TY - JOUR
T1 - An Integrated Multi-Omic Network Analysis Identifies Seizure-Associated Dysregulated Pathways in the GAERS Model of Absence Epilepsy
AU - Harutyunyan, Anna
AU - Chong, Debbie
AU - Li, Rui
AU - Shah, Anup D.
AU - Ali, Zahra
AU - Huang, Cheng
AU - Barlow, Christopher K.
AU - Perucca, Piero
AU - O’brien, Terence J.
AU - Jones, Nigel C.
AU - Schittenhelm, Ralf B.
AU - Anderson, Alison
AU - Casillas-Espinosa, Pablo M.
N1 - Funding Information:
Funding: This research was funded by NHMRC Early Career Fellowship (#APP1087172) and Epilepsy Research Program DoD USA Grant (EP200022).
Funding Information:
Acknowledgments: P.M.C.-E. was funded by the NHMRC Early Career Fellowship (#APP1087172) and the Epilepsy Research Program DoD USA Grant (EP200022). A.H. was supported by the Melbourne Research Scholarship. P.P. was supported by the National Health and Medical Research Council (APP1163708), the Epilepsy Foundation, The University of Melbourne, Monash University, Brain Australia, the Weary Dunlop Medical Research Foundation, and the Norman Beischer Medical Research Foundation. T.J.O. was supported by an NHMRC Investigator Grant (#APP1176426). This study used BPA-enabled (Bioplatforms Australia)/NCRIS-enabled (National Collaborative Research Infrastructure Strategy) infrastructure located at the Monash Proteomics and Metabolomics Facility. The authors would like to acknowledge the Data Fluency team at Monash University for valuable training and guidance.
Funding Information:
This research was funded by NHMRC Early Career Fellowship (#APP1087172) and Epilepsy Research Program DoD USA Grant (EP200022). Acknowledgments: P.M.C.-E. was funded by the NHMRC Early Career Fellowship (#APP1087172) and the Epilepsy Research Program DoD USA Grant (EP200022). A.H. was supported by the Melbourne Research Scholarship. P.P. was supported by the National Health and Medical Research Council (APP1163708), the Epilepsy Foundation, The University of Melbourne, Monash University, Brain Australia, the Weary Dunlop Medical Research Foundation, and the Norman Beischer Medical Research Foundation. T.J.O. was supported by an NHMRC Investigator Grant (#APP1176426). This study used BPA-enabled (Bioplatforms Australia)/NCRIS-enabled (National Collaborative Research Infrastructure Strategy) infrastructure located at the Monash Proteomics and Metabolomics Facility. The authors would like to acknowledge the Data Fluency team at Monash University for valuable training and guidance.
Publisher Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2022/6/1
Y1 - 2022/6/1
N2 - Absence epilepsy syndromes are part of the genetic generalized epilepsies, the pathogen-esis of which remains poorly understood, although a polygenic architecture is presumed. Current focus on single molecule or gene identification to elucidate epileptogenic drivers is unable to fully capture the complex dysfunctional interactions occurring at a genetic/proteomic/metabolomic level. Here, we employ a multi-omic, network-based approach to characterize the molecular signature associated with absence epilepsy-like phenotype seen in a well validated rat model of genetic generalized epilepsy with absence seizures. Electroencephalographic and behavioral data was collected from Genetic Absence Epilepsy Rats from Strasbourg (GAERS, n = 6) and non-epileptic controls (NEC, n = 6), followed by proteomic and metabolomic profiling of the cortical and thalamic tissue of rats from both groups. The general framework of weighted correlation network analysis (WGCNA) was used to identify groups of highly correlated proteins and metabolites, which were then functionally annotated through joint pathway enrichment analysis. In both brain regions a large protein-metabolite module was found to be highly associated with the GAERS strain, absence seizures and associated anxiety and depressive-like phenotype. Quantitative pathway analysis in-dicated enrichment in oxidative pathways and a downregulation of the lysine degradation pathway in both brain regions. GSTM1 and ALDH2 were identified as central regulatory hubs of the seizure-associated module in the somatosensory cortex and thalamus, respectively. These enzymes are involved in lysine degradation and play important roles in maintaining oxidative balance. We con-clude that the dysregulated pathways identified in the seizure-associated module may be involved in the aetiology and maintenance of absence seizure activity. This dysregulated activity could po-tentially be modulated by targeting one or both central regulatory hubs.
AB - Absence epilepsy syndromes are part of the genetic generalized epilepsies, the pathogen-esis of which remains poorly understood, although a polygenic architecture is presumed. Current focus on single molecule or gene identification to elucidate epileptogenic drivers is unable to fully capture the complex dysfunctional interactions occurring at a genetic/proteomic/metabolomic level. Here, we employ a multi-omic, network-based approach to characterize the molecular signature associated with absence epilepsy-like phenotype seen in a well validated rat model of genetic generalized epilepsy with absence seizures. Electroencephalographic and behavioral data was collected from Genetic Absence Epilepsy Rats from Strasbourg (GAERS, n = 6) and non-epileptic controls (NEC, n = 6), followed by proteomic and metabolomic profiling of the cortical and thalamic tissue of rats from both groups. The general framework of weighted correlation network analysis (WGCNA) was used to identify groups of highly correlated proteins and metabolites, which were then functionally annotated through joint pathway enrichment analysis. In both brain regions a large protein-metabolite module was found to be highly associated with the GAERS strain, absence seizures and associated anxiety and depressive-like phenotype. Quantitative pathway analysis in-dicated enrichment in oxidative pathways and a downregulation of the lysine degradation pathway in both brain regions. GSTM1 and ALDH2 were identified as central regulatory hubs of the seizure-associated module in the somatosensory cortex and thalamus, respectively. These enzymes are involved in lysine degradation and play important roles in maintaining oxidative balance. We con-clude that the dysregulated pathways identified in the seizure-associated module may be involved in the aetiology and maintenance of absence seizure activity. This dysregulated activity could po-tentially be modulated by targeting one or both central regulatory hubs.
KW - absence epilepsy
KW - ALDH2
KW - GAERS
KW - GSTM1
KW - lysine degradation
KW - metabolomics
KW - proteomics
KW - WGCNA
UR - http://www.scopus.com/inward/record.url?scp=85131628231&partnerID=8YFLogxK
U2 - 10.3390/ijms23116063
DO - 10.3390/ijms23116063
M3 - Article
C2 - 35682742
AN - SCOPUS:85131628231
SN - 1422-0067
VL - 23
JO - International Journal of Molecular Sciences
JF - International Journal of Molecular Sciences
IS - 11
M1 - 6063
ER -