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RNA干扰脱靶效应的计算研究。

A computational study of off-target effects of RNA interference.

作者信息

Qiu Shibin, Adema Coen M, Lane Terran

机构信息

Department of Computer Science, University of New Mexico Albuquerque, NM 87131, USA.

出版信息

Nucleic Acids Res. 2005 Mar 30;33(6):1834-47. doi: 10.1093/nar/gki324. Print 2005.

Abstract

RNA interference (RNAi) is an intracellular mechanism for post-transcriptional gene silencing that is frequently used to study gene function. RNAi is initiated by short interfering RNA (siRNA) of approximately 21 nt in length, either generated from the double-stranded RNA (dsRNA) by using the enzyme Dicer or introduced experimentally. Following association with an RNAi silencing complex, siRNA targets mRNA transcripts that have sequence identity for destruction. A phenotype resulting from this knockdown of expression may inform about the function of the targeted gene. However, 'off-target effects' compromise the specificity of RNAi if sequence identity between siRNA and random mRNA transcripts causes RNAi to knockdown expression of non-targeted genes. The complete off-target effects must be investigated systematically on each gene in a genome by adjusting a group of parameters, which is too expensive to conduct experimentally and motivates a study in silico. This computational study examined the potential for off-target effects of RNAi, employing the genome and transcriptome sequence data of Homo sapiens, Caenorhabditis elegans and Schizosaccharomyces pombe. The chance for RNAi off-target effects proved considerable, ranging from 5 to 80% for each of the organisms, when using as parameter the exact identity between any possible siRNA sequences (arbitrary length ranging from 17 to 28 nt) derived from a dsRNA (range 100-400 nt) representing the coding sequences of target genes and all other siRNAs within the genome. Remarkably, high-sequence specificity and low probability for off-target reactivity were optimally balanced for siRNA of 21 nt, the length observed mostly in vivo. The chance for off-target RNAi increased (although not always significantly) with greater length of the initial dsRNA sequence, inclusion into the analysis of available untranslated region sequences and allowing for mismatches between siRNA and target sequences. siRNA sequences from within 100 nt of the 5' termini of coding sequences had low chances for off-target reactivity. This may be owing to coding constraints for signal peptide-encoding regions of genes relative to regions that encode for mature proteins. Off-target distribution varied along the chromosomes of C.elegans, apparently owing to the use of more unique sequences in gene-dense regions. Finally, biological and thermodynamical descriptors of effective siRNA reduced the number of potential siRNAs compared with those identified by sequence identity alone, but off-target RNAi remained likely, with an off-target error rate of approximately 10%. These results also suggest a direction for future in vivo studies that could both help in calibrating true off-target rates in living organisms and also in contributing evidence toward the debate of whether siRNA efficacy is correlated with, or independent of, the target molecule. In summary, off-target effects present a real but not prohibitive concern that should be considered for RNAi experiments.

摘要

RNA干扰(RNAi)是一种细胞内用于转录后基因沉默的机制,常用于研究基因功能。RNAi由长度约为21个核苷酸的小干扰RNA(siRNA)引发,这些siRNA可通过使用Dicer酶从双链RNA(dsRNA)产生,也可通过实验导入。与RNAi沉默复合物结合后,siRNA靶向具有相同序列的mRNA转录本进行降解。这种表达敲低所产生的表型可以揭示目标基因的功能。然而,如果siRNA与随机mRNA转录本之间的序列同一性导致RNAi敲低非目标基因的表达,“脱靶效应”就会损害RNAi的特异性。必须通过调整一组参数,对基因组中的每个基因系统地研究完整的脱靶效应,这在实验上进行成本过高,从而推动了计算机模拟研究。这项计算研究利用人类、秀丽隐杆线虫和粟酒裂殖酵母的基因组和转录组序列数据,研究了RNAi脱靶效应的可能性。当将源自代表目标基因编码序列的dsRNA(长度范围为100 - 400个核苷酸)的任何可能的siRNA序列(任意长度范围为17 - 28个核苷酸)与基因组内所有其他siRNA之间的确切同一性作为参数时,RNAi脱靶效应的可能性被证明相当大,每种生物的脱靶效应可能性在5%至80%之间。值得注意的是,对于21个核苷酸的siRNA,高序列特异性和低脱靶反应概率得到了最佳平衡,21个核苷酸也是体内最常观察到的长度。随着初始dsRNA序列长度增加、将可用的非翻译区序列纳入分析以及允许siRNA与目标序列之间存在错配,脱靶RNAi的可能性增加(尽管并非总是显著增加)。编码序列5'末端100个核苷酸范围内的siRNA序列发生脱靶反应的可能性较低。这可能是由于基因信号肽编码区域相对于成熟蛋白编码区域存在编码限制。脱靶分布在秀丽隐杆线虫的染色体上有所不同,显然是因为在基因密集区域使用了更多独特序列。最后,与仅通过序列同一性鉴定的潜在siRNA相比,有效siRNA的生物学和热力学描述符减少了潜在siRNA的数量,但脱靶RNAi仍然可能发生,脱靶错误率约为10%。这些结果也为未来的体内研究指明了方向,既有助于校准活生物体中的真正脱靶率,也有助于为关于siRNA功效是否与靶分子相关或独立的争论提供证据。总之,脱靶效应是一个实际存在但并非不可克服的问题,在RNAi实验中应予以考虑。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a74/1072799/b60fafbc92ed/gki324f1.jpg

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