Harmonic decomposition of spacetime (HADES) framework characterises the spacetime hierarchy of the DMT brain state

The brain's activity constantly reorganizes across space and time. A new framework called Harmonic Decomposition of Spacetime (HADES) was developed to track how spatial activity patterns (harmonic modes) change over time. As a proof-of-principle, HADES was applied to brain recordings from healthy participants under the psychedelic DMT and in a normal state. DMT significantly decreased contributions from most low-frequency harmonic modes. After normalizing by condition, a specific decrease appeared in the second functional harmonic, which represents the brain's hierarchy from unimodal to transmodal regions, supporting the hypothesis that psychedelics alter this functional hierarchy. Dynamic measures of fractional occupancy, lifetime, and latent space precisely described changes in the spacetime hierarchical organization of brain activity during the psychedelic state.

Study at a glance

Abstract

Abstract The human brain is a complex system, whose activity exhibits flexible and continuous reorganisation across space and time. The decomposition of whole-brain recordings into harmonic modes has revealed a repertoire of gradient-like activity patterns associated with distinct brain functions. However, the way these activity patterns are expressed over time with their changes in various brain states remains unclear. In this study, we develop the Harmonic Decomposition of Spacetime (HADES) framework that characterises how different harmonic modes defined in space are expressed over time , and, as a proof-of-principle, demonstrate the sensitivity and robustness of this approach to specific changes induced by the serotonergic psychedelic N,N-Dimethyltryptamine (DMT) in healthy participants. HADES demonstrates significant decreases in contributions across most low-frequency harmonic modes in the DMT-induced brain state. When normalizing the contributions by condition (DMT and non-DMT), we detect a decrease specifically in the second functional harmonic, which represents the uni- to transmodal functional hierarchy of the brain, supporting the hypothesis that functional hierarchy is changed in psychedelics. Moreover, HADES’ dynamic spacetime measures of fractional occupancy, life time and latent space provide a precise description of the significant changes of the spacetime hierarchical organization of brain activity in the psychedelic state.