Automated Targeted Base Editing Optimization via Multi-Modal Data Fusion and HyperScore-Guided Iteration for Enhanced Gene Correction Efficiency

**Originality:** This research presents a novel system for automating the optimization of CRISPR-Cas12a targeted base editing (TBE) by integrating multi-modal data, including genomic sequences, predicted off-target effects, and experimental validation data, then using a HyperScore-guided iterative loop to rationally design and refine guide RNAs (gRNAs) – bypassing traditional trial-and-error methods and dramatically accelerating the development of highly specific and efficient TBE strategies. --- *This document is a part of the Freederia Research Archive. Explore our complete collection of advanced research at [en.freederia.com](https://en.freederia.com), or visit our main portal at [freederia.com](https://freederia.com) to learn more about our mission and other initiatives.*

Publication Details

Journal
Figshare
Published
2025-01-01
DOI
https://doi.org/10.6084/m9.figshare.29824970
Primary Topic
CRISPR and Genetic Engineering
Type
article
Field-Weighted Citation Impact
0.00
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article

Automated Targeted Base Editing Optimization via Multi-Modal Data Fusion and HyperScore-Guided Iteration for Enhanced Gene Correction Efficiency

Figshare
CRISPR and Genetic Engineering
article

Automated Targeted Base Editing Optimization via Multi-Modal Data Fusion and HyperScore-Guided Iteration for Enhanced Gene Correction Efficiency

article en

Abstract

**Originality:** This research presents a novel system for automating the optimization of CRISPR-Cas12a targeted base editing (TBE) by integrating multi-modal data, including genomic sequences, predicted off-target effects, and experimental validation data, then using a HyperScore-guided iterative loop to rationally design and refine guide RNAs (gRNAs) – bypassing traditional trial-and-error methods and dramatically accelerating the development of highly specific and efficient TBE strategies. --- *This document is a part of the Freederia Research Archive. Explore our complete collection of advanced research at [en.freederia.com](https://en.freederia.com), or visit our main portal at [freederia.com](https://freederia.com) to learn more about our mission and other initiatives.*

Figshare
Openalex Percentile: Top 53%
CRISPR and Genetic Engineering
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