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Coregulation mapping based on individual phenotypic variation in response to virus infection
German Nudelman1, Yongchao Ge1, Jianzhong Hu2
1Center for Translational Systems Biology and Department of Neurology, Mount Sinai School of Medicine, New York, NY 10029, USA.
Immunome Research
|March 20, 2010
Summary
Researchers developed a new method to map gene co-expression in human immune responses to viral infections. This approach uses multidimensional scaling and transcription factor analysis to identify coregulated gene clusters.
Area of Science:
- Immunology
- Computational Biology
- Genetics
Background:
- Human immune responses to viral infections exhibit significant inter-individual variability.
- Understanding gene coregulation is crucial for studying this variability.
- Existing methodologies require integration of various analytical techniques.
Purpose of the Study:
- To develop and present a novel methodology for investigating gene-to-gene correlations in immune response gene expression.
- To identify coregulated gene clusters in human dendritic cells (DCs) in response to Newcastle Disease Virus (NDV).
- To explore the role of transcription factor (TF) sharing in explaining observed gene co-expression patterns.
Main Methods:
- Analysis of gene expression data from 145 human donors' conventional dendritic cells (DCs) infected with NDV.
- Generation of a gene co-expression map using pairwise correlation and multidimensional scaling (MDS).
- Transcription factor (TF) enrichment analysis on gene promoter regions, incorporating Gene Ontology (GO) filtering.
Main Results:
- Identified two distinct clusters of transcriptionally co-regulated genes: (CCL5, IFNA1, IFNA2, IFNB1) and (IKBKE, IL6, IRF7, MX1).
- Demonstrated a significant positive correlation between MDS distances and TF sharing across gene pairs.
- Developed an interactive web-based tool (CorEx) and web services for applying the methodology.
Conclusions:
- Multidimensional scaling (MDS) mapping combined with TF enrichment analysis is an effective computational method.
- This approach aids in predicting gene coregulation patterns within a population.
- The developed tools facilitate broader research application of this methodology.
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