okano H 2007 Coordinated expression of HuD and GAP-43 in hippocampal dentate granule cells during developmental and adult plasticity. Neurochem Res 32 2142 2151 17577668
- [31]Bolognani F Contente-Cuomo T Perrone-Bizzozero NI 2010 Novel recognition motifs and biological functions of the RNA-binding protein HuD revealed by genome-wide identification of its targets. Nucleic Acids Res 38 117 130 19846595 PMC2800223
- [32]Deschenes-Furry J Perrone-Bizzozero N Jasmin BJ 2006 The RNA-binding protein HuD: a regulator of neuronal differentiation, maintenance and plasticity. Bioessays 28 822 833 16927307
- [33]Bolognani F Perrone-Bizzozero NI 2008 RNA-protein interactions and control of mRNA stability in neurons. J Neurosci Res 86 481 489 17853436
- [35]Zhu H Zhou HL Hasman RA Lou H 2007 Hu proteins regulate polyadenylation by blocking sites containing U-rich sequences. J Biol Chem 282 2203 2210 17127772
- [37]Burger C Lopez MC Baker HV Mandel RJ Muzyczka N 2008 Genome-wide analysis of aging and learning-related genes in the hippocampal dentate gyrus. Neurobiol Learn Mem 89 379 396 18234529 PMC2530823
- [38]Lynch BA Lambeng N Nocka K Kensel-Hammes P Bajjalieh SM 2004 The synaptic vesicle protein SV2A is the binding site for the antiepileptic drug levetiracetam. Proc Natl Acad Sci U S A 101 9861 9866 15210974 PMC470764
- [39]Li A Horvath S 2007 Network neighborhood analysis with the multi-node topological overlap measure. Bioinformatics 23 222 231 17110366
- [40]Benesch S Lommel S Steffen A Stradal TE Scaplehorn N 2002 Phosphatidylinositol 4,5-biphosphate (PIP2)-induced vesicle movement depends on N-WASP and involves Nck, WIP, and Grb2. J Biol Chem 277 37771 37776 12147689
- [41]Murshid A Srivastava A Kumar R Presley JF 2006 Characterization of the localization and function of NECAP 1 in neurons. J Neurochem 98 1746 1762 16879712
- [42]Lukasiuk K Pitkanen A 2004 Large-scale analysis of gene expression in epilepsy research: is synthesis already possible? Neurochem Res 29 1169 1178 15176474
- [43]Curran T Morgan JI 1995 Fos: an immediate-early transcription factor in neurons. J Neurobiol 26 403 412 7775973
- [44]Watanabe Y Johnson RS Butler LS Binder DK Spiegelman BM 1996 Null mutation of c-fos impairs structural and functional plasticities in the kindling model of epilepsy. J Neurosci 16 3827 3836 8656277 PMC6578612
- [45]Zhang J Zhang D McQuade JS Behbehani M Tsien JZ 2002 c-fos regulates neuronal excitability and survival. Nat Genet 30 416 420 11925568
- [46]Shetty AK Zaman V Shetty GA 2003 Hippocampal neurotrophin levels in a kainate model of temporal lobe epilepsy: a lack of correlation between brain-derived neurotrophic factor content and progression of aberrant dentate mossy fiber sprouting. J Neurochem 87 147 159 12969262
- [47]Liu H Mazarati AM Katsumori H Sankar R Wasterlain CG 1999 Substance P is expressed in hippocampal principal neurons during status epilepticus and plays a critical role in the maintenance of status epilepticus. Proc Natl Acad Sci U S A 96 5286 5291 10220458 PMC21856
- [48]Keating GL Kuhar MJ Rye DB 2008 High dose CART peptide induces abnormal EEG activity and behavioral seizures. Neuropeptides 42 199 204 18178249
- [49]Hattiangady B Shetty AK 2009 Decreased neuronal differentiation of newly generated cells underlies reduced hippocampal neurogenesis in chronic temporal lobe epilepsy. Hippocampus PMC2801779 19309040
- [50]Hattiangady B Shetty AK 2008 Implications of decreased hippocampal neurogenesis in chronic temporal lobe epilepsy. Epilepsia 49 Suppl 5 26 41 PMC3612505 18522598
- [51]Kraft AD Lee JM Johnson DA Kan YW Johnson JA 2006 Neuronal sensitivity to kainic acid is dependent on the Nrf2-mediated actions of the antioxidant response element. J Neurochem 98 1852 1865 16945104
- [52]Jarrett SG Liang LP Hellier JL Staley KJ Patel M 2008 Mitochondrial DNA damage and impaired base excision repair during epileptogenesis. Neurobiol Dis 30 130 138 18295498 PMC2696045
- [53]Liang LP Patel M 2004 Mitochondrial oxidative stress and increased seizure susceptibility in Sod2(−/+) mice. Free Radic Biol Med 36 542 554 14980699
- [54]Patel M 2004 Mitochondrial dysfunction and oxidative stress: cause and consequence of epileptic seizures. Free Radic Biol Med 37 1951 1962 15544915
- [55]Trotti D Danbolt NC Volterra A 1998 Glutamate transporters are oxidant-vulnerable: a molecular link between oxidative and excitotoxic neurodegeneration? Trends Pharmacol Sci 19 328 334 9745361
- [56]Arabadzisz D Antal K Parpan F Emri Z Fritschy JM 2005 Epileptogenesis and chronic seizures in a mouse model of temporal lobe epilepsy are associated with distinct EEG patterns and selective neurochemical alterations in the contralateral hippocampus. Exp Neurol 194 76 90 15899245
- [57]Kim DS Kwak SE Kim JE Won MH Choi HC 2005 Bilateral enhancement of excitation via up-regulation of vesicular glutamate transporter subtype 1, not subtype 2, immunoreactivity in the unilateral hypoxic epilepsy model. Brain Res 1055 122 130 16083865
- [58]Hovorka J Langmeier M Mares P Koryntova H 1997 Synaptic vesicle size and shape profile in the kindling model of epileptogenesis. Epilepsy Res 28 225 231 9332887
- [59]Goussakov IV Fink K Elger CE Beck H 2000 Metaplasticity of mossy fiber synaptic transmission involves altered release probability. J Neurosci 20 3434 3441 10777806 PMC6773116
- [60]Heuvingh J Franco M Chavrier P Sykes C 2007 ARF1-mediated actin polymerization produces movement of artificial vesicles. Proc Natl Acad Sci U S A 104 16928 16933 17942688 PMC2040406
- [61]Faundez V Horng JT Kelly RB 1998 A function for the AP3 coat complex in synaptic vesicle formation from endosomes. Cell 93 423 432 9590176
- [62]Zhu Y Xu J Heinemann SF 2009 Two pathways of synaptic vesicle retrieval revealed by single-vesicle imaging. Neuron 61 397 411 19217377 PMC2707496
- [63]Voglmaier SM Kam K Yang H Fortin DL Hua Z 2006 Distinct endocytic pathways control the rate and extent of synaptic vesicle protein recycling. Neuron 51 71 84 16815333
- [64]Salazar G Craige B Wainer BH Guo J De Camilli P 2005 Phosphatidylinositol-4-kinase type II alpha is a component of adaptor protein-3-derived vesicles. Mol Biol Cell 16 3692 3704 15944223 PMC1182308
- [65]Scheuber A Rudge R Danglot L Raposo G Binz T 2006 Loss of AP-3 function affects spontaneous and evoked release at hippocampal mossy fiber synapses. Proc Natl Acad Sci U S A 103 16562 16567 17056716 PMC1637621
- [66]Westmark CJ Gourronc FA Bartleson VB Sayin U Bhattacharya S 2005 HuR mRNA ligands expressed after seizure. J Neuropathol Exp Neurol 64 1037 1045 16319714
- [67]Bolognani F Qiu S Tanner DC Paik J Perrone-Bizzozero NI 2007 Associative and spatial learning and memory deficits in transgenic mice overexpressing the RNA-binding protein HuD. Neurobiol Learn Mem 87 635 643 17185008
- [68]Tanner DC Qiu S Bolognani F Partridge LD Weeber EJ 2008 Alterations in mossy fiber physiology and GAP-43 expression and function in transgenic mice overexpressing HuD. Hippocampus 18 814 823 18493953 PMC2766808
- [69]Edwalds-Gilbert G Veraldi KL Milcarek C 1997 Alternative poly(A) site selection in complex transcription units: means to an end? Nucleic Acids Res 25 2547 2561 9185563 PMC146782
- [70]An JJ Gharami K Liao GY Woo NH Lau AG 2008 Distinct role of long 3′ UTR BDNF mRNA in spine morphology and synaptic plasticity in hippocampal neurons. Cell 134 175 187 18614020 PMC2527207
- [72]Chang WP Sudhof TC 2009 SV2 renders primed synaptic vesicles competent for Ca2+ -induced exocytosis. J Neurosci 29 883 897 19176798 PMC2693337
- [73]Albert R Jeong H Barabasi AL 2000 Error and attack tolerance of complex networks. Nature 406 378 382 10935628
- [74]Jeong H Mason SP Barabasi AL Oltvai ZN 2001 Lethality and centrality in protein networks. Nature 411 41 42 11333967
- [75]Horvath S Zhang B Carlson M Lu KV Zhu S 2006 Analysis of oncogenic signaling networks in glioblastoma identifies ASPM as a molecular target. Proc Natl Acad Sci U S A 103 17402 17407 17090670 PMC1635024
- [76]Yildirim MA Goh KI Cusick ME Barabasi AL Vidal M 2007 Drug-target network. Nat Biotechnol 25 1119 1126 17921997
- [77]Bragin A Azizyan A Almajano J Wilson CL Engel J Jr 2005 Analysis of chronic seizure onsets after intrahippocampal kainic acid injection in freely moving rats. Epilepsia 46 1592 1598 16190929
- Authors
- Winden, K. D., Karsten, S. L., Bragin, A., Kudo, L. C., Gehman, L., Ruidera, J., Geschwind, D. H., & Engel, J.
- Affiliations
- University of California, Los Angeles (US)
- Corresponding author
- Geschwind, Daniel H.
- Engel, Jerome
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2011-06-14
- Volume
- 6
- Issue
- 6
- Pages
- e20763
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3114768
- OpenAlex
- W2049963231
- Cited by
- 76
- References
- 78
- Citations by year
- 2025: 3 · 2024: 6 · 2023: 2 · 2022: 5 · 2021: 4 · 2020: 4 · 2019: 3 · 2018: 3 · 2017: 4 · 2016: 4 · 2015: 8 · 2014: 7 · 2013: 13 · 2012: 5
- FWCI
- 6.60
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- eScholarship (California Digital Library) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- Figshare (submittedVersion, cc-by)
- Funders
- National Institutes of Health
- National Institute of Mental Health (T32MH073526)
- National Institute of General Medical Sciences (GM-08042, T32GM008042)
- National Institute of Neurological Disorders and Stroke (R37NS033310)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Epilepsy research and treatment
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Pharmacological Effects and Toxicity Studies
- Keywords
- chronic epilepsy, epileptogenicity, temporal lobe epilepsy, gene expression profiling, weighted gene co-expression network analysis, hub genes, synaptic vesicle trafficking, SV2A, levetiracetam, alternative polyadenylation, HUD, brain-derived neurotrophic factor, KCNJ13
- MeSH terms
- Animals, Chronic Disease, Disease Models, Animal, Epilepsy, Male, Neurons, Phenotype, Seizures, Synaptic Vesicles, Transcription, Genetic, Up-Regulation, Genome, Rats, Wistar, Oxidative Stress, Gene Expression Profiling, Genomics, Systems Biology, Rats, Gene Regulatory Networks, Genetic Association Studies, Molecular Sequence Annotation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review