Neuroimaging & Brain MeasuresHealthy VolunteersPersonality & Trait FactorsLSD

LSD-induced entropic brain activity predicts subsequent personality change

In a placebo‐controlled resting‑state fMRI study, intravenous LSD robustly increased sample entropy across sensory and higher‑order brain networks. These LSD‑induced entropy increases—most predictive during music listening and when ego‑dissolution was reported—forecasted enduring increases in the personality trait openness at a two‑week follow‑up.

Authors

  • Robin Carhart-Harris
  • David Nutt
  • Amanda Feilding

Published

Human Brain Mapping
individual Study

Abstract

Personality is known to be relatively stable throughout adulthood. Nevertheless, it has been shown that major life events with high personal significance, including experiences engendered by psychedelic drugs, can have an enduring impact on some core facets of personality. In the present, balanced‐order, placebo‐controlled study, we investigated biological predictors of post‐lysergic acid diethylamide (LSD) changes in personality. Nineteen healthy adults underwent resting state functional MRI scans under LSD (75µg, I.V.) and placebo (saline I.V.). The Revised NEO Personality Inventory (NEO‐PI‐R) was completed at screening and 2 weeks after LSD/placebo. Scanning sessions consisted of three 7.5‐min eyes‐closed resting‐state scans, one of which involved music listening. A standardized preprocessing pipeline was used to extract measures of sample entropy, which characterizes the predictability of an fMRI time‐series. Mixed‐effects models were used to evaluate drug‐induced shifts in brain entropy and their relationship with the observed increases in the personality trait openness at the 2‐week follow‐up. Overall, LSD had a pronounced global effect on brain entropy, increasing it in both sensory and hierarchically higher networks across multiple time scales. These shifts predicted enduring increases in trait openness. Moreover, the predictive power of the entropy increases was greatest for the music‐listening scans and when “ego‐dissolution” was reported during the acute experience. These results shed new light on how LSD‐induced shifts in brain dynamics and concomitant subjective experience can be predictive of lasting changes in personality. Hum Brain Mapp 37:3203–3213, 2016. © 2016 Wiley Periodicals, Inc.

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Research Summary of 'LSD-induced entropic brain activity predicts subsequent personality change'

Editorial

βBlossom's Take

This is a useful link between acute brain dynamics and a later trait change, which is still rare in psychedelic neuroscience. The entropy findings give the entropic brain hypothesis a measurable human correlate, but the more distinctive contribution is showing that the acute LSD state can be related to changes in openness at follow-up, not only to immediate experience.

Introduction

Lebedev and colleagues situate their work within renewed scientific interest in classic psychedelics after decades of prohibition, noting preliminary therapeutic signals from small-scale studies. Earlier research has shown that single high-dose psychedelic sessions can produce persistent increases in the personality domain openness, especially when accompanied by so-called mystical or peak experiences that involve ego-dissolution and a sense of unity. Neuroimaging and electrophysiological studies have suggested that psychedelics disrupt typical brain organisation, producing desegregation of network activity and a shift toward more random, higher-entropy dynamics; the "entropic brain" hypothesis frames altered states along a continuum from highly organised (secondary) consciousness to more disordered (primary) consciousness, the latter being associated with experiences such as ego-dissolution. This study tested whether acute LSD-induced increases in brain entropy predict subsequent lasting changes in personality. Specifically, the investigators hypothesised that LSD would raise sample entropy of fMRI time-series, that entropy increases in higher-order networks (for example, frontoparietal, salience, default-mode) would positively predict increases in trait openness measured 2 weeks later, and that these relationships would be enhanced by in-scan music listening and by reported ego-dissolution during the acute drug state. The Introduction also summarises screening and safety steps and notes that most participants had prior psychedelic experience but had abstained for at least two weeks before the first study day.

Methods

This was a balanced-order, placebo-controlled within-subjects neuroimaging study in which 19 healthy adults underwent two intravenous infusions—LSD (reported in the extraction as 75 mg, I.V.) and saline placebo—separated by at least two weeks. For each session three 7.5-minute eyes-closed resting-state BOLD fMRI scans were acquired in the following order: rest 1 (no music), rest 2 (music), and rest 3 (no music). Two ambient tracks were used for the music condition, presented through headphones and selected to be balanced for emotional potency. The infusion was administered over two minutes and occurred 115 minutes before the resting-state scans began. One subject stopped the MRI scanning prematurely due to anxiety; their behavioural/personality data were retained in the analyses. Eligibility screening included standard physical and psychiatric examinations, electrophysiology, urine/blood drug screens and pregnancy tests. The extracted text does not clearly report the exact lower age limit (it states "age 211 years" which appears garbled). Reported inclusion criteria otherwise comprised no personal or immediate family history of major psychiatric disorder, no cardiovascular disease, and no history of a significant adverse response to psychedelics. All participants had used classic psychedelics at least once previously but not within two weeks of their first study day. Image preprocessing used SPM12 via the DPARSFA pipeline in MATLAB. Preprocessing steps included slice-timing correction, realignment, registration to MNI space with a population template, regression of white matter and CSF signals, motion correction, detrending and band-pass filtering (0.01–0.1 Hz). Voxel-wise sample entropy (SamEn) was calculated using the "complexity" toolbox; SamEn measures the unpredictability of a time-series (higher sample entropy indicates lower predictability). Entropy maps were parcellated using Yeo's 17-network functional atlas and a multi-scale SamEn approach was applied across time scales 1–5 (equivalent to averaging non-overlapping windows of increasing length and then computing SamEn). Voxel maps were smoothed (6 mm FWHM) for voxelwise analyses. Behavioural measures included the NEO-PI-R (240 items) administered at baseline and two weeks after the LSD/placebo sessions to assess personality change, and an in-scanner visual analogue scale for ego-dissolution completed after each scan. Statistical analyses were implemented in R (version 3.2.2) with mixed-effects models ("nlme" package) treating subject as a random effect. Voxel-wise contrasts were followed up in SPM12 and family-wise error correction for clusters was estimated via Monte Carlo simulation (AlphaSim, 5,000 iterations; cluster-forming threshold P < 0.005). Models included covariates for motion and state-by-drug interactions (linear and quadratic terms) and a nuisance factor indicating whether subjects experienced headphone sound problems during the music scan. Primary contrasts of drug effects on brain dynamics used an FWE threshold of P FWE < 0.05; behavioural analyses used P uncorrected < 0.05. Additional analyses tested whether entropy changes under LSD predicted changes in openness (DEntropy → DPersonality), and whether these relationships interacted with scan state (music) and with ego-dissolution ratings, yielding interaction terms up to the four-way DEntropy × DPersonality × State × Ego-dissolution. Secondary checks included effects of drug order and prior psychedelic exposure (summarised via principal component scores for lifetime uses and days since last use).

Results

Direct comparisons of LSD versus placebo revealed widespread increases in sample entropy. A global cortical effect was reported (T = 4.34, P < 0.001), with significant changes in 11 of the 17 functional networks including primary and secondary sensory and associative systems as well as higher-order divisions. Voxel-wise analyses produced FWE-corrected clusters of increased entropy in frontoparietal, medial occipital, posterior and dorsal cingulate regions. Multi-scale analyses showed that entropy increases under LSD were present primarily at the shorter time scales (scales 1–3) and were not significant at scales 4 and 5. Personality assessment focused on trait openness. Openness increased significantly after the LSD session (T = 1.95[19], P = 0.03; Cohen's d = 0.16), whereas no significant openness changes were observed after placebo. The extracted text notes that a fuller psychological dataset is reported elsewhere and that exploratory analyses of other traits were performed post hoc. Critically, acute LSD-induced increases in brain entropy predicted subsequent increases in openness. Global entropy increases predicted openness change (T = 2.3, P = 0.035), and a significant change-by-state interaction (T = 3.83, P = 0.0005) indicated that the predictive relationship was enhanced when music was played during the scan. At the network level, both main effects of LSD on entropy and change-by-state interactions were predictive of openness increases, with contributions from both sensory and higher cognitive networks. An anomalous subject showing an atypical decrease in openness post-LSD was identified as a suspected outlier; non-parametric Spearman correlations produced consistent results, suggesting robustness of the finding. When in-scanner ego-dissolution ratings were added to the model, a four-way interaction (DEntropy × DOpenness × State × Ego-dissolution) reached significance for two specific networks: the orbitofrontal network (N10; T = 2.07[27], P = 0.048) and the superior frontoparietal network (N13; T = 2.36[27], P = 0.026). This pattern indicates that participants who experienced greater ego-dissolution during the music scan and showed larger entropy increases in those networks also tended to exhibit the greatest increases in openness. The equivalent global four-way interaction did not reach significance (T = 1.71[27], P = 0.099). Post hoc inclusion of drug order (whether LSD was given in the first or second session) and composite measures of prior psychedelic experience did not eliminate the observed relationships between entropy changes and openness. The extraction also notes minor sound problems for four subjects during the music scan and that a nuisance factor for sound problems had little impact on the main results.

Discussion

The researchers interpret their findings as supporting the entropic brain hypothesis: LSD produced pronounced increases in brain entropy across sensory and higher-order networks, predominantly at short time scales, consistent with a shift toward more random or less predictable neural dynamics. These acute changes in brain dynamics were predictive of enduring increases in trait openness measured two weeks later, and the link was strongest for scans during and after music listening and in participants who reported ego-dissolution. Lebedev and colleagues position these results alongside prior behavioural and animal work suggesting that classic psychedelics can enhance associative learning, cognitive flexibility and plasticity, and that peak mystical-type experiences are associated with persisting personality change. They discuss serotonin 2A receptor (5-HT2AR) agonism as a likely mechanistic substrate for the acute psychological effects and speculate that 5-HT2AR-related signalling may facilitate the neurobiological processes that enable major psychological change, pointing to animal findings of 5-HT2AR-mediated plasticity and the high developmental expression of this receptor. The authors highlight possible clinical relevance, suggesting that entropic shifts in cortical activity may underlie psychedelics' capacity to open individuals up to lasting change and that music and experiences of ego-dissolution could be important therapeutic mediators. They also note the concept of a psychedelic "afterglow," a transient post-acute period of increased psychological flexibility during which psychotherapy might be particularly effective. Several limitations acknowledged in the paper temper the conclusions. The music scan was not counter-balanced in order, preventing clear separation of music effects from pharmacodynamic timing; some participants had prior psychedelic experience although the reported openness increases appeared not to be attenuated by past use; and one participant discontinued scanning due to anxiety (their behavioural data were retained). The authors call for further work to delineate whether and how lasting changes in brain function or structure accompany the psychological changes, to explore the role of 5-HT2AR signalling in non-drug-related existential change and trauma, and to investigate how factors such as music and set-and-setting contribute to positive therapeutic outcomes with psychedelics.

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RESULTS

Statistical analyses were carried out using R programming language, version 3.2.2 [R Developmentwith "nlme" package used for mixed-effect modeling. Voxel-wise contrast estimations were accomplished after the ROI-based analyses using SPM12. For the voxel-wise part, a family-wise correction for multiple comparisons was carried out with a cluster-wise method of Monte Carlo as implemented in the AlphaSim algorithmwith 5,000 synthesized Gaussian noise simulations (initial cluster-forming threshold of P < 0.005). A direct comparison of brain dynamics under LSD and placebo was then performed using mixed-effects modeling (random effect: subjects). Additional covariates included motion and state-by-drug interaction (both linear and quadratic terms). There were minor sound problems for four subjects, specifically a disconnection of a headphone contact on one side during music scan. Therefore, an additional two-level nuisance factor was introduced to the models, specifying whether a subject experienced any sound problems during the session. Post hoc evaluation revealed that this nuisance factor only slightly improved the model fit but generally had little impact on the results. A second block of analyses addressed LSD-induced entropy increases relative to placebo as predictors of personality trait openness evaluated 2 weeks after the LSD session relative to screening scores. This was done using mixed-effects modeling of these relationships (DEntropy 2 DPersonality) and a state-by-change interaction with music listening (DEntropy 2 DPersonality 3 State). In the next set of analyses, we introduced the in-scanner measures of ego-dissolution as an additional variable and estimated a full four-way interaction effect: DEntropy 2 DPersonality 3 State 3 Ego-dissolution. This enabled us to address the questions of whether increases in openness were larger in those who reported greater ego-dissolution and also showed more prominent increases in entropy, and whether such effects interacted with music-listening. An additional set of analyses, evaluated stability of the results after taking into account effects of drug administration order and the impact of previous psychedelic experience on the main contrasts. For the latter part, we calculated two composite scores, defined as the first principal components extracted from total number of experiences with different psychedelics (LSD, Psilocybin, DMT, Salvia Divinorum, Ketamine, and MDMA) and days passed since last intake of these drugs. Prior to the analyses, normality of distributions was confirmed for all continuous measures (except for the voxelwise entropy measures) using Shapiro-Wilk tests. For the direct effects of the drug on brain dynamics, we set a family-wise error-corrected (FWE) threshold for significance at P FWE < 0.05, and for all analyses of the behavioral data at P uncorrected < 0.05. Results visualization was carried out using "MRIcroGL" software (McCausland Center for Brain Imaging).

CONCLUSION

In line with the entropic brain hypothesis, exposure to LSD was associated with prominent increases in brain entropy affecting both sensory and higher-order networks. These effects were observed mainly within short time scales, possibly indicating shifts in complexity toward randomness. These changes in brain dynamics were predictive of subsequent increases in trait openness measured 2 weeks later, and this relationship was especially strong for the music and post-music scans. This is one of the first fMRI studies of LSD and the first to identify a biological predictor of subsequent changes in personality. Based on the present study's findings and those that have preceded it, there are reasons to believe that classic psychedelics alter brain dynamics in a way that promotes lasting psychological changes. For example, LSD and other psychedelics have been found to enhance associative learning, cognitive performance, extinction of conditioned fear in rodents, and creativityin humans. Furthermore, psychedelic drugs are currently showing promise in the treatment of drug addiction, depression, and anxiety associated with life-threatening illnesses. Further work is clearly required to help delineate not just whether but also how these drugs can be useful in these disorders. A key question for future studies to address is: are there any lasting changes in brain function and/or anatomy post-treatment with psychedelics that can explain their putative therapeutic effects? Since previous research has demonstrated a link between peak mystical experiences and persisting changes in personality, one might also wish to focus on psychological causation. In other words, the profound, transformative nature of the acute psychological experience may drive subsequent personality change. While this may well be true, it would be naive to assume that such processes do not have biological counterparts. Clearly, investigating the neurobiological underpinnings of the apparent long-term effects of psychedelics on outlook and behavior is an important area for future research. Personality traits reach maturity by adulthood and thereafter remain relatively stable until old age. However, it has been shown that major life events can have a significant impact on personality. Interestingly, in a study administering a single high-dose of psilocybin in a sample of psychedelic-na€ ıve individuals, 67% of the subjects considered their psychedelic session to be either the single most personally meaningful or among the top five most meaningful experiences of their life, comparing it, for example, to the birth of their first child. Such sessions, especially those accompanied by peak mystical experiences, have been shown to promote sustained positive changes in attitudes and behavior, and to have a lasting impact on trait openness. Consistent effects were observed in the present study and here we extend on current knowledge by highlighting increased brain entropy as a potential cause of the sustained psychological changes. It is well known that highly profound psychological experiences, whatever their cause, can lead individuals to question prior assumptions and change their behavior and outlook, sometimes in a fundamental and lasting way. In a similar way, psychedelics may serve as a kind of "existential shock" therapy, confronting individuals with the illusory nature of their self or ego and its attachments. If handled with appropriate care, such experiences may have a unique role to play in psychotherapy, promoting insights and self-actualization, as detailed in certain schools of psychologyand religious/spiritual philosophy [The Rig Veda;. It is incumbent on modern science to study and understand these important matters. Most, if not all of the so-called "classic" psychedelic drugs have agonist properties at the serotonin 2A receptor and it is thought that activation of this particular receptor sub-type is necessary for the occurrence of the abovedescribed profound psychological experiences. This leads one to enquire about the functional and evolutionary significance of the serotonin 2A receptor and the physiological and psychological phenomena that can follow from its stimulation. One possibility is that 5-HT2AR stimulation initiates the kind of processes in the brain that are required for major behavioral and psychological change. One can easily conceive of conditions where such change may be evolutionarily advantageous; for example, in situations of significant stress and/or threat to life. In line with this reasoning, serotonin release is known to be greatly elevated during conditions of arousal and stress. Stress-induced serotonin release and subsequent 5-HT2AR stimulation may explain associations between major life stress and putatively spontaneous changes in behavior and outlook. It would be interesting to probe further the hypothesis that 5-HT2AR signaling plays a role in psychological changes observed in relation to trauma, psychosis and/or putatively non-pathological existential crises. The involvement of 5-HT2AR signaling in major psychological/behavioral change is supported by findings of 5-HT2AR-mediated enhancements in neural plasticity, associative learning, and cognitive performance in animals, as well as previousand the present findings of major personality change in association with psychedelic drugs. It may also be relevant that 5-HT2AR density is highest during critical periods of development, suggesting its possible involvement in the mediation of normal and abnormal developmental processes. Further work is required to elaborate this potentially very important area of enquiry, especially given the current interest in 5-HT2AR antagonism as a purely pharmacotherapeutic strategy for managing certain psychiatric disorders]-which would be at loggerheads with the drug-assisted psychotherapeutic model touted here and elsewherefor psychedelics. Specifically, it would be interesting to further investigate brain structural and functional changes related to the so-called psychedelic afterglow, a period sometimes lasting several weeks after a high-dose psychedelic experiences that is typically associated with improved mood, liberation from emotional burdens and renewed resilience. It has previously been commented that psychotherapy may be especially effective during this period, suggesting the involvement of enhanced psychological and neurobiological plasticity. It is important to acknowledge some limitations of the present study. Our main interpretation of the observed effect of music on brain entropy and subsequent personality change is that it had a relaxing effect on the participants, possibly increasing the likelihood of entropic brain dynamics and associated psychological phenomena. The order of the music scan was not counter-balanced, however, which precludes us from separating its influence from that of pharmacodynamics factors; although, the subjective intensity of LSD's effects was relatively stable across the three rest scans (See Supporting Information Note 9, Figure). Second, some of our participants had substantial previous experience with psychedelic drugs. The increases in openness observed in the present study were of a large magnitude however (i.e., the effects appeared not to be attenuated by past-use), and consistent with those seen previously in a relatively large sample of psychedelic-na€ ıve participants administered psilocybin. Thus, the impact of LSD on personality in the present study was not significantly diminished by previous psychedelic use. In summary, the present study discovered a significant relationship between acute LSD-induced changes in brain activity and subsequent changes in personality. Individuals with more entropic brain activity under LSD showed larger increases in openness in the weeks following their experience. Moreover, this relationship was enhanced when participants listened to music and experienced egodissolution. These findings have implications for the development of psychedelic therapy, emphasizing the importance of music listening and the potential desirability of an "egodissolution" experience. It is also noteworthy that the aforementioned relationships with personality change appeared to be driven by the music and post-music scans, much more so than the pre-music scan. One might infer from this this that music helped to establish the kind of (entropic) brain dynamics that are required for the occurrence of profound and potential transformative psychological experiences. Further work is required to explore and develop our understanding of the different factors (including music) that contribute to a positive therapeutic response to psychedelics and the present study is a start in this direction. Our results also have important implications for the understanding and appreciation of the power of psychedelics to elicit major changes in outlook, well-being and personality, and stimulate additional questions about what other psychological and/or behavioral traits might be sensitive to psychedelic-induced change-for example, ones related to psychopathology. LSD and other psychedelics have notoriously paradoxical psychological effects; they can induce psychosis-like phenomena acutely, and yet appear to have more beneficial than detrimental effects on psychological well-being in the long-term, particularly if the experiences are mediated by therapeutic support. The present results suggest that psychedelics' "entropic" effect on cortical activity may be responsible for these positive psychological effects, opening the mind up to change that can be profound and lasting in nature.

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36 cited
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63 cited
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145 cited
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345 cited
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1128 cited
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83 cited
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210 cited
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539 cited
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184 cited
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133 cited
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805 cited
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230 cited
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228 cited
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284 cited
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359 cited
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