ArticleFrontiers in physiology2023
A novel conceptual model of heart rate autonomic modulation based on a small-world modular structure of the sinoatrial node.
Article in Frontiers in physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 8 citations in OpenAlex.
- Cardiac Pacemaker Cells Harness Stochastic Resonance to Avoid Sinus Arrest.Circulation research · 2026Article
- There are more things in heaven and Earth than we dream of in our physiology.The Journal of physiology · 2026Article
- Cardiac Pacemaker Cells Harness Stochastic Resonance to Ensure Fail-Safe Operation at Low Rates Bordering on Sinus Arrest.bioRxiv : the preprint server for biology · 2026Article
- Glial cells in the heart: Implications for their roles in health and disease.The Journal of physiology · 2026Review
- Navigating Complexity in Postural Orthostatic Tachycardia Syndrome.Biomedicines · 2024Review
- Cardiac conduction diseases: understanding the molecular mechanisms to uncover targets for future treatments.Expert opinion on therapeutic targets · 2024Review
- Sinoatrial node heterogeneity and fibroblasts increase atrial driving capability in a two-dimensional human computational model.Frontiers in physiology · 2024Article
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The present view on heartbeat initiation is that a primary pacemaker cell or a group of cells in the sinoatrial node (SAN) center paces the rest of the SAN and the atria. However, recent high-resolution imaging studies show a more complex paradigm of SAN function that emerges from heterogeneous signaling, mimicking brain cytoarchitecture and function. Here, we developed and tested a new conceptual numerical model of SAN organized similarly to brain networks featuring a modular structure with small-world topology. In our model, a lower rate module leads action potential (AP) firing in the basal state and during parasympathetic stimulation, whereas a higher rate module leads during β-adrenergic stimulation. Such a system reproduces the respective shift of the leading pacemaker site observed experimentally and a wide range of rate modulation and robust function while conserving energy. Since experimental studies found functional modules at different scales, from a few cells up to the highest scale of the superior and inferior SAN, the SAN appears to feature hierarchical modularity, i.e., within each module, there is a set of sub-modules, like in the brain, exhibiting greater robustness, adaptivity, and evolvability of network function. In this perspective, our model offers a new mainframe for interpreting new data on heterogeneous signaling in the SAN at different scales, providing new insights into cardiac pacemaker function and SAN-related cardiac arrhythmias in aging and disease.
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