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Cattle condition-independent Gene Co-expression Network (CGCN)
Query for genes that are associated with known expressed genes
DATA DESCRIPTION
RAW DATA: Curated gene expression datasets of original Series and Platform
records from the NCBI Gene Expression Omnibus (GEO) repository.
PROCESS: Weighted correlation network analysis
(
Langfelder P, Horvath S:
WGCNA: an R package for weighted correlation network analysis. BMC bioinformatics
2008, 9:559) was used to identify similarity between genes expression values under
different tissues and experimental conditions. Briefly, adjacency matrix was formed
based on correlation between gene expression values. Subsequently, the adjacency
matrix raised to power 7 based on network scale free properties and used to calculate
similarity between gene expression values based on "Topological Overlap Measure (TOM)".
Theoretically, TOM measure varies between 0 and 1. It should be noted that this measure
calculated after raising correlations to power 7, so its values are expected to be
small. For example TOM values more than 0.01 imply tight interconnections between genes.
OUTCOME: 137,887,921 connectivities were identified among 16,608 probe sets
which represent 11,125 genes. The genes identified with "guilt-by-association" assumption
helps to provide clues for related genes that might worth further investigation for
their roles regulating certain phenotypes.
USE THE DATA
Step 1: Search by gene (symbol, name, id), probe name, or a cut-off TOM
connectivity threshold (how closely genes are related).
Step 2: Review the preliminary search results summary, decide if you want to
download the data
Step 3: Download data to visualize the network relationships with Cytoscape,
Miru or similar software
Step 1Search the data set to look for genes that might be associated with those that were differentially expressed. Note when you have search terms in multiple fields below, they will be Boolean AND'ed. |
© 2003-2024:
USA · USDA · NRPSP8 · Program to Accelerate Animal Genomics Applications.
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