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Cell DiscoverySource publication:

RNA editing sites no longer rest on A-to-G alone: a two-enzyme assay plus InoDREAM yields 590,249 high-confidence inosine sites in HEK293T cells

Synopsis

Locating RNA inosine sites has long relied on A-to-G base transitions in sequencing, which are hard to separate from DNA mutations and sequencing errors. REX-seq couples EndoV cleavage at inosines with XRN-1 degradation of fragments bearing 5′ phosphate ends, yielding cleavage signatures while preserving gene-expression quantification; in HEK293T cells it identified 590,249 high-confidence inosine sites, 84,645 of them not previously reported. Trained on these sites, InoDREAM reached an AUROC of 0.965 and average precision of 0.964 on a held-out test set, against 0.921 and 0.890 for EditPredict.

Source-provided article image: Deciphering the regulatory code of RNA inosine through enzymatic precision mapping and an explainable deep learning model.
PubMed

Interpretation

RNA inosine sites can now be read from two directions at once, a cleavage signature and an expression measurement, instead of relying only on A-to-G base transitions. Earlier EndoV-based enrichment methods altered the original stoichiometric ratios of editing sites, making absolute quantification impossible, and lost gene-expression profile information during enrichment. In HEK293T cells, REX-seq identified 590,249 high-confidence inosine sites, 84.2% of which overlapped REDIportal records; expression levels of inosine-containing genes quantified by REX-seq correlated with conventional RNA-seq at r = 0.99.

The two-enzyme method has EndoV cut downstream of an inosine, after which XRN-1 removes the downstream fragment carrying a 5′ phosphate. EndoV cleavage generates 5′ phosphate termini, and XRN-1 is a 5′-monophosphate-dependent 5′→3′ exoribonuclease that degrades only RNA fragments bearing such termini. With a 60-nucleotide synthetic RNA containing inosine, EndoV cleaved specifically at the inosine site and XRN-1 degraded only the downstream 5′-phosphorylated fragment, while RNA strands lacking inosine and carrying 5′-OH termini stayed intact.

InoDREAM uses the high-confidence REX-seq sites as training data and predicts from a 201-nucleotide sequence window whether a given adenosine will be edited. The earlier EditPredict was trained on about 4.67 million computationally derived editing sites from REDIportal, most lacking experimental validation. Trained on the same REX-seq high-confidence sites and evaluated on a held-out test set, InoDREAM reached an AUROC of 0.965 and average precision of 0.964 versus 0.921 and 0.890 for EditPredict; in a 51-bp context InoDREAM reached an AUC of 0.953 and AP of 0.950 versus 0.591 and 0.550 for ATTIC.

Perspective

The demonstrated scope is HEK293T cell mRNA with a human brain tissue comparison, plus model evaluation on REDIportal multi-tissue sites; for low-abundance novel sites, the authors state that site-specific orthogonal validation such as targeted amplicon sequencing or RT-PCR remains the gold standard for confirmation.

XRN-1 digestion introduces a mild 5′ bias confined to roughly the first 50 bp of clustered editing regions, with Δ below 0.1, and editing levels beyond 50 bp agree closely with RNA-seq; the cis-element enhancer and silencer motifs and the RBP-binding motifs are model-derived and lack direct experimental validation; siRNA knockdown of MSI1 and PTBP1 produced only marginal global editing changes (mean Δ of –0.049 and –0.014).