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基于偏最小二乘法的EB病毒阳性和EB病毒阴性移植后淋巴细胞增生性疾病的基因表达分析

Partial Least Squares Based Gene Expression Analysis in EBV- Positive and EBV-Negative Posttransplant Lymphoproliferative Disorders.

作者信息

Wu Sa, Zhang Xin, Li Zhi-Ming, Shi Yan-Xia, Huang Jia-Jia, Xia Yi, Yang Hang, Jiang Wen-Qi

机构信息

Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Guangzhou, China E-mail :

出版信息

Asian Pac J Cancer Prev. 2013;14(11):6347-50. doi: 10.7314/apjcp.2013.14.11.6347.

Abstract

Post-transplant lymphoproliferative disorder (PTLD) is a common complication of therapeutic immunosuppression after organ transplantation. Gene expression profile facilitates the identification of biological difference between Epstein-Barr virus (EBV) positive and negative PTLDs. Previous studies mainly implemented variance/regression analysis without considering unaccounted array specific factors. The aim of this study is to investigate the gene expression difference between EBV positive and negative PTLDs through partial least squares (PLS) based analysis. With a microarray data set from the Gene Expression Omnibus database, we performed PLS based analysis. We acquired 1188 differentially expressed genes. Pathway and Gene Ontology enrichment analysis identified significantly over-representation of dysregulated genes in immune response and cancer related biological processes. Network analysis identified three hub genes with degrees higher than 15, including CREBBP, ATXN1, and PML. Proteins encoded by CREBBP and PML have been reported to be interact with EBV before. Our findings shed light on expression distinction of EBV positive and negative PTLDs with the hope to offer theoretical support for future therapeutic study.

摘要

移植后淋巴细胞增生性疾病(PTLD)是器官移植后治疗性免疫抑制的常见并发症。基因表达谱有助于识别爱泼斯坦-巴尔病毒(EBV)阳性和阴性PTLD之间的生物学差异。以往的研究主要采用方差/回归分析,未考虑未解释的阵列特异性因素。本研究的目的是通过基于偏最小二乘法(PLS)的分析来研究EBV阳性和阴性PTLD之间的基因表达差异。利用来自基因表达综合数据库的微阵列数据集,我们进行了基于PLS的分析。我们获得了1188个差异表达基因。通路和基因本体富集分析确定了免疫反应和癌症相关生物学过程中失调基因的显著过度表达。网络分析确定了三个度数高于15的枢纽基因,包括CREBBP、ATXN1和PML。之前已有报道称,CREBBP和PML编码的蛋白质可与EBV相互作用。我们的研究结果揭示了EBV阳性和阴性PTLD的表达差异,希望为未来的治疗研究提供理论支持。

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