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Updated: Apr 28, 2026

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Pooled CRISPR-Based Genetic Screens in Mammalian Cells
Published on: September 4, 2019
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The one-week automated genome-wide optical pooled screen
Bryce Kirby1, Matteo Di Bernardo2,3, Iain M Cheeseman2,4
1Broad Institute of MIT and Harvard; 415 Main St., Cambridge, MA 02142.
Biorxiv : the Preprint Server for Biology
|April 27, 2026
Summary
We developed OttoSeq, an automated platform for optical pooled screens (OPS), significantly reducing labor and time. This innovation enables rapid, large-scale genetic screens for biological discovery.
Area of Science:
- Genomics
- High-content screening
- Bioinformatics
Background:
- Optical pooled screens (OPS) are powerful for large-scale genetic screens but are limited by complex, labor-intensive protocols for in situ sequencing and data analysis.
- Existing methods require significant manual effort and time, hindering the throughput and accessibility of OPS.
Purpose of the Study:
- To develop an automated platform, OttoSeq, that integrates fluid handling and data analysis to overcome the bottlenecks in optical pooled screens.
- To demonstrate the capability of OttoSeq in performing a genome-wide functional genomics screen efficiently.
Main Methods:
- Developed OttoSeq by combining the Otto2 fluid handling system with the Brieflow analysis pipeline for automated OPS.
- Executed a genome-wide cell painting screen using OttoSeq, involving the analysis of over 5 million cells across 21,732 gene knockout perturbations.
- Utilized automated data processing to interpret functional gene clusters.
Main Results:
- Successfully automated the entire OPS workflow, from cell perturbation to data interpretation.
- Completed a genome-wide cell painting screen in just eight days, a significant reduction in processing time.
- Analyzed over 5 million high-quality cells, providing 224 cells per gene knockout, and identified 320 distinct functional gene clusters.
Conclusions:
- OttoSeq represents a major advancement in automating optical pooled screens, making large-scale functional genomics more accessible and efficient.
- The platform's speed and capacity enable rapid exploration of cellular functions at a genome-wide scale.
- Automated OPS platforms like OttoSeq are crucial for accelerating biological discovery and understanding gene function.

