Genetic screening based on loss-of-function phenotypes is a powerful discovery tool in biology. Although the recent development of clustered regularly interspaced short palindromic repeats (CRISPR)-based screening approaches in mammalian cell culture has enormous potential, RNA interference (RNAi)-based screening remains the method of choice in several biological contexts. We previously demonstrated that ultracomplex pooled short-hairpin RNA (shRNA) libraries can largely overcome the problem of RNAi off-target effects in genome-wide screens. Here, we systematically optimize several aspects of our shRNA library, including the promoter and microRNA context for shRNA expression, selection of guide strands, and features relevant for postscreen sample preparation for deep sequencing. We present next-generation high-complexity libraries targeting human and mouse protein-coding genes, which we grouped into 12 sublibraries based on biological function. A pilot screen suggests that our next-generation RNAi library performs comparably to current CRISPR interference (CRISPRi)-based approaches and can yield complementary results with high sensitivity and high specificity.functional genomics | shRNA | genetic screen | pooled screen | microRNA F unctional genomics approaches in mammalian cells have the potential to dissect gene functions and to complement observational genomics approaches for the identification of disease mechanisms and therapeutic strategies. For many years, RNA interference (RNAi) was the technology of choice for loss-offunction screens in mammalian cells. Clustered regularly interspaced short palindromic repeats (CRISPR)-based screening approaches recently developed by us and others (1-4) provide a highly promising orthogonal strategy. In particular, CRISPR interference (CRISPRi) has reduced off-target effects and can reach high levels (90-100%) of knockdown (1), and CRISPR cutting can generate null alleles.Despite the advantages of CRISPR-based strategies, there are still important uses for RNAi technology. RNAi is a singlecomponent system that works in otherwise unengineered cells, and can thus be used in challenging biological contexts. Because CRISPRi blocks transcription at the transcription start site of endogenous genes, it does not allow selective targeting of functionally distinct coding and noncoding RNAs derived from the same primary transcript, such as splice isoforms or noncoding RNAs embedded in the introns of coding transcripts, whereas RNAi reagents can be designed for specific targeting of mature RNAs (mRNAs).Hence, there is a continued need to improve RNAi-based screening platforms. We have previously established a quantitative framework to derive robust results from pooled screens of ultracomplex short-hairpin RNA (shRNA) libraries that target each gene with ∼25 independent shRNAs and contain thousands of negative-control shRNAs (5). Such complex libraries can be constructed using massively parallel oligonucleotide synthesis, and phenotypes in pooled populations can be determined using n...