Specificity of RNAi, LNA and CRISPRi as loss-of-function methods in transcriptional analysis

Loss-of-function (LOF) methods, such as RNA interference (RNAi), antisense oligonucleotides or CRISPR-based genome editing, provide unparalleled power for studying the biological function of genes of interest. When coupled with transcriptomic analyses, LOF methods allow researchers to dissect networks of transcriptional regulation. However, a major concern is nonspecific targeting, which involves depletion of transcripts other than those intended. The off-target effects of each of these common LOF methods have yet to be compared at the whole-transcriptome level. Here, we systematically and experimentally compared non-specific activity of RNAi, antisense oligonucleotides and CRISPR interference (CRISPRi). All three methods yielded non-negligible offtarget effects in gene expression, with CRISPRi exhibiting clonal variation in the transcriptional profile. As an illustrative example, we evaluated the performance of each method for deciphering the role of a long noncoding RNA (lncRNA) with unknown function. Although all LOF methods reduced expression of the candidate lncRNA, each method yielded different sets of differentially expressed genes upon knockdown as well as a different cellular phenotype. Therefore, to definitively confirm the functional role of a transcriptional regulator, we recommend the simultaneous use of at least two different LOF methods and the inclusion of multiple, specifically designed negative controls.

Keywords

31 Biological Sciences, 3102 Bioinformatics and Computational Biology, 3105 Genetics, Genetics, Human Genome, Biotechnology, Generic health relevance

Publisher

Cold Spring Harbor Laboratory

Publisher DOI

https://doi.org/10.1101/234930

Rights

Attribution 4.0 International

Sponsorship

Cancer Research UK (CB4180)
Cancer Research UK (C14303/A17197)
Cancer Research UK (20412)
Wellcome Trust (202878/Z/16/Z)
European Research Council (615584)

Collections

Cambridge University Research Outputs