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Complex network analysis of CA3 transcriptome reveals pathogenic and compensatory pathways in refractory temporal lobe epilepsy.
- Source :
-
PloS one [PLoS One] 2013 Nov 21; Vol. 8 (11), pp. e79913. Date of Electronic Publication: 2013 Nov 21 (Print Publication: 2013). - Publication Year :
- 2013
-
Abstract
- We previously described - studying transcriptional signatures of hippocampal CA3 explants - that febrile (FS) and afebrile (NFS) forms of refractory mesial temporal lobe epilepsy constitute two distinct genomic phenotypes. That network analysis was based on a limited number (hundreds) of differentially expressed genes (DE networks) among a large set of valid transcripts (close to two tens of thousands). Here we developed a methodology for complex network visualization (3D) and analysis that allows the categorization of network nodes according to distinct hierarchical levels of gene-gene connections (node degree) and of interconnection between node neighbors (concentric node degree). Hubs are highly connected nodes, VIPs have low node degree but connect only with hubs, and high-hubs have VIP status and high overall number of connections. Studying the whole set of CA3 valid transcripts we: i) obtained complete transcriptional networks (CO) for FS and NFS phenotypic groups; ii) examined how CO and DE networks are related; iii) characterized genomic and molecular mechanisms underlying FS and NFS phenotypes, identifying potential novel targets for therapeutic interventions. We found that: i) DE hubs and VIPs are evenly distributed inside the CO networks; ii) most DE hubs and VIPs are related to synaptic transmission and neuronal excitability whereas most CO hubs, VIPs and high hubs are related to neuronal differentiation, homeostasis and neuroprotection, indicating compensatory mechanisms. Complex network visualization and analysis is a useful tool for systems biology approaches to multifactorial diseases. Network centrality observed for hubs, VIPs and high hubs of CO networks, is consistent with the network disease model, where a group of nodes whose perturbation leads to a disease phenotype occupies a central position in the network. Conceivably, the chance for exerting therapeutic effects through the modulation of particular genes will be higher if these genes are highly interconnected in transcriptional networks.
- Subjects :
- CA3 Region, Hippocampal pathology
CA3 Region, Hippocampal physiopathology
Epilepsy, Temporal Lobe pathology
Epilepsy, Temporal Lobe physiopathology
Gene Expression Profiling
Humans
RNA, Messenger genetics
RNA, Messenger metabolism
Transcription, Genetic
CA3 Region, Hippocampal metabolism
Epilepsy, Temporal Lobe metabolism
Transcriptome
Subjects
Details
- Language :
- English
- ISSN :
- 1932-6203
- Volume :
- 8
- Issue :
- 11
- Database :
- MEDLINE
- Journal :
- PloS one
- Publication Type :
- Academic Journal
- Accession number :
- 24278214
- Full Text :
- https://doi.org/10.1371/journal.pone.0079913