Zhu Jian, Davoli Teresa, Perriera Jill M, Chin Christopher R, Gaiha Gaurav D, John Sinu P, Sigiollot Frederic D, Gao Geng, Xu Qikai, Qu Hongjing, Pertel Thomas, Sims Jennifer S, Smith Jennifer A, Baker Richard E, Maranda Louise, Ng Aylwin, Elledge Stephen J, Brass Abraham L
Department of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02127, USA.
Microbiology and Physiological Systems (MaPS) Department, University of Massachusetts Medical School, Worcester, MA 01655, USA.
Cell Rep. 2014 Oct 23;9(2):752-66. doi: 10.1016/j.celrep.2014.09.031. Epub 2014 Oct 16.
RNAi screens have implicated hundreds of host proteins as HIV-1 dependency factors (HDFs). While informative, these early studies overlap poorly due to false positives and false negatives. To ameliorate these issues, we combined information from the existing HDF screens together with new screens performed with multiple orthologous RNAi reagents (MORR). In addition to being traditionally validated, the MORR screens and the historical HDF screens were quantitatively integrated by the adaptation of an established analysis program, RIGER, for the collective interpretation of each gene's phenotypic significance. False positives were addressed by the removal of poorly expressed candidates through gene expression filtering, as well as with GESS, which identifies off-target effects. This workflow produced a quantitatively integrated network of genes that modulate HIV-1 replication. We further investigated the roles of GOLGI49, SEC13, and COG in HIV-1 replication. Collectively, the MORR-RIGER method minimized the caveats of RNAi screening and improved our understanding of HIV-1-host cell interactions.
RNA干扰筛选已将数百种宿主蛋白鉴定为HIV-1依赖因子(HDF)。尽管这些早期研究提供了信息,但由于假阳性和假阴性,它们之间的重叠性很差。为了改善这些问题,我们将现有HDF筛选的信息与使用多种直系同源RNA干扰试剂(MORR)进行的新筛选相结合。除了进行传统验证外,MORR筛选和历史HDF筛选还通过采用既定的分析程序RIGER进行定量整合,以集体解释每个基因的表型意义。通过基因表达过滤去除表达不佳的候选物以及使用识别脱靶效应的GESS来解决假阳性问题。此工作流程产生了一个调节HIV-1复制的基因定量整合网络。我们进一步研究了高尔基体49、SEC13和COG在HIV-1复制中的作用。总体而言,MORR-RIGER方法将RNA干扰筛选的缺陷降至最低,并增进了我们对HIV-1与宿主细胞相互作用的理解。