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Updated: Aug 2, 2025

CIRCLE-Seq for Interrogation of Off-Target Gene Editing
Published on: November 1, 2024
Decoding CRISPR-Cas PAM recognition with UniDesign.
Xiaoqiang Huang1, Jun Zhou1, Dongshan Yang1
1Center for Advanced Models for Translational Sciences and Therapeutics, Department of Internal Medicine, University of Michigan Medical School, 2800 Plymouth Road, Ann Arbor, MI 48109, USA.
A new computational framework, UniDesign, accurately models protein-DNA interactions in CRISPR-Cas gene editing. It decodes the relationship between protospacer adjacent motifs (PAMs) and PAM-interacting amino acids (PIAA), aiding in engineering these systems.
Area of Science:
- Biochemistry
- Molecular Biology
- Bioinformatics
Background:
- CRISPR-Cas gene editing relies on specific DNA recognition.
- Protospacer adjacent motifs (PAMs) are crucial for target DNA binding by CRISPR-Cas proteins.
- Understanding PAM-interacting amino acid (PIAA) interactions is key to engineering CRISPR-Cas systems.
Purpose of the Study:
- To develop a universal computational protein design framework (UniDesign) for modeling protein-nucleic acid interactions.
- To decode the PAM-PIAA interactions for various Cas proteins.
- To demonstrate UniDesign's utility in engineering CRISPR-Cas systems.
Main Methods:
- Application of the UniDesign framework to eight Cas9 and two Cas12a proteins.
- Decoding PAM recognition by analyzing PIAA sequences.
- Computational prediction and redesign of PAM sequences and PIAA residues.
Main Results:
- UniDesign accurately predicted native PAMs when provided with native PIAAs for all tested Cas proteins.
- Computationally redesigned PIAAs largely recapitulated native PIAAs when provided with natural PAMs (74% identity, 86% similarity).
- UniDesign effectively captures the mutual preference between natural PAMs and native PIAAs.
Conclusions:
- UniDesign is a robust tool for understanding and engineering protein-nucleic acid interactions.
- The framework shows promise for modifying CRISPR-Cas systems to alter PAM specificity.
- UniDesign can be applied to engineer other nucleic acid-interacting proteins.
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