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.

ILAR Journal
|June 3, 2017
PubMed

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 Targets01:29

Pharmacogenomics: Identification of New Drug Targets

Advances in genomics have profoundly influenced drug discovery by increasing both the speed and accuracy of pharmaceutical development. Pharmacogenomics, which examines how genetic variation influences drug response, facilitates the identification of novel therapeutic targets and enables patient stratification for personalized treatment. These strategies contribute to improved drug efficacy, minimized adverse effects, and more efficient clinical trial design.Mapping genetic differences...
53
Pharmacogenetics of Drug Metabolism: Overview01:27

Pharmacogenetics of Drug Metabolism: Overview

Genetic polymorphism in drug metabolism is crucial to the inter-individual variability observed in drug responses. Drug metabolism primarily involves the chemical modification of drugs and other xenobiotics to enhance their elimination by increasing their polarity. Two main classes of enzymes mediate this biotransformation process: Phase I enzymes, primarily cytochrome P450s, catalyze oxidation and reduction reactions, while other enzymes, such as esterases, mediate hydrolysis, and Phase II...
68
Pharmacogenetics of Drug Targets: β₂-Adrenergic Receptors, Apo E, Thymidylate Synthase01:11

Pharmacogenetics of Drug Targets: β₂-Adrenergic Receptors, Apo E, Thymidylate Synthase

Genetic polymorphisms in drug targets have emerged as critical determinants of interindividual variability in drug response and toxicity. Pharmacogenomic investigations increasingly focus on identifying these variations to personalize and optimize therapeutic interventions. A drug target may be a receptor, enzyme, or signaling protein involved in pharmacologic responses or disease-related pathways. While early pharmacogenetic studies focused primarily on drug metabolism, current research...
56
Reporter Genes02:11

Reporter Genes

Reporter genes are a type of protein-coding gene that are often tagged to a gene of interest. Once inside a target cell, reporter genes usually produce visually identifiable characteristics like fluorescence and luminescence when expressed along with the gene of interest. Thus, reporter genes “report” the presence or absence of genes of interest in an organism, determine the gene expression pattern, or track the physical location of a DNA segment or protein in the cell.
13.5K
Pharmacogenetics and Pharmacogenomics: Overview01:29

Pharmacogenetics and Pharmacogenomics: Overview

Pharmacogenetics and pharmacogenomics examine how genetic factors influence an individual's response to drugs. While pharmacogenetics focuses on the impact of specific genetic variants on drug effects, pharmacogenomics takes a broader approach, studying how genetic variation across populations contributes to differences in drug responses. These fields aim to explain why individuals may experience varying levels of efficacy or adverse reactions to the same medication.Variability in drug...
74
Pharmacogenetic Phenotypes: Alterations in Pharmacokinetics, Drug Targets and Biologic Milieu01:29

Pharmacogenetic Phenotypes: Alterations in Pharmacokinetics, Drug Targets and Biologic Milieu

Genetic variations significantly influence drug response through pharmacokinetics, receptor interactions, and biologic milieu modifications. Pharmacokinetic alterations impact drug metabolism and clearance, affecting efficacy and toxicity. Variants in drug-metabolizing enzymes, such as CYP2C9 and CYP2C19, alter drug activation and elimination. For example, CYP2C9 loss-of-function variants require lower warfarin doses to prevent excessive bleeding, while CYP2C19 variants reduce clopidogrel...
65