MicrodosingLSDLSD

LSD microdosing attenuates the impact of temporal priors in time perception

Pre-registered re-analysis of Yanakieva et al. (2019) shows that LSD microdoses (5–20 μg) reduce the influence of precision-weighted local temporal priors, thereby attenuating the typical under-reproduction bias in time perception. Controlling for those precision-weighted local priors eliminated the LSD effect, indicating the drug acts by downweighting local priors.

Authors

  • Family, N.
  • Luke, D. P.
  • Murray-Lawson, C.

Published

Biorxiv
individual Study

Abstract

Abstract Recent theoretical work embedded within the predictive processing framework has proposed that the neurocognitive and therapeutic effects of psychedelics are driven by the modulation of priors (Carhart-Harris & Friston, 2019). We conducted pre-registered re-analyses of previous research (Yanakieva et al., 2019) to examine whether microdoses of lysergic acid diethylamide (LSD) alleviate the temporal reproduction bias introduced by priors, as predicted by this theoretical framework. In a between-groups design, participants were randomly assigned to one of four groups receiving LSD (5, 10, or 20 μg) or placebo (0 μg) and completed a visual temporal reproduction task spanning subsecond to suprasecond intervals (0.8 to 4 sec). Using mixed-effects modelling, we evaluated the impact of the treatment group, and of the overall history of stimulus intervals ( global priors) and the local stimulus history ( local priors), weighted by their respective precision weights (inverse of variance), on temporal reproduction. Our principal finding was that the precision-weighted local priors and their precision weights reduced the under-reproduction bias observed under LSD in the original research. Furthermore, controlling for the precision- weighted local prior eliminated the reduced temporal reproduction bias under LSD, indicating that LSD microdosing mitigated the temporal under-reproduction by reducing the relative weighting of priors. These results suggest that LSD microdosing alters human time perception by decreasing the influence of local temporal priors.

Unlocked with Blossom Pro

Research Summary of 'LSD microdosing attenuates the impact of temporal priors in time perception'

Introduction

Over recent years, predictive processing accounts have been invoked to explain how psychedelics alter perception and cognition. One prominent formulation, the REBUS (Relaxed Beliefs Under Psychedelics) model, proposes that psychedelics relax the precision or weight of priors—expectations formed from past sensory experience—thereby increasing the relative influence of incoming sensory evidence and reducing perceptual biases. Time perception is amenable to Bayesian formulations in which global and local temporal priors bias interval estimates toward recent or average durations, producing systematic under- or over-reproduction of stimulus intervals. Sadibolova and colleagues set out to test whether microdoses of LSD reduce the temporal reproduction bias via a diminished influence of temporal priors, as predicted by REBUS. The paper reports pre-registered re-analyses of an earlier trial in which participants received LSD microdoses or placebo and performed a visual temporal reproduction task spanning subsecond to suprasecond intervals. The principal aim was to examine the roles of global and local priors, both unweighted and weighted by their precision (inverse variance), in accounting for the previously observed LSD-related reduction in under-reproduction of long intervals.

Methods

The analyses re-use data from a randomised, double-blind, placebo-controlled inpatient study. The participant sample comprised 48 English-speaking adults aged 55–75 (mean age = 62.92); 21 were female (44%) and 27 male (56%). Participants were randomly allocated to one of four groups (n=12 per group) receiving placebo (0 μg) or LSD microdoses (5, 10, or 20 μg). Two multivariate outliers (one from the 5 μg group and one from the 20 μg group) were removed, yielding a final sample of 46. Dosing and testing occurred as part of a larger safety/efficacy protocol. The LSD solution was prepared in distilled water under cGMP standards (manufacturer: Onyx Scientific Ltd). Participants completed the temporal reproduction task once post-dose on the fourth day of dosing. Each trial began with a 750 ms cue (“memorize”), followed by a jittered blank (425–650 ms) and then a target stimulus (a blue circle) of varying duration (the extracted text indicates stimulus intervals spanned subsecond to suprasecond durations, with earlier material specifying 0.8 to 4 s). After a 500 ms blank the response cue (“reproduce”) prompted participants to hold the space bar to reproduce the interval; a co-appearing blue circle remained until release. Participants completed one practice block and four experimental blocks of 27 trials each, for 108 experimental trials in total. Preprocessing removed bivariate outlier responses per participant using the median absolute deviation method (mean removed responses = 8.37%, SD = 2.95%, range 1.85–14.81%). Data were analysed with mixed-effects models (lme4 in R) reflecting the hierarchical design: participants (46 levels) nested within dose and cohorts (4 levels). The authors used a dichotomous drug variable (placebo versus LSD) in models alongside continuous predictors for stimulus interval and priors. Priors were operationalised as: a global prior (arithmetic mean of all preceding intervals from trial 3 onward) and three local priors (n-1, n-2, n-3 means). Continuous variables were mean-centred and categorical variables dummy-coded. Models were fitted with restricted maximum likelihood using the nlopt_ln_neldermead optimiser and tighter tolerances. Model selection used changes in log-likelihood, AIC and BIC; Kenward–Roger approximations provided p-values for fixed effects. Bootstrapped 95% confidence intervals were computed via bootMer with 100 iterations. The final random-effects structure included correlated by-subject within-dose within-cohort intercepts and slopes for stimulus intervals. Because the pre-registered analysis treated priors as stimulus history without precision, the authors additionally computed unregistered precision-weighted priors. Precision weights were defined as the inverse of variance normalised by the sum of inverse variances of prior and likelihood. Prior variance was estimated from variance of preceding trials (global) or preceding 2–3 trials (n-2, n-3); likelihood variance for each trial was estimated after regressing out prior influence (for global priors this involved regressing preceding responses on stimulus intervals and using residual variance adjusted by the squared slope). The n-1 prior was excluded from precision-weighted analyses because its trial-by-trial precision could not be reliably computed from the extracted text.

Results

Replication of the original effect: Mixed-effects analyses replicated the earlier finding that LSD reduced the under-reproduction bias for supra-second intervals. A model including stimulus interval as a fixed effect showed a positive relationship between stimulus duration and reproduced duration (β = .17, 95% CI [.07, .27], SE = .06, t = 3.04, p = .004), corresponding to an approximate .64 s increase in reproduced intervals per 1 s increase in stimulus duration across conditions. Relative to placebo, reproduced intervals under LSD were, on average, longer by .24 s and increased by an additional .17 s per 1 s increment, indicating a shift toward more veridical timing under LSD. Global priors (unweighted): Including the unweighted global prior in models produced mixed indicators of model fit: AIC and Kenward–Roger tests suggested improvement while BIC worsened by >10 points, making evidence inconclusive. A three-way interaction testing whether the global prior differentially affected long-interval reproduction across drug groups was non-significant (β = .01, 95% CI [-.46, .39], SE = .21, t = .03, p = .98). The extracted text reports that, paradoxically, reproduced intervals under LSD showed a steeper alignment with the global prior than placebo (i.e. apparently greater reliance on the unweighted global prior), although this pattern did not provide clear statistical support for LSD moderating unweighted global priors. Similar patterns were reported for unweighted n-2 and n-3 priors. Precision-weighted priors: When priors were weighted by their precision, a different picture emerged. Higher precision of local priors (n-2, n-3) was associated with stronger local-history biases—reproduced intervals decreased with increasing local prior precision weights. Crucially, once precision-weighted local priors (n-2) were accounted for, the previously observed LSD-mediated reduction in under-reproduction was no longer statistically significant: the drug effect estimate after controlling for the precision-weighted n-2 prior was β = -0.01 (95% CI [-.05, .03]) and across-condition differences for individual long intervals were not statistically significant after Holm–Bonferroni correction (ps > .05). The authors report that the reduction in reproduced intervals driven by increasing precision weights occurred more slowly in the LSD group than in placebo, and that controlling for precision-weighted local priors eliminated the between-group differences in reproduction of long intervals. From these analyses the investigators infer that reduced precision-weighting of local temporal priors underlies the altered time perception observed with LSD microdoses.

Discussion

Sadibolova and colleagues interpret their re-analysis as broadly consistent with predictive-processing formulations such as REBUS: LSD microdosing appears to lessen the influence of local temporal priors on reproduced intervals, thereby reducing the under-reproduction bias for longer stimulus durations. The authors note that their finding is specific to precision-weighted local priors—unweighted global priors showed an inconclusive or even counterintuitive pattern—so incorporating prior precision is critical for assessing how psychedelic drugs modulate the balance between top-down expectations and bottom-up sensory evidence. The paper situates these behavioural findings within neurocognitive and neurochemical hypotheses. REBUS posits that psychedelics increase excitability of deep-layer pyramidal neurons expressing 5-HT receptors, disrupting synchrony and lowering prior precision so that ascending prediction errors have greater impact. The authors acknowledge that LSD also engages dopaminergic and glutamatergic systems; changes in striatal dopamine might alternatively explain reduced precision-weighting of temporal priors, and complex interactions between serotonin and dopamine could underlie timing effects. An additional account—the cortico‑striatal‑thalamocortical (CSTC) model—was discussed: LSD may reduce thalamic gating and increase bottom-up information flow, functionally equivalent to raising likelihood precision relative to priors. The claustrum was highlighted as another candidate region for future investigation given its dense 5-HT receptor expression and putative role in temporal integration. Concerning microdosing, the authors argue that small LSD doses typically produce minimal phenomenology, making expectancy effects an unlikely explanation for the observed reduction in under-reproduction. They recommend future studies that explicitly manipulate temporal priors across a range of doses and probe neurochemical and neural mechanisms (including thalamic and claustral contributions) to discriminate between serotonergic, dopaminergic, and network-level interpretations. The investigators also acknowledge that the neurocognitive and neurochemical instantiation of these timing effects remains underspecified and call for targeted mechanistic work. No separate conclusion section is present in the extracted text.

View full paper sections

RESULTS

We first removed bivariate outlier responses across stimulus intervals for each participant (M=8.37%, SD=2.95%, range: 1.85-14.81%) identified with the median absolute deviation (MAD) method implemented in the robust correlation toolboxin MATLAB (MathWorks, Natick, USA). Data were analyzed with mixed effects modelling using the lme4 packagein R (R Core Team, 2021). Our experimental design is characterized by a hierarchical structure (Figurein supplemental materials) with participants (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint this version posted April 16, 2023. ;doi: bioRxiv preprint (categorical; 46 levels) nested in the dose (continuous) and the dose nested in cohorts (categorical; 4 levels). As per, we created another dichotomous variable drug comprised of placebo and LSD levels which was included in our models instead of the dose. The models included additional continuous variables stimulus interval and prior. We further distinguished between different types of priors. The global prior was calculated at each trial (starting from trial 3) as the arithmetic mean of all preceding intervals. There were three local priors: the last preceding stimulus interval (n-1 prior), and the arithmetic means of the last preceding two intervals (n-2 prior) and three intervals (n-3 prior). The continuous variables (reproduced intervals, stimulus intervals, and priors) were mean-centered and the categorical variables (drug and cohort) were dummy coded. Mixed-effects models were fitted using restricted maximum likelihood (REML) and the nonlinear "nlopt_ln_neldermead" optimizerwith tighter tolerance values (1 e-12 ). Model fit improvement was determined by a change in the log-likelihood (increases with goodness of fit), and log-likelihood derived Bayesian Information Criterion (BIC;and Akaike Information criterion (AIC; Akaike, 1974) (both decrease with superior goodness of fit). We refrained from using the ꭕ 2 -distributed log-likelihood ratio test for model comparison as it's been reported to produce anti-conservative p-values. Instead, we applied Kenward and Roger's approximation of degrees of freedom for F-test pvalues and we computed the p-values for fixed effects parameters with Kenward and Roger's method, as implemented in the "pbkrtest" and "afex" R packages. Furthermore, we employed the type III sums of squares method, which is suitable for unbalanced designs, due to sample size differences between the drug (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint this version posted April 16, 2023. ;doi: bioRxiv preprint and placebo groups. To generate reliable estimates of uncertainty, we used the "bootMer" function to compute the bootstrapped 95% confidence intervals with 100 iterations. To further investigate the interaction effects, we conducted additional post hoc tests such as t-tests. In order to determine the random-effects structure for the mixed-effects model, we began by generating null ('empty') modelscomprising distinct random-effects structures, as outlined in Section S2 of the Supplementary Materials, which also includes the model diagnostics. The final random-effects structure of the model with the lowest BIC and AIC included correlated by-subject within-dose within-cohort intercepts and slopes for stimulus intervals. It was applied in all subsequent mixed-effects model analyses with fixed-effects parameters (stimulus intervals, drug, priors, and interactions thereof). Different priors were evaluated in separate models.

CONCLUSION

In this re-analysis of existing data, we examined whether LSD alters time perception by modulating the impact of temporal priors on temporal reproduction. We predicted that the REBUS model's theorized reduced impact of priors under psychedelicswould remedy the temporal reproduction bias (i.e. the tendency for reproduced intervals to shift toward priors and away from objective interval durations). We found that the impact of global priors (unweighted by their precision) on temporal reproduction was more pronounced under LSD, contrary to the REBUS model predictions. However, the difference in reproduced intervals across drug groups was not fully eliminated when the influence of the global priors was controlled for, suggesting that they only partly explained group variation in Yanakieva et al.'s data. Moreover, the impact of the global priors on temporal reproduction was similar in both drug groups once they were weighted by their precision. By comparison, local prior precision and precision-(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. weighted priors were associated with tempered under-reproduction of longer stimulus durations in the LSD group. Reproduced intervals decreased with increasing local prior precision weights, indicating a greater local history bias for higher prior precision, and the reduction in reproduced intervals driven by precision weights occurred at a slower pace in the LSD group compared to the placebo group. Further analyses showed that these effects accounted for the original observation, given that the reproduced long intervals did not significantly differ across drug groups once the impact of the precision-weighted local prior was controlled for. These results suggest that altered temporal reproduction under LSD) may be explained by local temporal priors in line with the proposal that psychedelics reduce the impact of priors. The REBUS modelsupports these findings by suggesting that psychedelics decrease the confidence of priors and reduce their constraining effect on the processing of incoming information (prediction errors). According to this model, the relaxation of priors is most evident at high levels of the processing hierarchy, such as those associated with the default-mode network, which are linked to self-hood, identity, and ego. However, the model also proposes that a wide range of functional levels will be impacted, including priors at intermediate levels of the processing hierarchy, albeit potentially with less conspicuous psychological effects. Accordingly, our findings suggest that temporal reproduction under LSD is less influenced by temporal priors and therefore exhibits less bias under LSD. Our observations broadly align with previous research on the LSD-mediated reduced influence of priors on perception. For instance, LSD was found to reduce the brain's (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint this version posted April 16, 2023. ;doi: bioRxiv preprint ability to detect and respond to unexpected or deviant auditory stimuli, as indicated by the diminished amplitude of the mismatch negativity component in response to auditory stimuli. This was attributed to LSD reducing the precision of the brain's internal models of expected input. Additionally, the reduced Kanizsa illusion, which relies on top-down predictions from higher visual areas, provides further evidence of the impact of psychedelics on priors. Altogether, these findings provide valuable insights into the effects of psychedelics on sensory processing and prior predictions in shaping perception. It has been repeatedly demonstrated that LSD and germane psychedelics induce pronounced alterations in perception of time, yet the neurocognitive and neurochemical mechanisms underlying these effects have not been fully understood. Recent predictive processing theories, such as the REBUS model, offer a new perspective, proposing that psychedelics exert their influence on cognition by increasing the excitability of deep-layer pyramidal neurons that express 5-HT receptors. According to the model, the overly excitable neurons fail to synchronize, thereby reducing the influence of top-down priors and increasing the likelihood of the system being updated by unsuppressed ascending prediction errors. In this way, the REBUS model suggests that psychedelics afford a greater latitude for belief updating throughout the processing hierarchyalthough the evidence for this neurocognitive mechanism and its neurochemical instantiation in temporal perception is currently underspecified. Future research will benefit from investigating the neural mechanisms underpinning Notably, the effects of LSD have been linked not only to its psychedelic properties via the activation of serotonin 5-HT receptors, but also to its psychostimulant properties via dopamine D1 and D2 receptors and dissociative properties via NMDA glutamate transmission. The dopamine system, in particular, has been widely implicated in altered temporal perception (for reviews, see. Interestingly, whereas the serotonin 5-HT agonism has been discussed in the context of psychedelic relaxation (down-weighting) of priors for its therapeutic effects in psychopharmacological models of psychotic hallucinations, there is evidence for elevated striatal dopamine being associated with an over-reliance on priors. Furthermore, the LSD has been shown to decrease dopamine firing activity through 5-HT, D2 and TAAR1 receptors. Accordingly, an alternative interpretation of the present results is that an LSD-mediated reduction in striatal dopamine levels yielded the observed attenuation of precision-weighting of local temporal priors underlying the observed altered timing performance. Further work is required to discriminate between these competing neurochemical interpretations. Additionally, the relationship between dopamine and serotonin systems in the effects of LSD on temporal perception warrants further investigation, as both systems may have opposing effects on temporal priors. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. Alternatively, our findings could be interpreted as resulting from increased information flow due to reduced thalamic gating under the cortico-striatal thalamocortical (CSTC) model. This model proposes that LSD, acting as a serotonergic agonist, diminishes the striatal influence on the thalamus, thus opening the thalamic filter. This interpretation is consistent with predictive processing accounts, which frame thalamic gating and increased "bottom-up" information flow to cortical areas in terms of the heightened precision of ascending prediction errors (likelihood). This process reflects the gain on incoming information at the expense of priors, which in the case of temporal priors and their associated biases, leads to a reduction in reproduction biases under LSD, as observed in this study. Recent accounts of the CSTC model have further expanded its scope by including the claustrum, which is densely populated by 5-HT receptors and has been implicated in the temporal integration of cortical and thalamic oscillations for interval timing and working memory. Thus, future research would additionally benefit from investigating the roles of the thalamus and claustrum in mediating LSD's effects on temporal priors in temporal perception. Moving from the discussion of neurocognitive and neurochemical bases of the observed effects, it is worth exploring the significance of LSD micro-dosing. A typical full dose of LSD ranges from 75-150 µg and produces a diverse array of phenomenological effects such as hallucinations, ego dissolution and altered perception of space and time. By comparison, the phenomenological effects of LSD micro-dosing are minimal. Therefore, unlike explicit psychoactive effects of LSD (e.g., mystical experiences) and putative therapeutic effects (e.g., antidepressant effects), which are plausibly (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint this version posted April 16, 2023. ;doi: bioRxiv preprint 22 shaped in part by participants' expectancies, it is unlikely that participants expect to exhibit reduced temporal under-reproduction under LSD. This strongly suggests that the observed results are not attributable to explicit expectations, as has been suggested for other effects of microdose psychedelics. Future research could expand upon the present work by more stringently manipulating temporal priors under different LSD doses and investigating the role of specific neurochemical systems. To summarize, our study has shed light on the intricate ways in which LSD impacts temporal reproduction by modulating local and global temporal priors. Specifically, we have demonstrated that even small doses of LSD can interact with local temporal priors, resulting in alterations in temporal reproduction. Our findings are underpinned by existing theoretical models based on the predictive coding framework, which offer a potential explanation for the observed effects. The results of this study pave the way for future research to further explore these underlying mechanisms. Overall, our findings align with the REBUS model of the effects of psychedelics on cognition, suggesting that low doses of psychedelics have the potential to alleviate temporal biases imposed by temporal priors. These exciting results represent an important step in advancing our understanding of the effects of psychedelics on temporal perception. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.

Study Details

  • Study Type
    individual
  • Population
    humans
  • Characteristics
    randomizedre analysisdouble blindplacebo controlled
  • Journal
  • Compounds
  • Topic

Your Library