Key result
Convergent cross mapping revealed directed interactions between HRV and delta-related EEG activity in children with TLE, demonstrating that EEG components mainly drive HRV.
Population
Children with temporal lobe epilepsy (TLE) and simulated data
Comparison
Convergent cross mapping for nonlinear state… vs Time-variant multivariate Autoregressive…
Design
Other
Authors
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CCM reveals directed nonlinear HRV-EEG coupling around seizures; hypothesis-generating for ANS monitoring and requires prospective validation before clinical use.
Observational
Convergent cross mapping successfully reveals time-courses and frequency-selective views of nonlinear interactions between the epileptic network and the autonomic nervous system in children with TLE.
Schiecke et al. (2016) conducted an observational in Temporal lobe epilepsy (TLE). Convergent cross mapping (CCM) vs. Autoregressive model (AR)-based estimation of partial directed coherence (PDC) was evaluated on Directed interactions between HRV and EEG activity. Convergent cross mapping revealed directed interactions between HRV and delta-related EEG activity in children with TLE, demonstrating that EEG components mainly drive HRV.
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