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
Cites 5
- Hybrid predictive coding: Inferring, fast and slow PLoS Computational Biology August 2, 2023
- Scale-free dynamics in the core-periphery topography and task alignment decline from conscious to unconscious states Communications Biology May 9, 2023
- Connecting brain and mind through temporo-spatial dynamics: Towards a theory of common currency. Physics of Life Reviews March 1, 2025
- Connectome harmonic decomposition tracks the presence of disconnected consciousness during ketamine-induced unresponsiveness. British Journal of Anaesthesia April 1, 2025
- Human brain networks function in connectome-specific harmonic waves Nature Communications January 21, 2016