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Published in: Diagnostic Pathology 1/2014

Open Access 01-12-2014 | Research

Partial least squares based gene expression analysis in renal failure

Authors: Shuang Ding, Yinhai Xu, Tingting Hao, Ping Ma

Published in: Diagnostic Pathology | Issue 1/2014

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Abstract

Background

Preventive and therapeutic options for renal failure are still limited. Gene expression profile analysis is powerful in the identification of biological differences between end stage renal failure patients and healthy controls. Previous studies mainly used variance/regression analysis without considering various biological, environmental factors. The purpose of this study is to investigate the gene expression difference between end stage renal failure patients and healthy controls with partial least squares (PLS) based analysis.

Methods

With gene expression data from the Gene Expression Omnibus database, we performed PLS analysis to identify differentially expressed genes. Enrichment and network analyses were also carried out to capture the molecular signatures of renal failure.

Results

We acquired 573 differentially expressed genes. Pathway and Gene Ontology items enrichment analysis revealed over-representation of dysregulated genes in various biological processes. Network analysis identified seven hub genes with degrees higher than 10, including CAND1, CDK2, TP53, SMURF1, YWHAE, SRSF1, and RELA. Proteins encoded by CDK2, TP53, and RELA have been associated with the progression of renal failure in previous studies.

Conclusions

Our findings shed light on expression character of renal failure patients with the hope to offer potential targets for future therapeutic studies.

Virtual Slides

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Metadata
Title
Partial least squares based gene expression analysis in renal failure
Authors
Shuang Ding
Yinhai Xu
Tingting Hao
Ping Ma
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Diagnostic Pathology / Issue 1/2014
Electronic ISSN: 1746-1596
DOI
https://doi.org/10.1186/1746-1596-9-137

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