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Behavioral Assessments of Spontaneous Locomotion in a Murine MPTP-induced Parkinson's Disease Model
Published on: January 7, 2019
MPTP's pathway of toxicity indicates central role of transcription factor SP1
Alexandra Maertens1, Thomas Luechtefeld, Andre Kleensang
1Center for Alternatives to Animal Testing, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
Abstract:
Deriving a Pathway of Toxicity from transcriptomic data remains a challenging task. We explore the use of weighted gene correlation network analysis (WGCNA) to extract an initial network from a small microarray study of MPTP toxicity in mice. Five modules were statistically significant; each module was analyzed for gene signatures in the Chemical and Genetic Perturbation subset of the Molecular Signatures Database as well as for over-represented transcription factor binding sites and WGCNA clustered probes by function and captured pathways relevant to neurodegenerative disorders. The resulting network was analyzed for transcription factor candidates, which were narrowed down via text-mining for relevance to the disease model, and then combined with the large-scale interaction FANTOM4 database to generate a genetic regulatory network. Modules were enriched for transcription factors relevant to Parkinson's disease. Transcription factors significantly improved the number of genes that could be connected in a given component. For each module, the transcription factor that had, by far, the highest number of interactions was SP1, and it also had substantial experimental evidence of interactions. This analysis both captures much of the known biology of MPTP toxicity and suggests several candidates for further study. Furthermore, the analysis strongly suggests that SP1 plays a central role in coordinating the cellular response to MPTP toxicity.
Insights
This study uses weighted gene correlation network analysis (WGCNA) to identify key biological pathways in MPTP toxicity. The findings highlight SP1 as a crucial transcription factor in the cellular response to neurodegeneration.
Area of Science:
- Toxicology
- Systems Biology
- Neuroscience
Background:
- Deriving toxicity pathways from transcriptomic data is complex.
- MPTP toxicity in mice serves as a model for neurodegenerative disorders.
Purpose of the Study:
- To explore weighted gene correlation network analysis (WGCNA) for extracting toxicity pathways.
- To identify key transcription factors and regulatory networks involved in MPTP-induced neurotoxicity.
Main Methods:
- Applied WGCNA to microarray data from MPTP-treated mice.
- Analyzed significant modules for gene signatures, transcription factor binding sites, and functional pathways.
- Integrated text-mining and the FANTOM4 database to build a genetic regulatory network.
Main Results:
- Identified five statistically significant gene modules.
- Modules were enriched for transcription factors relevant to Parkinson's disease.
- SP1 was identified as a central transcription factor coordinating the cellular response to MPTP toxicity, with substantial experimental evidence.
Conclusions:
- WGCNA effectively captures known MPTP toxicity biology and suggests new research candidates.
- The study strongly implicates SP1 in the cellular response to MPTP toxicity.
- The developed genetic regulatory network provides insights into neurodegenerative disease mechanisms.
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