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Quantification of Information Encoded by Gene Expression Levels During Lifespan Modulation Under Broad-range Dietary Restriction in C. elegans
Published on: August 16, 2017
Genes regulated by caloric restriction have unique roles within transcriptional networks
1Department of Pathology, University of Michigan, Ann Arbor, MI 48109-2200, USA. wswindel@umich.edu
Abstract:
Caloric restriction (CR) has received much interest as an intervention that delays age-related disease and increases lifespan. Whole-genome microarrays have been used to identify specific genes underlying these effects, and in mice, this has led to the identification of genes with expression responses to CR that are shared across multiple tissue types. Such CR-regulated genes represent strong candidates for future investigation, but have been understood only as a list, without regard to their broader role within transcriptional networks. In this study, co-expression and network properties of CR-regulated genes were investigated using data generated by more than 600 Affymetrix microarrays. This analysis identified groups of co-expressed genes and regulatory factors associated with the mammalian CR response, and uncovered surprising network properties of CR-regulated genes. Genes downregulated by CR were highly connected and located in dense network regions. In contrast, CR-upregulated genes were weakly connected and positioned in sparse network regions. Some network properties were mirrored by CR-regulated genes from invertebrate models, suggesting an evolutionary basis for the observed patterns. These findings contribute to a systems-level picture of how CR influences transcription within mammalian cells, and point towards a comprehensive understanding of CR in terms of its influence on biological networks.
Insights
Caloric restriction (CR) influences gene networks, with downregulated genes being highly connected and upregulated genes weakly connected. These patterns suggest an evolutionary basis for CR
Area of Science:
- Genomics
- Systems Biology
- Aging Research
Background:
- Caloric restriction (CR) is a well-studied intervention for delaying age-related diseases and extending lifespan.
- Gene expression studies have identified CR-responsive genes across multiple tissues in mice.
- Previous understanding of CR-regulated genes has been limited to lists, lacking network context.
Purpose of the Study:
- To investigate the co-expression and network properties of genes regulated by caloric restriction.
- To identify regulatory factors and gene groups associated with the mammalian CR response.
- To explore the systems-level impact of CR on transcriptional networks.
Main Methods:
- Analysis of co-expression and network properties using over 600 Affymetrix microarray datasets.
- Identification of gene groups and regulatory factors involved in the CR response.
- Comparison of network properties between mammalian and invertebrate CR-regulated genes.
Main Results:
- CR-regulated genes exhibit distinct network properties: downregulated genes are highly connected in dense regions, while upregulated genes are weakly connected in sparse regions.
- Identification of co-expressed gene modules and regulatory factors associated with the CR response.
- Conservation of some network properties in invertebrate models, suggesting evolutionary underpinnings.
Conclusions:
- Caloric restriction significantly impacts gene expression networks, with specific topological differences between up- and downregulated genes.
- The observed network patterns suggest a conserved, evolutionarily ancient mechanism underlying CR's effects on transcription.
- This study provides a systems-level understanding of CR's influence on cellular transcription and biological networks.
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