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基于偏最小二乘法的肾衰竭基因表达分析。

Partial least squares based gene expression analysis in renal failure.

机构信息

Department of medical laboratory, The affiliated hospital of Xuzhou Medical College, No,99 Huaihaixi Road, Xuzhou 221000, China.

出版信息

Diagn Pathol. 2014 Jul 5;9:137. doi: 10.1186/1746-1596-9-137.

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

The virtual slide(s) for this article can be found here: http://www.diagnosticpathology.diagnomx.eu/vs/1450799302127207.

摘要

背景

肾衰竭的预防和治疗选择仍然有限。基因表达谱分析在识别终末期肾衰竭患者和健康对照之间的生物学差异方面非常强大。以前的研究主要使用方差/回归分析,而没有考虑各种生物学和环境因素。本研究旨在使用偏最小二乘(PLS)分析来研究终末期肾衰竭患者和健康对照之间的基因表达差异。

方法

我们使用来自基因表达综合数据库的基因表达数据,进行 PLS 分析以识别差异表达基因。还进行了富集和网络分析,以捕获肾衰竭的分子特征。

结果

我们获得了 573 个差异表达基因。通路和基因本体论项目富集分析显示,失调基因在各种生物学过程中过度表达。网络分析确定了七个度大于 10 的枢纽基因,包括 CAND1、CDK2、TP53、SMURF1、YWHAE、SRSF1 和 RELA。以前的研究表明,CDK2、TP53 和 RELA 编码的蛋白质与肾衰竭的进展有关。

结论

我们的发现揭示了肾衰竭患者的表达特征,希望为未来的治疗研究提供潜在的靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b44f/4104724/af28c8c6cd9f/1746-1596-9-137-1.jpg

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