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Summary CRISPR‐Cas9 is widely used for genome editing, but its PAM sequence requirements limit its efficiency. In this study, we exploreFaecalibaculum rodentiumCas9 (FrCas9) for plant genome editing, especially in rice. FrCas9 recognizes a concise 5′‐NNTA‐3′ PAM, targeting more abundant palindromic TA sites in plant genomes than the 5′‐NGG‐3′ PAM sites of the most popular SpCas9. FrCas9 shows cleavage activities at all tested 5′‐NNTA‐3′ PAM sites with editing outcomes sharing the same characteristics of a typical CRISPR‐Cas9 system. FrCas9 induces high‐efficiency targeted mutagenesis in stable rice lines, readily generating biallelic mutants with expected phenotypes. We augment FrCas9's ability to generate larger deletions through fusion with the exonuclease, TREX2. TREX2‐FrCas9 generates much larger deletions than FrCas9 without compromise in editing efficiency. We demonstrate TREX2‐FrCas9 as an efficient tool for genetic knockout of a microRNA gene. Furthermore, FrCas9‐derived cytosine base editors (CBEs) and adenine base editors (ABE) are developed to produce targeted C‐to‐T and A‐to‐G base edits in rice plants. Whole‐genome sequencing‐based off‐target analysis suggests that FrCas9 is a highly specific nuclease. Expression of TREX2‐FrCas9 in plants, however, causes detectable guide RNA‐independent off‐target mutations, mostly as single nucleotide variants (SNVs). Together, we have established an efficient CRISPR‐FrCas9 system for targeted mutagenesis, large deletions, C‐to‐T base editing, and A‐to‐G base editing in plants. The simple palindromic TA motif in the PAM makes the CRISPR‐FrCas9 system a promising tool for genome editing in plants with an expanded targeting scope.