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Pooled CRISPR-Based Genetic Screens in Mammalian Cells
Published on: September 4, 2019
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Physiologically Relevant 3D CRISPR Screening Enhances Mechanistic Insight into Chemical Toxicity Compared to 2D
Chanhee Kim1, Zhaohan Zhu2, Abderrahmane Tagmount1
1Center for Human and Environmental Toxicology, Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, FL, United States.
Biorxiv : the Preprint Server for Biology
|December 25, 2025
Summary
A novel 3D CRISPR screening system using spheroids improves toxicogenomics by identifying causal genetic links to chemical toxicity, offering more physiologically relevant results than 2D models.
Area of Science:
- Toxicology
- Genomics
- Cell Biology
Background:
- Omics approaches in toxicology often lack causal links between genes and toxic effects.
- CRISPR screens offer a way to establish these causal connections for toxicogenomics.
- Existing in vitro models have limited physiological relevance compared to in vivo systems.
Purpose of the Study:
- To develop and validate a 3D CRISPR screening system for enhanced functional toxicogenomics.
- To improve the physiological relevance of in vitro toxicology assays.
- To identify genetic determinants and pathways involved in chemical toxicity using a 3D model.
Main Methods:
- Developed a 3D CRISPR screening system using HepG2/C3A spheroids in a rotating bioreactor (ClinoStar).
- Performed time-course screens to identify genes affecting spheroid development.
- Applied the 3D system to a doxorubicin toxicity study, comparing it with a 2D system.
- Utilized custom CRISPR sgRNA libraries targeting common human loss-of-function variants.
Main Results:
- The 3D system identified more candidate genetic determinants and pathways related to doxorubicin's DNA damage mechanism than the 2D system.
- The 3D CRISPR screen identified more known genes associated with doxorubicin response compared to the 2D system.
- The platform demonstrated improved identification of chemical-specific mechanisms.
Conclusions:
- The 3D CRISPR screening system is feasible and provides physiologically relevant functional toxicogenomics.
- This platform supports New Approach Methodologies (NAMs) in toxicology.
- It offers a scalable method to identify genetic factors influencing chemical-induced toxicity.

