Moscow State University of Sport and Tourism
Moscow, 117519, Russia
NCT Number: NCT07575802
This study aims to investigate the predictive value of lower limb muscle strength and explosive power on exercise-induced prefrontal hemodynamic responses. Using an interpretable machine learning framework (GCAT-Net), the research analyzes how various physical performance indicators-such as isokinetic muscle strength, 1RM leg press, and vertical jump metrics-can predict oxygenated hemoglobin (ΔHbO) changes in the bilateral dorsolateral prefrontal cortex (DLPFC) during moderate-intensity cycling.
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Notify Me18 year–60 year
All sexes
Interventional
Not applicable
Moscow, 117519, Russia
Healthy volunteers accepted: Yes
Only the study team can determine whether someone qualifies for participation.
Inclusion criteria
Exclusion criteria
Participants undergo a comprehensive physiological and biomechanical assessment protocol divided into three phases. First, demographic and morphological data (Age, Sex, BMI, and Body Fat %) are collected, followed by a maximal oxygen consumption (VO_2max) test using a Bruce-modified ramp protocol on a cycle ergometer. Second, participants complete a standardized lower-limb neuromuscular battery, including isokinetic strength testing at 60°/s (peak torque for knee, hip, and ankle) via a Biodex System 4 Pro, a 1RM leg press, and explosive power assessments comprising Countermovement Jumps (CMJ), Squat Jumps (SJ), and 30m sprints. Finally, cortical hemodynamic activity is monitored using a 16-channel fNIRS system (NIRSport2) over the bilateral dorsolateral prefrontal cortex (DLPFC) during a 6-minute constant-load cycling task at 60% VO_2max.
Time frame: Measured during the 6-minute constant-load cycling task (60%VO_2max), which occurs approximately 120 minutes after the start of the experimental session.
Cortical hemodynamics are measured using the NIRSport2 fNIRS system over the bilateral dorsolateral prefrontal cortex (DLPFC).
Time frame: Baseline (Minutes 0-20 of the session).
Collection of foundational participant data including Age, Height (InBody H20N), Weight, BMI, and Body Fat % (InBody 770 via multi-frequency bioelectrical impedance). Resting Heart Rate (RHR) is recorded after 5 minutes of quiet rest.
Time frame: Post-baseline assessment (Minutes 30-60 of the session).
Evaluation of lower-limb strength using a Biodex System 4 Pro at an angular velocity of 60°/s. Metrics include peak torque for knee extension/flexion, hip extension, and ankle plantarflexion, as well as the 1RM leg press and Hamstring/Quadriceps (H:Q) ratio.
Time frame: Following isokinetic testing (Minutes 70-90 of the session).
Assessment of neuromuscular power through Countermovement Jump (CMJ), Squat Jump (SJ), Reactive Strength Index (RSI via 30cm drop jump), 30m sprint time, and standing long jump. Functional strength is measured using the Five Times Sit-to-Stand (FiveTSTS) test.
Time frame: Final physical assessment before the hemodynamic task (Minutes 100-120 of the session).
Maximal oxygen consumption determined through a Bruce-modified ramp protocol (25 W starting load, increasing 25 W/min) on a cycle ergometer until volitional exhaustion.
Lincoln University College
Other
Lower Limb Muscle Strength and Power Predict Exercise-Induced Prefrontal Hemodynamic Response: An Interpretable Machine Learning Study Using fNIRS Data
Acronym: LLSPP
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