Inferring the functions of longevity genes with modular subnetwork biomarkers of Caenorhabditis elegansaging

Genome Biology - Tập 11 - Trang 1-15 - 2010
Kristen Fortney1, Max Kotlyar1, Igor Jurisica1,2,3
1Department of Medical Biophysics, University of Toronto, Toronto, Canada
2The Campbell Family Institute for Cancer Research and Ontario Cancer Institute, Toronto, Canada
3Department of Computer Science, University of Toronto, Toronto, Canada

Tóm tắt

A central goal of biogerontology is to identify robust gene-expression biomarkers of aging. Here we develop a method where the biomarkers are networks of genes selected based on age-dependent activity and a graph-theoretic property called modularity. Tested on Caenorhabditis elegans, our algorithm yields better biomarkers than previous methods - they are more conserved across studies and better predictors of age. We apply these modular biomarkers to assign novel aging-related functions to poorly characterized longevity genes.

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