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Using measures of metabolic flux to align screening and clinical development: Avoiding pitfalls to enable
Santhosh Satapati1, Daniel P Downes2, Daniel Metzger1
1Merck & Co., Inc, 213 E. Grand Ave, South San Francisco, CA, 94080, USA.
Abstract:
Screening campaigns, especially those aimed at modulating enzyme activity, often rely on measuring substrate→product conversions. Unfortunately, the presence of endogenous substrates and/or products can limit one's ability to measure conversions. As well, coupled detection systems, often used to facilitate optical readouts, are subject to interference. Stable isotope labeled substrates can overcome background contamination and yield a direct readout of enzyme activity. Not only can isotope kinetic assays enable early screening, but they can also be used to follow hit progression in translational (pre)clinical studies. Herein, we consider a case study surrounding lipid biology to exemplify how metabolic flux analyses can connect stages of drug development, caveats are highlighted to ensure reliable data interpretations. For example, when measuring enzyme activity in early biochemical screening it may be enough to quantify the formation of a labeled product. In contrast, cell-based and in vivo studies must account for variable exposure to a labeled substrate (or precursor) which occurs via tracer dilution and/or isotopic exchange. Strategies are discussed to correct for these complications. We believe that measures of metabolic flux can help connect structure-activity relationships with pharmacodynamic mechanisms of action and determine whether mechanistically differentiated biophysical interactions lead to physiologically relevant outcomes. Adoption of this logic may allow research programs to (i) build a critical bridge between primary screening and (pre)clinical development, (ii) elucidate biology in parallel with screening and (iii) suggest a strategy aimed at in vivo biomarker development.
Insights
Stable isotope labeled substrates enable direct enzyme activity measurement, overcoming background interference for drug development. Metabolic flux analysis connects screening to preclinical studies, ensuring reliable data interpretation and biomarker development.
Area of Science:
- Biochemistry
- Enzyme kinetics
- Drug discovery
Background:
- Enzyme activity screening relies on substrate-product conversion measurements.
- Endogenous compounds and detection system interference limit assay accuracy.
- Stable isotope labeled substrates offer a direct readout, bypassing background noise.
Purpose of the Study:
- To demonstrate the utility of stable isotope labeled substrates in enzyme activity assays.
- To exemplify metabolic flux analysis in connecting drug development stages using a lipid biology case study.
- To highlight strategies for reliable data interpretation in various biological contexts.
Main Methods:
- Utilizing stable isotope labeled substrates for direct enzyme activity measurement.
- Applying metabolic flux analysis to track substrate-product conversions.
- Developing correction strategies for tracer dilution and isotopic exchange in cell-based and in vivo studies.
Main Results:
- Stable isotope kinetic assays facilitate early screening and hit progression monitoring.
- Metabolic flux analysis can bridge primary screening with preclinical development.
- Identified challenges and solutions for accurate in vivo metabolic flux measurements.
Conclusions:
- Stable isotope labeled substrates provide a robust method for enzyme activity assessment.
- Metabolic flux analysis integrates biochemical screening with pharmacodynamic mechanisms.
- This approach supports in vivo biomarker development and connects structure-activity relationships to physiological outcomes.

