Key result
Network analysis of ultra short-term heartbeat time series demonstrated a significant reduction in degree distribution entropy under pathological conditions compared to healthy states.
Why the study?
Does a novel network analysis of heartbeat time series identify pathological cardiac states?
Does a novel network analysis of heartbeat time series identify pathological cardiac states?
A novel network analysis method based on ultra short-term heartbeat time series shows promise as a dynamic marker for screening cardiac diseases and monitoring autonomic nervous system changes.
May flag pathology via reduced network entropy in ultra-short series; hypothesis-generating and requires prospective clinical validation.
We developed a novel network to probe pathological states with the aid of heartbeat time series, by regarding each vector in the embedding phase space as one node of the network and using a permutation-based measure to determine links between nodes. The entropy of the degree distribution of the network shows a general and significant reduction under pathological conditions, even when there are only ultra short-term heartbeats available. The reduction of is possibly a dynamic marker of cardiac disorders. Our results reveal that a comparatively strong “memory” should usually exist in the healthy cardiovascular system whereas it dramatically declines when a cardiac disease is arising. The proposed method shows great promise in screening cardiac diseases and monitoring dynamic changes of the autonomic nervous system. Besides, as a universal method for analyzing the time series, the proposed approach seems to be promising also for other research disciplines.
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Hou et al. (2014) studied Cardiac disorders. Network analysis of heartbeat time series vs. Healthy cardiovascular system was evaluated on Entropy of the degree distribution of the network. Network analysis of ultra short-term heartbeat time series demonstrated a significant reduction in degree distribution entropy under pathological conditions compared to healthy states.
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