Hallucinations Under Psychedelics and in the Schizophrenia Spectrum: An Interdisciplinary and Multiscale Comparison

This review article (2020) highlights the commonalities (reduced integration & stability of functional networks, strong metaphysical meaning) and differences (overactivation of associative networks vs primary sensory cortices, visual vs auditory hallucinations, 'normal' insight vs poor reality monitoring) of hallucinations under schizophrenia spectrum disorders (SCZ) and psychedelics.

Authors

  • Carhart-Harris, R. L.
  • Corlett, P. R.
  • Dupuis, D.

Published

Schizophrenia Bulletin
meta Study

Abstract

The recent renaissance of psychedelic science has reignited interest in the similarity of drug-induced experiences to those more commonly observed in psychiatric contexts such as the schizophrenia-spectrum. This report from a multidisciplinary working group of the International Consortium on Hallucinations Research (ICHR) addresses this issue, putting special emphasis on hallucinatory experiences. We review evidence collected at different scales of understanding, from pharmacology to brain-imaging, phenomenology and anthropology, highlighting similarities and differences between hallucinations under psychedelics and in the schizophrenia-spectrum disorders. Finally, we attempt to integrate these findings using computational approaches and conclude with recommendations for future research.

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Research Summary of 'Hallucinations Under Psychedelics and in the Schizophrenia Spectrum: An Interdisciplinary and Multiscale Comparison'

Introduction

Hallucinations—percepts experienced without corresponding external stimulus—occur across a range of contexts, including schizophrenia-spectrum disorders (SCZs), certain neurological illnesses, the general population, and following administration of psychotomimetic drugs such as classical serotonergic psychedelics. Since the nineteenth century, researchers have debated whether drug-induced states can serve as models for psychosis. The recent resurgence of clinical and neuroscientific work on psychedelics has renewed interest in similarities and differences between pharmacologically induced experiences and those seen in SCZs. Leptourgos and colleagues, reporting from a multidisciplinary working group of the International Consortium on Hallucinations Research, set out to compare hallucinations under classical psychedelics with those observed in the schizophrenia spectrum. Their approach is explicitly multiscale: they examine synaptic pharmacology, network-level brain imaging, first-person phenomenology, anthropological evidence about cultural shaping of experiences, and computational models that might bridge these levels of analysis. The stated aim is to identify commonalities and differences and to suggest directions for future empirical work that can integrate these scales of explanation.

Methods

This paper is a narrative, multidisciplinary review produced by a working group convened within the International Consortium on Hallucinations Research. Rather than reporting a formal systematic review or meta-analytic search, the authors synthesise evidence across several domains: pharmacology (synaptic mechanisms and animal assays), brain-imaging studies (fMRI, MEG and effective/connectivity analyses), phenomenological reports (modalities and content), anthropological and cross-cultural literature, and computational psychiatry models. The extracted text does not report a formal literature-search strategy, inclusion/exclusion criteria, databases searched, or a risk-of-bias assessment, so the review should be understood as an expert, integrative synthesis rather than a systematic review. Methodologically, the working group framed their comparison at multiple scales. In the pharmacology section they review animal behavioural paradigms (drug discrimination, head-twitch response, prepulse inhibition) and human pharmacological blockade studies. For brain imaging they juxtapose capture studies that sample phasic hallucinatory ON/OFF states in SCZs with neuroimaging of drug-induced states (which typically measure sustained intoxication rather than momentary hallucinations) and discuss both functional connectivity (FC) and effective connectivity findings. Phenomenology draws on prevalence estimates, descriptive clinical studies, and reports from psychedelic research. The anthropology section surveys ethnographic and cross-cultural findings, and the computational section focuses on Bayesian-inference frameworks (predictive coding, precision-weighting, belief propagation/circular inference) as mechanistic hypotheses linking synaptic changes to altered perceptual inference.

Results

Pharmacology: The review outlines a clear pharmacological distinction between SCZs and classical psychedelics at the synaptic level. Schizophrenia-spectrum disorders have long been linked with dopaminergic alterations, whereas classical psychedelics (LSD, mescaline, psilocybin) are principally serotonergic agonists with the 5-HT2A receptor recognised as the primary target for hallucinogenesis. Evidence cited includes correlations between 5-HT2A affinity and potency in animal drug-discrimination paradigms, blockade of the head-twitch response (HTR) and other behaviours by selective 5-HT2A antagonists, and loss of HTR in 5-HT2A knockout mice. Human pharmacology studies are reported in which ketanserin (a 5-HT2A antagonist) blocks psilocybin effects, risperidone (5-HT2A/D2 antagonist) can block psilocybin, whereas the D2 antagonist haloperidol was not effective; intensity of psilocybin effects has been correlated with central 5-HT2A receptor occupancy. Brain imaging: At the network level, both overlaps and divergences emerge. In SCZs, fMRI capture studies of hallucinatory ON states implicate overactivation of modality-specific associative cortices, with primary sensory cortex recruitment associated with more vivid experiences; hippocampal hyperactivity and varied patterns of activation/deactivation have also been reported. By contrast, imaging under psychedelics typically finds increased activity in primary sensory cortex (for visual hallucinations, increased blood flow in visual cortex) accompanied by reduced processing in higher-order associative visual areas, suggesting enhanced early sensory input with diminished associative constraining. Both conditions show reduced internal integration of canonical resting-state networks and altered antagonism between the default-mode network (DMN) and central-executive network (CEN), interpreted as blurring between internally and externally oriented processing. Psychedelic states additionally show disintegration of resting-state network coherence, expanded functional connectivity of primary visual cortex, increased undirected FC alongside decreased directed FC (LSD MEG findings), and altered thalamocortical connectivity; LSD in one report increased effective connectivity from thalamus to certain DMN areas and increased thalamic connectivity with fusiform gyrus and anterior insula that correlated with visual and auditory hallucinations respectively. In SCZs, prefrontal-thalamic FC tends to be reduced while thalamic FC with sensorimotor areas can be strengthened, although relationships with symptoms are mixed. Phenomenology: The modal profile of hallucinations differs markedly. In SCZs auditory hallucinations (AH) are most frequent (reported prevalence around 79%), about three times more common than visual hallucinations (VH; mean prevalence ~27%). Other modalities (olfactory, gustatory, somatic) show widely varying prevalence estimates across studies (olfactory 6–26%, gustatory 1–31%, somatic/tactile 4–19%). Hallucinations in SCZs are often detailed, concrete, life-sized, and poorly discriminated from veridical perception; reality testing is often impaired. By contrast, 5-HT2A agonists predominantly induce visual phenomena—both elementary geometric "form constants" and complex imagery—with synesthesia-like experiences common and olfactory/gustatory phenomena rare. Drug-induced VH increase in complexity and frequency with dose and time, but insight about their drug origin is typically preserved. Multimodal or fused hallucinations (MMH) are variably reported in SCZs and under psychedelics; the prevalence of MMH in both contexts requires clearer empirical study. Both types of experience can be highly meaningful and emotionally salient, with metaphysical or spiritual qualities frequently reported. Anthropology: Cross-cultural and ethnographic evidence emphasises significant contextual shaping of hallucinatory content. Some phenomenological features (eg, geometric VH) recur across cultures, while other aspects (tone, meaning, valence) vary widely. Traditional uses of serotonergic plants and fungi span divinatory, healing, initiation and recreational contexts, and ritual/setting variables are proposed as important determinants of experience. Laboratory analyses cited (Studerus et al.) indicate that personality trait absorption, pre-drug state of mind, and recent psychological stability predict more positive psychedelic experiences, whereas emotional excitability, younger age, and equipment-heavy settings predict more negative reactions. Cross-cultural work on hallucinations in SCZs is limited and heterogeneous, with one cited cross-country prevalence study showing wide variability but not analysing cultural correlates in depth. Computational modelling: Bayesian frameworks are offered as bridges between synaptic/neural changes and altered perception. Predictive-coding models posit hierarchical inference in which sensory inputs are compared with top-down predictions; discrepancies produce prediction errors (PE) that update beliefs. Precision-weighting (the reliability assigned to inputs versus priors) governs how strongly PE influence updating. Two contrasting accounts are discussed: Corlett and colleagues propose that psychedelics may produce over-weighted priors (strong priors dominating perception), whereas Carhart-Harris and Friston's REBUS model argues that psychedelics relax high-level priors (increasing reliance on sensory input). The authors note these accounts may be reconciled if priors are differentially weighted at distinct hierarchical levels. Alternative computational schemes such as belief propagation and circular inference are also described: ascending loops (overcounted inputs) have been linked empirically to unimodal hallucinations like AH in SCZs, while descending loops (overcounted priors) could theoretically produce multisensory/synesthetic phenomena seen under some psychedelics, though the latter remains speculative.

Discussion

Leptourgos and colleagues interpret their synthesis as indicating both shared and distinct mechanisms underlying hallucinations in SCZs and under classical psychedelics. Shared features include reduced integration and stability of large-scale functional networks and a breakdown in the normal opposition between internally and externally oriented networks, phenomena that may blur the boundary between self-generated and perceived contents. Both types of experience are also noted to carry strong personal and metaphysical meaning. Important distinctions are emphasised. Pharmacologically, classical psychedelics act principally at 5-HT2A receptors whereas SCZs have been most consistently associated with dopaminergic abnormalities. Neuroimaging differences include the tendency for SCZ-related hallucinations to implicate associative cortical overactivation, while psychedelics more often over-engage primary sensory cortices. Phenomenologically, auditory-dominant, detailed, and reality-imperceptible hallucinations typify SCZs, whereas drug-induced phenomena are predominantly visual, often geometric or synesthetic, and typically experienced with preserved insight. The authors position computational models as promising integrative frameworks but caution that competing formulations (strong priors versus relaxed priors) and hierarchical nuances complicate a single simple account. The review acknowledges several limitations and uncertainties. It does not present a systematic literature search or quantitative synthesis, and many empirical gaps remain: the role of serotonin in SCZs is not well established; the true prevalence and character of multimodal hallucinations across contexts are unclear; experimental tests of descending-loop circular inference in psychedelics are lacking; and cross-cultural research on hallucinations in SCZs is sparse and methodologically heterogeneous. The authors therefore call for targeted empirical work that more directly compares phasic hallucinatory states across pharmacological and clinical contexts, uses designs able to link synaptic mechanisms to network dynamics and phenomenology, and systematically examines cultural and extra-pharmacological moderators ("set and setting").

Conclusion

The working group concludes that hallucinations under psychedelics and in the schizophrenia spectrum share several neurofunctional signatures—reduced network integration and altered DMN/CEN relationships—and a tendency to be experienced as highly meaningful, yet they differ in key ways: psychedelics preferentially engage primary sensory cortices and produce predominantly visual, often synesthesia-like phenomena with preserved insight, while SCZs-related hallucinations are commonly auditory, tied to associative networks, and associated with impaired reality monitoring. The authors recommend further research to clarify the role of serotonin in SCZs, to determine the prevalence and mechanisms of multimodal hallucinations, to test computational hypotheses (eg, ascending versus descending loops), and to explore cultural moderators that may shape hallucinatory content and clinical response.

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INTRODUCTION

Hallucinations, that is, percepts without corresponding stimulus, are common in psychiatric disorders (eg, schizophrenia spectrum disorders, a heterogeneous category with variable course and expressions; henceforth SCZs), in neurological disorders (eg, Parkinson's disease, Lewy body dementia), while they can be observed in the general population too. They are also engendered by psychotomimetic drugs, including serotonergic agonists (ie, psychedelics). Since the nineteenth century, scientists have posited that clinical and pharmacological experiences could be related and that psychedelics might constitute a model of psychosis.The discovery of lysergic acid diethylamide (LSD) in 1943 was a boon to this "model psychosis theory," spurring researchers to understand psychosis by administering psychedelics to healthy volunteers and by self-experimentation.The recent revival of psychedelic science generated new data and ideas, sparking great interest in the relevance of those compounds to psychosis. Do psychosis-related and drug-induced hallucinations share a similar etiology? Do they involve similar or overlapping neural mechanisms? How similar or different are these experiences phenomenologically and how are they each affected by culture? This review from the International Consortium on Hallucinations Research (ICHR) aims to compare and contrast hallucinations under psychedelics with those observed in SCZs. Our working-group adopted a multiscale approach spanning multiple levels of understanding. First, we reviewed the underlying neural mechanisms, with a special focus on microscopic (synaptic) and macroscopic (network) mechanisms. Then, we described the subjective features of the two experiences, emphasizing their commonalities and differences and the impact of cultural factors. Finally, we described how computational models might connect these levels of analysis, from synapses to society.

PHARMACOLOGY

At the synaptic level, SCZs has been linked to dopaminergic (DA) alterations, while classical psychedelic drugs, such as LSD, mescaline, and psilocybin, are serotonin (5-HT) receptor agonists. Psychedelics can be divided into three main structural classes: phenethylamines, tryptamines, and ergolines. The phenethylamines are relatively selective for 5-HT 2 subtypes, whereas the tryptamines bind to a larger number of sites, including most 5-HT receptors and σ 1 sites. Ergolines, by contrast, are even less selective and interact with serotonergic, dopaminergic, adrenergic, and histaminergic receptors. There is now a consensus that the 5-HT 2A receptor is the primary target for serotonergic hallucinogens in the brain. The first evidence linking the 5-HT 2A receptor to hallucinogenesis was derived from animal behavioral models (see table). For example, Glennon and colleagues found that 5-HT 2A antagonists, such as pirenperone and ketanserin, block the effects of psychedelics in drug discrimination (DD) studies conducted in rats.Those investigators also found that the potencies (ED 50 values) of hallucinogens in the DD paradigm are robustly correlated with their 5-HT 2A affinity.The head-twitch response (HTR) assay is another behavioral paradigm that has been used in mechanistic studies of serotonergic hallucinogens. The HTR is a rapid reciprocal head movement that occurs in rodents after administration of serotonergic hallucinogens.Similar to the DD paradigm, selective 5-HT 2A receptor antagonists such as M100907 also block the HTR induced by hallucinogens.Likewise, LSD and other hallucinogens do not induce the HTR in 5-HT 2A knockout mice.The HTR paradigm has become increasingly popular in recent years because it is one of the few behavioral effects produced by hallucinogens that are not observed when animals are treated with non-hallucinogenic 5-HT 2A agonists such as lisuride, an LSD analog.There is also a robust correlation between the ED 50 values of hallucinogens in the HTR paradigm and their potencies in humans and rat DD studies.Therefore, although the HTR assay does not directly model the psychedelic effects produced by hallucinogens, it serves as a behavioral readout of 5-HT 2A receptor activation that has considerable cross-species translational relevance. In addition to DD and HTR, several other behavioral paradigms are commonly used to study the effects and pharmacology of hallucinogens in rodents. Prepulse inhibition (PPI) of the startle reflex is one example. PPI refers to the phenomenon where a weak prestimulus will inhibit the response to a subsequent startle-inducing pulse. This effect is commonly used as an operational measure of sensorimotor gating. LSD and other hallucinogens inhibit PPI in rats, an effect that can be blocked by pretreatment with selective 5-HT 2A receptor antagonists (eg, M100907 and MDL 11,939).Although lisuride also reduces PPI in rats, its effect is blocked by DA D 2/3 receptor antagonists but not by MDL 11,939. Similar findings have also emerged from studies of exploratory behavior in rats. Although hallucinogens reduce exploratory locomotor activity in a novel environment via 5-HT 2A receptor activation,lisuride produces a qualitatively different behavioral profile similar to the effect of DA receptor agonists.Hallucinogens also alter timing behavior in rats and mice via 5-HT 2A receptor activation.Although the 5-HT 2A receptor was first linked to the mechanism of action of hallucinogens in 1984, it took more than a decade to generate relevant evidence in humans. In 1998, a clinical study conducted by Franz Vollenweider and colleagues confirmed that ketanserin can block the subjective effects of psilocybin.The 5-HT 2A /D 2 receptor antagonist risperidone can also block the subjective response to psilocybin, whereas the D 2 antagonist haloperidol was not effective.More recently, similar findings were reported for LSD. Although there has been speculation that D 2 receptor activation may contribute to the psychopharmacology of LSD, ketanserin seems to have little effect on D 2 sites but is capable of blocking the subjective and neural response to LSD.Notably, it was also reported recently that the intensity of the subjective response to psilocybin is correlated with the level of central 5-HT 2A receptor occupancy.

BRAIN-IMAGING MARKERS

At the network level, SCZs and psychedelics exhibit interesting commonalities and differences. A first line of work comes from fMRI capture studies which compare ON and OFF periods for hallucinations and detect the phasic neural changes associated with hallucinatory ON states. In SCZs, these studies suggest a role for modality-dependent associative cortex overactivations during hallucinations.When recruited, the primary cortices were associated with more vivid experiences.Interestingly, the onset of hallucinations has been found associated with various aberrant activation/deactivation patterns. Hyperactivity was found in the hippocampal complex, as well as within associative cortices related to the hallucinatory content, while the default-mode network was found concomitantly deactivated.Brain imaging studies conducted to explore psychedelic states did not try to specifically capture hallucinatory events, but rather focused on neural changes in relation to sensory experiences during the psychedelic intoxication, making links with hallucinations more indirect. Regarding visual hallucinations (VH), a greater cerebral blood flow was measured in the visual cortex under LSD.Increased early visual activity but decreased processing in associative visual areas was also observed after psilocybin administration,suggesting that a combination of enhanced early sensory and reduced associative processing may contribute to the psychedelic experience.The second contribution comes from large-scale neural connectivity analyses, based on functional connectivity (FC; correlations between signals measured in different brain areas that define intrinsic brain networks), and effective connectivity, namely the effect one neuronal system exerts over another. We first look at FC studies and then briefly look at selective changes in directed effective connectivity. A well-replicated finding in healthy individuals is an antagonistic activity between the default-mode resting-state network (DMN) and the task-related central-executive network (CEN).Some authors proposed that the orthogonality of these networks might break down in psychotic states.A functional disconnection between the nodes of the DMN and CEN might notably engender impaired self-monitoring as observed in SCZs 42 and manifest as weak anti-correlation between these intrinsic brain networks. According to the triple-network theory,the antagonistic activity of these resting-state networks (DMN and CEN) putatively reflects competing modes of information processing that may be regulated by the salience network (SN).Recent experimental data using intracranial EEG reported temporal profiles of task-evoked activity compatible with the hypothesis of SN acting as a switch between the CEN and DMN.Impairments of the triple-network was proposed broadly involved in psychopathology,and more specifically in intrusive experiences, such as flashbacks,obsessive ideas,or hallucinations in SCZs.In this vein, it has been proposed that SN impairments may reflect a disturbance in ascribing salience properly,while DMN instabilities seem to be a shared characteristic across multiple sensory domains in patients with hallucinations.Classical psychedelics also induce pervasive changes in network-dynamics that can generally be described as a transition from regularity to increased instability. The coherence of classical resting-state networks was found diminished (disintegrated), while FC of the primary visual cortex expanded-desegregated.In complement to its reduced activity-level, the DMN was found to potentially co-activate with the CEN, a phenomenon which may underlie the reported confusion between internally and externally generated mental contents.Analyzing global brain connectivity with fMRI after the administration of LSD and psilocybin also revealed an increased integration of sensory and somatomotor information together with a disintegration of information from associative networks.Additionally, a general decrease in directed FC, and concurrently an increase in undirected FC after the administration of LSD was observed using MEG imaging and may point to increased instability in psychedelic states.Another influential theory in SCZs is the thalamic filter hypothesis (wherein the thalamus gates sensory information to prevent the information overflow in the cortex). Resting-state fMRI studies in patients at various stages of the illness showed that prefrontal-thalamic FC was decreased, while thalamic FC with somatosensory and motor areas was strengthened during disease progression, in a manner that correlates with positive symptoms.However, findings regarding the exact relationship between thalamocortical dysconnectivity and clinical symptoms are mixed.Thalamocortical connectivity was found altered in psychedelic states. Specifically, LSD was found to selectively increase effective connectivity from the thalamus to certain DMN areas, while other connections are attenuated.Furthermore, increased thalamic connectivity with the right fusiform gyrus and the anterior insula correlated with visual and auditory hallucinations (AH), respectively.In summary (see table), hallucinations relate more to associative network overactivations in SCZs, while they are linked with primary cortex overactivations under psychedelics. Second, in both cases, the experience is associated with reduced internal integration of functional networks, an enhanced correlation between internally and externally oriented networks as well as an impaired thalamocortical connectivity. This phenomenon may notably blur the differentiation between self-generated and perceived mental contents.

PHENOMENOLOGY

In terms of the sensory modalities involved, AH are the most common modality of hallucinations in SCZs, with a prevalence of around 79%.AH are three times as frequent as VH, which have a mean prevalence of approximately 27%.The exact prevalence of hallucinations in other modalities is largely unknown, with significant variation between studies. Estimates vary for olfactory hallucinations (6-26%), gustatory hallucinations (1-31%), and somatic or tactile hallucinations (4-19%).AH occur alone approximately half of the time,while hallucinations in other modalities almost never occur alone.Some studies report that multimodal or "fused" hallucinations (MMH; eg, seeing a talking head)are highly prevalent in SCZs,whereas other reports suggest that these hallucinations are rare.By contrast, hallucinations induced by 5-HT 2A agonists occur primarily in the visual domain(a shared feature with neurological disorders, such as Parkinson's disease and Lewy body dementia). Nevertheless, distortions of body image, tactile hallucinations, and auditory alterations are not uncommon, especially when hallucinogens such as DMT or psilocybin are administered at high doses.Audio-visual experiences have frequently been reported, but whether they qualify as hallucinations (or synesthesias) is still debated.Olfactory and gustatory hallucinations are very rare in comparison, but have occasionally been reported.Synesthesia-like experiences are also very common with serotonergic hallucinogensbut are uncommon in SCZs.With respect to the content of VH, serotonergic hallucinogens induce both elementary (brightly colored geometric form constants such as lattices, cobwebs, tunnels, and spirals)and complex hallucinations.Complex hallucinations are images of scenes or landscapes, often containing "ordinary" (humans, animals, artifacts, etc.) and "extraordinary" entities (chimeras, spirits, aliens, monsters, etc.). The prevalence of complex hallucinations increases with drug doseand as the psychedelic experience progresses over time.In SCZs, VH more often includes life-size images of faces, people, objects, or events, which may be bizarre or frightening. Typically, the hallucinations experienced in SCZs are detailed, concrete, and well-anchored in space.A series of experiential changes often precede the onset of psychosis, including AH (for a review, see Refs.). The occurrence of these prodromal hallucinations often provokes intense emotions; they may be attributed to a supernatural origin and viewed as a sign of a larger meaning or fate.Similarly, the VH induced by 5-HT 2A agonists are often very meaningful and can be imbued with strong existential, metaphysical, and religious overtones.Psychosis is often accompanied by very rich and detailed hallucinations that are experienced as vivid, real, and beyond volitional control.There may be profound changes in attention, reality testing, and memory.Although the hallucinations induced by 5-HT 2A agonists can be extremely vivid and may even feel more real than everyday sensory experiences, insight about their etiology is typically preserved; in other words, reality testing is not impaired and subjects using hallucinogens can typically distinguish between drug effects and normal waking consciousness.In contrast, in SCZs, hallucinations tend to be more difficult to discriminate from every-day perception. An important contributing factor is the contextual differences between the two states: while psychotic episodes in SCZs occur recurrently and unpredictably, the psychedelic state is transient (the nature and prevalence of chronic perceptual abnormalities, such as acid flashbacks and the hallucinogen persisting perceptual disorder are still debated), purposeful and voluntarily initiated, thus marked by a special sense of agency (see Anthropology section). As summarized in table, psychotic and serotonergic hallucinations differ in many respects: most notably in the modalities involved in the types of hallucinatory objects, and in the reality status ascribed to hallucinations. Yet, some commonalities can also be identified, especially as regards the meaningfulness, the emotional significance, and the metaphysical/spiritual quality of hallucinations (cf. Ref.).

ANTHROPOLOGY

Both in relation to psychedelic use and SCZs pathology, anthropological studies reveal enormous cultural variation that would benefit from a more systematic study. Comparative anthropological studies show that some features of the experiences induced by hallucinogenic plants and mushrooms are similar across cultures (eg, geometric VH), while others vary extensively cross-culturally (eg, subjective feeling tone, meaning, or content of the hallucinations).Hallucinogenic substances such as serotonergic plants and mushrooms have been traditionally employed in a variety of sociocultural purposes. For example, species of Anadenanthera and Virola, psilocybin mushrooms, and peyote have been used for divinatory and healing purposes.Some of these plants have also been employed in initiation rituals.It is worth highlighting that these hallucinogens have also traditionally been used for "non-ritualistic" purposes, for instance, in warfare 109,110 and hunting.Finally, as illustrated by the case of "psilocybin mushrooms parties" held in Mexico, the pre-Columbian recreational use of these plants has been documented.Observing homogeneity in the features of the hallucinations produced by psychedelics within the same culture, many ethnographers have defended a culturalist approach to psychedelic hallucinations.For instance, terms such as "culturally influenced visions" 117 or "stereotypic visions"have been used to argue that cultural variables are significant in shaping the hallucinogenic experience. Several candidates have been proposed to shed light on the vectors of this enculturation of the hallucinatory content: mythological and cosmological knowledge,kinship system and gender, 118 iconographic representations, 117 verbal exchanges and ritual interactions.However, these factors, the underpinnings of their effectiveness, and the sensitivity of different psychedelic substances to their effects require further study. In the laboratory context, there have been few attempts to identify and experimentally manipulate nondrug variables in studies of serotonergic psychedelics (see Refs.for an overview). In one exception, Studerus et al 123 analyzed data from 23 controlled experimental studies, concluding that: the personality trait of absorption ("openness to cognitive, perceptual, imagistic, and other experiences"), the state of mind immediately prior to drug intake and having had few psychological problems in the prior weeks, were most strongly associated with positive experiences, while emotional excitability, young age, and an equipment-heavy experimental setting, were most strongly associated with negative experiences. In the resurgence of clinical therapeutics, extra-pharmacological variables considered especially important for therapeutic outcomes include a safe and supported treatment space, bespoke therapeutic support from trusted guides and appropriate music to accompany psychedelic sessions.There has also been little cross-cultural research on variability in hallucinations in SCZs. Nuevo et al 127 conducted a cross-country study of prevalence of hallucinations finding high variability (eg, from 0.8% in Vietnam to 31.4% in Nepal), but did not analyze this further in order to uncover any potential cross-cultural patterns or correlations between specific cultural factors and the phenomenology of hallucinations. Luhrmann et al 128 compared AH in SCZs patients in the United States, India, and Ghana, arguing that the negative content of AH varied according to culture. However, this was a qualitative, interview-based study, with small numbers, and groups were not compared or matched in terms of co-attendant clinical variables. A large number of questions remain unanswered in terms of what role culture may play in shaping hallucinations (for more see Ref.). The relationship between hallucinations and culture in SCZs and in the use of psychedelics, and the possible overlap between these two research areas merits further study, not least because techniques traditionally mobilized to shape the phenomenology of psychedelic hallucinations in native societies in the Americas may enrich the therapeutic engagement with hallucinations in non-native contexts.This could be especially useful in cases where hallucinations respond minimally to antipsychotic medication.

COMPUTATIONAL MODELING

In previous sections, we described psychedelic experiences and contrasted them with psychotic experiences in SCZs. We notably focused on the potential neural mechanisms that may support those experiences, both at the level of synapses (pharmacology) and networks (brain-imaging). Then, we explored the first-person experience (phenomenology) and described how it can be shaped by the social and cultural milieu (anthropology). Despite such a multi-scale approach, our endeavor would be incomplete without discussing the links between them. Besides, another relevant question remains open: Could hallucinations with different phenomenology and neurobiology be underlain by (partially) similar mechanisms? To address those questions, we turn to the burgeoning field of computational psychiatry 131 and discuss how information processing might hold the key to both answers. Computational models conceive the brain as an information processing system and provide normative accounts of those processes, which are then mapped onto existing neural structures.We will focus on one particular type of computational models: Bayesian models.The main idea behind this framework is that the brain learns generative models, that is, internal, hierarchical representations of the causal structure of the world.When new inputs enter the system through the sensors, they are combined with prior information (accumulated knowledge which might include expectations, memories, etc.) to generate predictions about the causes of the sensory input. In short, Bayesian models conceptualize the brain as an inference machine that tests multiple hypotheses about the state of the world, the body or the brain itself and picks the most probable one. We will summarize Bayesian theories that situate the disconnections implicit in the neuropharmacology of psychedelics (and hallucinations) in the larger context of abnormal functional and effective connectivity studies reviewed above. The basic premise rests on linking false (perceptual) inference to disconnections or disintegration of the psyche (in the sense of Bleuler), conceiving of hallucinations as aberrant perceptual inference due to abnormal belief updating, particularly in terms of how abnormal synaptic connectivity can lead to false inference via inappropriate weighting of sensory evidence and prior beliefs. This inappropriate weighting, via neuromodulation, could underwrite hallucinations in both SCZs and psychedelic states. Inference can be implemented in various ways. According to predictive coding 136 (ie, Kalman filteringor variational free-energy minimization 139 ), new sensory inputs are constantly explained-away by inhibitory feedback signals (sent from higher level areas to lower level areas, that "modulate" sensory inputs according to the behavioral context; ie, predictions; figure). When predictions cannot fully explain the input, a residual errorsignal (ie, prediction error [PE]) is sent up in the hierarchy to update the dominant hypothesis (belief), thereby reducing surprise (or surprisal). Conversely, when predictions and inputs match, no PE is generated and thus, the current model is sustained. It is worth noting that, under certain formulations, surprise can also be minimized by appropriate action (active sampling of the environment, ie, active inference 140 ), also explaining exploratory behavior and long-term minimization of PE.Crucially, both predictions and inputs are weighted according to their reliability (parameter k in figure; Kalman gain), resulting in precision-weighted PE. In one of the first articles to suggest a computational account of psychedelics, Corlett and colleagues suggested that psychedelics act by increasing the prior weight (thus decreasing k), which results in inferences being mainly driven by expectations (figure).The group also suggested a tentative neural mechanism for this prior overweighting, namely "excessive AMPA-receptor signaling, in the absence of NMDAreceptor impairment." Importantly, it has been argued that the same mechanism might underlie hallucinations in SCZs,with a recent study validating this theory and, additionally, providing evidence for over-weighted priors in a group of nonclinical voice hearers.Taken together, those theories and evidence suggest that hallucinations might reflect the same underlying computational mechanism, regardless of the exhibited phenomenology or clinical context. The idea that serotonergic agonists increase prior weight is not unanimously accepted. In a recent article, Carhart-Harris and Friston suggested that the opposite might also be true, namely a relaxation of the priors that increases k (figure).Their REBUS theory explains, among other things, the potential therapeutic effects of psychedelics (eg, in depressive disorders), mediated by a relaxation of pathological priors associated with those illnesses. Intriguingly, although the REBUS and the strong-prior theory seem at first sight incompatible, this is not necessarily true. In particular, priors, can be both over-and under-weighted, but at different levels in the cortical hierarchy, for example, weak low-level priors (high k) might be compensated by stronger high-level priors (low k).Although predictive coding is a powerful inference scheme, it is not the only one. For example, one could replace inhibitory priors with excitatory priors, resulting in a closely related algorithm in which beliefs are not updated by error-signals, but by the sensory inputs per se (Belief Propagation [BP]; figure). Despite its generality and simplicity, BP postulates recurrent, excitatory connections. Without well-tuned control mechanisms (eg, inhibitory control), it results in information loops, a form of "run-away excitation" where beliefs are erroneously amplified and the feed-forward (input) and feedback (prediction) messages become aberrantly correlated (Circular Inference). There are two types of loops: descending (overcounted priors; figure) and ascending (overcounted inputs; figure). Importantly, different loops result in different types of aberrant percepts: while ascending loops induce unimodal hallucinations (eg, AH in SCZs), descending loops give rise to multisensory phenomena (eg, synesthesia-like experiences; MMH induced by DMT).Although the former link between ascending loops and SCZs has already been empirically established, 152 the latter between descending loops and psychedelics remains purely theoretical and still needs experimental support.

CONCLUSION

In this article, we sought to compare and contrast hallucinations in SCZs and under psychedelics. We identified several interesting common features: both experiences are related to a reduced integration and stability of functional networks, as well as a distorted anti-correlation between resting-state and task-positive networks. Furthermore, both experiences are afforded a strong metaphysical meaning. We also highlighted various crucial differences: First, psychedelics over-engage primary sensory cortices, hallucinations in SCZs, on the other hand, are mostly related to overactivation of associative networks. Furthermore, while drug-induced psychosis mostly encompasses VH (often geometric) with preserved insight, SCZs is characterized by AH (mostly voices) and poor reality monitoring. Additionally, we pointed out a number of topics that need further investigation, more particularly the role of serotonin in SCZs, the prevalence of MMH in both experiences and the potential cultural impact on hallucinations in SCZs. Finally, we suggested that psychotic experiences, regardless of their diagnostic categorization, might be underlain by the same computational mechanisms that tie together subjectivity and neural implementation, namely altered predictive essing. Future studies will have to clarify whether the same (eg, strong priors) or different (eg, climbing vs descending loops) impairments underscore these different psychotic experiences.

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