Back

Off-target effects as confounders of Cas13d-based lncRNA screens

Montero, J. J.; Trozzo, R.; Rad, R.

2025-11-29 genomics
10.1101/2025.11.27.690751 bioRxiv
Show abstract

Despite their recognized role in biology, a majority of the [~]100,000 lncRNA genes remain functionally uncharacterized. In a recent study (Liang WW et al., Transcriptome-scale RNA-targeting CRISPR screens reveal essential lncRNAs in human cells, Cell, 2024), Liang et al. utilized the RNA nuclease Cas13d to perturb [~]6,200 lncRNAs in fitness screens across five cell lines - thereby identifying 778 lncRNAs with broad or context-specific essentiality. However, previous screens reported a lower proportion of essential lncRNAs. To investigate this discrepancy, we re-analysed Liang et al.s data and found that 68.1% of gRNAs causing fitness defects have off-targets in essential protein-coding genes. This caused numerous false-positive hits, particularly among lncRNAs classified as broadly essential. Off-target effects also compromise the studys validation efforts, including experiments combining single-cell transcriptomics and lncRNA-perturbations, which confirm the downregulation of off-target protein-coding genes identified in our analyses. The large number of false-positive hits reported by Liang et al. undermines the studys biological conclusions and endangers future research building on these data, if not considered.

Matching journals

The top 2 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.