# Development of the MetFlex Index™: associations between cardiometabolic risk factors and fitness using a novel approach with blood lactate

**Authors:** Bryan Jasker, Daniel Dodd, Clara B. Peek, Garett J. Griffith

PMC · DOI: 10.3389/fphys.2025.1546458 · Frontiers in Physiology · 2025-04-14

## TL;DR

The paper introduces a new exercise-based index called MetFlex Index™ that uses blood lactate to assess cardiometabolic health and finds it is linked to health markers like BMI and blood pressure.

## Contribution

The MetFlex Index™ is a novel, scalable method using lactate thresholds during exercise to evaluate cardiometabolic health.

## Key findings

- MFI was negatively associated with anthropometry, body composition, and blood pressure markers.
- MFI peaked in the 30–39 year old cohort and declined with age.
- MFI was not associated with most blood metabolites.

## Abstract

Cardiometabolic health is declining in the U.S. and anticipated to worsen over the next 30 years. Measurements of cardiometabolic health include blood metabolite profiles. One such metabolite is blood lactate. Lactate assessment is common in critical care and performance settings but less frequently used for the general population. The delayed onset of lactate accumulation during exercise may be an indicator of cardiometabolic health. Assessing lactate during a submaximal exercise test may assist in describing cardiometabolic health status in terms of metabolic fitness and metabolic flexibility.

To introduce the MetFlex Index™ (MFI), a novel, scalable exercise-based and marker of cardiometabolic health, and to characterize its associations with routinely assessed cardiometabolic health risk factors.

Participants completed a submaximal test on a commercial stationary cycle following assessments of body composition, anthropometrics, vital signs, and a blood draw. Lactate was collected at each stage and the 1st and 2nd lactate thresholds were described. The MFI was calculated by using the power, in Watts, attained at the 1st lactate threshold relative to the participant’s Body Mass Index (BMI).

Data were collected on 827 participants (43 ± 13 years, 67% male, 72% overweight or obese). MFI peaked in the 30–39 year old cohort and decreased in subsequent decades. MFI was negatively associated with most markers of anthropometry, body composition, blood pressure, and was not associated with most blood metabolites.

The MetFlex Index™ is a novel exercise-based approach using blood lactate to characterize skeletal muscle metabolism and is associated with several cardiometabolic health indices.

## Full-text entities

- **Diseases:** obese (MESH:D009765), overweight (MESH:D050177)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

49 references — full list in the complete paper: https://tomesphere.com/paper/PMC12035540/full.md

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Source: https://tomesphere.com/paper/PMC12035540