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Updated: Sep 19, 2025

Quantitative Magnetic Resonance Imaging of Skeletal Muscle Disease
Published on: December 18, 2016
Predicting perceived exertion during high-intensity exercise using quantitative MRI: insights from T2* value and
Shuhei Shibukawa1,2,3, Daisuke Yoshimaru4, Yoshinori Hiyama5
1Faculty of Health Science, Department of Radiological Technology, Juntendo University, Bunkyo-Ku, Tokyo, Japan. shuhei.shibu@gmail.com.
MRI T2* value changes after exercise are a strong, non-invasive biomarker for subjective exercise intensity (Rating of Perceived Exertion). This finding offers a new way to measure workout effort.
Area of Science:
- Exercise Physiology
- Biomedical Imaging
- Sports Science
Background:
- Subjective exercise intensity, measured by Rating of Perceived Exertion (RPE), is crucial for training.
- Objective biomarkers are needed to complement RPE.
- Magnetic Resonance Imaging (MRI) offers potential for non-invasive muscle assessment.
Purpose of the Study:
- To investigate the relationship between MRI-derived skeletal muscle biomarkers and RPE.
- To identify which MRI biomarker best predicts RPE.
- To explore the potential of MRI T2* value as a non-invasive RPE biomarker.
Main Methods:
- Participants underwent MRI scans before and after exercise.
- T2* relaxation time and Cross-Sectional Area (CSA) of skeletal muscle were measured.
- Correlation and random forest analyses were used to assess relationships with RPE.
Main Results:
- T2* value and CSA showed time-dependent changes post-exercise.
- The percent change in T2* (T2* PC-post/pre) was significantly correlated with RPE (ρ=0.45, p<0.01).
- Random forest analysis identified T2* PC-post/pre as the strongest predictor of RPE.
Conclusions:
- Post-exercise T2* value changes reflect metabolic stress and are a specific predictor of RPE.
- T2* value is a more sensitive biomarker for RPE than CSA or muscle strength.
- MRI-derived T2* value shows promise as a non-invasive biomarker for assessing subjective exercise intensity.
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