Related Experiment Video
Updated: Mar 1, 2026

Using Human Differentially Expressed Gene Lists to Perform Downstream Pathway Enrichment Analysis and Target Prioritization
Published on: October 3, 2025
The Utility of Gene Expression Profiling from Tissue Samples to Support Drug Safety Assessments
Daniel P Stiehl1, Elaine Tritto1, Salah-Dine Chibout1
1Translational Medicine at the Novartis Institutes of Biomedical Research, Novartis Pharma AG, Basel, Switzerland. Translational Medicine at the Novartis Institutes of Biomedical Research, Novartis Pharma AG, Basel, Switzerland. Translational Medicine at the Novartis Institutes of Biomedical Research, Novartis Pharma AG, Basel, Switzerland. Translational Medicine at the Novartis Institutes of Biomedical Research, Novartis Pharma AG, Basel, Switzerland. Translational Medicine at the Novartis Institutes of Biomedical Research, Novartis Pharma AG, Basel, Switzerland.
Abstract:
Originally conceptualized as an integrated approach combining conventional toxicology methods with genome-wide expression profiling, toxicogenomics has promised to provide unequivocal relationships between the molecular changes elicited by a compound or a target pathway and the lesions that appear subsequently in the tissues. However, the discipline has only partially delivered on this promise, and the number of publications and submissions related to toxicogenomics is stagnating. The purpose of this article is to outline key factors contributing to a successful implementation of toxicogenomics in the drug discovery and development process. Paradigms and methods of toxicogenomics are briefly reviewed, and the prominence of biostatistics and its limitations in the particular context of nonclinical toxicology studies are discussed. We present specific approaches for pathophysiological contextualization of gene expression data derived from tissues with lesions at variable incidence and severity: "unmixing" (deconvolution) of molecular expression profiles from complex tissues, the invaluable contribution of reference data, the role of establishing causation between expression signals and pathologic changes (phenotypic anchoring), and especially molecular localization. These approaches compensate for the limitations of biostatistical analysis, which in turn, derive from tissue heterogeneity. Finally, impactful applications of toxicogenomics along the drug discovery and development process are exemplified, from the evaluation of potential target toxicities to the selection of candidate compounds and elucidation of the molecular and cellular mechanisms leading to chronic toxicity.
Insights
Toxicogenomics integrates toxicology and gene expression profiling but faces challenges. This study outlines key factors for successful implementation in drug development, focusing on contextualizing gene expression data with tissue pathology.
Area of Science:
- Toxicology
- Genomics
- Pharmacology
Background:
- Toxicogenomics combines conventional toxicology with genome-wide expression profiling.
- It aims to link molecular changes to tissue lesions but has underdelivered on its promise.
- Publication rates in toxicogenomics are stagnating, indicating implementation challenges.
Purpose of the Study:
- To identify critical factors for successful toxicogenomics implementation in drug discovery and development.
- To address the limitations of current toxicogenomics approaches, particularly in nonclinical toxicology.
Main Methods:
- Review of toxicogenomics paradigms and methods.
- Discussion of biostatistics' role and limitations in nonclinical toxicology.
- Presentation of approaches for pathophysiological contextualization of gene expression data: unmixing, reference data, phenotypic anchoring, and molecular localization.
Main Results:
- Proposed methods address limitations stemming from tissue heterogeneity and biostatistical constraints.
- These approaches enhance the interpretation of gene expression data in the context of observed pathology.
- Successful implementation requires integrating molecular data with pathological findings.
Conclusions:
- Overcoming current limitations can revitalize toxicogenomics in drug development.
- Impactful applications range from early toxicity evaluation to mechanism elucidation of chronic toxicity.
- Contextualizing gene expression data is crucial for realizing toxicogenomics' full potential.
Related Concept Videos
Pharmacogenomics: Identification of New Drug Targets
Pharmacogenetics of Drug Metabolism: Overview
Pharmacogenetics of Drug Targets: β₂-Adrenergic Receptors, Apo E, Thymidylate Synthase
Reporter Genes
Pharmacogenetics and Pharmacogenomics: Overview
Pharmacogenetic Phenotypes: Alterations in Pharmacokinetics, Drug Targets and Biologic Milieu

