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Updated: Jun 19, 2026

Cost-Efficient Transcriptomic-Based Drug Screening
Published on: February 23, 2024
Toxicogenomics in drug discovery and development -- making an impact
Quin Wills1, Cathrine Mitchell
1SimuGen, London, UK. quin.wills@simugen-global.com
Abstract:
As a branch of pharmacogenomics aimed at predicting drug safety concerns, toxicogenomics drew much excitement with the emergence of technologies such as gene expression microarrays. A few years down the line, the evidence is scant that current approaches to toxicogenomics are really making an impact in areas such as preclinical toxicology. It has been argued that there needs to be a re-focus of application toward high-throughput approaches which combine the best of tissue and genomic modelling. This commentary gives a brief introduction to in vitro toxicogenomics, drawn from the perspectives of the specialist toxicogenomics company, SimuGen.
Insights
Toxicogenomics, a field predicting drug safety, needs better high-throughput methods. Current preclinical toxicology applications show limited impact, suggesting a need for improved genomic and tissue modeling integration.
Area of Science:
- Pharmacogenomics
- Toxicology
- Genomics
Background:
- Toxicogenomics, a pharmacogenomics branch, initially promised advancements in predicting drug safety.
- Emerging technologies like gene expression microarrays fueled early excitement in toxicogenomics.
- However, current toxicogenomics approaches have shown limited impact in preclinical toxicology.
Purpose of the Study:
- To introduce in vitro toxicogenomics.
- To highlight the need for re-focusing toxicogenomics applications.
- To discuss the integration of tissue and genomic modeling for high-throughput approaches.
Main Methods:
- Review of toxicogenomics applications in preclinical toxicology.
- Discussion of in vitro toxicogenomics strategies.
- Perspective from a specialist toxicogenomics company (SimuGen).
Main Results:
- Evidence for the impact of current toxicogenomics in preclinical toxicology is scant.
- A need exists to shift focus toward high-throughput methods.
- Integration of tissue and genomic modeling is proposed.
Conclusions:
- In vitro toxicogenomics requires a re-evaluation of its application.
- High-throughput approaches combining tissue and genomic modeling are crucial for advancing toxicogenomics.
- Future directions should emphasize integrated modeling for robust drug safety prediction.
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