DOI: 10.1515/cdbme-2026-0121 ISSN: 2364-5504

Beyond Correlation: Causal Brain-Heart Coupling During Sleep Arousals via Convergent Cross Mapping

Tugce Canbaz Gumussu, Walter Karlen

Abstract

Sleep arousals are transient events known to elicit concurrent cortical and autonomic responses, yet the directional causal structure of brain-heart coupling during these events remains unexplored. In this study, we investigated nonlinear directed brain-heart interactions during sleep arousals using Convergent Cross Mapping (CCM).We extracted eventlocked 120 s segments from simultaneous single-channel EEG and ECG full-night recordings of 53 participants. We computed EEG amplitude envelopes for sleep-specific frequency bands and heart rate variability series. Bidirectional CCM using 30-s windows with a 1-s sliding step provided time-varying coupling estimates across all arousals. We validated coupling significance using phase-randomized surrogate data, and tested band-selective coupling changes using linear mixedeffects models. Results indicated that brain-to-heart coupling dominated in all bands and pre- and post-arousal. Heart-tobrain coupling increased significantly in all EEG bands prearousal and recovered in post-arousal, indicating autonomiccortical signaling as a hallmark of sleep arousal dynamics.