Psilocybin shapes the slow, global propagation of brain activity over the cortical layout of 5HT2a receptors
This brain imaging analysis (n=7) used fMRI data from sessions with psilocybin and a methylphenidate (Ritalin) control to explore how psychedelics affect the speed at which activity travels across the cortex. It found that faster propagation was linked to increased functional connectivity and that the distribution of 5-HT2a receptors may help explain how psilocybin modulates these travelling waves.
Abstract
Uncovering the neural basis of psychedelics’ potent effects on brain activity and conscious experience has great potential for understanding their therapeutic effects. Numerous studies using functional magnetic resonance imaging (fMRI) uncovered a strong effect of psychedelics on global properties of fMRI signal, but how they map to underlying neural phenomena remains to be further explored. In this article, we aimed to relate commonly reported findings from functional connectivity studies of psychedelics to changes in the spatio-temporal propagation of activity over the unimodal-transmodal cortical axis. We used data from an openly available dataset including baseline sessions, a control session with administration of methylphenidate, and psilocybin, a 5HT2a agonist. We found that faster propagation speed was related to increased total functional connectivity and a contraction of the principal gradient. The results support the view that these functional connectivity indices obtained from entire signal time courses reflect the modulation of specific global events of propagation. Furthermore, we found that the cortical distribution of 5HT2a receptors could contribute to the modulation of travelling wave propagation by psilocybin. These findings provide a link between macroscopic signatures of neuromodulatory activity, global brain events and receptor action, with relevance for understanding the mechanisms of psychedelic effects.
Research Summary of 'Psilocybin shapes the slow, global propagation of brain activity over the cortical layout of 5HT2a receptors'
βBlossom's Take
Introduction
Previous studies had shown that serotonergic psychedelics can produce marked changes in whole-brain functional connectivity on fMRI, including increased global connectivity and a reduction in the distinction between unimodal and transmodal cortex, but the neural phenomena underlying these patterns remained unclear. The introduction also notes that slow travelling waves of brain activity propagate across the cortex along the unimodal-to-transmodal principal gradient, and that this propagation can be influenced by arousal and neuromodulatory tone. However, less work had linked psychedelic-related functional connectivity findings to these slower spatio-temporal events, or examined how cortical 5HT2a receptor distribution might shape them. V. and colleagues set out to test whether psilocybin alters the propagation of slow travelling waves over the cortical principal gradient, whether these propagation changes could help explain the commonly reported connectivity effects of psychedelics, and whether the spatial distribution of 5HT2a receptors contributes to any observed effects. They also explored whether travelling wave characteristics were associated with subjective psychedelic experience. The study used open data from the Psilocybin Precision Functional Mapping study to connect macroscopic brain dynamics, cortical receptor architecture, and psychedelic state effects.
Methods
The researchers analysed open data from the Psilocybin Precision Functional Mapping study, which used a randomised cross-over design in seven healthy volunteers. Participants underwent several baseline scanning sessions and two drug sessions, with psilocybin and methylphenidate assigned as the two within-subject drug conditions. For the current analysis, the researchers used the first three baseline sessions when available, together with the methylphenidate control session and the psilocybin session; four participants also had a second set of baseline and psilocybin sessions at least 6 months later. In the psilocybin condition, fMRI was acquired 60-180 minutes after 25 mg of psilocybin, and each session included resting-state and task scans. The extracted text is not fully consistent on scan duration, but it reports two 15-minute resting-state scans and two task scans of about 6 minutes 50 seconds each. The sample’s mean age was 34.1 years, and 3 of the 7 participants were female. MRI data were collected on a 3T Siemens Prisma scanner using multi-echo echo-planar imaging. Preprocessing followed a standard pipeline with slice timing and realignment, plus extensive noise and movement correction, and the data were filtered between 0.009 and 0.08 Hz. Subjective psychedelic effects were assessed with the 30-item Mystical Experience Questionnaire (MEQ30). Ethical approval and informed consent were reported. Travelling waves were identified from time-delay profiles around global signal peaks. The researchers first detected intervals around peaks, then measured the temporal delay between each voxel’s peak and the global signal peak to build a delay profile. A principal gradient of cortical organisation was derived from baseline sessions using singular value decomposition, and cortical voxels were ordered along this gradient and binned into 70 bins. The coefficient relating bin position to peak timing was used to determine propagation direction: positive values indicated bottom-up waves and negative values top-down waves. Wave speed was estimated from this coefficient, geodesic distance, number of bins and TR. Significant propagation events were identified using a threshold based on control directions. To examine functional connectivity, the researchers computed the principal gradient from Schaefer atlas-based connectivity matrices using diffusion embedding, and calculated total functional connectivity (FCTOT) as the average of all upper-triangle correlations. To study receptor-related effects, they analysed cortical 5HT2a receptor maps from PET data reported by Hansen and colleagues, averaged across three maps, and compared receptor expression with wave propagation energy along the gradient. Statistical analyses used linear mixed models with treatment and task condition as within-subject effects and participant as a random effect, whereas wave counts were compared with ANOVA. Linear models also tested whether wave measures predicted FCTOT or gradient score differences.
Results
The psilocybin condition was associated with more travelling waves than baseline or methylphenidate, with a significant treatment effect (F(2,62) = 34.09, p < 0.001). The proportion of bottom-up versus top-down waves did not differ across conditions (F(2,45) = 0.82, p = 0.446). In contrast, wave speed was significantly higher under psilocybin than under baseline and methylphenidate (rmANOVA treatment effect F(2,90) = 28.84, p < 0.001; baseline vs psilocybin and psilocybin vs methylphenidate both p < 0.001, while baseline vs methylphenidate was not significant, p = 0.182). The researchers replicated two previously reported functional connectivity findings: psilocybin was associated with a narrower principal gradient range and a smaller gradient score difference (rmANOVA F(1,42) = 16.30, p < 0.001; baseline vs psilocybin p = 0.004; psilocybin vs methylphenidate p = 0.039; baseline vs methylphenidate p = 0.266). Total functional connectivity was also greater under psilocybin, and the distance between psilocybin and baseline connectivity matrices was larger than the distance between methylphenidate and baseline matrices (T(20) = 4.23, p < 0.001). These gradient and total connectivity findings were reportedly replicated using a different cortical parcellation. Across all conditions, faster wave speed was significantly associated with a narrower gradient score difference (F(1,26) = 19.08, p < 0.001). The researchers report that speed was a better predictor than treatment itself, whereas the number of waves and the bottom-up/top-down ratio were not significantly related to gradient score difference. This suggests that the connectivity changes were linked more closely to propagation speed than to wave count or direction. When wave energy was examined along the principal gradient, it was not uniform: energy decreased after an initial segment and then increased towards the end. Psilocybin increased wave energy in the initial segment, with a stronger effect for bottom-up waves than for top-down waves. The distribution of 5HT2a receptor expression also varied along the principal gradient, with a transition from higher to lower expression aligning with the part of the wave where energy changed. Finally, higher MEQ30 scores, indicating a stronger psychedelic experience, were associated with faster wave speed at the individual level (F(1,8) = 6.31, p = 0.03). MEQ30 scores were not related to wave count or the bottom-up/top-down ratio.
Discussion
The authors interpret their findings as evidence that psilocybin alters slow, global travelling waves of cortical activity and that these changes may help explain prominent functional connectivity effects previously reported under psychedelics. In their view, the faster propagation observed under psilocybin is closely linked to the contraction of the principal gradient and increased total functional connectivity, suggesting that some connectivity-based measures may reflect properties of large-scale propagation rather than independent phenomena. They also argue that the non-uniform pattern of wave energy along the principal gradient, together with the spatial variation in 5HT2a receptor expression, supports the idea that receptor distribution shapes how psilocybin modulates global brain dynamics. The discussion places the results in relation to earlier psychedelic research and to the REBUS model, which proposes reduced top-down control and increased bottom-up sensory flow. The authors say their results are consistent with broader claims from previous fMRI and EEG studies about increased global connectivity, reduced network segregation, altered gradients and higher entropy under psychedelics. They also relate the findings to work on infra-slow activity, brain harmonics and travelling waves in other altered states, including deep sleep and ketamine. Several limitations and uncertainties are acknowledged. The sample was small, although the authors note that this was partly offset by repeated scans per person. They caution that the brain-behaviour association with MEQ30 should be interpreted carefully. They also note that BOLD-based results may be influenced by neurovascular coupling, and that non-neuronal sources can affect infra-slow fMRI analyses, even though other multimodal studies support a neuronal interpretation of travelling waves. The authors suggest that future studies should examine other psychedelics and patient populations. In terms of implications, the authors propose that neuromodulators may exert their whole-brain effects by modifying slow propagation across the cortical landscape, and that one possible mechanism for therapeutic action is facilitation of plasticity across brain systems through faster propagation. They conclude that analysing spatio-temporal brain patterns may help connect macroscopic fMRI signatures with underlying neural processes and clarify how neuromodulatory systems shape brain function.
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INTRODUCTION
The effect of psychedelics on the brain have been the focus of intense research in the past years, particularly because of their potential for clinical treatment of mental disorders. Serotoninergic agonists acting on 5HT2 receptors exert potent effects at the level of mental experience, and thus offer an entry point to assess the neural basis of the consciousness of the self. Several studies using functional magnetic resonance imaging (fMRI) have assessed the effect of serotoninergic agents on brain functional connectivity (FC) to identify brain correlates of psychedelic states. These studies showed that, across pharmacological agents, increased serotoninergic agonistic activity is associated with increased global FC and a reduction in the distinction between unimodal and transmodal regions, which have been interpreted as a disintegration of brain network organization and as an increase in cross-talk between functional networks. Furthermore, many studies have explored the relation between spatial effects of FC and the distribution of serotoninergic receptors, and suggest that receptor distribution is crucial for characterizing the spatial specificity of the psychedelic effect on brain dynamics. Together, fMRI research has provided a unique characterization of temporal and spatial aspects of brain macroscopic changes induced by psychedelics that are interpretable in terms of FC states. Importantly, this work predominantly relied on model-based approaches (e.g. from controllability, graph theory, information theory or dynamic systems) applied to the statistical dependence (e.g. Pearson correlation) between fMRI signals extracted from pre-defined parcellations. Conversely, less work has been done to map the changes in FC to underlying neural phenomena in order to benchmark these approaches and pinpoint the neural correlates of psychedelic experience. Recent work assessing the dynamics of infra-slow activity showed that spiking activity, local field potentials and blood-oxygen level dependent (BOLD) activity present a specific spatio-temporal organization. These studies in humans and animal models using electrophysiology, optogenetics and fMRI disclosed the presence of slow waves of activity that propagate over the cortex, following in humans the unimodal to transmodal axis, or principal gradient of the brain. As the function of these propagations remains unknown, methodologically they constitute an anchoring point for the functional connectivity framework. Furthermore, brain activity propagation over the principal gradient is modulated by states of arousal, behavior and neuromodulatory toneas well as transient fluctuations in arousal. Together, these results indicate that global brain activity propagation represents a key aspect of brain communication at infra-slow time scales subjected to the effects of neuromodulation. Considering the large changes in FC features induced by psychedelics, the present work aimed to reconcile these two aspects of macroscopic brain activity, i.e. FC and spatio-temporal propagation, and assess whether FC-based alterations could be partly explained by alterations in the slow propagation of brain activity. Previous work showing a relation between psychedelic-related changes in FC in relation to serotoninergic receptor distribution suggests that brain regions with higher concentration of receptors present a stronger effect on static and dynamic FC, a larger reduction in control energy, and a larger increase in entropy, thus pointing to a spatially-specific effect of these receptors through local modulation of neural gain. Computational studies assessed the effect of serotoninergic receptor distribution on FC by modelling spatial units in which pharmacological perturbation modulated the response to inputs based on the local neurotransmitter and neuromodulatory landscape. Instead, from the point of view of activity propagation, the brain regions showing spatial transitions in the neuromodulatory landscape become meaningful. As an example, water movement in the seacoast is influenced by the characteristics of the underlying bedside, and a sudden change in depth would lead to a change in the water movement itself. We aimed to test this possibility by assessing whether serotoninergic receptor distribution over the principal gradient could shape the propagation of slow travelling waves. To reach our aims, we pursued the following objectives: first, to characterize the propagation of slow brain activity along the principal gradient under psilocybin, a serotoninergic agonist that acts on 5HT2a receptors and evoke strong psychedelic experiences. Second, to test the hypothesis that two of the most prominent findings on macroscopic changes of brain activity under psychedelics, i.e. the contraction of the principal gradient, and a global increase in FC, can be accounted for by alterations in the propagation of travelling waves. Third, to explore whether the cortical distribution of 5HT2a receptors influences the propagation of travelling waves. Finally, we inspected an association between brain propagation and psychedelic experience. To address these aims, we used an open database from the Psilocybin Precision Functional Mapping (PPFM) study. On the fMRI data, we detected cortical waves travelling over the principal gradient and characterized them under psilocybin effects or the control conditions. We expected that psilocybin would exert large, replicable effects on brain activity propagation that would be reflected on the FC metrics. For instance, faster propagation but not direction of propagation would be associated with a more functionally connected brain. Furthermore, we predicted that the cortical distribution of 5HT2a receptors would shape the effect of psilocybin on the propagation of travelling waves over the principal gradient. Our results elucidate the effects of serotonin on large scale brain activity, link functional connectivity approaches to neurobiological aspects of cortical architecture, and highlight the specific aspects in which neuromodulatory systems organize the propagation of brain activity at infra-slow time scales.
RESULTS
We characterized the effect of psilocybin administration on travelling waves activity as compared to baseline and methylphenidate on the fMRI data. The dataset consisted of seven participants undergoing several baseline scanning sessions and two drug sessions separated by several baseline sessions. Four of these participants took part in a second set of baseline and psilocybin sessions at least 6 months apart from the last session of the first set. For this study, we included: three baseline sessions when available, the methylphenidate (control drug) session, and the psilocybin sessions (Table). During the psilocybin sessions, participants were administered psilocybin (20 mg), and after a waiting period of 60-180 minutes, they underwent two 15-minute eyes-open resting state fMRI scans followed by two 8-minute scans performing a perceptual task. To determine the effects of psilocybin on brain activity propagation, we first obtained the main delay profile around global peaks, which corresponds to the principal gradient of cortical organization, i.e. from unimodal to transmodal areas (Figure.a). We then ordered the voxels after to the principal gradient and averaged them into equal bins, and the timing of BOLD peaks across those bins (time) was analysed with respect to bin position along the gradient (space) to reveal coherent propagation (Figure.b-c). Travelling waves followed both bottom-up and top-down directions (Figure.c-d). We found that psilocybin was associated with a higher number of travelling waves, (F(2,62) = 34.09, p < 0.001). There was no difference in proportion of bottomup to top-down waves across treatments (F(2,45) = 0.82, p = 0.446, Figure.e). When looking at the speed of the travelling waves, we found that psilocybin presented significantly faster travelling waves than baseline and MET (repeated measures ANOVA (rmANOVA), treatment main effect, F(2,90) = 28.84, p < 0.001, baseline (BSL) vs. psilocybin (PSI) and PSI vs methylphenidate (MET), p < 0.001, BSL vs MET, p = 0.182, Figure.f). Based on the premise that the presence and characteristics of propagating events of activity modify the statistical relation between the units where activity is measured, we aimed to examine whether our findings of faster travelling waves would be linked to the prominent effects of psilocybin on whole-brain activity as measured using the functional connectivity approach, which relies on statistical relations between temporal courses of brain parcels. A wealth of studies performing FC analyses of fMRI data under psilocybin have reported a variety of measures. Here we selected those which appear to be the most robust findings: a contraction of the principal gradient and an increase in total functional connectivity (FCTOT). As a first step, we aimed to replicate these findings. We obtained the principal gradient based on connectivity matrices for baseline, methylphenidate and psilocybin sessions using a diffusion embedding method (Figure.a). We found that psilocybin was associated with a narrower gradient range (Figure.b) and a significantly smaller gradient score difference (Figure.c, rmANOVA, treatment main effect, F(1,42) = 16.30, p < 0.001, BSL vs PSI: T(10) = 3.59, p = 0.004, PSI vs MET: T(16) = 2.23, p = 0.039, BSL vs MET: T(16) = 1.15, p = 0.266). To inspect a relation between FC and travelling waves measures, we performed linear models across all treatment conditions and found that the gradient score difference was associated with speed, where faster speed was related to a narrower gradient score difference (linear regression, F(1,26) = 19.08, p < 0.001, Figure.d). The result indicated that speed was better predictor than treatment effect (p = 0.09), and thus drives the change in gradient score observed between treatment conditions. No significant relation with gradient score difference was found with number of waves (p = 0.555) or bottom-up to top-down ratio (p = 0.779). We then examined the effects of psilocybin on FCTOT. We observed that the distance between FC matrices was significantly larger between psilocybin and baseline sessions as compared to the distance between methylphenidate and baseline sessions (T-test, T(20) = 4.23, p < 0.001, Figure.e), in accordance to what was described for the full original dataset. We observed that FCTOT was significantly larger under psilocybin as compared to the baseline and methylphenidate sessions The results of gradient scores and FCTOT were replicated using a different parcellation of the cortex(Supplementary Figure). The 5HT2a receptors that primarily mediate the effects exerted by psilocybin are widely expressed in the cortex, with larger expression in higher-order regions. This spatial heterogeneity has been compared with the functional gradientand is associated with the spatial specificity in the FC changes caused by intake of psychedelics. However, the question remains of whether the whole-brain fMRI effects exerted by psychedelics could be related to an alteration of the propagation of activity following the principal gradient, shaped by the distribution of the receptors that they bind. Previous evidence suggests that propagation of travelling waves over the principal gradient is not homogeneous, which could be attributed to the heterogeneity of neuromodulatory input. To explore this possibility, we first obtained the energy of the travelling wave over 10-bin segments along the principal gradient (Figure.a). This measure based on amplitude and instantaneous derivative allowed us to inspect time-and spatial-specific characteristics of the propagation within the travelling wave. We found that energy was not constant along the wave, but decreased after an initial segment and increased towards the end (Figure.b, c). Psilocybin had the effect of increasing energy in the initial segment of the wave. This effect was stronger for bottom-up waves than for top-down waves. We subsequently examined the cortical distribution of 5HT2a receptor expression, in particular the regions where expression level shifts. For this, we employed the average of three maps of 5HT2a receptor expression derived from PET data, and for which the parcellated data has been shared by Hansen et al.(Figure.d). Figure.e shows the average receptor expression over binned Schaefer parcels (Supplementary Figureshows the results for the individual 5HT2a maps). For a comparison, the travelling wave over the same parcellation is displayed. We observed that 5HT2a receptor expression level varies along the principal gradient, with the transition from high to low expression corresponding spatially to the point where the wave changes energy (Figure.e). Finally, we inspected the relation between travelling wave activity and psychedelic experience. We found that a larger score in the MEQ30 scale indicating a stronger psychedelic experience was associated with significantly faster speed at the individual level, that is, taking into account both baseline and psilocybin conditions (linear regression, F(1,8) = 6.31, p = 0.03, Figure). There was no relation between MEQ30 scores and number of waves or bottom-up to top-down ratio (p > 0.1).
DISCUSSION
Previous studies have shown large effects of serotoninergic psychedelics on whole brain activity at slow time scalebs. Here we aimed to investigate whether psilocybin a 5HT2a receptor agonist, was associated with specific alterations on the travelling waves, whether this cortical phenomenon would underlie two prominent findings in terms of FC, i.e. the flattening of the cortical gradient and increased global FC, and the role of 5HT2a receptor distribution in shaping macroscopic brain activity. We found an effect of psilocybin on the number of waves and faster propagation, consistent with a global increase in network connectivity. Indeed, we found that faster waves were closely related to the contraction of the principal gradient and the increase in total FC. Moreover, by inspecting the energy of travelling waves we found that the propagation was not constant along the principal gradient but suffered variations, which could be caused by the inhomogeneous distribution of 5HT2a receptors over the gradient. Our results indicate that some of the strong effects previously understood in terms of top-down/bottom-up communication, integration and segregation of information, or brain states may be accounted for by an influence of serotoninergic psychedelics on intrinsic travelling wave activity via cortical receptor distribution. A prevalent theory on the effect of psychedelics on brain activity and subjective experience, the REBUS model, proposes that top-down control is weakened under psychedelics and that bottomup sensory flow takes over, explaining the largely sensory psychedelic experience. A number of studies in the recent years using fMRI and electroencephalography (EEG) have applied a variety of analytical approaches including the FC framework, information theory, and computational modelling. Findings of increased global connectivity, reduced functional networks integration, a contraction of the functional gradient, and increased entropyunder serotoninergic psychedelics offered support for a global alteration of brain dynamics. Given the complex measures used to derive the effect of psychedelics on brain activity and that the source of BOLD signal variance is still little known, ultimately whether the changes in macroscopic brain activity reflect information flow must be investigated in terms of changes in neural population activity, and here we aimed to address this gap. By introducing the analysis of global travelling waves, we drew on two advantages: first, we assessed a macroscopic phenomenon that can be linked to findings on neural population activity, and second, we were able to measure specific properties such as directionality and speed. We found that travelling waves spread faster under the effects of psilocybin, and that the ratio between bottom-up and top-down propagation was not affected. Computational studies suggest that propagation along a gradient may rely on different factors, such as local frequency of oscillation, level of excitability and inhibitory influences. The faster propagation of global waves may be associated with the neuronal changes occurring after 5HT2a activation, such as increased excitability in layer-V pyramidal neurons and glutamatergic signalling. Our results of increased FCTOT and a contracted or flatter gradient replicate the findings from previous studies using psychedelics. Here, we show a direct relation between these measures obtained using the scan-wise temporal courses of brain parcels, and characteristics of travelling waves, which were calculated based on the identification of specific spatio-temporal patterns around global peaks. Our results thus suggest that some of the most prominent findings within the FC framework are related and may stem from properties of slow propagation of brain activity. This is particularly evident in that the FC-based and propagation-based variables were linearly related to one another beyond the treatment effect (Figure). The results converge with the association between FC and travelling waves observed under pharmacological manipulation of the catecholaminergic system. In sum, the findings suggest that psychedelics enable a range of faster waves, which linearly accounts for the change in connectivity-based metrics. The expression of 5HT2a receptors is heterogeneous across the principal gradient and follows its axis, that is, lower expression is found in sensory-motor regions while higher expression is found in higher-order regions (Figure.d). We had thus hypothesized that brain regions embedded in the cortical gradient would respond differently if their excitability were different from contiguous populations within the gradient. We found that a) the energy of the wave varied along the principal gradient, b) the energy decreased in intermediate regions, c) intermediate regions presented a shift from high to low expression of 5HT2a receptors, and d) the effects were stronger for BU waves (Figure). The results thus suggest that the change in speed observed under psilocybin may be due to a kick that serotoninergic agonists exert on the propagation of travelling waves at the beginning. Notably, the effect was stronger for bottom-up waves, which provides support for previous suggestions for a stronger bottom-up activity under psychedelics. The regions located at intermediate stages within the wave, when inspected in terms of network integration/segregation, displayed significantly higher integration in temporal correspondence with pupil size, a marker of neuromodulatory tone and signal fluctuation in noradrenergic, dopaminergic and serotoninergic regions, and were proposed to constitute a point of neuromodulation of spatio-temporal global brain activity patterns. Our results support this view and suggest that neuromodulatory action on macroscopic neural dynamics is exerted by shaping the propagation through the inhomogeneous receptor expression landscape over the cortex. A number of studies characterized fMRI activity under psychedelics in terms of infra-slow BOLD signal decomposition into frequency harmonics. A general finding in those studies was a shift towards larger power in high-frequency harmonics, accompanied by decreased power in low frequency harmonics. Our finding of faster travelling waves under psilocybin, and of varying energy of the wave over the principal gradient, agree with a shift towards higher frequency components in the whole brain fMRI signal and align with an intrinsic relation between temporal fluctuations and specific spatial patterns. Indeed, a shift towards higher frequency harmonics has been seen after administration of ketamine, an anaesthetic agent. Similarly, an increase in number of travelling waves has been seen under another condition with reduced consciousness -deep sleep, and here under psilocybin, further suggesting a link between these two approaches and that travelling waves over the principal gradient may be key contributors to brain activity harmonics.
A R T I C L E I N P R E S S ARTICLE IN PRESS
Within the larger literature of fMRI brain dynamics at infra-slow time scales, points of large global activity have been identified as containing most of the information of the organization into networks of activity covariation. Furthermore, a non-uniform change in temporal integration has been found along the cortical hierarchy. The emerging findings on cortical travelling waves could shed some light on those previous findings. On one hand, global travelling waves are identified specifically at times of large global activity, or global signal peaks. On the other hand, as we found here, the energy of activity propagation is not homogeneous along the principal gradient. Moreover, Sorrentino et al. found that large spatio-temporal events are particularly informative for individual classification, and hypothesized that they these events are determined by individual-specific structural connectomes. Our results indicate that neuromodulatory landscape could be an important factor driving these inter-individual differences. Given the relation between the FC findings and the propagation of brain activity, it remains to be answered the question of how slow changes taking place over seconds shape the transmission of neural information and generation of conscious content. Changes in the directionality of faster travelling waves in the EEG alpha band during closed eyes have been described under N,N, Dimethyltryptamine (DMT), another serotoninergic agonist, which could be related to the flow of information within cortical circuits. It is possible that the slow, global phenomenon studied in the present work affects instead the gain of the overall system through synchronization, which has been modelled using computational approaches. Furthermore, enhanced travelling wave activity influences synaptic plastic changes, which may interact with the direct effects of psychedelics on synaptic plasticity. Therefore, the effects of serotoninergic agents may be exerted by generating large changes in global activity and at the same time affecting mental content itself, which is coherent with recent proposals. Future work is necessary to assess these possibilities, as our results suggest that they may provide a link between coordinated spatio-temporal changes in brain activity and neuronal effects exerted by psychedelics. Physiological factors should be taken into consideration when interpreting our results. On one hand, serotonin modulates neurovascular coupling, such as changes in the hemodynamic response curve, which may also impact resting state analyses. The effects of 5HT2a agonism on neurovascular coupling appear to be more prominent at higher frequencies (> 0.2 Hz 66 ), and thus further studies are needed to investigate whether and how they translate into global changes in infra-slow activity propagation beyond neuronal effects of serotonin. On the other hand, nonneurogenic sources may have an influence in the analysis of BOLD signal at infra-slow frequencies. Nevertheless, a number of studies using multimodal methods suggest that fMRI travelling waves are related to neuronal activity and local field potentials (LFPs), and slow vascular components have a different topography than the principal gradient. A main limitation to our study was that the fMRI sample had a small number of participants. This limitation was somehow mitigated by sufficient scanning data per individual. The brain-behavior results, on the other hand, should be taken with caution. Future studies using different psychedelics
S ARTICLE IN PRESS
or assessing the effects on patient populations could offer greater insights into neuromodulatory effects of brain activity propagation. Our findings suggest that some of the most common findings within the FC framework are related and may stem from properties of slow propagation of brain activity, and that the way neuromodulators exert their action at the whole brain level is by modifying this propagation. One possible mechanism by which psychedelics exert their therapeutic effect is by facilitating plasticity across brain systems through increased speed of propagation across these systems. Our work supports the view that assessing spatio-temporal patterns in brain signals offers a pathway to connect macroscopic signatures of brain activity to underlying neural processes, and assess how neuromodulatory systems shape brain function across these levels.
PARTICIPANTS AND DATA ACQUISITION
Open data from the Psilocybin Precision Functional Mapping (PPFM) studywas employed. The study followed a randomized-cross over design. Seven healthy volunteers (age 34.1 years +-9.8, n females = 3) were recruited. The experiment consisted of several baseline scanning sessions and a drug session followed by several intermediate sessions and a second drug session. The drug sessions were randomly assigned to two different drugs, psilocybin and methylphenidate. Four participants underwent a second set of baseline and psilocybin sessions at least 6 months later. MRI acquisitions in the psilocybin sessions were done 60-180 minutes after intake of 25 mg of psilocybin. Each scanning session consisted of two resting state scans (15 minutes per run), two task scans (6 minutes 50 seconds per run), and structural MRI sequences. 3T fMRI data was acquired in a Siemens Prisma scanner using an echoplanar imaging sequence with multi-echo (five TEs: 14.20 ms, 38.93 ms, 63.66 ms, 88.39 ms, 113.12 ms), TR 1761 ms, flip angle = 68 degrees, in-plane acceleration (IPAT/grappa) = 2, 72 axial slices). For the current study, to avoid a large imbalance of baseline and pharmacological sessions we used only the first three baseline sessions and compared the brain measures with those in the methylphenidate session (drug control condition) and the psilocybin session. Tableshows the sessions available for each participant. Preprocessing details are provided as supplementary material in. Briefly, data was preprocessed using in-house tools and following a standard pipeline (slice timing, realignment). Extensive noise correction including field map and movement correction was performed, and data was filtered in the 0.009 to 0.08 Hz band. The sample counted with 30-item Mystical Experience Questionnaire (MEQ30) scores developed for psilocybin experiments where individuals evaluated different aspects of the psychedelic experience after each drug session. For more details about the dataset we refer to the source publication. Written informed consent was obtained by the investigators from all participants in accordance with the Declaration of Helsinki. The PPFM study was approved by the Washington University School of Medicine (WUSOM) Internal Review Board. All ethical regulations relevant to human research participants were followed. The detection of travelling waves was done on the time delay profiles around global signal peaks. First, global signal valleys were detected and used to define intervals around global signal peaks. Within these intervals, the temporal difference between the peak in the time course of each voxel and the peak in the global signal was obtained, creating a temporal delay profile. Then, the principal gradient was obtained by applying singular value decomposition on the delay profiles of all intervals. Data from the baseline sessions were used to build the principal gradient as to ensure comparability with previous studies. The principal gradient (Figure.a) was then used to order all cortical voxels, and then the voxels were binned into 70 bins that consecutively spanned the spatial gradient. Intervals with global signal peaks larger than a bootstrap-derived significance threshold (> 0.2) were included in the analyses. This threshold was used to avoid negative values and small peaks. Second, the temporal courses of each of the 70 bins ordered according to the principal gradient were obtained for each interval around global signal peaks to detect the travelling waves (Figure.b shows an example of one interval). The coefficient of regression between the time of the peak of each bin's signal and bin position is an indicator of propagation along the cortical gradient. To detect significant propagations, a threshold was applied based on the distribution of coefficients obtained after ordering the voxels in relation to two control directions, ventral to dorsal and anterior to posterior (Figure.d). The coefficients along the principal gradient were positive for bottom-up waves and negative for top-down waves. Figure.c shows the average travelling wave per condition. The coefficients were used to estimate the speed as in previous work: Speed = |c|*geodesic distance (mm) / n bins / TR (s) The speed measure allowed us to examine the effect of psychedelics on global brain activity dynamics in terms of activity propagation.
CORTICAL GRADIENTS
Cortical gradients for each individual were obtained following previously reported methods. Briefly, correlation matrices were built from the average BOLD signal of the whole scan data parcellated after the Schaefer atlas, which is a parcellation of the brain into 200 parcels. The Ztransformed matrices were used for the calculation of the principal gradient. For this, the 200 x 200 matrices were entered in a diffusion embedding algorithm (2 dimensions, nearest neighbour, Procrustes alignment) as implemented in the BrainSpace toolbox. Alignment allowed to match the components of all subjects so that the first component corresponded to the principal gradient ( Total FC (FCTOT) was defined as the average of all connectivity values in the upper triangle of the correlation matrices. 5HT2a receptor expression and wave energy 5HT2a receptor distribution in the human brain corresponds to the organization of the principal gradient, with higher expression in transmodal areas. To investigate the possibility that the distribution of serotoninergic receptors in the cortex mediates the effect of psilocybin on the propagation of global brain activity, we characterised the propagation over the principal gradient in relation to the cortical distribution of 5HT2a receptors. First, to characterize the propagation we assessed the energy along the travelling wave, that is, the strength with which activity is carried over the wave. For this, we obtained the principal gradient based on the Schaefer parcellation (200 parcels) and multiplied the amplitude and derivative of the wave along the propagation axis (Figure.a). In this way, we obtained a dynamic estimation of the propagation along the wave. Second, the parcellated map of 5HT2a receptor expression was obtained from Hansen et al.. Briefly, the authors obtained the cortical expression maps of multiple membrane receptors and transporters associated with several neuromodulatory pathways, including three PET maps of 5HT2a receptors. Following Hansen et al., we averaged these maps into an average 5HT2a receptor distribution map. To assess the spatial transition from low to high expression of 5HT2a receptors, the 200 parcels were ordered according to the principal gradient and grouped in bins of 50 parcels each. We then obtained the average values of receptor expression over these 50-parcels bins. These quartiles corresponded thus to different segments of the wave.
STATISTICS AND REPRODUCIBILITY
To assess treatment (baseline, methylphenidate and psilocybin) effects on travelling waves speed and bottom-up to top-down ratio (Figure.f and g), we used linear models with treatment and task condition as the within-subject effects and individuals as a random effect. The models were implemented in MATLAB using the fitlme function. Total number of travelling waves across conditions were compared using ANOVA. To relate propagation of brain activity to the FC metrics (Figured and g), we ran linear models with FCTOT or gradient score difference as the dependent variable and speed, ratio or number of travelling waves as a predictor. Individuals were included as random effects and treatment as a main effect. Differences between treatments in gradient score difference (Figure) and FC distance (Figure
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Mäki-Marttunen, V. (2026). Psilocybin shapes the slow, global propagation of brain activity over the cortical layout of 5HT2a receptors. Communications Biology. https://doi.org/10.1038/s42003-026-09912-4
References (20)
Papers cited by this study that are also in Blossom
Avram, M., Rogg, H., Korda, A. et al. · Frontiers in Psychiatry (2021)
McCulloch, D. E-W., Larsen, K., Johansen, A. et al. · MedRvix (2025)
Wall, M. B., Harding, R., Zafar, R. et al. · Molecular Psychiatry (2023)
Tagliazucchi, E. · Frontiers in Pharmacology (2022)
McCulloch, D. E-W., Knudsen, G. M., Barrett, F. S. et al. · Neuroscience and Biobehavioral Reviews (2022)
Girn, M., Roseman, L., Bernhardt, B. et al. · NeuroImage (2022)
Timmermann, C., Roseman, L., Haridas, S. et al. · PNAS (2023)
Luppi, A. I., Carhart-Harris, R. L., Roseman, L. et al. · NeuroImage (2021)
Singleton, S. P., Luppi, A. I., Carhart-Harris, R. L. et al. · Nature Communications (2022)
Deco, G., Cruzat, J., Cabral, J. et al. · Current Biology (2018)
Show all 20 referencesShow fewer
Preller, K. H., Burt, J. B., Adkinson, B. et al. · eLife (2018)
Piccinini, J. I., Perl, Y. S., Pallavicini, C. et al. · Communications Biology (2025)
Burt, J. B., Preller, K. H., Demirtaş, M. et al. · eLife (2021)
Carhart-Harris, R. L., Friston, K. J. · Pharmacological Reviews (2019)
Herzog, R., Mediano, P. A. M., Rosas, F. E. et al. · Scientific Reports (2023)
Atasoy, S., Leor, R., Kaelen, M. et al. · Scientific Reports (2017)
Atasoy, S., Vohryzek, J., Deco, G. et al. · Progress in Brain Research (2018)
Alamia, A., Timmermann, C., Carhart-Harris, R. L. · eLife (2020)
Moliner, R., Girych, M., Brunello, C. A. et al. · Nature Neuroscience (2023)
Barrett, F. S., Johnson, M. W., Griffiths, R. R. · Journal of Psychopharmacology (2015)