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Updated: Jul 1, 2026

08:46
Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
From mitochondrial signal to discovery decision: a reserve-demand framework for translational risk assessment
George W Rogers1, Yvonne Will2
1Baseline Bio Advisory, LLC, San Diego, CA, USA.
Expert Opinion on Drug Discovery
|June 30, 2026
Summary
Interpreting mitochondrial safety signals in drug discovery is challenging. A new framework uses reserve-demand biology and risk profiles to guide decisions on drug candidates, moving beyond simple signal detection.
Area of Science:
- Drug discovery and development
- Mitochondrial toxicology
- Pharmacology
Background:
- Mitochondrial safety assessment in drug discovery relies on bioenergetic profiling and mechanistic assays.
- Current methods improve detection of mitochondrial perturbations but lack clear interpretation strategies for decision-making.
Purpose of the Study:
- To propose a qualitative decision-centered framework for interpreting mitochondrial findings in drug discovery.
- To integrate mechanistic, exposure, and temporal factors into a structured risk assessment process.
Main Methods:
- Development of a framework anchored in reserve-demand biology.
- Introduction of a Translational Risk Profile assessing mechanistic severity, exposure relevance, temporal progression, and translational concordance.
- Application of a Decision Taxonomy (Stop, Optimize, Monitor, Acceptable Risk).
Main Results:
- The proposed framework provides a qualitative approach to interpret mitochondrial safety data.
- Reserve-demand biology explains how mitochondrial perturbations become consequential under specific conditions.
- The Translational Risk Profile and Decision Taxonomy offer actionable guidance for drug discovery decisions.
Conclusions:
- The primary challenge in mitochondrial safety is interpretation, not detection.
- Integrating diverse evidence types (mechanism, exposure, biomarkers, models) into explicit decision frameworks is crucial.
- Mitochondrial findings should be viewed as context-dependent evidence to guide drug development strategies, not as binary hazards.
