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Illuminating brain's "dark energy": a living lens of spontaneous slow oscillations. reply to comments on 'dark brain energy: toward an integrative model of spontaneous slow oscillations'.

Zhu-Qing Gong, Xi-Nian Zuo

Physics of Life Reviews January 21, 2026 DOI: 10.1016/j.plrev.2026.01.007 (opens in new tab)

Study at a glance

AI-extracted from the abstract
Characteristics Theoretical or philosophical paper Peer reviewed
Keywords Sso Brain hierarchy Consciousness Neural eigenmodes Predictive coding Traveling waves
Citations 3
Key points Proposes that spontaneous slow oscillations can be modeled as a three-layer hierarchical framework across six frequency bands, and that integrating commentaries on consciousness, geometry, evolution, mathematical modeling, and brain-inspired intelligence refines this model.

Abstract

In our target article "Dark Brain Energy: Toward an Integrative Model of Spontaneous Slow Oscillations", we proposed a three-layer hierarchical framework to model the spontaneous slow oscillations (SSOs) across six frequency bands to delineate their spectral architecture, functional roles, and neurocognitive basis. We are grateful for the seven insightful commentary articles from colleagues across neuroscience, physics, mathematics, psychology and clinics, which collectively enrich our framework. In this review, we address five key themes emerging from and inspired by these commentaries: (1) the relationship between SSOs and consciousness, (2) the geometric foundations of SSOs, (3) evolutionary, developmental, and metabolic mechanisms of SSOs, (4) mathematical modeling of traveling waves underlying SSOs, and (5) neuroscientific implications for brain-inspired intelligence. We finally integrate these perspectives to refine our original model and outline future research directions.

Citations in the library