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视网膜母细胞瘤的生物信息学分析揭示了视网膜母细胞瘤进展亚型。

Bioinformatics analyses of retinoblastoma reveal the retinoblastoma progression subtypes.

作者信息

Cao Manjing, Wang Sha, Zou Jing, Wang Wanpeng

机构信息

Department of Ophthalmology, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.

Eye Center of Xiangya Hospital, Central South University, Changsha, Hunan, China.

出版信息

PeerJ. 2020 May 21;8:e8873. doi: 10.7717/peerj.8873. eCollection 2020.

DOI:10.7717/peerj.8873
PMID:32509443
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7246025/
Abstract

INTRODUCTION

Retinoblastoma (RB) is one common pediatric malignant tumor with dismal outcomes. Heterogeneity of RB and subtypes of RB were identified but the association between the subtypes of RB and RB progression have not been fully investigated.

METHODS

Four public datasets were downloaded from Gene expression omnibus and normalization was performed to remove batch effect. Two public datasets were explored to obtain the RB progression gene signatures by differentially expression analysis while another two datasets were iterated for RB subtypes identification using consensus clustering. After the RB progressive subtype gene signatures were identified, we tested the diagnostic capacity of these gene signatures by receiver operation curve.

RESULTS

Three hundreds and forty six genes that were enriched in cell cycle were identified as the progression signature in RB from two independent datasets. Four subtypes of RB were stratified by consensus clustering. A total of 21 genes from RB progression signature were differentially expressed between RB subtypes. One subtype with low expression cell division genes have less progression of all four subtypes. A panel of five RB subtype genes (CLUL1, CNGB1, ROM1, LRRC39 and RDH12) predict progression of RB.

CONCLUSION

Retinoblastoma is a highly heterogeneous tumor and the level of cell cycle related gene expression is associated with RB progression. A subpopulation of RB with high expression of visual perception has less progressive features. LRRC39 is potentially the RB progression subtype biomarker.

摘要

引言

视网膜母细胞瘤(RB)是一种常见的儿童恶性肿瘤,预后较差。已确定RB的异质性和RB的亚型,但RB亚型与RB进展之间的关联尚未得到充分研究。

方法

从基因表达综合数据库下载四个公共数据集,并进行标准化以消除批次效应。通过差异表达分析探索两个公共数据集以获得RB进展基因特征,同时使用一致性聚类迭代另外两个数据集以进行RB亚型鉴定。在确定RB进展亚型基因特征后,我们通过受试者工作特征曲线测试这些基因特征的诊断能力。

结果

在两个独立数据集中,鉴定出346个在细胞周期中富集的基因作为RB的进展特征。通过一致性聚类将RB分为四种亚型。RB进展特征中的21个基因在RB亚型之间存在差异表达。一种细胞分裂基因低表达的亚型在所有四种亚型中进展较少。一组五个RB亚型基因(CLUL1、CNGB1、ROM1、LRRC39和RDH12)可预测RB的进展。

结论

视网膜母细胞瘤是一种高度异质性肿瘤,细胞周期相关基因的表达水平与RB进展相关。视觉感知高表达的RB亚群具有较少的进展特征。LRRC39可能是RB进展亚型生物标志物。

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