• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

用于高通量RNA干扰筛选分析的统计方法

Statistical methods for analysis of high-throughput RNA interference screens.

作者信息

Birmingham Amanda, Selfors Laura M, Forster Thorsten, Wrobel David, Kennedy Caleb J, Shanks Emma, Santoyo-Lopez Javier, Dunican Dara J, Long Aideen, Kelleher Dermot, Smith Queta, Beijersbergen Roderick L, Ghazal Peter, Shamu Caroline E

机构信息

The RNAi Global Initiative, Lafayette, Colorado, USA.

出版信息

Nat Methods. 2009 Aug;6(8):569-75. doi: 10.1038/nmeth.1351.

DOI:10.1038/nmeth.1351
PMID:19644458
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2789971/
Abstract

RNA interference (RNAi) has become a powerful technique for reverse genetics and drug discovery, and in both of these areas large-scale high-throughput RNAi screens are commonly performed. The statistical techniques used to analyze these screens are frequently borrowed directly from small-molecule screening; however, small-molecule and RNAi data characteristics differ in meaningful ways. We examine the similarities and differences between RNAi and small-molecule screens, highlighting particular characteristics of RNAi screen data that must be addressed during analysis. Additionally, we provide guidance on selection of analysis techniques in the context of a sample workflow.

摘要

RNA干扰(RNAi)已成为反向遗传学和药物发现的强大技术,在这两个领域中,大规模高通量RNAi筛选都很常见。用于分析这些筛选的统计技术通常直接借鉴小分子筛选;然而,小分子和RNAi数据特征在有意义的方面存在差异。我们研究了RNAi和小分子筛选之间的异同,突出了RNAi筛选数据在分析过程中必须解决的特定特征。此外,我们在示例工作流程的背景下提供了分析技术选择的指导。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c225/2789971/57ec8e979233/nihms159092f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c225/2789971/57ec8e979233/nihms159092f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c225/2789971/57ec8e979233/nihms159092f1.jpg

相似文献

1
Statistical methods for analysis of high-throughput RNA interference screens.用于高通量RNA干扰筛选分析的统计方法
Nat Methods. 2009 Aug;6(8):569-75. doi: 10.1038/nmeth.1351.
2
Using iterative cluster merging with improved gap statistics to perform online phenotype discovery in the context of high-throughput RNAi screens.在高通量RNA干扰筛选的背景下,使用带有改进间隙统计量的迭代聚类合并来进行在线表型发现。
BMC Bioinformatics. 2008 Jun 5;9:264. doi: 10.1186/1471-2105-9-264.
3
Integration of RNAi and small molecule screens to identify targets for drug development.整合RNA干扰和小分子筛选以确定药物开发靶点。
Methods Mol Biol. 2013;986:97-104. doi: 10.1007/978-1-62703-311-4_7.
4
Analysis of high-throughput RNAi screening data in identifying genes mediating sensitivity to chemotherapeutic drugs: statistical approaches and perspectives.高通量 RNAi 筛选数据在鉴定化疗药物敏感性相关基因中的分析:统计方法与展望。
BMC Genomics. 2012;13 Suppl 8(Suppl 8):S3. doi: 10.1186/1471-2164-13-S8-S3. Epub 2012 Dec 17.
5
Integration of RNAi and Small Molecule Library Screens to Identify Targets for Drug Discovery.整合RNA干扰和小分子文库筛选以鉴定药物研发靶点
Methods Mol Biol. 2025;2905:63-72. doi: 10.1007/978-1-0716-4418-8_4.
6
Integration of RNAi and Small Molecule Screens to Identify Targets for Drug Development.整合RNA干扰和小分子筛选以鉴定药物开发靶点
Methods Mol Biol. 2019;1953:33-42. doi: 10.1007/978-1-4939-9145-7_3.
7
High-throughput RNAi screening to dissect cellular pathways: a how-to guide.高通量 RNAi 筛选解析细胞通路:操作指南。
Biotechnol J. 2010 Apr;5(4):368-76. doi: 10.1002/biot.200900277.
8
Drug-target identification in Drosophila cells: combining high-throughout RNAi and small-molecule screens.果蝇细胞中的药物靶点鉴定:高通量RNA干扰与小分子筛选相结合
Drug Discov Today. 2007 Jan;12(1-2):28-33. doi: 10.1016/j.drudis.2006.10.006. Epub 2006 Oct 30.
9
GUItars: a GUI tool for analysis of high-throughput RNA interference screening data.GUItars:一个用于高通量 RNA 干扰筛选数据分析的 GUI 工具。
PLoS One. 2012;7(11):e49386. doi: 10.1371/journal.pone.0049386. Epub 2012 Nov 20.
10
RNAi screening: new approaches, understandings, and organisms.RNAi 筛选:新方法、新认识和新生物。
Wiley Interdiscip Rev RNA. 2012 Mar-Apr;3(2):145-58. doi: 10.1002/wrna.110. Epub 2011 Sep 22.

引用本文的文献

1
Genome-wide analysis of host-encoded microRNAs modulating SARS-CoV-2 infection.调控新型冠状病毒2019感染的宿主编码微小RNA的全基因组分析。
Sci Data. 2025 Jul 31;12(1):1330. doi: 10.1038/s41597-025-05669-3.
2
Pseudohypoxia-Stabilized HIF2α Transcriptionally Inhibits , a Druggable Target in MELAS.假性低氧稳定的HIF2α转录抑制,MELAS中的一个可成药靶点。
Cells. 2025 Jul 15;14(14):1078. doi: 10.3390/cells14141078.
3
Screening for variable drug responses using human iPSC cohorts.使用人类诱导多能干细胞队列筛选药物反应的变异性。

本文引用的文献

1
Determination of sample size in genome-scale RNAi screens.基因组规模RNA干扰筛选中样本量的确定
Bioinformatics. 2009 Apr 1;25(7):841-4. doi: 10.1093/bioinformatics/btp082. Epub 2009 Feb 17.
2
Error rates and powers in genome-scale RNAi screens.基因组规模RNA干扰筛选中的错误率与效能
J Biomol Screen. 2009 Mar;14(3):230-8. doi: 10.1177/1087057109331475. Epub 2009 Feb 11.
3
RNAither, an automated pipeline for the statistical analysis of high-throughput RNAi screens.RNAither,一种用于高通量RNA干扰筛选统计分析的自动化流程。
PLoS One. 2025 May 30;20(5):e0323953. doi: 10.1371/journal.pone.0323953. eCollection 2025.
4
An integrated proteomics approach identifies phosphorylation sites on viral and host proteins that regulate West Nile virus infection.一种综合蛋白质组学方法可鉴定出调节西尼罗河病毒感染的病毒蛋白和宿主蛋白上的磷酸化位点。
Cell Rep. 2025 May 27;44(5):115728. doi: 10.1016/j.celrep.2025.115728. Epub 2025 May 15.
5
A high-throughput differential chemical genetic screen uncovers genotype-specific compounds altering plant growth.一项高通量差异化学遗传筛选发现了改变植物生长的基因型特异性化合物。
iScience. 2025 Apr 8;28(5):112375. doi: 10.1016/j.isci.2025.112375. eCollection 2025 May 16.
6
Drug and siRNA screens identify ROCK2 as a therapeutic target for ciliopathies.药物和小干扰RNA筛选确定ROCK2为纤毛病的治疗靶点。
Commun Med (Lond). 2025 Apr 19;5(1):129. doi: 10.1038/s43856-025-00847-1.
7
Novel determinants of NOTCH1 trafficking and signaling in breast epithelial cells.乳腺上皮细胞中NOTCH1转运和信号传导的新决定因素。
Life Sci Alliance. 2024 Dec 11;8(3). doi: 10.26508/lsa.202403122. Print 2025 Mar.
8
RNAi library screening reveals Gβ1, Casein Kinase 2 and ICAP-1 as novel regulators of LFA-1-mediated T cell polarity and migration.RNA干扰文库筛选揭示Gβ1、酪蛋白激酶2和ICAP-1是LFA-1介导的T细胞极性和迁移的新型调节因子。
Immunol Cell Biol. 2025 Jan;103(1):73-92. doi: 10.1111/imcb.12838. Epub 2024 Nov 28.
9
Spatial differences in gene expression across the dorsal raphe nucleus in a model of early Alzheimer's disease.早发性阿尔茨海默病模型中中缝背核基因表达的空间差异
J Alzheimers Dis. 2025 Jan;103(1):133-148. doi: 10.1177/13872877241299119. Epub 2024 Nov 25.
10
Generating and validating renewable affimer protein binding reagents targeting SH2 domains.生成和验证针对 SH2 结构域的可再生亲和素蛋白结合试剂。
Sci Rep. 2024 Nov 16;14(1):28322. doi: 10.1038/s41598-024-79357-4.
Bioinformatics. 2009 Mar 1;25(5):678-9. doi: 10.1093/bioinformatics/btp014. Epub 2009 Jan 25.
4
An analysis of normalization methods for Drosophila RNAi genomic screens and development of a robust validation scheme.果蝇RNAi基因组筛选标准化方法分析及稳健验证方案的制定。
J Biomol Screen. 2008 Sep;13(8):777-84. doi: 10.1177/1087057108323125. Epub 2008 Aug 27.
5
Genome-wide screens for effective siRNAs through assessing the size of siRNA effects.通过评估小干扰RNA(siRNA)效应的大小进行全基因组有效siRNA筛选。
BMC Res Notes. 2008 Jun 23;1:33. doi: 10.1186/1756-0500-1-33.
6
Hit selection with false discovery rate control in genome-scale RNAi screens.在全基因组RNA干扰筛选中通过错误发现率控制进行命中选择。
Nucleic Acids Res. 2008 Aug;36(14):4667-79. doi: 10.1093/nar/gkn435. Epub 2008 Jul 15.
7
Novel analytic criteria and effective plate designs for quality control in genome-scale RNAi screens.用于基因组规模RNAi筛选质量控制的新型分析标准和有效板设计
J Biomol Screen. 2008 Jun;13(5):363-77. doi: 10.1177/1087057108317062.
8
The art and design of genetic screens: RNA interference.基因筛选的技术与设计:RNA干扰
Nat Rev Genet. 2008 Jul;9(7):554-66. doi: 10.1038/nrg2364. Epub 2008 Jun 3.
9
Integrating experimental and analytic approaches to improve data quality in genome-wide RNAi screens.整合实验和分析方法以提高全基因组RNA干扰筛选中的数据质量。
J Biomol Screen. 2008 Jun;13(5):378-89. doi: 10.1177/1087057108317145. Epub 2008 May 14.
10
Median absolute deviation to improve hit selection for genome-scale RNAi screens.中位数绝对偏差用于改进全基因组RNA干扰筛选中的命中选择。
J Biomol Screen. 2008 Feb;13(2):149-58. doi: 10.1177/1087057107312035. Epub 2008 Jan 23.