Default Mode Network Modulation by Psychedelics: A Systematic Review
This review (2022) covers the effects of psychedelics on the Default Mode Network (DMN). There is an acute disruption within the DMN and increased functional connectivity between resting-state networks. Though changes in the DMN correlate with well-being outcomes, it's still too early to say what causal role the DMN has in this.
Authors
- Castle, D.
- Downey, L.
- Galvão-Coelho, N. L.
Published
Abstract
Psychedelics are a unique class of drug which commonly produce vivid hallucinations as well as profound psychological and mystical experiences. A grouping of interconnected brain regions characterised by increased temporal coherence at rest have been termed the ‘Default Mode Network’ (DMN). The DMN has been the focus of numerous studies assessing its role in self-referencing, mind wandering and autobiographical memories. Altered connectivity in the DMN has been associated with a range of neuropsychiatric conditions such as depression, anxiety, post-traumatic stress disorder (PTSD), attention deficit hyperactive disorder (ADHD), schizophrenia and obsessive-compulsive disorder (OCD). To date, a number of studies have investigated how psychedelics modulate this network, but no comprehensive review has critically evaluated how major classical psychedelic agents - Lysergic Acid Diethylamide (LSD), psilocybin, and ayahuasca - modulate the DMN. Here we present a systematic review of the knowledge base. Across psychedelics there is consistent acute disruption in resting state connectivity within the DMN and increased functional connectivity between canonical resting-state networks. Various models have been proposed to explain the cognitive mechanisms of psychedelics and in one model DMN modulation is a central axiom. Although the DMN is consistently implicated in psychedelic studies, it is unclear how central the DMN is to the therapeutic potential of classical psychedelic agents. This article aims to provide the field with a comprehensive overview that can propel future research forward in such a way that the neurocognitive mechanisms of psychedelics can be further elucidated.
Research Summary of 'Default Mode Network Modulation by Psychedelics: A Systematic Review'
Introduction
Gattuso and colleagues set out the background that classical psychedelics (notably LSD, psilocybin and ayahuasca/DMT-containing preparations) act primarily at serotonin 5-HT2A receptors and produce profound alterations of consciousness, including changes in self-experience. They describe the Default Mode Network (DMN) — a set of midline and lateral brain regions including the medial prefrontal cortex, posterior cingulate cortex/precuneus and angular gyrus — as a canonical resting-state network implicated in self-referencing, mind-wandering and several neuropsychiatric disorders. Previous neuroimaging work has linked altered DMN functional connectivity (FC) to clinical conditions such as depression, anxiety, PTSD, ADHD and Alzheimer’s disease, and individual measures such as ego dissolution and mystical-type experiences have been correlated with changes in DMN measures during psychedelic states. The review aims to fill a gap in the literature by systematically evaluating human clinical studies that assess how classical psychedelics modulate the DMN, and whether DMN changes relate to therapeutic effects. Specifically, the authors sought to: critically evaluate effects of classical psychedelics on the DMN; assess evidence linking DMN modulation to psychotherapeutic outcomes; identify limitations in the current literature; and outline directions for DMN-focused psychedelic research and potential clinical applications. The review focused on LSD, psilocybin, DMT, mescaline and ayahuasca and searched the literature through April 2022.
Methods
This work was conducted as a systematic review reported according to PRISMA guidance, although no protocol was registered. Electronic searches were run in PubMed and Scopus from database inception up to April 2022. The search strategy was framed using PICO principles, although the extracted text does not include the precise search strings or exact date ranges beyond the April 2022 cut-off. Eligibility criteria restricted inclusion to human clinical studies examining DMN modulation by classical psychedelics; animal studies were excluded. Two reviewers screened articles with disagreements resolved by discussion and arbitration when needed. Only English-language papers were eligible; there were no restrictions on psychedelic dose, treatment duration or statistical approach. The authors included studies that performed novel analyses on previously published datasets. The screening and selection process yielded the set of studies synthesised in the review, and a flowchart of selection was reported (figure referenced but not reproduced in the extracted text).
Results
The combined searches returned 161 records initially, reduced to 119 after duplicate removal; after screening 24 articles met inclusion criteria. The included evidence set comprised 14 psilocybin studies (twelve using fMRI, two using EEG/MEG), four ayahuasca fMRI studies, and seven LSD studies (the extracted text contains an internal inconsistency when listing modality counts for LSD studies; it reports six 3T fMRI studies plus one EEG and one MEG, which numerically exceeds the stated total). Across the psilocybin studies the mean subject age was reported as 34 years (SD 19.3) and the mean sample size 32 (SD 9.3); 10 of the 14 psilocybin studies included a placebo control. For ayahuasca the mean age was 35 years (SD 17.8) with mean sample size 28 (SD 5.9) and one placebo-controlled trial. The LSD studies had a mean reported age of 29 years (SD 2.7) and mean sample size 19 (SD 3.0); the authors state all LSD studies had placebo controls. No published human studies assessing mescaline or DMT effects on the DMN were identified in the search. Synthesis of the included studies revealed a consistent pattern: acute reductions in intra-DMN functional connectivity alongside increases in functional connectivity between the DMN and other resting-state networks (internetwork integration). The review notes specific neurophysiological correlates in electrophysiological studies, including desynchronisation and reduced spectral power in posterior DMN hubs such as the posterior cingulate cortex (PCC). One quantitative figure reported was that, in an analysis of whole-brain connections, 695 of 35,778 possible connections were significantly different from baseline after psychedelic administration, indicating widespread changes in network architecture. Multiple studies linked DMN perturbation to subjective experiences and clinical outcomes. Reduced DMN coactivation correlated with measures of ego dissolution and mystical-type experiences in several reports, and increased measures of brain entropy (greater signal complexity or unpredictability) were associated with those subjective effects. Clinical findings summarised in the extracted text included reductions in depressive symptom measures following psilocybin (reported at 1 week and longer timepoints in some cohorts), with one reanalysis finding decreased brain modularity after psilocybin was associated with improved clinical outcomes at 6 months. Electrophysiological and magnetic imaging studies showed decreased low-frequency power in posterior DMN regions and reductions in blood flow and BOLD signal in DMN hubs during acute drug effects. The authors emphasise that direction of causality remains unresolved: while DMN modulation co-occurs with subjective and clinical effects, it is unclear whether network changes mediate therapeutic benefit or are an epiphenomenon. The review also summarised mechanistic modelling from included studies: 18 of the 24 papers were described as aligning most closely with the REBUS (Relaxed Beliefs Under Psychedelics) model, which links increased brain entropy and relaxed hierarchical priors to therapeutic plasticity. Other models discussed in the results included the Cortico-Striatal-Thalamo-Cortical (CSTC) model and a Cortico-Claustro-Cortical (CCC) model, each with some empirical support reported in individual studies (for example, altered thalamic-to-PCC effective connectivity in support of CSTC; decreased claustrum BOLD signal in support of CCC).
Discussion
Gattuso and colleagues interpret the body of evidence as showing that classical psychedelics reliably perturb the DMN acutely, typically reducing within-network functional coupling while increasing internetwork connectivity and global integration. They link these network changes to subjective phenomena such as ego dissolution and mystical experiences, and to increased brain entropy, proposing that greater neural flexibility may permit revision of pathological cognitive priors and thereby underlie therapeutic benefit — a formulation consistent with the REBUS model. The authors observe that other mechanistic frameworks (CSTC and CCC) are not mutually exclusive and may jointly contribute to the complex phenomenology and clinical effects of psychedelics. However, the investigators acknowledge several important limitations and uncertainties in the literature. Many studies had small sample sizes, used participants with prior psychedelic experience, or re-analysed previously published small datasets, which limits generalisability and independence of findings. Methodological heterogeneity across studies — differing imaging modalities and field strengths, variable statistical thresholds, variable dosing regimens, retrospective symptom rating in some cases, and occasional lack of placebo controls — complicates synthesis. The authors highlight neuroimaging-specific confounds such as neurovascular coupling (BOLD signal limitations), potential artefacts in source localisation for EEG/MEG, and the problem of reverse inference when mapping brain activation patterns to psychological processes. They also note potential publication bias and encourage the field to treat current models as parsimonious hypotheses rather than established facts. For future research the authors suggest several priorities that they and others have discussed: larger, well-controlled studies (including placebo arms and psychedelic-naïve participants), longitudinal designs with repeated imaging to track acute and enduring changes, exploration of dose–response including micro-dosing and non-hallucinogenic analogues, and combined interventions (for example, psychotherapy or mindfulness) to probe synergistic effects. The review also proposes further comparative testing of REBUS, CSTC and CCC frameworks within the same datasets to develop a more integrated mechanistic account. Clinically, the authors point to the potential of DMN measures as biomarkers and to the prospect of translating DMN-modulation strategies into treatment paradigms, coupled with considerations of regulatory and policy pathways for scheduled substances.
Conclusion
The review concludes that classical psychedelics modulate the Default Mode Network in humans, with consistent acute decreases in intra-DMN connectivity and increases in connectivity between canonical resting-state networks. These neural changes are correlated with ego-dissolution, greater brain entropy and, in several studies, with improvements in mental health outcomes. While the findings support the utility of psychedelics as tools for probing brain–mind relationships and suggest therapeutic potential, the authors emphasise that causality remains to be established and that methodological limitations warrant cautious interpretation. They advocate for further rigorous research to clarify mechanisms, dose effects and clinical applications.
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INTRODUCTION
Psychedelics are a class of hallucinogenic agents that have cultural, spiritual and scientific implications. The etymology of the term psychedelic is from the Greek words ψυχή (psyche, "soul, mind") and δηλοῦν (deloun, "to manifest"). Therefore, psychedelics are "mind/soul manifesting" and are suggested to illuminate hidden terrains of the human psyche. "Classical psychedelics" is a broad term describing a variety of substances whose primary mechanism of action resides in serotonin (5-HT 2A ) receptors in the brain and, in turn, produce profound alterations of consciousness, including modulations in the sense of self, sensory perception, and emotions (Table). Neuroimaging studies have shown that when an individual is at rest, multiple interconnected brain regions are activated above baseline and, conversely, there is decreased activity in these regions during task-dependent attention(Figure). These regions amalgamate to create four functional hubs: the medial prefrontal cortex (mPFC), the posterior cingulate cortex (PCC), precuneus, and the angular gyrus: together referred to as the Default Mode Network (DMN). The DMN is one of many resting state networks (RSNs). RSN"s are derived from the cognitive origin hypothesis of resting-state connectivity (RSC), where RSC is defined as the synchronous fluctuation of low-frequency signals between functionally related brain areas. Functional connectivity (FC) is defined as the temporal coactivation patterns of neural activity between anatomically distinct brain regions, it is an important and well-established variable of interest when understanding DMN connectivity (van den Heuvel and Pol, 2010). RSN"s, such as the DMN, are imaged prior to the experimental stimulus (i.e., engaging in a memory task) and DMN FC has been found to be anti-correlated and orthogonal to task-dependent brain networks such as the salience network (SLN). Furthermore, Downloaded fromby guest on 24 October 2022 A c c e p t e d M a n u s c r i p t altered FC within the DMN have been correlated with a variety of psychometric components and clinical questionnaires, which may have downstream therapeutic effects. For instance, reduced FC with brain regions that comprise the DMN has been associated with positive states of ego dissolution such as Oceanic Self-Boundlessness (measured by the 5-Dimensional Altered States of Consciousness Rating scale, See Table), which may facilitate the cognitive reappraisal that can occur during the psychedelic experience. Alterations in the FC signatures of the DMN consists of intra-connectivity changes (FC alterations within the DMN brain regions) and inter-connectivity changes (changes in FC parameters between brain regions within the DMN and brain regions within other cognitive networks), have been implicated in a variety of complex cognitive functions such as theory of mind, self-referencing, memory, and rumination. However, the underlying mechanisms are not fully understood. Altered DMN function has further been implicated in a range of neuropsychiatric and neurodegenerative conditions such as depression, attention deficit hyperactivity disorder (ADHD), schizophrenia, anxiety, and post-traumatic stress disorder (PTSD), Alzheimer"s disease and aging in general. As such, altered DMN connectivity in specific clinical populations or groups consuming therapies that impact functional brain activity (e.g., psychedelics) appears to offer a window into the variability of complex human functioning that can also be modulated by psychedelic treatment. The "mind-manifesting" properties of psychedelics illuminated by figures like Aldous Huxley, Timothy Leary & Albert Hofmann, created a surge of trials during the 1960s, which highlighted psychedelics as potential therapeutic agents for a range of mental health and substance use disorders. In particular, lysergic acid diethylamide (LSD) was on the Downloaded fromby guest on 24 October 2022 A c c e p t e d M a n u s c r i p t market as Delysid/Sandoz in the 1950s and 1960s, prescribed for the treatment of "psychoneuroses, psychoses" as well as other neuropsychiatric disorders, always to be administered in a controlled setting (psychiatric clinic or hospital) by properly trained health professionals. The use of LSD and all other psychedelics in clinical or preclinical research was severely constrained for political reasons in the 1970s, although LSD continued to be prescribed by psychiatrists outside the US well into the 1990s. Based on the promising yet preliminary findings with LSD and other drugs such as psilocybin, N,N-dimethyltryptamine (DMT), ayahuasca or mescaline, but also 3,4-methylenedioxymethamphetamine (MDMA) and ketamine, psychedelics are regaining scientific attention, especially in the field of clinical neuroscience. As a result, a number of more recent studies have begun to elucidate how psychedelics modulate the DMN. Psychedelics often induce meaningful and mystical experiences which have been associated with increased measures of brain entropy. Entropy is a measure of the uncertainty of the system, and in regards to the brain, it is associated with functional disorder, unpredictability and flexibility which may lead to an enhanced array of dynamic brain states.argue that a considerable variance in the therapeutic outcome associated with psychedelics, can be explained by the altered state of consciousness that psychedelics produce. Furthermore, one of the most ubiquitous and transformative components of the psychedelic experience is the feeling of ego dissolution, a relaxation of subject-object distinctions during which the borders and constraints of the self, seem to dissolve. Feelings of ego-dissolution also appear to be also a central component of the unitive experience (a sub component of the mystical states), which is an experience of Downloaded fromby guest on 24 October 2022 A c c e p t e d M a n u s c r i p t perceived union with nature, a higher power, or an all-pervading sense of oneness. It has been hypothesised that ego dissolution can be therapeutic as an individual"s cognitive attributions and affect are viewed with a greater distance and objectivity. Psychedelic-induced ego dissolution may be precipitated via Bayesian belief updating wherein reduced precision of previously held beliefs lends to revision of the self and world, as hypothesized by. This has parallels with the practice of meditation which is also associated with decreased activity of the DMN and alterations to precision-weighting of beliefs and attention. Functional Magnetic Resonance Imaging (fMRI) studies involving psychedelics show that the modulation of the DMN acutely decreases connectivity and blood flow within nodes of this network (Table . 2). These changes are paralleled by magneto/electroencephalography (M/EEG) studies showing neuronal desynchronisation of alpha power (itself previously shown to be highly correlated with DMN connectivity), and at times specifically located in the PCC (one of the main hubs of the DMN) which has been tentatively hypothesised to result in a mind that is less constrained, more flexible and less self-referential and egoic. Although the DMN is a resting state network (RSN) that is featured in a vast array of psychedelic trials, there is still some ambiguity as to what changes/modulation to this network mean and what motifs and differences are seen across the literature in regards to this network. Thereby, this systematic review seeks to explore the following aims: a) to critically evaluate the impact of classic psychedelics on the DMN; b) to evaluate the evidence regarding DMN modulation and resultant psychotherapeutic effects; c) to identify challenges and limitations associated with the current literature surrounding DMN modulation by psychedelics; d) to provide a discussion surrounding future research and the potential future utility of "DMNmodulation focused" psychedelic therapies. This review focuses on the classical psychedelics: A c c e p t e d M a n u s c r i p t LSD, Psilocybin, DMT, Mescaline and Ayahuasca (which contains DMT and harmala alkaloids), complementing previous reviews of these agents. To this end we conducted a literature review via Scopus and PubMed databases on 28th of August 2021 up to November 14 th , 2021.
METHODS
This systematic review followed the PRISMA statementfor transparent and comprehensive reporting. The review was not registered and a review protocol was not prepared.
SEARCH STRATEGY
We conducted an electronic database search of PubMed and Scopus from inception to April 2022. We structured our search according to the PICO framework
ELIGIBILITY CRITERIA
Articles were screened by two reviewers (JG, SR). Disagreements were resolved through discussion until consensus was reached (with JS arbitrating if required). We included only human clinical trials (rodent studies were excluded) assessing DMN modulation by the classical psychedelics. Papers that performed novel analyses on previously published datasets were also]. Only English language papers were eligible, there was no psychedelic dose requirement and no requirement on the length of treatment or on the statistical methods used. All clinical diagnoses and healthy controls were included. The full article screening and selection process is detailed in Fig.. A c c e p t e d M a n u s c r i p t
RESULTS OVERVIEW
The initial database search was performed on 28 th of August 2021 and a second database search was performed on the 20 th of April 2022. The search returned 161 results which were reduced to 119 after the duplicates were removed. A further 95 articles were removed due to ineligibility. This left 24 articles that were included in the study. A total of 14 psilocybin studies were assessed, twelve using fMRI (2 of 12 using 7 Tesla fMRI, remaining using 3 Tesla) and two using Electroencephalogram (EEG) or Magnetoencephalogram (MEG). The average age of subjects across these studies was 34 years with a standard deviation (SD) of 19.3 years. The average number of participants across the studies was 32 with a SD of 9.3. Out of the fourteen studies, ten had a placebo control group. Four Ayahuasca studies were assessed, with all four using fMRI (two using 1.5 Tesla and two, 3 Tesla). The average age of subjects across these studies was 35 years with a SD of 17.8 years, and the average number of participants was 28 with a SD of 5.9 years. Only one of these studies had a placebo control group. Seven LSD studies were assessed, with six using (3 Tesla) fMRI and one using EEG and one using MEG. The average age across these studies was 29 years with a SD of 2.7, and the average number of participants was 19, and the SD was 3.0 participants. All studies had a placebo control group. No published research papers assessing how mescaline and DMT modulates the DMN in humans were found. Table., is a summary of the findings and study characteristics for the research articles included in this systematic review. Figure., shows the specific DMN brain regions detected via fMRI, that are modulated by psychedelics.
SYNTHESIS OF DATA
Based on the evidence (see Table.), there are clear associations between a psychedelic"s ability to reduce the functional connectivity within the DMN (and increase its connectivity to other networks), altered states of consciousness and therapeutic outcomes.. At this stage, however, it is difficult to ascertain the direction of causality. A recent review from Aleksandrova and Phillips) also revealed that the classical psychedelics can induce marked neuronal structural and functional changes via neurotrophic signalling and neuroplasticity. These psychoplastic changes are most likely mediated by the modulation of brain-derived neurotrophic factor and mammalian target of rapamycin. Furthermore,showed that psychedelics have the potential to alter gene expression and immunomodulatory mechanisms. These effects are proposed to rewire pathological cortical networks (possibly by reducing neuronal inflammation a burgeoning hypothesis of addiction depression and neurodegeneration), thereby explaining neurobiologically, how psychedelics may induce positive long-term health outcomes. Thus, it is challenging to delineate how much of the benefit in psychedelic therapy is derived from neuroplastic changes on the cellular level or on the network level (DMN modulation), and the degree to which the two are linked. This is further confounded by the fact that studies use varying dosages of psychedelics, are not all placebo controlled, and often investigate participants which are not drug naïve. Depression is often characterised by excessive activity in the mPFC and there appears to be an inverse correlation between depressive symptomatology and the degree of 5-HT 2A receptor stimulation in this region. Acutely psilocybin can increase anxiety which may be mediated by glutamate hyperfrontality; however, long term reduction could occur due to 5-HT 2A receptor downregulation in this area. Another hypothesis, is that psilocybin (and the classical psychedelics more broadly) have a significant affinity for and agonise the 5-HT 1A receptors which are the primary inhibitory serotonergic receptors and may be responsible for the decreased BOLD coactivation often seen in the DMN and other brain regions upon the administration of psychedelics. On the macroscale, connectivity between the parahippocampal cortex and prefrontal regions were a reliable predictor of depressive symptoms five weeks after psilocybin treatment. A review byconcluded that based on the totality of evidence at that time (seven clinical trials), psilocybin, by disrupting the hyperconnectivity in the DMN of psychiatric conditions, may be a novel treatment for a range of neuropsychiatric conditions. A recent analysis byfound that psilocybin therapy reduced depressive symptoms for up to 6 weeks post intervention and that this effect was likely dependent on increased brain network integration. Interestingly this group also found that increased within-DMN connectivity and reduced between network DMN connectivity (specifically with the executive and salience network) was correlated with baseline depressive severity which aligns with the previous findings of other researchers. The literature reviewed clearly indicates that classical psychedelics acutely decrease functional connectivity within the DMN and increase between-network connectivity (See Table.). Thus, during the psychedelic experience, there seems to be a unique shift in neural connectivity, reflecting a shift from a more modular, segregated brain to a more interconnected global network. This decrease in betweennetwork segregation, seems to be somewhat specific to the classical psychedelics [this decreased segregation is also seen in Ketamineand Salvinorin A] and is not seen with selective serotonin reuptake inhibitor (SSRI) antidepressants,stimulants,sedativesor MDMA. This increase in internetwork FC can be interpreted via a dynamical systems theory approach (seefor more detail). For instance, RSN"s are canonical networks of brain activity, and when reflected graphically the valleys in this 2D plane are indications of the metastable "sub-states" of these RSN"s. Thus, deeper valleys imply a prolonged sub-state with greater rigidity, whereas shallower valleys indicate less stable and more flexible sub-states. The increase in FC between the DMN and other RSN"s seems to align with the latter graphical representation (i.e., shallow troughs) which may indicate that the brain/mind can access a greater dynamic repertoire of metastable sub-states. This more flexible brain state seems to persist in the recovered state in patients with MDD treated with psilocybin. Psychedelics may in part disrupt the DMN because they promote a cognitively intensive experience where one is dealing with the "task" of one"s subconscious and grappling with the deep metaphysical and personal questions that generally arise during the experience. This aligns with the definition of the DMN which is anticorrelated with task-based activities. Although mind-wandering is associated with increased DMN activity, awareness of mind-wandering -as seen in meditationdecreases the resting FC of the DMN. This is a plausible mechanism by which ayahuasca (as well A c c e p t e d M a n u s c r i p t as psilocybin and LSD) also decreases activity within the DMN as the experience is characterised by a hyper-awareness of one"s internal dispositions and attributions. Furthermore, it could be argued that hyper-awareness of one"s mind and internal cognition is a feature of a brain that has increasing entropy and approaching criticality, although this needs to be further examined. It is also clear that various individuals will respond differently to distinct treatments as their baseline levels of awareness will be different. Another plausible mechanism of reduced coactivation within the DMN is that psychedelics produce less mentation to the past, as seen with LSD, but whether this effect is unique to psychedelics is unclear.
MODELS OF PSYCHEDELIC ACTION
It is important to note that the "relaxed beliefs under psychedelics" (REBUS) model is one of three prominent models of the biological mechanisms underpinning psychedelics" mode of action, and each model exhibits unique strengths and weaknesses. The REBUS model has been the primary focus of this article (refer to Table, where 18 of the 24 papers were most closely aligned with the REBUS model) because it included DMN activity and modulation as a central axiom (REBUS is based on the brain"s hierarchical organisation with DMN at the top of this hierarchy). The two other models suggest mechanisms that are relatively independent of DMN modulation.
RELAXED BELIEFS UNDER PSYCHEDELICS AND BRAIN ENTROPY (REBUS)
It has been hypothesised that the underlying neurobiology of DMN perturbation and its downstream effects is caused by entropy. Psychedelics exert their hallucinogenic effects primarily by activating the 5-HT 2A receptor, resulting in increased 5-HT release, increasing the excitability of layer V pyramidal cells in the cortex, hence leading to increased glutamate in the neocortex. A c c e p t e d M a n u s c r i p t amplitude activity has been detected, suggesting synchronised ensamples of neurons, which would result in a more desynchronised brain and loss of oscillatory power, which is aligned with the brain entropy hypothesis. The asynchronous excitatory post synaptic potentials (EPSP"s) in pyramidal cells may be caused by increased calcium mediated synaptotagamin III activation.
-HT
Brain entropy is characterised by increased randomness, unpredictability and disorderliness (with respect to neuronal firing) which in turn disrupts top-down, goal-oriented cognitive processing. It is proposed that this disruption in top-down processing may facilitate increased neural and cognitive flexibilitywhich is a viable explanation for the mechanistic underpinnings of the therapeutic mechanism of psychedelics. The REBUS model postulates that psychedelics serve to relax the precision weighting of previous beliefs while freeing up and increasing the information flow from bottom-up information processing. This process can enable the revision of pathologically overweighted priors which effects the functional systems of the brain such as those related to the self. Evidence fromandmay support this model and the notion of a "resetting mechanism" as the acute disruption in top-down cognitive control, showed enduring benefits (up to 1 month) in top-down control of emotion leading to less negative affect and increased positive affect after psilocybin administration. Anatomical connectivity can be conceived as a Bayesian prior on FC, and under anaesthetic, external information is minimally processed and integrated which means that there is strong association between the FC and structurally-encoded priors. However, in contrast under classical psychedelics, the brain is less A c c e p t e d M a n u s c r i p t constrained by pre-existing structural priors and therefore these pre-existing priors have less of an effect on cognition aligning with the REBUS model. Interestingly the decreased weight of structural priors frees up the ability for the brain to create a greater array of FC patterns and networks, supposedly enabling the bizarre and ineffable experiences associated with psychedelics(See Table. andfor the phenomenology of psychedelics). Specifically, a reduction in FC of the mPFC (a key DMN hub) has been observed upon administration of LSD and this area is known to be implicated in reality monitoring, thus a disruption in this brain region"s function may underpin and support the attenuated top-down processing, impairing an individual to accurately differentiate endogenously or exogenously generated precepts. Further evidence for the REBUS model is seen by the findings of a recent computational neurocognitive study which found that the relative distribution of 5-HT 2A receptor predicts cortical entropy. Furthermore, brain regions that were characterised with high FC and low FC (not intermediate FC) strength were the regions where 5-HT 2A receptor expression predicted entropic responses (entropic changes were seen in both directions). This supports the notion that perturbation on functional connector hubs via psychedelic drugs are a key mediator of the psychedelic experience (and possible therapeutic outcomes). Furthermore,computational predictions found that 5-HT 2A receptor agonism increased the entropy of all brain regions that are involved in the DMN (except the angular gyrus), which is consistent with observed decreases in this network"s functional integrity. In line with the above findings, entropy [and mystical experiences involving ego dissolution] have been correlated with increases in trait opennessand openness has been correlated with creativity, intelligence and even increased grey matter in the inferior parietal lobule. Long term meditators have decreased DMN FC,with psychedelic and meditative states sharing some key characteristics, such as heightened levels of perceptual sensitivity, ego dissolution, and decreased negative rumination. Increased awareness of thoughts and feelings also seems to be a key characteristic of the ayahuasca experience and may explain the long-term thinning of the PCC in experience users 16 . Furthermore, thinning of the PCC and thickening of the ACC, supporting DMN-TPN orthogonality has been associated with greater levels of attention, emotional regulation, and feelings of self-transcendence, which is specifically correlated with wellbeing and negatively associated with depression and end-of-life anxiety.
CORTICO-STRIATAL-THALAMO-CORTICAL MODEL (CSTC)
The Cortico-Striatal-Thalamo-Cortical model (CSTC) postulates that 5-HT 2A receptor activation leads to alterations in the CSTC circuitry resulting in disinhibition of the thalamus, reduced sensory gating and thereby, increasing the amount of sensory information reaching the cortex. Evidence for this model comes fromwho found that LSD increased excitatory connections from the thalamus to the PCC and reduced effective connectivity from the ventral striatum to the thalamus. This supports the CSTC model by the fact that these connectivity patterns suggest that LSD does indeed increase bottom-up informational flow by reducing thalamic-sensory gating, although this evidence suggests that specific brain regions (ventral striatum) receive increased sensory input rather than a global cortical increase.
CORTICO-CLAUSTRO-CORTICAL (CCC) MODEL
The third model is known as the Cortico-Claustro-Cortical model (CCC). The claustrum is situated between the insula and putamen and is thin curved sheet of neurons embedded in white mater. It contains a large density of 5-HT 2A receptors and bidirectional glutamatergic connections to the majority of the cortex. The CCC model proposes psychedelic effects are a function of activating receptors in the claustrum [the claustrum also contains k-opioid receptors, the primary target of Salvia A] which leads to a disruption in higher cortical networks through CCC circuits that may underpin the neural and subjective effects that have been associated with the psychedelic experience. Evidence for this model is supported by the findings from Barret et al. (), (Table). Barret and colleagues observed that psilocybin reduced the BOLD signal of the claustrum which was also predictive of the participant"s subjective experience.
LIMITATIONS OF REBUS, CTSC AND CCC MODELS
For the REBUS model, the functional outcomes of increased entropy are not entirely clear. For instance, a paper which supported the REBUSargue based on their findings, that increased entropy found in sensory areas such as the primary visual RSN, fusiform and olfactory cortices may underpin the increase in perceptual "bandwidth" commonly reported during the psychedelic experience. Furthermore, they suggest that this richer subjective experience may be related to reduced thalamic gating. However, the authors found that there was decreased entropy within the thalamus, which has the well-known function of sensory gating. Thus, it is unclear if decreased entropy in the thalamus would result in less sensory gating and the corresponding downstream effects that result in an enhanced perceptual experience. For example, a recent study showed that individuals with Major Depressive Disorder (MDD) had increased entropy in bilateral hippocampiand it does not seem that MDD patients have a "richer subjective experience" and actually tend to have a more A c c e p t e d M a n u s c r i p t rigid rather than dynamic cognition. Finally, the REBUS model needs to be clearer as to what constitutes higher and lower brain regions and would benefit from dividing key brain regions (for example the hippocampus) into its constituent nuclei. The CSTC model is also incomplete as it does not account for the "efference copies" that also interact with sensory and predictive cortices. Additionally, like the REBUS model the CSTC model would be strengthened by a revision that includes more specificity regarding the models" neuroanatomical constituents (for example, difference in efferent and afferent output of various thalamic nuclei). Finally, the CCC model is the most recent and thereby has the least amount of support and as newer technologies emerge this will facilitate research investigation into claustrum connectivity (as the claustrum is naturally hard to measure) in response to psychedelic drugs which will enable this model"s validity and reliability to be further evaluated. It is important to discuss that these models are not necessarily distinct from one another, and that they are all likely involved in mediating psychedelic therapeutic effects. For instance, the feedforward thalamocortical loop that occurs due to increased serotonergic activity (5-HT 2A receptor agonism in the CSTC circuit) which leads to "sensory overload" and ego-dissolution, is compatible with the increased bottom-up information flow, relaxed priors and entropy findings which support the REBUS model. Additionally, it is also possible that 5-HT 2A receptor activation within the claustrum leads to CSTC alteration and DMN modulation increasing entropy and brain plasticity. Hence, it may be appropriate for psychedelic researchers to strive for a unifying psychedelic theory where various theoretical and empirical models are tested simultaneously and juxtaposed with one another. This will enable a more integrated mechanistic understanding of psychedelic"s mode of action where we can potentially understand how congruent or heterogonous these models are, and how their similarities and A c c e p t e d M a n u s c r i p t differences relate to the complex phenomenology and improved clinical outcomes associated with psychedelics.
CURRENT CHALLENGES AND LIMITATIONS OF THE DMN
This paper rests on the fundamental premise that the DMN is an inherently valuable and meaningful network, however, this presupposition is not without challenge. It has been argued that the DMN is plagued by the methodological confounder that certain brain regions show vascular coupling, rather than intrinsic functional connectivity. The assessment of the DMN is not limited to measurements of Blood Oxygen Level Dependent (BOLD) fMRI, it has also been assessed through Positron Emission Tomography (PET) which measures glucose metabolism via radioactive tracers. In addition, the neuronal activity of the DMN can be estimated by the electrical activity and magnetic fields associated with this electrophysiological activity via EEGand MEG,respectively. Additionally,question the assumption that the DMN reveals substantial information about cognition, however, these early criticisms were based on the simple subtraction design utilised byand the scarcity of literature at the time. Furthermore, Morcom and Fletcher concede that controlled experimental manipulations are necessary to further explore the DMN, and the unique experimental conditions that meditation and psychedelics offer have addressed exactly this. Over a decade later, there is a surge in publications suggesting the DMN can offer an insight into the variability of human cognition. Furthermore, the DMN has been continuously correlated with the sense of self, ego dissolution, top-down cognitive A c c e p t e d M a n u s c r i p t processes (executive function), cognitive flexibility, awareness and a number of neuropsychiatric conditions. For instance, a review byhypothesised that decreased activity and FC within DMN hubs such as the PCC and mPFC upon administration of classical psychedelics, are key facets that mediate the mystical experience via decreased selfreferencing and disintegration in the feeling of self. These authors further posit that decreased activity and FC in the inferior parietal lobule (IPL -a lateral node of the DMN) is responsible for the feeling of timelessness, and spacelessness that often governs the psychedelic experience. Therefore, although Morcom and Fletcher provided valid critiques at the time (), current evidence suggests the DMN is a revealing and insightful network that should remain in the purview of cognitive neuroscience and psychedelic research. Psychedelics are not the only class of drug to alter the DMN. Alcohol also reduces FC within the DMN. Indeed, this decrease in resting state FC can explain 33% of the variance in alcohol craving in individuals with Alcohol Use Disorder, thereby showing that DMN connectivity profiles/signatures may act as a possible biomarker for this condition.found that moderate alcohol consumption acutely decreased FC significantly within the right hippocampus and right medial temporal gyrus. Unlike psychedelics, alcohol did not significantly affect the inter-network connectivity of the DMN with other cortical networks. Therefore, the acute disruption in intra-network connectivity of the DMN induced by both alcohol and psychedelics may in part explain the euphoric experience characteristic of intoxication with both drugs. The ability of psychedelics to increase global integration and connectivity (via increased internetwork connectivity) juxtaposed with its neuroplastic properties may explain its unique capacity to produce positive therapeutic health outcomes. Interestingly it does seem that ketamine has the capacity to decrease FC within the DMN (at doses that alter consciousness) and alter the FC between the DMN and other networksA c c e p t e d M a n u s c r i p t 2016) and it has been argued that neuroplasticity is a convergent mode of action between psychedelics and ketamine (via mechanisms described above). Additionally, findings fromshowed that the k-opioid receptor agonist and atypical dissociative Salvinorin A decreased within network FC and increased between network FC. Static and entropic functional connectivity were best predicted by the DMN, questioning the specificity of the entropic brain hypothesis to the classical psychedelics. It is unclear if Salvinorin A elicits the same neuroplastic properties as ketamine and the classical psychedelics and whether this relates to their intra and internetwork modulation capacity. Tableoutlines and summarises the limitations of each individual study included in the systematic review so a brief overview of the common limitations will be discussed. The majority of included studies were, for ethical reasons, conducted on people with prior psychedelic experience and were of small sample sizes. Furthermore, a number of studies included new analysis on two previously small sample datasets, which is problematic for a number of reasons. The primary limitation from this sort of analysis is that one would expect that in the absence of any serious fundamental methodological flaw in the dataset, that different analytical methods should support the same hypothesis. Thus, we emphasise that these findings are not necessarily independent evidence, though the fact that different analytical methodologies generated similar conclusions is reassuring. Future research should aim to carry out similar analysis on novel datasets which would provide more robust and reliable evidence for the REBUS and entropic brain hypothesis. The problem of inferring psychological processes or cognition from patterns of activation via neuroimaging technologies is known as reverse inference. It is not entirely clear as to whether alterations in DMN activity and connectivity are merely a by-product or epiphenomenon of psychedelics or if they play a mediating role in psychedelics" specific psychological effects and With any field of research there is a risk of publication bias. In the context of the papers reviewed in this article, when initial articles linking the DMN to various cognitive outcomes were established in prestigious journals, it directs the field of psychedelic research and expected findings and hypotheses generated by researchers. Thus, we urge the scientific community to remain wary of over enthusiastic claims and consider theories as parsimonious models rather than established facts. Pre-print journals such as bioRxiv and PsyArXiv can also be useful in sharing studies that may have difficulty getting published elsewhere, due to negative results but can still contribute to the corpus of scientific knowledge. However, it important to consider that due to the renewed interest in psychedelic medicine publications with negative findings are still likely to be published and the currently published data have all been attached to registered trials.
POTENTIAL FUTURE OF DMN-MODULATION FOCUSED PSYCHEDELIC THERAPIES
Studies have highlighted the potential application of the intrinsic FC of the DMN as a biomarker. The DMN has been utilised as a biomarker for ADHD, early antidepressant response, chemotherapy-related brain injury, depression, epilepsy, Parkinson"s disease, bipolar affective disorder and schizophrenia. Using resting and taskinfluenced DMN activity as a cognitive biomarker is aligned with the research domain criteria (RDoC) of the National Institute of Mental Health (NIMH). RDoC is a research framework for investigating mental disorders and places an emphasis on using different biological and cognitive markers as transdiagnostic tools. Therefore, using the DMN as a biomarker of neuropsychiatric conditions can help overcome many of the limitations often associated with Micro-dosing of psychedelics (particularly LSD and psilocybin), which generally involves taking sub-hallucinogenic doses, has been reported to lead to decreased mind-wandering, which at the neural level is reflected by reduced DMN activity. For instance, a double-blinded placebo-controlled study byadministered low doses of LSD (13 or 26 μg sublingual) -using EEG, scalp electrodes were placed on the midline of the brain to infer source localisation for key DMN regions and showed a reduction in broadband oscillatory power, consistent with findings using larger doses. Across all EEG frequencies (delta, theta, alpha, beta and gamma), the 26 μg dose saw greater reductions in oscillatory power compared to the 13 μg dose. There is, however, currently no direct evidence or clinical trials that show how micro-dosing modulates the DMN and this should be explored in subsequent research. This can illuminate how much DMN modulation (and its potential downstream benefits) is dependent on the rich subjective experience associated with larger doses of psychedelics. Furthermore, studies could aim at determining a "minimum effective dose", which would likely cause fewer challenging experiences, which may result from administration of high dose psychedelics. The same rationale also applies to non-hallucinogenic psychedelic analogues which are currently being explored and have shown anti-depressant effects, at least in rodent models. However, it is important to note that challenging experiences may also be conducive of positive therapeutic outcomes. A worthwhile future direction would be the comparison of DMN modulation for experienced psychedelic users and psychedelic naïve individuals as it would help decipher the interaction between the acute and enduring effects of these substances on this network. Alternatively, welldesigned longitudinal research involving several scanning sessions could clarify how modulations of DMN FC may reflect the dynamics of lasting effects of psychedelics in brain activity. Clinically, psychedelics could be used in conjunction with psychotherapeutic techniques such as mindfulness meditation. Mindfulness and psilocybin retreats have shown promising outcomes for people with depression. It seems that mindfulness and psilocybin therapy modulate the DMN in similar ways (a reduction in FC and activity within the DMN) and may act synergistically. This may be because mindfulness -which acts to increase and cultivate non-judgmental awareness of one"s thoughts and feelings -may help facilitate a positive psychedelic experience and vice-versa.
A C C E P T E D M A N U S C R I P T
Additionally, a legitimate research question in the context of depression is whether infrequent psilocybin treatment (i.e., quarterly) juxtaposed with standard frontline treatments such as cognitive behavioural therapy and SSRIs such as escitalopram may yield a superior continued reduction in depressive symptomatology. This type of study design could be within the purview of future research scientists and if effective could be translated to a variety of other neuropsychiatric conditions. Furthermore, it is important that clinical (and pre-clinical) research promotes a "bench-to-bedside" approach; with scheduled drugs such as psychedelics, there will be a need for government lobbying and policy reform [see:for a roadmap for psychedelic therapy].
CONCLUSIONS
This systematic review provides evidence to support the notion that classical psychedelics are capable of modulating the DMN, which is correlated with ego-dissolution, increased brain entropy and improved mental health and wellbeing. Our review of the data show psychedelics are a valuable tool for investigating this network and consider the potential therapeutic implications of this effect. Psychedelics are showing promise as tools to aid our understanding of the brain and mind in greater detail. Finally, this understanding can be harnessed to treat a variety of neuropsychiatric conditions and potentially increase healthy individuals" psychological wellbeing. LSD has been shown to reduce alcoholism and preliminary evidence shows that it can help reduce symptoms of depression, anxiety, cluster headaches and may also possess analgesic properties.There were significant subacute changes (1 week post treatment) on DASS stress scores, PANAS negative affect, depression, total mood disturbance and trait anxiety. All of these changes except trait anxiety returned to baseline at the one-month post-psilocybin time point.
DMN MODULATION
RSFC was increased across brain networks (including the DMN) and out of a possible 35,778 connections, 695 were significantly found to be different from baseline.
ADDITIONAL MODULATION
Negative affect was decreased 1week post-psilocybin administration and there was decreased amygdala activity in response to emotional stimuli. Additionally, 1-week after the psilocybin ingestion increased responses in reward-learning, attention and decision-based networks were observed. Onemonth after the initial psilocybin experience increased responses in the somatosensory and fusiform gyrus were measured.
SUPPORTING MODEL NONE
Key limitations which make the findings of this study liable to biases and confounding factors are lack of a placebo or positive control small sample size. Psilocybin (25mg/70kg, p.o.)Single-blinded placebocontrolled N= 15 healthy long-term meditators (5 female), who had been administered 25mg/70 kg dose in a previous study two months before this initial trial.
MEAN AGE =51
Subsequent to each resting state scan participants subjective effects of the intervention were measured via an verbal 11 point scale (0-'none', 10 'extreme'). Participants were then required to rate three subjective experiences related to mindfulness: presence, letting go and equanimity (emotional poise). Participants also rated their subjective effects against the mystical experience questionnaire (MEQ) and whether they experience has a positive or negative valance.
T FMRI (BOLD)
Psilocybin increased subjective experiences compared to baseline across various domains. These included 'now-ness'/presence, letting go, awareness, pure-being and pure awareness, timelessness, joy, sacredness and total MEQ scores.
DMN MODULATION
Psilocybin significantly decreased FC between the claustrum and the DMN. DMN integrity was correlated with right claustrum connectivity with the DMN.
SIGNIFICANTLY LESS FC WAS OBSERVED BETWEEN THE DMN AND THE RIGHT INSULA ADDITIONAL MODULATION
There was increased connectivity between the claustrum and the FPN. Subjective effects of psilocybin were associated with the amplitude of low-frequency fluctuations and variance within the claustrum. Despite the correlation between subjective effects and neural effects yielding moderate correlation coefficients these associations did not survive multiple comparisons.
SUPPORTING MODEL CCC
A single dose of psilocybin was assessed and multiple active doses would allow the appropriate dosedependent analysis to occur. Furthermore, the sample was highly specific as it was comprised of individuals who had a long-term meditation practice and had already received psilocybin in an experimental setting. Finally, the average age of participants was relatively high compared to other studies in the field. Limitations are small sample size and the Higuchi fractal dimension is not often used for BOLD signals as the number of samples in each time series is lower than EEG or MEG, decreasing the strength of these findings. Additionally, it is also likely that with psilocybin the time-series may be too-short for the Higuchi fractal dimensions values to be reliable enough for replication. Furthermore, the parcellation values (1000 ROIs) may not be enough for a truly valid analysis of the fractal dimensionality of FC networks. were administered 360 minutes after drug administration.
T FMRI (RSFMRI & MRS)
Administration of psilocybin was correlated with increased ratings of all sub-dimensions of 5D-ASC and the EDI.
DMN MODULATION
Significantly less coactivation of the anterior and posterior DMN. Increased FC between the DMN and the FPN and SLN. Higher levels of glutamate in the mPFC, were associated with negatively experienced ego dissolution, and lower levels of glutamate in the mPFC was associated with positively experienced ego dissolution.
SUPPORTING MODEL NONE
The increased BOLD sensitivity due to the high magnetic field may mean that geometric distortions become more prominent, thereby affecting the BOLD signal in inferior brain regions. Additionally, the scanning time was short from a test-retest perspective. The dose administered in this study was lowmoderate compared to other trials, and this dose is also not capable of inducing a total ego dissolution. Not Applicable DMN modulation Significant increases in the FC between the anterior DMN and TPN's such as the SLN, as well as the FPN, the AUD and dAN.
ADDITIONAL MODULATION THALAMIC-DMN FC WAS NONSIGNIFICANT SUPPORTING MODEL REBUS
This was a new analysis of a previously published data set, thus similar potential limitations and biases apply for the data collection process. Psilocybin (2mg in 10mg of saline, administered IV)Within-subjects single-blind study N = 15 healthy male participants. Mean age = 34.5 Upon 5 minutes of administration subjective experiences were deciphered using a 100point VAS scale of 24 questions whilst in the MEG scanner. The 24 items consisted of questions like 'I saw MEG 17 out of 24 items were significantly higher in the psilocybin group compared to placebo, suggesting that psilocybin clearly altered participants subjective experience and was almost exclusively positive.
DMN MODULATION
Decreased spectral power in key areas of the DMN such as the PCC. Specifically, decreases in the delta, theta, alpha, beta and low gamma frequency bands corresponded to the posterior regions. Decreased power and neuronal desynchronisation All participants had previous experience with psychedelic drugs and were all male, and were excluded if they have had an adverse side-effect to psychedelics resulting in decreased generalisability. The study was only single-blinded, rather than doubleblinded. Finally, MEG artifacts were removed (caused by large muscle/head Downloaded fromby guest on 24 October 2022 geometric patterns', 'the experience had a supernatural quality' and 'I felt a profound inner peace'. occurred in bilateral prefrontal cortices ranging from the alpha to gamma frequencies.
SUPPORTING MODEL REBUS
movements) at the pre-processing stage which may have been associated with specific aspects of the psychedelic experience. Psilocybin (0.17mg/kg, p.o.)Randomized, placebocontrolled, double-blind, parallel-group design N=60 healthy participants (25 female) with previous experience with a psychedelic drug (but not within 3 months of the trial) Mean age = 23 Male to Female ratios were NA. The 5D-ASC scale was administered 360 min after the drug and placebo intervention.
T FMRI (MRS & RSFMRI)
Psilocybin increased ratings on all (sub)dimensions of the 5D-ASC, specifically 'insight' which was particularly pertinent to this study.
DMN MODULATION
Significantly less coactivation was found within both the anterior and posterior DMN. Significant increases in between-network FC was observed for the DMN and the FPN and SLN.
ADDITIONAL MODULATION
The FC within the FPN and SN was not significantly altered. A limitation of the study is that behaviour measures taken outside of the scanner were correlated with resting-state connectivity. The 5D-ASC was administered retrospectively (after all subjective effects of the treatment had dissipated) .
HD-EEG
Psilocybin significantly increased all sub-scaled of the 5D-ASC. Interesting there was a drug*dose*subscale interaction which led to a post-hoc analysis which showed that higher self-rated scores for hallucination and blissful states was dose-dependent.
DMN MODULATION
Significant psilocybin-induced reduction in low-frequency bands (<20Hz) in the PCC and the retrosplenial cortex. Furthermore, there was a reduction in the source density in most frequency bands in regions such as the precuneus, ACC, cuneus and parahippocampal gyrus. Alpha 1 (8-10Hz) and partially alpha 2 (10.5-13Hz) reductions were found across areas in the posterior-parietal cortex and mainly isolated to the right hemisphere. This paper relies on source localization and connectivity of deep structures (parahippocampal gyrus), which is highly contested as being possible with EEG. Baseline scores of BDI were higher for the patients with treatment resistant depression then major depressive disorder. In the open-label trail psilocybin decreased median BDI scores at 1 week, 3 months and 6 months compared to baseline. In the DB-RCT both psilocybin and escitalopram decreased median BDI scores compared to baseline with the most pronounced decrease in the psilocybin condition.
DMN MODULATION
Open-label trial DMN recruitment decreased and its between network integration with the ECN and SLN increased 1-day after psilocybin administration. Decreased brain modularity predicted improved clinical outcomes at 6 months post treatment. DB-RCT Brain network modularity was significantly reduced at the primary end point, 3 weeks after psilocybin therapy (no differences were found for escitalopram). This decrease in modularity was associated with positive treatment outcomes.
ADDITIONAL MODULATION
Post-psilocybin changes in the dynamic flexibility of various brain networks were correlated with changes in depressive symptomatology.
LIMITATIONS
There was a much larger proportion of males to females in the study and fMRI scans were conducted while eyes were closed so it is possible that participants may have fallen asleep for periods of time. Repeated scanning sessions would have also been superior to single scanning recordings. Psilocybin did not outperform citalopram in QIDS scores in the latter trial, and QIDS was the primary outcome of the original trials. However, in the reanalysis the Beck's Depression Inventory was used as the primary analysis. Furthermore, testing significance with a one-tailed t-test (rather than two tailed) despite an apriori prediction has been challenged as has the conducting of a post-hoc analysis (between the two treatments) without there being a significant interaction. Ayahuasca (1mL/kg, 0.36 mg/mL of N,N-DMT, 1.86 mg/mL of harmine, 0.24 mg/mL of harmaline, and 1.20 mg/mL of tetrahydroharmine)Randomized placebocontrolled trial N = 43 physically and mentally healthy, who were ayahuasca naïve (20 males). Mean age = 31 Acute psychedelic experience was quantified via the Hallucinogenic Rating Scale (HRS). This was administered approximately 4 hours after ayahuasca and placebo ingestion.
T FMRI (BOLD & RSFMRI)
Ayahuasca increased all subscales of the HRS which all survived multiple correction testing with the exception of the volitional subscale.
DMN MODULATION
Significant decreases in FC within the PCC and increased FC within the ACC. There is an increase in the FC between the DMN and the SLN, VN and the SMN.
SUPPORTING MODEL REBUS
A significant limitation is the application of liberal voxel-wise statistical thresholds which can increase the likelihood of false-positive (type 1 error) results. The study garnered a low statistical power due to the sample size and strength of the MRI scanner (1.5T). 5 out of the 11 items in the YMRS were statistically significant (at 80 min). These were elevated mood, speech, increase motor activityenergy, speech, language-thought disorder and content compared to baseline. The results from the BPRS were not presented. A reduction in the BOLD signal of the DMN regions such as mPFC, ACC, PCC, IPL which is primarily driven by a reduction in the PCC/Precuneus seed. No significant difference in DMN-TPN orthogonality was found after ayahuasca consumption.
SUPPORTING MODEL REBUS
The study was limited to experienced users, limiting generalisability. The fixed effects analysis used, further limits the generalisability of the findings. No placebo group was present. The acquisition of fMRI data was not controlled for order effects. The sample of 10 participants is comparatively low to similar studies. The 1.5T fMRI is known to have decreased spatial resolution when compared to an MRI scanner with a higher magnetic field. Participants filled out two questioners in the post-acute stage of the intervention. For enduring effects these questioners were then administered at a two month follow up. These questionaries were the HRS and a mindfulness questionnaire. The mindfulness questionnaire was a Spanish adaptation of the Five Facet Mindfulness Questionnaire (FFMQ), the Experiences Questionnaire (EQ) and the short version of the Self-Compassion (SC) questionnaire. The mindfulness questionnaire was also administered at baseline.
T FMRI (BOLD & RSFMRI)
At the post-acute stage significant differences from baseline were observed for the FFMQ non-judging and nonreacting subscale.
DMN MODULATION
Glutamate levels in the PCC were lower compared to baseline (postacute phase). Increased coupling from the PCC to the ACC, and visual areas were found.
ADDITIONAL MODULATION
The srACC seed was found to have increased coupling with subcortical regions such as the parahippocampal, hippocampal and amygdala.
SUPPORTING MODEL REBUS
There was no control/placebo group and all participants were experienced ayahuasca users (who showed high levels of baseline mindfulness). The study only looked at sub-acute effects and cannot be interpreted to infer the same persistent changes. The standard 240-item revised five-factor personality inventory (NEO-PI-R), was administered twice to assess (possible) personality changes invoked by LSD. The NEO-PI-R was administered at baseline and 2-weeks after the LSD or placebo intervention. A VAS was completed inside the scanner and immediately after the scanning by the participants. A key facet of experience that the VAS questions assessed was ego-dissolution.
T FMRI (BOLD, & RSFMRI)
In-scanner reports of 'ego dissolution' were significantly positively correlated with the 'mystical' quality of the experience.
DMN MODULATION
Increased cortical entropy and significant increases were observed in the DMN and precuneus.
ADDITIONAL MODULATION
Cortical entropy was a predictor of changes in the personality trait openness.
SUPPORTING MODEL REBUS
One of the MRI scanning conditions listened to music and the order of this group was not counter-balanced which obscures its specific influence from pharmacodynamics. Furthermore, music may also have facilitated the entropic effects of LSD by inducing a meditative like states in participants, leading to greater effect sizes and significance. The size of the subjective effects of LSD were quantified and assess by a VAS with 20 increments.
T FMRI (BOLD & RSFMRI)
The subjective effect of LSD was first detected around 10 minutes after LSD infusion, and peaked around 120 minutes after LSD administration. After 7-8 hours after IV LSD, subjective effects subsided.
DMN MODULATION
DMN disintegration predicted fewer cognitive agencies related to mental space for the past (i.e less mind-wandering to past events).
SUPPORTING MODEL REBUS
A small sample size (n = 15, 5 were excluded) were used for the fMRI scan which can lead to false positives and unreliable results. It is also possible that reduced mentation to the past was not a unique feature of LSD but rather a motif shared by many other intoxicants. Finally, one of the key findings, that DMN disintegration predicts less mentation of the past was not statically significant (p = 0.54), yet the authors seem to think that the mild correlation strength (r = 0.51), is sufficient to still conclude that DMN disintegration is correlated with memories of the past.
SUPPORTING MODEL REBUS
The model of analysis used contained some limitations such as homogeneity. For instance, there was a presupposition that all brain regions have the same intrinsic neural dynamics (alpha = 0), thus the differences in the dynamics of this model were a result of varying effective connectivity. However, it is not obvious that intrinsic neural dynamics are constant in the brain and most likely vary between networks, brain structures, and cell types. Furthermore, since the model was constructed upon BOLD signals the frequency range was limited to slow frequencies. An 11-factor ASC questionnaire was completed at the end of each scanning day. An additional questionnaire was administered directly after MRI and MEG scanning and consisted of VAS-style ratings for 21 items.
T FMRI (BOLD & ASL) AND MEG
All of the items on the ASC questionnaire were significantly increased for LSD compared to placebo with the exception of anxiety. Upon MRI scanning, participants rated 18/21 items significantly higher than placebo. The three items which showed no significant difference where 'I felt afraid', 'I feared losing control of my mind; and 'I felt suspicious and paranoid' The results were similar for the MEG group where 15/21 Items were significantly different as a results of LSD administration compared to placebo. A control item for both scans 'I felt entirely normal' was rated higher for the placebo group.
DMN MODULATION
There was decreased DMN integrity and CBF and this correlated with measures of ego dissolution. Decreased segregation between the DMN and salience network was observed, however, this was not significantly correlated with ego dissolution.
SUPPORTING MODEL REBUS
The indirect measure of neural activity via CBF, should be approached with caution as this measure has poor temporal resolution and is prone to the confounder of neurovascular coupling as a result of the drug. Additionally, the experimental protocol may have been strenuous for participants with the different scan types of ASL, BOLD and MEG, where fatigue may occur and confound findings. This could be overcome by a simultaneous EEG-fMRI analysis. This figure is used to help visually compare and contrast the heterogeneity of activity patterns between three foundational studies, but it should be noted that other neuroimaging studies exist that are not included.
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