Related Experiment Video
Updated: May 24, 2026

08:23
CIRCLE-Seq for Interrogation of Off-Target Gene Editing
Published on: November 1, 2024
CleanFinder: a scalable framework for comprehensive genome editing analysis
Haribaskar Ramachandran1, Jochen Dobner2, Thach Nguyen1
1Genome Engineering and Model Development Laboratory, IUF-Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany.
Trends in Biotechnology
|May 22, 2026
Summary
CleanFinder is a new software tool that analyzes complex genome editing results. It accurately genotypes diverse edits, enabling efficient high-throughput screening and analysis of genetic modifications.
Area of Science:
- Genetics
- Bioinformatics
- Molecular Biology
Background:
- Genome editing frequently produces heterogeneous allelic mixtures, posing analytical challenges for diverse editing techniques and sequencing platforms.
- Accurate genotyping of these complex edits is crucial for understanding editing outcomes and for applications like high-throughput screening.
Purpose of the Study:
- To develop a flexible and scalable browser-native framework, CleanFinder, for comprehensive genotyping of genome editing outcomes.
- To address the analytical challenges in resolving heterogeneous edits across various editing modalities and genomic contexts.
Main Methods:
- Developed CleanFinder, a browser-native framework utilizing a constrained semi-global alignment strategy for genotyping.
- Implemented context-aware alignment modes supporting indels, base substitutions, and prime editing modifications in nuclear and mitochondrial DNA.
- Integrated optional turbo mode for high-throughput analysis and an allele-aware module for detecting allelic dropout using heterozygous SNPs.
Main Results:
- CleanFinder efficiently processed a large dataset from a small-molecule screen (1849 compounds in HEK293T cells).
- The framework enabled high-throughput comparison of genome editing outcomes and identification of candidate compounds.
- Demonstrated scalability and practical performance for analyzing diverse editing scenarios.
Conclusions:
- CleanFinder provides a robust and scalable platform for detailed genome editing analysis.
- The software facilitates systematic comparison of editing outcomes across various edit types and genomic contexts.
- Enables efficient analysis for applications such as high-throughput screening and discovery.

