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Published on: June 5, 2019
Recurrence quantification analysis of heart rate variability to detect both ventilatory thresholds
Giovanna Zimatore1,2, Lavinia Falcioni3, Maria Chiara Gallotta4
1Department of Theoretical and Applied Sciences, eCampus University, Novedrate (CO), Italy.
Recurrence Quantification Analysis (RQA) of Heart Rate Variability (HRV) accurately determines aerobic and anaerobic thresholds. This novel method is a valid alternative to gas-exchange analysis, especially when it
Area of Science:
- Exercise Physiology
- Cardiovascular Physiology
- Non-invasive Physiological Monitoring
Background:
- Determining ventilatory thresholds is crucial for assessing exercise intensity and fitness levels.
- Traditional gas-exchange (GE) methods require specialized equipment and can be inconvenient.
- Recurrence Quantification Analysis (RQA) offers a potential non-invasive alternative for analyzing Heart Rate Variability (HRV) time series.
Purpose of the Study:
- To evaluate the efficacy of RQA of HRV in identifying both aerobic (AerT) and anaerobic (AnT) thresholds.
- To compare the validity of the RQA method against the established GE method across different fitness levels.
- To assess the reliability and agreement of RQA-derived parameters with GE measurements.
Main Methods:
- Thirty young individuals of varying fitness levels performed incremental cycle-ergometer exercise.
- Heart rate (HR), oxygen consumption (VO2), and workload were measured simultaneously using RQA and GE methods.
- Statistical analyses included Repeated Measures ANOVA, Ordinary Least Products (OLP) regression, Typical Percentage Error (TE), and Intraclass Correlation Coefficients (ICC).
Main Results:
- No significant interaction effects between methods and fitness groups were observed for HR, VO2, and workload at either threshold.
- OLP regression revealed strong correlations (r > 0.8) between RQA and GE for all measured variables at both AerT and AnT.
- Excellent ICC values (≥0.85 for AerT, ≥0.90 for AnT) and acceptable TE values indicated high reliability and agreement between the methods.
Conclusions:
- RQA of HRV time series is a valid and reliable method for determining both aerobic and anaerobic ventilatory thresholds.
- The RQA approach demonstrates strong agreement with the gold-standard gas-exchange method.
- RQA presents a practical, non-invasive alternative for ventilatory threshold assessment, particularly when gas analysis is not feasible.
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