Characterizing complex networks using Entropy-degree diagrams: unveiling changes in functional brain connectivity induced by Ayahuasca
Aline Viol, Fernanda Palhano-Fontes, Heloisa Onias, Draulio B. de Araujo, Philipp Hövel, G. M. Viswanathan
arXiv Preprint Archive September 26, 2018 preprint
Study at a glance
AI-extracted from the abstract| Characteristics | Observational study |
|---|---|
| Population | Human subjects in resting state under ordinary waking state and after ingestion of Ayahuasca |
| Intervention | Ayahuasca |
| Topics | Ayahuasca |
| Keywords | Q-bio.nc Physics.soc-ph Psychedelics Network-science Brain-connectivity |
| Key findings | Geodesic entropy differentiates functional brain networks between ordinary waking state and Ayahuasca-altered state, with larger average entropy in the altered state. |
Abstract
Open problems abound in the theory of complex networks, which has found successful application to diverse fields of science. With the aim of further advancing the understanding of the brain's functional connectivity, we propose to evaluate a network metric which we term the geodesic entropy. This entropy, in a way that can be made precise, quantifies the Shannon entropy of the distance distribution to a specific node from all other nodes. Measurements of geodesic entropy allow for the characterization of the structural information of a network that takes into account the distinct role of each node into the network topology. The measurement and characterization of this structural information has the potential to greatly improve our understanding of sustained activity and other emergent behaviors in networks, such as self-organized criticality sometimes seen in such contexts. We apply these concepts and methods to study the effects of how the psychedelic Ayahuasca affects the functional connectivity of the human brain. We show that the geodesic entropy is able to differentiate the functional networks of the human brain in two different states of consciousness in the resting state: (i) the ordinary waking state and (ii) a state altered by ingestion of the Ayahuasca. The entropy of the nodes of brain networks from subjects under the influence of Ayahuasca diverge significantly from those of the ordinary waking state. The functional brain networks from subjects in the altered state have, on average, a larger geodesic entropy compared to the ordinary state. We conclude that geodesic entropy is a useful tool for analyzing complex networks and discuss how and why it may bring even further valuable insights into the study of the human brain and other empirical networks.
Comparable studies
Other observational and cohort studies on ayahuasca, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| Antidepressant effects of a single dose of ayahuasca in patients with recurrent depression: a preliminary report Patients with a depressive disorder | 2015 | Observational study | |
| The Psychedelic State Induced by Ayahuasca Modulates the Activity and Connectivity of the Default Mode Network Experienced subjects | 2015 | Observational cohort | n = 10 |
| Human Psychopharmacology of Hoasca, A Plant Hallucinogen Used in Ritual Context in Brazil Long-term members of a syncretic church that uses hoasca as a psychoactive sacrament... | 1996 | Observational cohort with matched controls | n = 30 |
| Ayahuasca-Assisted Therapy for Addiction: Results from a Preliminary Observational Study in Canada Rural aboriginal population | 2013 | Observational study | |
| Personality, Psychopathology, Life Attitudes and Neuropsychological Performance among Ritual Users of Ayahuasca: A Longitudinal Study Regular ayahuasca users and active controls in non-ayahuasca religions | 2012 | Observational cohort | n = 242 |