转录组测序揭示了B细胞淋巴瘤中数千种新型长链非编码RNA。
Transcriptome sequencing reveals thousands of novel long non-coding RNAs in B cell lymphoma.
作者信息
Verma Akanksha, Jiang Yanwen, Du Wei, Fairchild Lauren, Melnick Ari, Elemento Olivier
机构信息
Institute for Computational Biomedicine, Weill Cornell Medical College, 1305 York Avenue, New York, NY, 10021, USA.
Institute for Precision Medicine, Weill Cornell Medical College, 1300 York Avenue, New York, NY, 10021, USA.
出版信息
Genome Med. 2015 Nov 1;7:110. doi: 10.1186/s13073-015-0230-7.
BACKGROUND
Gene profiling of diffuse large B cell lymphoma (DLBCL) has revealed broad gene expression deregulation compared to normal B cells. While many studies have interrogated well known and annotated genes in DLBCL, none have yet performed a systematic analysis to uncover novel unannotated long non-coding RNAs (lncRNA) in DLBCL. In this study we sought to uncover these lncRNAs by examining RNA-seq data from primary DLBCL tumors and performed supporting analysis to identify potential role of these lncRNAs in DLBCL.
METHODS
We performed a systematic analysis of novel lncRNAs from the poly-adenylated transcriptome of 116 primary DLBCL samples. RNA-seq data were processed using de novo transcript assembly pipeline to discover novel lncRNAs in DLBCL. Systematic functional, mutational, cross-species, and co-expression analyses using numerous bioinformatics tools and statistical analysis were performed to characterize these novel lncRNAs.
RESULTS
We identified 2,632 novel, multi-exonic lncRNAs expressed in more than one tumor, two-thirds of which are not expressed in normal B cells. Long read single molecule sequencing supports the splicing structure of many of these lncRNAs. More than one-third of novel lncRNAs are differentially expressed between the two major DLBCL subtypes, ABC and GCB. Novel lncRNAs are enriched at DLBCL super-enhancers, with a fraction of them conserved between human and dog lymphomas. We see transposable elements (TE) overlap in the exonic regions; particularly significant in the last exon of the novel lncRNAs suggest potential usage of cryptic TE polyadenylation signals. We identified highly co-expressed protein coding genes for at least 88 % of the novel lncRNAs. Functional enrichment analysis of co-expressed genes predicts a potential function for about half of novel lncRNAs. Finally, systematic structural analysis of candidate point mutations (SNVs) suggests that such mutations frequently stabilize lncRNA structures instead of destabilizing them.
CONCLUSIONS
Discovery of these 2,632 novel lncRNAs in DLBCL significantly expands the lymphoma transcriptome and our analysis identifies potential roles of these lncRNAs in lymphomagenesis and/or tumor maintenance. For further studies, these novel lncRNAs also provide an abundant source of new targets for antisense oligonucleotide pharmacology, including shared targets between human and dog lymphomas.
背景
弥漫性大B细胞淋巴瘤(DLBCL)的基因谱分析显示,与正常B细胞相比,其基因表达存在广泛失调。虽然许多研究已对DLBCL中知名且有注释的基因进行了探究,但尚无研究对DLBCL中未注释的新型长链非编码RNA(lncRNA)进行系统分析。在本研究中,我们试图通过检查原发性DLBCL肿瘤的RNA测序数据来发现这些lncRNA,并进行支持性分析以确定这些lncRNA在DLBCL中的潜在作用。
方法
我们对116份原发性DLBCL样本的聚腺苷酸化转录组中的新型lncRNA进行了系统分析。RNA测序数据使用从头转录本组装流程进行处理,以发现DLBCL中的新型lncRNA。使用多种生物信息学工具和统计分析进行系统的功能、突变、跨物种和共表达分析,以对这些新型lncRNA进行表征。
结果
我们鉴定出2632个在不止一种肿瘤中表达的新型多外显子lncRNA,其中三分之二在正常B细胞中不表达。长读长单分子测序支持了许多此类lncRNA的剪接结构。超过三分之一的新型lncRNA在DLBCL的两种主要亚型ABC和GCB之间存在差异表达。新型lncRNA在DLBCL超级增强子处富集,其中一部分在人和犬淋巴瘤之间保守。我们发现外显子区域存在转座元件(TE)重叠;在新型lncRNA的最后一个外显子中尤为显著,这表明可能使用了隐蔽的TE聚腺苷酸化信号。我们为至少88%的新型lncRNA鉴定出了高度共表达的蛋白质编码基因。对共表达基因的功能富集分析预测了约一半新型lncRNA的潜在功能。最后,对候选点突变(SNV)的系统结构分析表明,此类突变通常会稳定lncRNA结构而非使其不稳定。
结论
在DLBCL中发现这2632个新型lncRNA显著扩展了淋巴瘤转录组,我们的分析确定了这些lncRNA在淋巴瘤发生和/或肿瘤维持中的潜在作用。对于进一步的研究,这些新型lncRNA也为反义寡核苷酸药理学提供了丰富的新靶点来源,包括人和犬淋巴瘤之间的共同靶点。