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Related Experiment Video

Updated: Jan 19, 2026

CRISPR/Cas9 Ribonucleoprotein-mediated Precise Gene Editing by Tube Electroporation
08:31

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Predicting CRISPR/Cas9-Induced Mutations for Precise Genome Editing.

Kutubuddin A Molla1, Yinong Yang2

  • 1Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, PA 16802, USA; Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA; ICAR-National Rice Research Institute, Cuttack 753006, India.

Trends in Biotechnology
|September 19, 2019
PubMed
Summary
This summary is machine-generated.

The Cas9 enzyme, commonly thought to cause random mutations, actually produces predictable outcomes. Recent evidence shows Cas9 generates staggered DNA cuts, enabling predictable gene editing with machine learning models.

Keywords:
CRISPR therapeuticsCas9 mutagenesisCas9 repair outcome predictionCas9 staggered cutmachine learningtemplate-free precise editing

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Area of Science:

  • Molecular Biology
  • Genetics
  • Bioengineering

Background:

  • The Cas9 enzyme is a key tool in gene editing.
  • SpCas9 is widely used for its ability to create double-strand breaks in DNA.
  • Current understanding suggests SpCas9 generates blunt-end DNA cuts, leading to unpredictable mutations via error-prone repair pathways.

Purpose of the Study:

  • To investigate the nature of DNA breaks induced by SpCas9.
  • To determine if Cas9-induced mutations are truly random.
  • To explore the potential for predicting gene editing outcomes.

Main Methods:

  • Review of recent experimental evidence on Cas9-mediated DNA cleavage.
  • Analysis of mutation patterns resulting from SpCas9 activity.
  • Application of machine learning models to predict editing outcomes based on DNA sequence and cleavage patterns.

Main Results:

  • Emerging evidence indicates SpCas9 generates staggered DNA end cuts, not blunt ends.
  • Cas9-induced mutations exhibit nonrandom patterns.
  • Machine learning models can predict gene editing outcomes with significant accuracy.

Conclusions:

  • The mechanism of SpCas9-induced DNA cleavage is more complex than previously assumed.
  • Cas9-mediated gene editing outcomes are potentially predictable, challenging the notion of random mutagenesis.
  • Further research into Cas9's precise cleavage activity could refine gene editing technologies.