Development of an RPE-Based Prediction Model for Trunk Muscle Activation During Water Inertia Load Exercise: A Pilot EMG Study

<b>Background:</b> Water inertia load training using equipment such as water vests provides unstable resistance that enhances trunk muscle activation. However, practical methods for prescribing exercise intensity without expensive electromyography (EMG) equipment remain limited. This pilot study aimed to develop prediction models for estimating trunk muscle activation using rating of perceived exertion (RPE) during water inertia load exercises. <b>Methods:</b> Seventeen healthy adults (20.45 ± 2.02 years) performed lateral trunk flexion exercises wearing a water vest at five progressive loads (8-16 kg in 2 kg increments). Surface EMG was recorded from four trunk muscles (rectus abdominis, external oblique, internal oblique, erector spinae) and normalized to maximal voluntary isometric contraction (%MVIC). Rating of perceived exertion (RPE) was assessed using the Borg CR-10 scale. Load-dependent changes in muscle activation were examined using repeated-measures ANOVA, and relationships between RPE and EMG were analyzed using regression and linear mixed-effects models. <b>Results:</b> All trunk muscles showed significant increases in activation with increasing load (all <i>p</i> < 0.001, ηp<sup>2</sup> = 0.381). RPE demonstrated significant positive correlations with all abdominal muscles (r = 0.37-0.46, <i>p</i> < 0.001). Simple regression analyses indicated predictive accuracy (R<sup>2</sup> = 0.267), representing a 29% increase compared with the strongest individual muscle model. Linear mixed-effects modeling confirmed RPE as a significant predictor after accounting for inter-individual variability. <b>Conclusions:</b> This pilot study provides preliminary evidence that RPE can be used to estimate trunk muscle activation during water inertia load exercise. The proposed composite activation index enhances prescription when EMG measurement is not feasible.

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Journal
Journal of Functional Morphology and Kinesiology
Published
2026-02-21
DOI
https://doi.org/10.3390/jfmk11010089
Primary Topic
Musculoskeletal pain and rehabilitation
Type
article
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article

Development of an RPE-Based Prediction Model for Trunk Muscle Activation During Water Inertia Load Exercise: A Pilot EMG Study

Ilbong Park, Shuho Kang
Journal of Functional Morphology and Kinesiology
Musculoskeletal pain and rehabilitation
article

Development of an RPE-Based Prediction Model for Trunk Muscle Activation During Water Inertia Load Exercise: A Pilot EMG Study

Ilbong Park, Shuho Kang
article en

Abstract

<b>Background:</b> Water inertia load training using equipment such as water vests provides unstable resistance that enhances trunk muscle activation. However, practical methods for prescribing exercise intensity without expensive electromyography (EMG) equipment remain limited. This pilot study aimed to develop prediction models for estimating trunk muscle activation using rating of perceived exertion (RPE) during water inertia load exercises. <b>Methods:</b> Seventeen healthy adults (20.45 ± 2.02 years) performed lateral trunk flexion exercises wearing a water vest at five progressive loads (8-16 kg in 2 kg increments). Surface EMG was recorded from four trunk muscles (rectus abdominis, external oblique, internal oblique, erector spinae) and normalized to maximal voluntary isometric contraction (%MVIC). Rating of perceived exertion (RPE) was assessed using the Borg CR-10 scale. Load-dependent changes in muscle activation were examined using repeated-measures ANOVA, and relationships between RPE and EMG were analyzed using regression and linear mixed-effects models. <b>Results:</b> All trunk muscles showed significant increases in activation with increasing load (all <i>p</i> < 0.001, ηp<sup>2</sup> = 0.381). RPE demonstrated significant positive correlations with all abdominal muscles (r = 0.37-0.46, <i>p</i> < 0.001). Simple regression analyses indicated predictive accuracy (R<sup>2</sup> = 0.267), representing a 29% increase compared with the strongest individual muscle model. Linear mixed-effects modeling confirmed RPE as a significant predictor after accounting for inter-individual variability. <b>Conclusions:</b> This pilot study provides preliminary evidence that RPE can be used to estimate trunk muscle activation during water inertia load exercise. The proposed composite activation index enhances prescription when EMG measurement is not feasible.

Journal of Functional Morphology and KinesiologyVol. 11(1)
Busan University of Foreign Studies (KR)
Clean water and sanitation
Openalex Percentile: Top 46%
Musculoskeletal pain and rehabilitation
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