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Psychedelics and schizophrenia: Distinct alterations to Bayesian inference
Hardik Rajpal1, Pedro A M Mediano2, Fernando E Rosas3
1Centre for Complexity Science, Imperial College London, South Kensington, London, United Kingdom; Department of Mathematics, Imperial College London, South Kensington, London, United Kingdom; Public Policy Program, The Alan Turing Institute, London, United Kingdom.
Schizophrenia and drug-induced states show similar neural signal diversity but differ in brain information flow. Schizophrenia increases front-to-back brain communication, while drugs decrease it, offering insights into consciousness and mental health treatments.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Biology
Background:
- Schizophrenia and psychotomimetic drug states share some properties but differ fundamentally.
- Understanding these altered states of consciousness is crucial for mental health research.
- LSD and ketamine are being explored for therapeutic potential in mental illnesses.
Purpose of the Study:
- To compare neural dynamics in schizophrenia with those induced by LSD and ketamine in healthy volunteers.
- To investigate differences in brain information processing between schizophrenia and drug-induced states.
- To model these neural changes using a predictive processing framework.
Main Methods:
- Resting-state M/EEG recordings were used to observe neural dynamics.
- Analysis included neural signal diversity and transfer entropy.
- A computational model based on Bayesian inference and predictive processing was employed.
Main Results:
- Both schizophrenia and drug-induced states showed increased neural signal diversity.
- Schizophrenia exhibited increased front-to-back brain transfer entropy.
- LSD and ketamine showed an overall reduction in transfer entropy.
Conclusions:
- Neural dynamics in schizophrenia and drug-induced states diverge in information flow patterns.
- Altered Bayesian inference, specifically prior precision (drugs) versus sensory precision (schizophrenia), underlies these differences.
- Findings offer insights into consciousness and potential therapeutic strategies for mental health conditions.
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