Effective connectivity of functionally anticorrelated networks under LSD
This double-blind placebo-controlled study (n=25) assessed whether a change in anticorrelated networks (default mode network (DMN)/salience network (SN)) underlies the peak effects of LSD (100μg) using fMRI. Inhibitory effective connectivity from the SN to DMN became excitatory, and inhibitory effective connectivity from DMN to DAN decreased under the peak effect of LSD suggesting that diminution of the functional anticorrelation between resting state networks that may be a key neural mechanism of LSD and underlie ego dissolution.
Authors
- Egan, G. F.
- Novelli, L.
- Preller, K. H.
Published
Abstract
Background Classic psychedelic-induced ego dissolution involves a shift in the sense of self and blurring of boundary between the self and the world. A similar phenomenon is identified in psychopathology and is associated to the balance of anticorrelated activity between the default mode network (DMN) - which directs attention inwards - and the salience network (SN) - which recruits the dorsal attention network (DAN) to direct attention outward.Methods To test whether change in anticorrelated networks underlie the peak effects of LSD, we applied dynamic causal modeling to infer effective connectivity of resting state functional MRI scans from a study of 25 healthy adults who were administered 100μg of LSD, or placebo.Results We found that inhibitory effective connectivity from the SN to DMN became excitatory, and inhibitory effective connectivity from DMN to DAN decreased under the peak effect of LSD.Conclusions The effective connectivity changes we identify may reflect diminution of the functional anticorrelation between resting state networks that may be a key neural mechanism of LSD and underlie ego dissolution. Our findings suggest changes to sense of self and subject-object boundaries across different states of consciousness may depend upon the organised balance of effective connectivity of resting state networks.
Research Summary of 'Effective connectivity of functionally anticorrelated networks under LSD'
Introduction
Psilocybin is a serotonergic psychedelic whose agonism at 5-HT2A receptors produces profound alterations of perception, emotion and self-experience, including graded experiences of ego dissolution. Previous work has implicated the amygdala and large-scale resting-state networks (RSNs) — notably the default mode network (DMN), central executive network (CEN) and salience network (SN) — in emotional appraisal, self-related cognition and psychopathology. However, the directional (effective) connectivity that links cortical RSNs with the amygdala during the acute psychedelic state, and how such directed interactions relate to subjective reports, remain poorly characterised. Stoliker and colleagues set out to test whether psilocybin alters top-down effective connectivity from RSNs to the amygdala and whether these directed changes associate with aspects of the acute subjective experience. Using spectral dynamic causal modelling (spDCM) to infer directional influences among predefined cortical ROIs and the amygdala, the study specifically examined changes in DMN–amygdala, CEN–amygdala and SN–amygdala interactions and related those changes to two dimensions of the 5D-ASC (changed meaning of percepts and blissful state). The primary hypothesis was reduced top-down effective connectivity from RSNs to the amygdala under psilocybin, with such changes linked to altered meaning and positive affective experiences.
Methods
The study used a double-blind, randomised, placebo-controlled, cross-over design. Healthy volunteers were recruited and screened; the extracted text reports 24 participants (12 males, 11 females; mean age 26.3 years; range 20–40), with one subject not completing the study. Standard psychiatric and medical screens excluded current or past major psychiatric disorders and other medical contraindications. Participants abstained from prescription and illicit drugs for two weeks prior to testing and from alcohol for 24 hours before sessions; urine screens verified compliance. Participants received oral psilocybin (reported in the Design section as 0.2 mg/kg) or placebo in two sessions separated by two weeks. Resting-state fMRI scans of 10 minutes were acquired at 20, 40 and 70 minutes after administration, but only the 70-minute scans were analysed for this paper. Subjective measures from the five dimensions of altered states of consciousness scale (5D-ASC), specifically the subscales “changed meaning of percepts” and “blissful state”, were collected 360 minutes after administration and used in brain–behaviour analyses. Regions of interest (ROIs) for the DMN, CEN, SN and the bilateral amygdala were identified using Neurosynth peak coordinates and refined by expert visual inspection; time series were extracted as the first principal component within 6 mm spheres around those coordinates. Preprocessing regressed six head motion parameters, white matter and cerebrospinal fluid signals, and included global signal regression. One subject was excluded because no activation was found in one or more ROIs. Three fully connected DCM models were specified, one per network plus the amygdala, using 11 ROIs in total and no exogenous inputs. Spectral DCM was inverted for each subject and condition to estimate effective connectivity that best explained the observed cross-spectral density; model fit averaged 90.9% for placebo and 89.8% for psilocybin. Group-level inferences were made using parametric empirical Bayes (PEB), a Bayesian hierarchical GLM that accounts for parameter uncertainty. For inference the authors reported effects exceeding a posterior probability threshold of > 0.99, described as very strong evidence.
Results
The principal result was a pattern of decreased top-down effective connectivity from cortical RSNs to the amygdala under psilocybin, with several within-network changes reported at a posterior probability > 0.99. Connections not meeting this threshold were not reported. DMN–amygdala findings: Compared with placebo, the posterior cingulate cortex (PCC) showed decreased self-inhibition under psilocybin (which the authors interpret as increased synaptic gain or sensitivity to inputs). In addition, effective connectivity from the PCC to the left amygdala was decreased relative to placebo. CEN–amygdala findings: Multiple directed changes were observed among dorsolateral prefrontal cortices (dlPFC), lateral posterior parietal cortex (lPPC) and the amygdala. The right and left dlPFC (rdlPFC, ldlPFC) showed increased self-inhibition, whereas the left lPPC showed decreased self-inhibition. Directed effects included decreased effective connectivity from the lPPC to the left amygdala, increased connectivity from the lPPC to the rdlPFC and decreased connectivity from the lPPC to the right amygdala. The ldlPFC decreased its influence on the right amygdala and increased connectivity to the lPPC, while the rdlPFC increased connectivity to the ldlPFC. The right amygdala also showed increased directed excitation to the lPPC. Effect sizes were reported as posterior expectations in Hz for connections (self-connections were log-scaled); all reported results met the stated posterior probability threshold. Behavioural associations: Several directed connectivity changes correlated with the two 5D-ASC dimensions examined. For the DMN, decreased PCC self-inhibition was associated with higher ratings of blissful state, and bidirectional inhibitory coupling between the PCC and left amygdala was associated with changed meaning of percepts. Within the CEN network, excitation from the right amygdala to the lPPC correlated with blissful state. Both changed meaning of percepts and blissful state associated with decreased self-inhibition of the left lPPC. Excitatory effective connectivity from rdlPFC to ldlPFC and from ldlPFC to lPPC was associated with changed meaning of percepts. Additional notes from the analyses: The authors did not observe strong effective connectivity changes involving the medial prefrontal cortex (mPFC) in these analyses. DCM model fit statistics and the strict posterior probability threshold were reported; however, the extracted text does not clearly report the exact final sample size used for the DCM group analysis after exclusions.
Discussion
Stoliker and colleagues interpret their findings as evidence that acute psilocybin reduces the recruitment of the amygdala by cortical RSNs involved in self-referential processing, executive evaluation and salience detection. They highlight increased inhibitory directed influences from cortical nodes (including PCC, dlPFC, lPPC, dACC and left anterior insula) to the amygdala under psilocybin, suggesting cortical cognitive resources are less likely to engage amygdala-mediated emotional responses during the acute psychedelic state. The observed decrease in PCC self-inhibition (interpreted as increased synaptic gain) was linked to reports of blissful state, while inhibitory PCC–left amygdala coupling related to changed meaning of percepts, leading the authors to propose that altered cortex–amygdala interactions may underpin changes to self-related emotion and the reappraisal of perceptual meaning. Within the CEN, the pattern of directed effects was more complex. The authors note increased self-inhibition in bilateral dlPFC alongside decreased self-inhibition of left lPPC and increased directed excitation among dlPFC regions. Two interpretations are offered: one likens the pattern to “hyper-frontality” seen in worry or acute psychosis, a resemblance that may be influenced by the implanting stress of scanning; the other frames the pattern as enhanced evaluative processing that could support cognitive reappraisal and resilience. The authors favour a therapeutic reading in light of observed associations between CEN-directed connectivity and changed meaning of percepts, but they acknowledge ambiguity. Regarding the SN, inhibition from dACC and left AI to the right amygdala was taken to indicate reduced salience detection under psilocybin, a change the authors suggest could be therapeutically beneficial in internalising disorders yet potentially related to psychotic-like symptoms at higher doses. They also report increased self-inhibition in bilateral amygdala and right AI, but these changes were not linked to the measured subjective effects. The authors acknowledge several limitations. The study analysed only the 70-minute post-administration resting scan and lacked pre/post scans that would strengthen causal interpretation. Region selection and network definitions can vary by method and may affect results; additional ROIs (ventral striatum, precuneus, parahippocampus and amygdala subnuclei) were not examined here. Preprocessing choices — including global signal regression — and limited temporal resolution of fMRI were noted as potential constraints. The sample was small and comprised healthy volunteers receiving a dose below those now common in clinical trials, limiting generalisability to patient populations and to different dosing regimens. Finally, the authors recommend future work using modalities with higher temporal resolution (EEG/MEG), task-based designs and more detailed subcortical parcellation to refine understanding. In conclusion, the study proposes that attenuation of RSN-to-amygdala effective connectivity and altered within-RSN directed interactions under psilocybin are candidate neural markers of altered self-related emotion and meaning, and that these directed connectivity changes merit further investigation as potential neural substrates of psychedelic therapeutic effects.
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INTRODUCTION
Psilocybin, the main active compound of so-called magic mushrooms, is a serotonergic psychedelic that has been used throughout history in religious and medical rituals to alter consciousness. It belongs to a larger group of substances such as ayahuasca (DMT) and mescaline that share molecular binding kinetics to serotonergic 5-HT receptors distributed throughout the brain. Agonism of the 5-HT2A receptor is primarily responsible for psychedelic subjective effects that can elicit powerful changes to subjective experience). These include profound alterations in selfconsciousness and perception including visual illusions, hallucinations, and synaesthesia, emotion and cognitive capacities, and transcendence of space and time. Serotonergic psychedelicinduced alterations can also involve an experience of ego dissolution defined as a loss of self-boundaries and sense of unity between the self and the environment. Although, complete ego dissolution is rare at the doses used in clinical trials, several studies have associated measurable degrees of ego dissolution (indexed as total mystical score or oceanic selfboundlessness) to symptom reduction of depressionand addiction. However, the cognitive and emotional neural mechanisms that underlie psychedelic subjective and therapeutic effects are not well understood. Therefore, our goal was to investigate . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) The copyright holder for this preprint this version posted September 9, 2022. ;doi: medRxiv preprint connectivity changes that may underlie the therapeutic efficacy of psychedelics and their association to behaviour. Previous research has demonstrated change to the amygdala and associative connectivity under psychedelics. The amygdala's role in emotional arousal and the function of associative connectivity in cognition identify the amygdala connectivity as a target to investigate emotional and cognitive change under psilocybin. The amygdala is a bilateral subcortical region composed of many subnuclei that integrate cortical and thalamic sensory inputs and their emotional valence. For example, presentations of positive or negative emotional stimuli-such as physical threats-elicit activation of the amygdala. The amygdala is also well known for its involvement in fear conditioningand activates in experiences of emotional empathy. Hyperactivation of the amygdala is a marker of stress and anxiety and is implicated across internalising disorders for which psychedelics demonstrate efficacy. Interestingly, the amygdala also responds to beliefssuggesting that the amygdala conditions an emotional response to self-related beliefs that may underline internalising disorders. Damage to the amygdala affects decision-making, and behaviour regulation. Moreover, its damage can also diminish an individual's sense of shamefurther suggesting the amygdala mediates the relationship between emotion and cognition. The amygdala is integrated with cognition through top-down projections from midline cortical regionsthat underlie the perception and intensity of positive and negative emotions. This circuitry also underlies psychopathological conditions such as anxiety disorders. Modulation of top-down control by psilocybin suggests influence on limbic region emotional processing. For example, healthy adults administered psilocybin show reduced effective amygdala connectivity to the primary visual cortex, coinciding with reduced threat processing. The semisynthetic psychedelic drug lysergic diethylamide acid (LSD) also has been shown to dampen the amygdala response to the presentation of fearful faces. Moreover, decreased amygdala activity has been correlated with positive mood under psilocybin. Together, these results suggest a decrease in amygdala connectivity in association with therapeutic response in healthy adults under the acute influence of psychedelics. In contrast, clinical populations measured the day after administration of psilocybin demonstrated an opposite pattern of amygdala activity. The amygdala response to emotional faces has been reported to increase the day after psilocybin administration) and be accompanied by decreased functional connectivity with the prefrontal cortex. It has been proposed that increased amygdala activity in the sub-acute period may underlie a sense of emotional reconnection. Changes to the amygdala and cortical regions are sustained well beyond the half-life of psilocybin and may last up to one month post administration, demonstrating the lasting neural changes in association with positive responses to emotionally conflicting stimuli. These results indicate the acute effects of psychedelics in clinical studies may disrupt conditioned response patterns and produce enduring connectivity changes that support therapeutic modes of behaviour. The importance of emotion and cognition to behaviour motivate investigation of cortical regions with established connections and associations to the amygdala. These include frontal and anterior regions that form nodes of distinct large-scale resting-state networks (RSNs). RSNs are determined by temporally correlated activation across spatially distributed brain regions and serve essential functions in cognition. The RSN regions of particular relevance to this study are abundant in 5-HT2A receptors (R. L.. The functional integration of RSN nodes with the amygdala illustrate that emotion is a flexible and dynamic workspace within the brain. The default mode network (DMN) integrates internal and external information to perform self-referential mental activity that is closely identified with the sense of self. DMN hub regions comprise the medial prefrontal cortex (mPFC) and posterior cingulate cortex (PCC). The mPFC functions in temporally extended goal-directed thinking and regulation of behaviour, while the PCC orients information towards the self. Information integration in the DMN sustains self-evaluative processes involved in forming selfbeliefs (Amey,. DMN connectivity is related to wellbeing. For example, limbic-cortical dysregulation have been reported to impact mood regulationand increased FC between the hippocampus and prefrontal cortex (e.g., mPFC) was observed in depression. Increased DMN connectivity with the amygdala is also observed in depressed subjectsin association with symptoms such as rumination. In contrast, decreased PCC-mPFC coupling is associated with the reduced mind wandering of advanced meditation practitionerswith similar decoupling found acutely (Carhart -Harris et al 2012) and the day after psilocybin (R. L.; Smigielski, Scheidegger,. DMN frontal regions, specifically the mPFC, share well-established connectivity to the amygdala that plays a role in the valence and regulation of emotion. The PCC node of the DMN is less often associated with the amygdala. However, it plays a significant role in the experience of self. Under psychedelics, reduced PCC connectivity is associated with diminished feelings of self that align with descriptions of ego dissolution (R. L.and reduced self-representation in social interaction. We hypothesise reduced interactions between the amygdala and DMN and reduced within-DMN connectivity may underwrite altered sense of self and self-related emotion under psychedelic subjective effects and serve as a biomarker of connectivity. that may be therapeutic. Frontal regions also compose the dorsolateral prefrontal cortex (dlPFC) nodes of the central executive network. The CEN is a RSN involved in thinking, planning, and controlling attention. The dlPFC serves a primary role in regulating emotionand handles content in working memory and evaluates possible behavioural responses. The CEN also includes the lateral posterior parietal cortex (lPPC), which integrates sensory and interoceptive information to facilitate sustained attention. CEN functions are associated with mental health in various cognitive disorders. Hyper and hypo-frontal connectivity are often markers of disordered cognition and anxious behaviour. For example, increased CEN-AMG connectivity was observed in association with the catastrophising of chronic pain, and dlPFC connectivity was associated with worry in healthy adults and individuals with generalised anxiety. Moreover, reduced CEN activity has been associated with chronic schizophrenia and depression. However, links between CEN activity and behaviour are suggested to be task and context-dependent. For example, reduced dlPFC was associated with reduced rumination observed in healthy adults. Under psychedelics, a number of brain mapping studies suggest CEN connectivity deviates from its usual functional pathways and proliferates to regions outside of this network. For example, LSD increases global connectivity with the CEN, and psilocybin renders the phase-locking of blood oxygen level-dependent (BOLD) neurovascular signals flexible. These changes have been associated with the shift in perceptual boundaries and the reduced integrity of the brain's "rich-club" organisation. However, RSN connectivity changes with the amygdala, such as the CEN, under psychedelics have not been well explored and may underlie change to cognitive-emotional regulation. The salience network (SN) is a cognitive RSN involved in detecting stimuli associated with biological or goal-directed personal significance. Both the DMN and CEN are under the influence of the SN. The SN recruits CEN activity to provide task-relevant information in response to detection of salient features in the environment and disengages task-irrelevant activity, for example, daydreaming. The SN's cardinal regions are the dorsal anterior cingulate cortex (dACC) and anterior insula (AI). The dACC is involved in response selection and conflict monitoringand activated in response to social pain. The AI detects behaviourally relevant stimuliand receives multimodal sensory input. Expanded network compositions of the SN also include the amygdala, which may be important for the initial emotional appraisal of salient stimuli. Overactive salience attributed to stimuli is a feature of various forms of psychopathology. Hyperactivity of the AI or amygdala has been reported to underwrite enhanced salience detection. Moreover, increased salience and attention to the self during social interactions may underlie social anxiety, while overt salience and attention to negative stimuli or mentation has been suggested to reinforce depressed thinking. The salience of channels of attention (i.e., the top-down selection of bottom-up information that receives priority in attention) also plays a role in psychosis, suggesting the SN may act as pre-reflective mechanisms of attention that underlie perception and beliefs. Serotonergic receptors play a role in the selection of channels of attention, and observations under psilocybin have shown reduced SN integrity. Changes to effective connectivity from the SN to the DMN are also observed under LSD. The dACC has been associated with changes in self-processing and a reduced sense of social exclusion under psilocybin administration that did not depend on changes in attention and awareness. However, amygdala links with the dACC and AI under psychedelics remain relatively unexplored and worthy of investigation for their contribution to the subjective effects and therapeutic benefits of psilocybin. To address the gap in understanding emotion and cognition changes under psychedelics, we apply spectral dynamic causal modelling (spDCM) (Karl J.. DCM can infer the direction of connectivity between hierarchically organised brain regions composing RSNsand DCM has been used to measure the effective connectivity under LSD from the thalamus to the cortexand among various RSNs (DMN, SN, DAN). The ability of DCM to investigate bottom-up and top-down processes between regions of the brain suggests it as a valuable technique to investigate psilocybin-induced effective connectivity changes between high-level RSNs and the subcortical amygdala. Moreover, DCM allows the inference of association between effective connectivity changes and retrospective behavioural reports using the Bayesian framework of parametric empirical Bayes (PEB) (K. J.. We measured changed meaning of precepts and blissful state collected 360 min following the administration of psilocybin using the five dimensions of altered states of consciousness scale (5D-ASC). Previous evidence suggests that amygdala and RSN connectivity is decreased under psychedelics. The associative RSNs we examined express high density of the 5-HT2AR that are thought to alter the topdown modulation of subcortical connectivity. Previous reports also suggest psilocybin can induce psychological flexibilityand feelings of subjective wellbeing. We hypothesise reduced top-down effective connectivity from the RSNs to the amygdala under psilocybin. We anticipate effective connectivity changes in our model will be associated with altered meaning of precepts and blissful state. Evidence of cortex-amygdala effective connectivity changes associated to these behavioural changes is hypothesised to be a marker of connectivity that underlies psilocybin's capacity to facilitate therapeutic outcomes.
RESULTS:
Network effective connectivity change with the amygdala under psilocybin Participants underwent resting-state fMRI scans 70 minutes post oral administration of psilocybin. Effective connectivity between the amygdala and the DMN and CEN was analysed. The reported results for effective connectivity used a threshold of posterior probability > 0.99 for inference with very strong evidence. Those connections not reported in the subsequent figures did not exceed this threshold. For details of the intervals see Supplementary Table.
I) CHANGE OF DMN EFFECTIVE CONNECTIVITY TO THE AMYGDALA UNDER PSILOCYBIN
Group level effective connectivity strength between regions of the DMN and amygdala showed decreased self-inhibition of the PCC and decreased effective connectivity from the PCC with the left amygdala compared to placebo. See Figand Supplementary for explanation of self-connections.
II) CHANGE OF CEN EFFECTIVE CONNECTIVITY TO THE AMYGDALA UNDER PSILOCYBIN
Several changes in effective connectivity were found, whose interplay is captured schematically in Fig.. Specifically, group level effective connectivity strength between regions of the CEN and amygdala showed increased self-inhibition of the rdlPFC, ldlPFC and decreased self-inhibition of the lLPPC, compared to placebo. Effective connectivity from the lLPPC to the left amygdala decreased and increased to the rdlPFC and decreased to the right amygdala. ldlPFC effective connectivity to the right amygdala decreased and increased to the lLPPC, while rdlPFC increased to the ldlPFC and the right amygdala increased to the lLPPC, compared to placebo. Values display effect sizes (posterior expectations) of connections in Hz (except the inhibitory selfconnections which are log-scaled). All results are for posterior probability > 0.99.
BRAIN-BEHAVIOR ASSOCIATIONS I) BEHAVIOURAL ASSOCIATIONS TO DMN-AMYGDALA EFFECTIVE CONNECTIVITY CHANGE UNDER PSILOCYBIN
Decreased self-inhibition of the PCC was associated with blissful state, while bidirectional PCC-left amygdala connectivity inhibition was associated with changed meaning of precepts. See Fig.
II) BEHAVIOURAL ASSOCIATIONS TO CEN-AMYGDALA EFFECTIVE CONNECTIVITY CHANGE UNDER PSILOCYBIN
Excitation of the right amygdala to the lLPPC was associated with blissful state. Changed meaning of precepts and blissful state were both associated with the decreased self-inhibition of the lLPPC. Excitatory effective connectivity from the rdlPFC to the ldlPFC and ldPFC to lLPPC was associated with changed meaning of precepts. See Fig.
DISCUSSION:
To investigate the influence of psilocybin on the interaction between emotion and cognition, we measured connectivity changes between the amygdala and selected RSNs. These networks serve functions in selfhood and cognition and are composed of regions linked to the regulation and experience of emotion. Our results demonstrate increased inhibitory effective connectivity from cortical regions to the amygdala under psilocybin. For example, we showed this change in connectivity from the PCC, ldPFC, bilateral lPPC, ACC, and lAI. These results suggest cognitive resources do not recruit the amygdala under psilocybin, and this may relate to subjective and therapeutic effects. of psilocybin. While we did not find effective connectivity change involving the mPFC-which has been frequently cited in association with emotion, such as emotional valence (Willinger et al., 2019)-examination of the PCC and amygdala revealed multiple connectivity changes and behavioural associations under psilocybin. PCC and amygdala effective connectivity change was bidirectional and accompanied by reduced PCC self-inhibition, which indicates increased synaptic gain or its sensitivity to inputs. Increased PCC synaptic gain was associated with the subjective experience of blissful state, and PCC bilateral inhibition with the left amygdala was associated with changed meaning of precepts. Our findings suggest inhibition between amygdalamediated emotion and self-referential functions as an important factor in these subjective changes that may contribute to the joyous feelings of self-dissolution of ego dissolution and reduced self-other processing under psychedelics. lDLPFC and bilateral lLPPC inhibition to the amygdala is situated within the CEN. Connectivity in this network is believed to underlie the evaluative aspect of thought, with the DLPFC playing a central role in emotional regulation. However, lDLPFC inhibition to the amygdala was not associated with subjective effects. Instead, the pattern of activity in this network is open to interpretation. One characterisation of the observed activity may be its resemblance to hyper-frontality, which is associated with worry and anxiety, and acute psychosis. Participants in this study were experiencing the effects of psychedelics in the setting of an fMRI scan, which may arouse substantial anxiety. Moreover, strong parallels between cortical activity patterns associated with psychedelic subjective effects have been shown to resemble anxiety. However, subjects of this study reported nominal anxiety, see Supplementary Material. An alternative interpretation is that the observed connectivity pattern between regions of the CEN constitutes an increase in evaluative thought processes. This interpretation aligns with the function of the CEN and evidence that increased intrinsic CEN connectivity is related to resilience. This may suggest the within-network excitatory effective connectivity change as a biomarker for potential therapeutic revision of beliefs. Although we expect re-evaluations of thought under psychedelics to be influenced by the context, measured subjective effects associated with CEN connectivity support this view. For example, increased connectivity from the lDLPFC to llPPC and connectivity between the bilateral DLPFC was associated with changed meaning of precepts. Moreover, decreased llPPC self-inhibition and its directed interconnectivity with the ldlPFC and rAMG constituted a primary source of behavioural change related to ego dissolution. The bilateral lPPC inhibition to the bilateral amygdala suggests its decoupling from the amygdala limiting the sensory and interoceptive information to the amygdala, while the left amygdala synaptic gain increased. These results align with previous reports of increased flexibility in thinking, functional desegregation and expansion of brain states made available under psychedelics which may be important to the therapeutic experience under psilocybin and lasting cognitive-emotional changes. Moreover, previous brain network research on emotion indicates that flexible and nimble brain networks are instrumental to positive emotion and affect. The ACC and lAI serve essential functions in salience detection, and these regions' integration with the amygdala may underwrite pathologically enhanced salience detection. These regions inhibition to the right amygdala suggests their role in salience detection is diminished under psilocybin, which may be therapeutic in internalising disorders characterised. However, inhibited salience detection also aligns with positive symptoms in schizophrenia (i.e., hallucinations and delusions). At higher doses, psychedelics can induce a psychotic-like state in some individuals that may be related to the effect of serotonergic psychedelics on salience detection. However, psychotic-like behavioural outcomes rarely occur in a controlled clinical setting. Previous research shows the increased functional connectivity between the AI and amygdala is associated with relapse of addiction in preclinical studiesand behavioural habituation in healthy adults. The AI inhibition to the amygdala was associated with changed meaning of precepts suggesting it may be associated with therapeutic behavioural change. Previous taskbased research shows reduced dACC activity in association with blunted response to social exclusion under psilocybin. Although our findings did not associate subjective effects with this connection, inhibition from the dACC to the right amygdala aligns with the inhibition of social painand previous findings of this circuits top-down inhibition in the resolution of emotional conflict. DCM also estimated increased selfinhibition in the bilateral amygdala and rAI, suggesting reduced synaptic gain of the regions. However, these changes were not associated with the measured psychedelic subjective effects. Taken together, our results suggest that psilocybin attenuates the recruitment of the amygdala. This connectivity contributes to the altered meaning of precepts and subjective emotion. Diminished amygdala activation may explain reduced aversion to emotional stimuli and may alter the patterns of connectivity that condition emotional, cognitive and self-reflective responses of the brain. The RSNs reduced connectivity to the amygdala and altered within-RSN effective connectivity may be important conditions for ego dissolution and emotional-cognitive changes that facilitate the therapeutic revision of beliefs and therapeutic outcomes following psilocybin assisted therapy. Our endeavour to investigate interactions between emotion and cognition in a healthy population under psilocybin has several limitations. For example, our analysis would benefit from MRI scans taken before and after the administration of psilocybin. Exploring links between emotional and associative connectivity also involves deciding network configuration and regions for analysis. Regions such as the ventral striatum, precuneus, and parahippocampus and further subregions of the PFC and ACC may also be valuable for examining the links between emotion and cognition. Furthermore, each region selected as part of the network may be determined differently depending on the method of identifying the region. Further standardisation of this process is complex for anatomical reasons and remains under debate. The processing pipeline, participant sample and dose can also strongly impact the reliability of results. Participants were given less than currently used in clinical studies into depression and substance dependence disorders. Therefore, connectivity dynamics may be dissimilar at a higher dose. Data sets of higher doses may provide improved inference and more nuanced characterisation of neural dynamics. We also overlooked the influence of numerous neurotransmitter systems involved in emotion that may interact with altered serotonin transmission. These interactions may provide a novel line of inquiry to understand psychedelic therapeutic effects. Other limitations in the methods and analysis include the use of global signal regression and the limited temporal resolution. Temporal resolution may be significant to emotion. For example, the time course of emotion may present distinct contributions of brain regions involved in valence and arousal. Modalities with temporal specificity capable of resolving insight and emotional change, such as EEG or MEG, which can also be analysed using DCM, are needed in future investigations. Furthermore, studies using task-based fMRI paradigms that can induce activations in specific emotion and cognition related brain regions. The generalisability of our results to clinical populations is limited by the use of a small healthy adult L.. For example, evidence of thalamic connectivity to the cortex supports this view. However, decoupling between limbic regions and the cortex has also been identified. Our evidence only found increased bottom-up connectivity from the right amygdala to the llPPC and aligns with the latter studies. As psychedelic research advances, we suggest examination of multiple limbic regions and their subnuclei connectivity to the cortex. This may reveal more precise and nuanced dynamics between the subcortex and cortex underlie previously theorised global patterns. For example, recent investigations have demonstrated spatial specificity of entropic activity and thalamic connectivity associated with psychedelic subjective effects. Along these lines, the amygdala is composed of many subnuclei. Its small size, anatomical variability and position deep within the brain presents challenges for noise-to-signal ratio and spatial location in group fMRI analysis, which future imaging and research methods may overcome. Finally, increased directed excitation among the CEN contrasts with previous analyses, which found a general reduction in associative functional connectivity (Katrin H.. While the global reduction of associative connectivity may help explain experiences of ego dissolution, psychedelic experiences also contain phenomenological richness. Future research of CEN regions may wish to address the reliability of this directed connectivity and examine links between the CEN, subjective experience, and therapeutic outcomes. In sum, we demonstrated altered within-RSN effective connectivity and reduced top-down RSNamygdala effective connectivity associated with emotional and cognitive behavioural changes under psilocybin. The functional significance of this connectivity in perceptual processes and psychopathology suggests its acute alteration by psilocybin may elicit changes to conscious perception that are important to subjective wellbeing. Psilocybin altered cognition underwritten by connectivity changes may contribute to lasting therapeutic outcomes and enable the emotional and cognitive flexibility that facilitate alternate selection of perceptual hypotheses which underwrite self-beliefs. In particular, we suggest RSN attenuation of the amygdala as a potential biomarker for future clinical research investigating the neural correlates of psychedelic therapeutic efficacy. Future work may also build upon our directed connectivity findings to understand how connectivity involved in emotion and cognition interact with the therapeutic context to effect patterns of thought and behaviour. These lines of enquiry can help discern the imperative of the psychedelic subjective experience to therapeutic outcomes and bridge gaps in our understanding of the relationship between brain connectivity and behaviour.
PARTICIPANTS
. The data analysed in this paper were collected as part of a previous study (registered at ClinicalTrials.gov (NCT03736980)), which is reported in (Katrin H.and was approved by the Cantonal Ethics Committee of Zurich. Twenty four subjects (12 males and 11 females; mean age = 26.3 y; range = 20-40 y; 1 subject did not complete the study) were recruited through advertisements at universities in Zurich, Switzerland. All participants were deemed healthy after screening for medical history, physical examination, blood analysis, and electrocardiography. The Mini-International Neuropsychiatric Interview (MINI-SCID), the DSM-IV fourth edition self-rating questionnaire for Axis-II personality disorders (SCID-II), and the Hopkins Symptom Checklist (SCL-90-R)were used to exclude subjects with present or previous psychiatric disorders or a history of major psychiatric disorders in first-degree relatives. Participants were asked to abstain from prescription and illicit drug use two weeks prior to first testing and throughout the duration of the study, and abstain from alcohol use 24 hours prior to testing days. Urine tests and selfreport questionnaires were used to verify the absence of drug and alcohol use. Urine tests were also used to exclude pregnancy. Further exclusion criteria included left-handedness, poor knowledge of the German language, cardiovascular disease, history of head injury or neurological disorder, history of alcohol or illicit drug dependence, MRI exclusion criteria, including claustrophobia, and previous significant adverse reactions to a hallucinogenic drug. All participants provided written informed consent statements in accordance with the declaration of Helsinki before participation in the study. Subjects received written and oral descriptions of the study procedures, as well as details regarding the effects and possible risks of drug treatment.
DESIGN
A double blind, randomised, placebo-controlled, cross-over study was performed. Testing days occurred two weeks apart and participants were orally administered either psilocybin (0.2mg/kg orally) or placebo (179 mg mannitol and colloidal silicon dioxide (Aerosil) 1 mg. Resting state scans (10 minutes each) were taken 20, 40 and 70 minutes following administration. However, only scans at 70 minutes during the .
EXTRACTION OF REGION COORDINATES ACROSS SUBJECTS
Neurosynth, a large-scale automated synthesis of functional neuroimaging data, was used to identify coordinates composing regions of interest. More details can be found in Supplementary. Networks were composed of cardinal regions constituting core parts of the DMN (Andrews-Hanna, Reidler, Sepulcre,, SN and CEN. The DMN and SN followed the selection of regions in a related investigation by Zhou and colleagues) and all networks were included for their role in consciousness and link to emotion. Associations between peak coordinates and cardinal nodes of network regions of interest (ROI) were determined by expert visual inspection. The MNI coordinates of the selected ROIs are listed in Table. A generalized linear model (GLM) was used to regress 6 head motion parameters (3 translation and 3 rotational), white matter and cerebrospinal fluid signals from preprocessed data. One subject was excluded as no activation was found in one or more regions of interest. We also used global signal regression in our pre-processing pipeline in line with our previous work. The time series for each ROI was computed as the first principal component of the voxel activity within a 6 mm radius sphere centred on the ROI coordinates (as listed in Table).
SPECIFICATION AND INVERSION OF DCM
Three independent fully-connected DCM models were specified for each network and the amygdala using the 11 ROIs defined in Table, without any exogenous inputs. The DCM for each subject was then inverted using spectral DCM (Karl J.to infer the effective connectivity that best explains the observed cross-spectral density for each subject. This procedure was repeated for each testing condition. The DCM fit to the data using cross spectral density averaged 90.9% for placebo conditions and 89.8% for psilocybin conditions.
SECOND LEVEL ANALYSIS USING PARAMETRIC EMPIRICAL BAYES
The effective connectivity inferred by spectral DCM for each subject was taken to the second (group) level to test hypotheses concerning between-group effects. A general linear model (GLM) was employed to decompose individual differences in effective connectivity into hypothesised group-average connection strengths together with unexplained noise. Hypotheses on the group-level parameters are tested within the parametric empirical Bayes (PEB) framework (K. J., where both the expected values and the covariance of the parameters were taken into account. That is, precise parameter estimates
Study Details
- Study Typeindividual
- Populationhumans
- Characteristicsdouble blindplacebo controlledbrain measures
- Journal
- Compounds
- Topic