BMDx2: A Tool for Integrating Toxicogenomics-Based Dose-Dependency Analysis and AOP-Based Mechanistic Insights

Angela Serra1,2, Michele Fratello1, Giorgia Migliaccio1

  • 1Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.

Small Methods
|November 13, 2025
PubMed

Insights

A new tool, BMDx2, translates toxicogenomics data into mechanism-based evidence for chemical safety. It aids in ranking chemical potency and understanding exposure effects, accelerating regulatory toxicology.

Area of Science:

  • Toxicology
  • Computational Biology
  • Genomics

Background:

  • Regulatory toxicology struggles to integrate omics data for mechanism-anchored safety assessments.
  • Gene-centric analyses often fail to connect molecular changes to adverse outcomes.
  • Bridging this gap requires quantitative, mechanistic metrics from toxicogenomics data.

Purpose of the Study:

  • To develop BMDx2, an open-source tool for transforming multi-dose toxicogenomics datasets into quantitative, mechanistic evidence for chemical safety assessment.
  • To enable mechanism-anchored metrics for regulatory toxicology by coupling benchmark-dose modeling with Adverse Outcome Pathway (AOP) enrichment.
  • To illustrate the versatility of BMDx2 in characterizing chemical mechanisms of action through case studies.

Main Methods:

  • BMDx2 couples benchmark-dose modeling with Adverse Outcome Pathway (AOP) enrichment.
  • The tool derives transcriptomic-based points of departure from multi-dose toxicogenomics data (microarray, RNA sequencing).
  • Case studies involving carbon nanotubes and bleomycin exposures were used to demonstrate BMDx2's capabilities.

Main Results:

  • BMDx2 processes diverse toxicogenomics data to derive mechanistic insights.
  • Case studies demonstrated BMDx2's ability to identify cellular reprogramming in fibrosis (carbon nanotubes) and map transcriptomics to AOPs (bleomycin).
  • The tool enables potency ranking, chemical prioritization, and mechanistically anchored explanations.

Conclusions:

  • BMDx2 facilitates the regulatory application of toxicogenomics by providing mechanism-based evidence.
  • The tool accelerates mechanism-based chemical safety evaluations.
  • BMDx2 supports standardized, regulatory-appropriate use of transcriptomic data for safety assessment.

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