Evidence map›Paper›PMID 41643803›Full record

ArticleToxicology2026

Physiologically relevant 3D CRISPR screening enhances mechanistic insight into chemical toxicity compared to 2D screening.

Chanhee Kim, Zhaohan Zhu, Abderrahmane Tagmount, W Brad Barbazuk, Rhonda Bacher, Christopher D Vulpe

Abstract readComparative Study
In one paragraph

Article in Toxicology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. simCRISPR: Modeling Experimental Complexity in Pooled CRISPR Screens.bioRxiv : the preprint server for biology · 2026
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Chanhee KimCenter for Human and Environmental Toxicology, Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, FL, United States. Electronic address: ch.kim@ufl.edu.
Zhaohan ZhuDepartment of Biostatistics, University of Florida, FL, United States.
Abderrahmane TagmountCenter for Human and Environmental Toxicology, Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, FL, United States.
W Brad BarbazukDepartment of Biology, University of Florida, FL, United States; University of Florida Genetics Institute, University of Florida, FL, United States.
Rhonda BacherDepartment of Biostatistics, University of Florida, FL, United States.
Christopher D VulpeCenter for Human and Environmental Toxicology, Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, FL, United States. Electronic address: cvulpe@ufl.edu.

Funding

Supplement: CRISPR screens of population relevant genes governing toxicant resilienceR01ES033625 · NIEHS · UNIVERSITY OF FLORIDA · PI CHRISTOPHER D VULPE · 2022 to 2026
$4.1M
Resolving single-cell analysis challenges via data-driven decision frameworks and novel statistical methodsR35GM146895 · NIGMS · UNIVERSITY OF FLORIDA · PI Rhonda Bacher · 2022 to 2026
$1.9M
NIEHS NIH HHS R01 ES033625NIGMS NIH HHS R35 GM146895
6 · The paper itself

Abstract

CRISPR-based approaches can complement other genomics-based toxicology studies by enabling causal interrogation of gene function modulating chemical-induced toxicity. Moreover, CRISPR screens enable scalable and systematic identification of functional pathways involved in cellular response to chemical exposure. Cell-based functional toxicogenomics approaches using CRISPR provide a potential powerful tool for the development of mechanism-driven new approach methodologies (NAMs) for toxicodynamic and toxicokinetic hazard screening to enable more effective risk assessment. To improve the physiological relevance of in vitro functional toxicogenomics, we developed a three-dimensional (3D) CRISPR screening platform using HepG2/C3A spheroids cultured in a continuously rotating bioreactor (ClinoStar). We evaluated the potential utility of a 3D CRISPR screen as compared to conventional 2D screen using a custom CRISPR sgRNA library representing common loss-of-function genetic variants in the human population and exposure to the well characterized DNA damaging toxicant, doxorubicin. The 3D platform identified more genes and pathways in which variants have previously been associated with doxorubicin toxicity in clinical studies than the 2D system. These results support the utility of 3D CRISPR screening to identify physiologically relevant genetic determinants underlying chemical toxicity.

Indexed as

Cell Culture Techniques, Three DimensionalClustered Regularly Interspaced Short Palindromic RepeatsCRISPR-Cas SystemsDoxorubicinToxicity TestsToxicogeneticsHep G2 CellsHumansSpheroids, CellularDoxorubicin(1−7): functional toxicogenomics3D CRISPR screeningAnthracyclinesChemical toxicityDoxorubicinGenetic variabilityNAMsSpheroid

Identifiers

PMID41643803
PMCPMC13185028

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.