Pharmacological and non-pharmacological predictors of the LSD experience in healthy participants
This pooled analysis of nine double-blind, placebo-controlled, cross-over studies (n=213) investigates predictors of LSD effects in healthy subjects. It finds that LSD dose is the most influential predictor, with pre-drug mental states, personality traits, and previous hallucinogen experiences also significantly affecting the subjective experience.
Authors
- Yasmin Schmid
- Patrick Vizeli
- Felix Müller
Published
Abstract
The pharmacodynamic effects of lysergic acid diethylamide (LSD) are diverse and different in different individuals. Effects of other psychoactive substances have been shown to be critically influenced by non-pharmacological factors such as personality traits and mood states. The aim of this study was to determine pharmacological and psychological predictors of the LSD effects in healthy human subjects. This analysis is based on nine double-blind, placebo-controlled, cross-over studies with a total of 213 healthy subjects receiving between 25-200 µg LSD. The influence of sex, age, dose, body weight, pharmacogenetic, drug experience, personality, setting, and mood before drug intake on the peak autonomic and total subjective responses to LSD was investigated using multiple linear mixed effects models and Least Absolute Shrinkage and Selection Operator regression. Results were adjusted for LSD dose and corrected for multiple testing. LSD dose emerged as the most influential predictor, exhibiting a positive correlation with most response variables. Pre-drug mental states such as “Well-Being”, “Emotional Excitability”, and “Anxiety” were also important predictor for a range of subjective effects but also heart rate and body temperature. The trait “Openness to Experiences” was positively correlated with elevated ratings in “Oceanic Boundlessness” and mystical-type effects. Previous experiences with hallucinogens have been negatively associated with the overall altered state of consciousness and particularly with “Anxious Ego Dissolution”. Acute anxiety negatively correlated with the genetically determined functionality of the Cytochrome 2D6 enzyme. In summary, besides the amount of drug consumed, non-pharmacological factors such as personal traits and current mood also significantly predicted the subjective drug experience. Sex and body weight were not significant factors in influencing the drug experience.
Research Summary of 'Pharmacological and non-pharmacological predictors of the LSD experience in healthy participants'
Introduction
LSD is a classic serotonergic psychedelic that produces dose-dependent shifts in consciousness, including mystical-type experiences, synaesthesia and increased introspection. Earlier research indicates that responses to psychoactive drugs vary substantially between individuals and are influenced by non-pharmacological factors commonly framed as "set" (personality and mental state) and "setting" (environment). While such modulatory determinants have been explored for other psychedelics like psilocybin and for MDMA, modern comprehensive analyses of predictors of the LSD response are lacking. Genetic variation in metabolic enzymes, notably Cytochrome P450 2D6 (CYP2D6), has also been reported to affect LSD exposure and potentially its effects. Vizeli and colleagues set out to identify pharmacological and psychological predictors of acute physiological and subjective responses to LSD in healthy adults. Using pooled individual‑level data from nine double‑blind, mostly placebo‑controlled crossover studies covering oral doses from 25 to 200 µg, the study aimed to quantify the relative importance of dose, demographics, genetics, prior drug experience, personality, setting and pre‑drug mood for a broad set of outcome measures. The authors emphasise that this dataset is, to their knowledge, the largest uniformly collected compilation of predictor and outcome variables for psychedelic effects and the first to systematically account for actual administered LSD dose when evaluating multiple predictors.
Methods
The investigators performed a pooled analysis of raw data from nine double‑blind crossover studies conducted at the University Hospital Basel between 2014 and 2023. Eight of the nine studies included placebo conditions; the pooled sample comprised 213 healthy participants (108 female) aged 25–64 years, contributing 297 LSD‑only sessions and 189 placebo sessions. All studies obtained written informed consent and were registered at ClinicalTrials.gov. Details on exclusion criteria and study‑specific procedures are reported in the supplemental material referenced by the authors. Oral LSD base was administered as single doses of 25, 50, 100 or 200 µg, either in gelatine capsules or as an ethanol drinking solution. Analytically confirmed doses ranged from 26 to 197 µg for all but the first two studies; for those first two studies actual doses were estimated from blood‑plasma AUC. Predictor variables included sex, age, body weight, administered dose (also treated as a covariate), CYP2D6 activity score (genetically determined), number of previous hallucinogen experiences, whether an MRI was performed during the session, scores on the Adjective Mood Rating Scale (AMRS) measuring pre‑drug mood states, and the NEO Five‑Factor Inventory (NEO‑FFI) for personality. The extracted text indicates further methodological details and variable distributions are provided in supplementary figures and tables. Outcome measures comprised subjective and physiological responses. Subjective instruments were Visual Analogue Scales (VAS), the five‑dimensional Altered States of Consciousness (5D‑ASC), and the 30‑item Mystical Experience Questionnaire (MEQ30). Physiological outcomes were mean arterial pressure (MAP), heart rate, body temperature and the pharmacokinetic area under the LSD plasma concentration curve (AUC). For subjective measures the area under the effect‑time curve (AUEC, 0–11.5 h) quantified overall acute effect; physiological measures used peak change (Emax) from placebo. All response variables were analysed as difference scores between LSD and the corresponding placebo session. Statistical analyses used R. To account for repeated measures within participants (some subjects had multiple doses), linear mixed effects models with random intercepts by subject were fitted for each predictor–outcome pair, with z‑transformation of predictors and responses so coefficients are fully standardised. Because dose is a major determinant of response, actual dose was included as a fixed covariate in all models except when dose itself was the predictor. Multiple testing correction used the Benjamini–Hochberg procedure. The semi‑partial R2 (sr2) quantified variance explained by each fixed effect. As a complementary approach, Least Absolute Shrinkage and Selection Operator (LASSO) regression (R package "penalized") identified optimal predictor subsets and ranked relative importance; a sensitivity analysis restricted to one dose per study (closest to 100 µg) was also performed. The extracted text notes that some variables had missing data and were imputed, with imputation details in the supplement.
Results
Across the analysed outcomes, administered LSD dose was the single most influential predictor for most subjective and physiological effects after standardisation and correction for multiple testing. Dose showed the largest absolute standardised regression coefficient in 21 of 29 response variables and was selected as a predictor for all response variables in the LASSO models. The one notable exception was body temperature, for which dose did not emerge as the primary predictor. Genetic CYP2D6 activity score predicted LSD plasma concentration in addition to dose, and lower CYP2D6 activity (indicating reduced metabolic function) was associated with higher 5D‑ASC total scores and particularly greater "Anxious Ego Dissolution" (a 5D‑ASC cluster including anxiety and impaired control/cognition). MRI sessions were associated with increased reports of "Impaired Control and Cognition" on the 5D‑ASC. Age and body weight showed opposite associations with VAS ratings of "bad drug" effects: older age predicted higher "bad drug" ratings while greater body weight predicted lower ratings. Female sex was linked to smaller LSD‑induced increases in VAS "good drug" effects and to lower scores on 5D‑ASC "Experience of Unity", "Insightfulness" and MEQ30 "Positive Mood"; however, these sex differences were not significant in the one‑dose‑per‑study sensitivity analysis. Prior experience with hallucinogens predicted reduced overall altered states (lower 5D‑ASC total score) and lower scores on several 5D‑ASC subscales, notably "Anxious Ego Dissolution", "Vigilance Reduction", "Disembodiment", "Impaired Control and Cognition", "Changed Meaning of Percepts", and MEQ30 "Transcendence of Space and Time." Pre‑drug mood, particularly AMRS "General Well‑Being," emerged as the second strongest predictor of subjective effects after dose and was significantly associated with nearly all subjective outcomes except a few specific subscales (e.g. VAS "bad drug", some MEQ30 items). Higher pre‑drug ratings of "Emotional Excitability", "Performance‑Related Activity", and AMRS "Anxiety" also predicted higher scores on various subjective scales and autonomic measures; notably, "Emotional Excitability" and "Anxiety" predicted heart rate and MAP. Personality traits showed trait‑specific associations: NEO‑FFI "Openness to Experience" predicted higher 5D‑ASC "Oceanic Boundlessness", "Spiritual Experience" and "Insightfulness", as well as higher MEQ30 total and subscale scores for "Mystical" and "Positive Mood." "Extraversion" predicted higher 5D‑ASC total scores and subscales related to perceptual alterations such as "Visionary Restructuralization", "Auditory Alteration" and "Audio‑Visual Synesthesia." In contrast, "Neuroticism", "Agreeableness" and "Conscientiousness" did not predict LSD effects in this dataset. LASSO models typically selected about 12 predictors per outcome (range 8–14). While dose dominated most outcomes, it was not the top predictor for several variables: VAS "good drug" effect, 5D‑ASC "Vigilance Reduction", MEQ30 "Spiritual Experience", MEQ30 "Blissful State", MEQ30 "Mystical", MEQ30 "Positive Mood" and body temperature were more strongly predicted by baseline "Well‑Being", "Extraversion" or "Emotional Excitability" depending on the outcome. Sensitivity analyses limited to one dose per study (doses close to 100 µg, N = 213) produced largely consistent results, and restricted cubic spline dose‑response checks yielded similar patterns, supporting the robustness of the reported associations. The extracted text indicates full numerical coefficients, sr2 values and statistical significance are reported in supplementary tables and figures.
Discussion
The investigators interpret their findings as showing that while administered LSD dose is the dominant determinant of acute subjective and physiological effects, a range of non‑pharmacological factors exert distinct and clinically relevant influences even after adjusting for dose. Genetic variation in CYP2D6 emerged as the only other predictor associated with plasma LSD concentration, and lower CYP2D6 activity correlated with higher overall altered state scores and greater "Anxious Ego Dissolution," consistent with higher systemic exposure. Prior hallucinogen experience predicted attenuated altered states, particularly reductions in anxiety‑related and cognitive‑control‑related distress, supporting the idea that familiarity with psychedelics moderates acute intensity. Pre‑drug mental state—especially a self‑reported sense of "Well‑Being"—was a major non‑pharmacological predictor of positive subjective outcomes such as "good drug" effects, oceanic‑type experiences and mystical‑type scores on the MEQ30. The personality traits "Openness to Experience" and "Extraversion" were linked to more insightful/mystical and perceptual effects respectively, mirroring prior observations with other psychedelics. Autonomic responses (heart rate, MAP) were influenced both by dose and by pre‑drug emotional arousal, prompting the authors to suggest that psychological arousal contributes to cardiovascular changes during LSD rather than strong direct cardiostimulant action, which aligns with the authors' statement regarding LSD's cardiovascular safety profile. Key limitations acknowledged by the authors include imperfect blinding inherent to psychoactive drug trials and limited variability in setting: most sessions occurred in a quiet hospital room with a single investigator present, so broader environmental influences on the psychedelic experience (e.g. therapeutic or recreational settings) could not be explored beyond whether an MRI was performed. Music exposure was present but not systematically recorded. Genetic analyses were restricted to CYP2D6; variation in the serotonin 2A receptor gene was not assessed and might also modulate response. Potential selection bias is noted because psychedelic studies may attract individuals with higher baseline openness. Methodological caveats of the modelling approaches are described: LASSO aids variable selection but may not yield a definitive rank order when predictors explain similar variance, and linear dose‑response assumptions might not hold for all outcomes, although sensitivity checks with splines and the one‑dose‑per‑study analysis produced similar findings. The authors discuss clinical implications emphasising that "set" (pre‑drug mood and personality) matters for the acute experience and thus may influence therapeutic outcomes, given prior evidence linking mystical‑type experiences to long‑term clinical benefit. They suggest that enhancing well‑being prior to psychedelic administration, employing ascending dosing regimens and preparatory interventions could be strategies to optimise positive acute effects and reduce adverse experiences. The authors caution that translating these findings to patient populations may be challenging because patients often present with lower baseline well‑being or higher anxiety, and they call for further research to determine how preparatory or adjunctive interventions might modify predictors in clinical settings. In sum, the study highlights that both pharmacological dose and non‑pharmacological factors jointly shape the LSD experience, whereas sex and body weight had minimal influence in this pooled healthy‑participant dataset.
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INTRODUCTION
Lysergic acid diethylamide (LSD) is a potent classic serotonergic psychedelic substance. There has been renewed interest in the potential therapeutic applications of psychedelics such as psilocybin and LSD, especially for depressive, anxiety, and substance use disorders. The acute effects of LSD can encompass profound shifts in consciousness, audio-visual synaesthesia, mystical/spiritual experiences, and increased introspection. The response to LSD is dose-dependent, similar to other classic serotonergic psychedelics like psilocybin or mescaline. However, consistent with the inherent variability observed in response to psychoactive drugs, inter-and intra-individual differences in the response can manifest even under equivalent dosing regimens, indicating a role for non-pharmacological factors, typically framed as "set" and "setting". Past studies have explored "set" and "setting" aspects in studies with psilocybin and the entactogen 3,4-methylenedioxymethamphetamine (MDMA). However, modern studies on LSD effect modulators are lacking. Additionally, it has previously been shown that individual differences in the genes coding for enzymes involved in the metabolism of LSD (i.e., Cytochrome P450 2D6 (CYP2D6)) influence exposure to LSD and can thereby also affect its acute effects. Previously recorded pharmacological and non-pharmacological factors can serve as potential indicators of the expected response to LSD. This has already been preliminarily documented for psychedelic drugs, and in greater detail for psilocybinand MDMA. It is plausible that these substances share, at least to some extent, analogous modulatory determinants for their effects. As psychedelics, including LSD, are increasingly discussed as potential new therapeutic substances for the treatment of various mental disorders, it is crucial to understand their effects in more detail. Intriguingly, the quality of the acute psychedelic experience has been observed to predict the therapeutic outcome, and selfreported positively experienced effects and mystical-type experiences have been associated with better long-term treatment response. Thus, it is crucial to understand the factors that optimize the quality of the acute psychedelic effects to enhance patient selection, preparation processes, and potentially therapeutic outcomes. This study therefore aimed to examine the influence of several predictor variables on acute physiological and psychological responses in healthy human subjects to doses of LSD ranging from 25 to 200 µg. To the best of our knowledge, this represents the largest dataset featuring a uniformly collected array of predictor and outcome variables for psychedelic effects. Additionally, this is the first study to evaluate predictors of the LSD experience that accounts for the actual administered dosage and displays the importance of different variables.
METHODS AND MATERIALS STUDY DESIGN
This is a pooled analysis of the raw data from nine double-blind, mostly placebo-controlled (8/9), crossover studies in healthy human participants, eight of which have been previously described. The studies were all registered at ClinicalTrials.gov (Study #1: NCT01878942, #2: NCT02308969, #3: NCT03019822, #4: NCT03321136, #5: NCT03604744, #6: NCT04227756, #7: NCT04516902, #8: NCT04558294, #9: NCT04865653). Written informed consent was obtained from all participants. The studies were conducted at the University Hospital Basel from 2014 to 2023 and included a total of 213 healthy subjects, in 297 LSD-only sessions and 189 placebo sessions. Some studies included conditions with LSD plus another substance. In the present analysis, only data from the LSD-alone (N = 297) and placebo (N = 189) sessions were used. Study #8did not include a placebo session. Details are shown in the Supplemental Material.
SUBJECTS
A total of 213 (108 female) healthy subjects, aged 25-64 years (mean ± SD = 32 ± 9 years), were recruited from the campus of the University of Basel and participated in the study. The mean ± SD body weight was 70 ± 12 kg (range: 50-104 kg). A detailed summary of the included study population is provided in Supplementary Table. Exclusion criteria are in the Supplemental Material.
STUDY DRUG
LSD base (D-lysergic acid diethylamide, Lipomed AG, Arlesheim, Switzerland) was administered orally at a single dose of 25, 50, 100, and 200 µg prepared as gelatine capsulesor as drinking solution (, NCT04865653) in flasks that contained 25 or 100 µg LSD in 1 mL of 96% ethanol. Content uniformity and the analytically confirmed amount of LSD freebase were available for all but the first two studies. The actual doses of the first two studies were estimated based on the area-under-the-curve (AUC) of the LSD blood plasma concentration levels as described elsewhere. Only the LSD base condition of Study #9 was included in the present analysis. Analytically confirmed doses were between 26 and 197 µg (Supplementary Table).
PREDICTOR VARIABLES
Predictor variables included: sex, age, drug dose (also as covariate, see statistical analysis), body weight, genetical predisposition of CYP2D6 enzyme, the number of previous hallucinogenic experiences, undergoing of a magnetic resonance imaging (MRI) procedure, subjective mood prior to drug intake measured by the Adjective Mood Rating Scale (AMRS), and the NEO Five-Factor Inventory (NEO-FFI). Details in the Supplemental Material. Histograms of the predictor variables are presented in Supplementary Fig..
RESPONSE VARIABLES
Response variables included Visual Analog Scales (VASs), the five dimensional Altered States of Consciousness (5D-ASC), the 30item Mystical Experience Questionnaire (MEQ30), mean arterial blood pressure (MAP), heart rate, body temperature, and the area under the LSD blood plasma concentration curve from time zero to infinity. For subjective responses, we utilized the area under the effecttime curve (AUEC) to quantify the overall acute drug effect throughout the study day (0-11.5 h). Physiological variables were analyzed using the peak change (E max ) from placebo, reflecting the maximum observed drug induced change during the assessment period. All response variables are difference values between LSD and the respective placebo session. More details in the Supplemental Material. Histograms of the response variables are presented in Supplementary Fig..
STATISTICAL ANALYSES
Response variables were analyzed as the difference of LSD from the placebo session. All data were analyzed using the R language and environment for statistical computing. Some of the predictor and response variables contained missing data which were imputed differently (shown in Supplemental Material and Table). To account for the clustering in our data arising from multiple data points from the same subject because of multiple doses tested within study #4 and #5, we used linear mixed effects models in which the intercepts were allowed to vary randomly across subjects. Additionally, we conducted a supportive sensitivity analysis in a dataset with only one dose per study (i.e., the dose closest to 100 µg) to support our main analysis (shown in Supplementary Fig.). For each combination of predictor and response variable, an adjusted model was fitted using the R package nlme. Since LSD displays clear dose-dependent effects, the actual dose administered was additionally included in the fixed effects part (except when analyzing the influence of the drug dose). Before being included in the models, both predictor and response variables were z-transformed. This ensured that the estimated regression coefficients were fully standardized, allowing comparability between the different predictors and responses. To account for multiple testing, p-values were corrected (p c ) across all significance tests using the Benjamini-Hochberg procedure. In each linear mixed effects model, the amount of variance explained by each fixed effects predictor was determined by calculating the semi-partial R 2 (sr 2 ) using r2beta function in the r2glmm package. To determine the optimal subset of predictors for each response variable and to assess the relative importance of these predictors, we employed the least absolute shrinkage and selection operator (LASSO) technique using the R package "penalized"(see Supplemental Material for details). Additionally, to explore the shared explained variance of all variables and certain subsets, such as readily available demographic data, further full model approaches were investigated, which are shown in Supplementary Fig..
RESULTS
The magnitude of the fully standardized regression coefficients, sr 2 , and the statistical significance of each predictor variable for each outcome variable are shown in Fig.and reported in Supplementary Table. The amount of LSD administered µg, Supplementary Table) was the strongest predictor of all LSD-induced effects except for body temperature. Body temperature was only predicted by sex (female participants had smaller temperature changes from placebo) and pre-drug "Emotional excitability" as measured by the AMRS. Among the most statistically significant associations observed with LSD dose were LSD blood plasma concentration, followed by VAS "any drug effect", and 5D-ASC total score. The only other predictor of LSD blood plasma concentration was the CYP2D6 activity score. The CYP2D6 activity score was also negatively associated with the 5D-ASC total score and, in particular, with "Anxious Ego Dissolution,which includes "Anxiety" and "Impaired Control and Cognition". In LSD sessions involving MRI measurements participants reported more "Impaired Control and Cognition" on the 5D-ASC. The participant's age was positively, and body weight was negatively associated with VAS "bad drug" effect. Female sex was associated with smaller LSD-induced increases in VAS "good drug effect", 5D-ASC "Experience of Unity", "Insightfulness", and MEQ30 "Positive Mood". Prior experience with hallucinogens predicted less overall altered state of consciousness (5D-ASC total score) and particularly effects like "Anxious Ego Dissolution", "Vigilance Reduction", "Disembodiment", "Impaired Control and Cognition", "Changed Meaning of Percepts", and MEQ30's "Transcendence of Space and Time". Apart from drug dose, mental mood state before drug intake, specifically "General Well-Being" was the second strongest predictor of subjective effects of LSD. It showed significant associations with all subjective effects, except for VAS "bad drug effect", 5D-ASC "Changed Meaning of Percepts", and MEQ30 "Positive Mood". Among the most statistically significant association observed with "General Well-Being" was the 5D-ASC total score, followed by the VAS scale "good drug effect", and "Oceanic Boundlessness" in the 5D-ASC. "Performance-Related Activity", "Emotional Excitability", "Extraversion", and "Anxiety" before drug intake were other important predictors for several subjective effects (shown in Fig.). "Emotional Excitability", "General Inactivation", and "Anxiety" also significantly predicted heart rate. AMRS "Anxiety" before drug intake also predicted higher scores in the 5D-ASC subscale "Anxiety" during the experience. State "Introversion" did not predict any response variable. The personality trait "Openness to Experience" captured by the NEO-FFI questionnaire predicted 5D-ASC "Oceanic Boundlessness", "Spiritual Experience", and "Insightfulness" and the total MEQ30 score, as well as the MEQ30 subscales "Mystical", and "Positive Mood". Furthermore, the trait "Extraversion" was positively associated with the 5D-ASC total score and the subscales "Visionary Restructuralization", "Auditory Alteration", and "Audio Visual Synesthesia". The character traits "Neuroticism", "Agreeableness", and "Conscientiousness" did not predict any LSD effects. The results were additionally tested in a smaller subset including only one-dose per study (doses close to 100 µg LSD, N = 213, shown in Supplementary Results and Fig.) as a sensitivity analysis. The penalized regression coefficients of the LASSO models are shown and ranked in Fig.. On average, 12 predictors (range: 8-14) were selected for each response variable. The drug dose administered was selected as predictor for all the response variables. It had the largest absolute standardized regression coefficient in 21 of 29 response variables and thus was the most important predictor. However, while it was the most important predictor for most LSD effects, it was not the most important one for "good drug" effects, "Auditory Alteration", "Vigilance Reduction", "Spiritual Experience", "Blissful State", "Mystical", "Positive Mood", or body temperature. Specifically, the most important predictor for the VAS "good drug" effects, 5D-ASC "Vigilance Reduction", "Spiritual Experience", and "Blissful State" was "Well-Being" before drug intake while it was "Extraversion" in the NEO-FFI for "Auditory Alteration", and "Emotional Excitability" before drug intake for body temperature. Furthermore, the character trait "Openness to Experience" was the most important predictor for "Mystical" and "Positive Mood" effects in the MEQ30 and the second most important predictor for 5D-ASC "Insightfulness". "Anxiety" before drug intake was the second most important predictor for 5D-ASC "Anxiety", heart rate, and MAP.
DISCUSSION
The present study examined the influence of 19 predictor variables on subjective psychological and autonomic responses. to LSD in healthy human subjects. The of drug administered was the most important predictor for most acute LSD effects. However, when adjusted for the drug dose, other predictor variables such as pre-drug mood, CYP2D6 genotype, age, prior experience with hallucinogens and personality traits had a distinct influence on the physiological and psychological response to LSD. The genetic activity of CYP2D6 was the only other predictor besides drug dose that was associated with LSD blood plasma concentration. Lower CYP2D6 activity scores were also associated with a higher overall 5D-ASC score and particularly more "Anxious Ego Dissolution," which includes "Anxiety" and "Impaired Control and Cognition". Previous experience with hallucinogens has been associated with lower overall 5D-ASC scores, and in particular with reduced "Anxious Ego Dissolution" and "Impaired Control and Cognition". Consistent with psilocybin studies, where hallucinogen-naïve individuals experienced more "Disembodiment", "Visionary Restructuralizaion", and "Changed Meaning of Percepts" in our study prior experience with hallucinogens predicted less effects in these 5D-ASC items. Furthermore, vital signs were equally influenced by drug dose, but also by pre-drug emotional excitability and anxiety. The subjective effects were more pronounced if the subject showed higher ratings of "Well-Being", "Extraversion", "Emotional Excitability", "Activity", or "Anxiety" before drug intake. Additionally, participants with higher scores in personality trait "Openness to Experience" had a more insightful and mystical experience, both on the 5D-ASC and the MEQ30 questionnaire. Meanwhile, a higher score on the "Extraversion" personality trait predicted more visual and auditory effects. Female participants generally reported a slightly less positive experience than their male counterparts; however, this difference was not statistically significant in the sensitivity analysis (shown in Supplementary Fig.). Meanwhile, older subjects tended to experience more "Bad Drug Effects" during the study day. Factors such as body weight and setting (MRI) had a smaller impact on the evaluated response variables. The analysis revealed that the dose of LSD administered is the primary predictor of its effects and stands as the most significant overall determinant. This dose-dependent response is in line with previous study findings. However, a recent meta-analysis, also highlighted the significant role of non-pharmacological factors in shaping subjective experiences. Not only are the subjective effects influenced by the non-pharmacological factors, but the autonomic response also appears to depend equally on both, the drug dose and emotional state prior to intake. The moderate impact of dosage on autonomic responses implies that LSD's primary influence on these effects stems from psychological arousal rather than from direct cardiostimulant properties of LSD consistent with its cardiovascular safety. Adverse effects of psychedelics are often equated with challenging experiences, commonly referred to as "bad trips," rather than physical complications. In our study, older age emerged as the second most significant predictor of "bad drug effects". This finding is surprising, especially when contrasted with other studies on psilocybin, in which younger age was correlated with more challenging experiences. Nonetheless, it is important to note that the "Bad Drug Effects", while present, were generally small and clearly relatively smaller than the "Good Drug Effects". Moreover, these "bad" effects encompassed not only psychologically challenging experiences but any negative state, including nausea. In fact, in our study, challenging experiences -such as "Anxious Ego Dissolution" or "Anxiety" as captured in the 5D-ASC and highlighted in studies by-were not significantly associated with age. Another previously determined predictor of challenging experiences was the personality trait "Neuroticism". However, in our study, "Neuroticism" did not show a pronounced influence on the effects of LSD. In a previous study, it has been reported that subjects experience more challenging experiences if they must undergo positron emission tomography (PET) during the effects of psilocybin. In our study with LSD, we examined the effects of MRI scans as opposed to PET. In contrast to PET, we found that those undergoing an MRI scan reported an increase in "Elementary Imagery", but did not exhibit heightened anxiety. We identified "Anxiety", including feelings of anticipation, anxiety, and being nervous prior to substance administration significantly predicted challenging effects. This is consistent with a previous prospective web-based survey, in which feeling adequately prepared and ready before drug intake was predictive of less challenging experience in response to various psychedelics. In contrast, this association was not observed in studies with psilocybin. However, both "Emotional Excitability" and "Activity" were predictors of higher scores in the 5D-ASC for both LSD and psilocybin. Notably, in our sample, "Well-Being", which includes subscales such as feelings of happiness, satisfaction and self-confidence prior to drug administration emerged as the paramount non-pharmacological predictor for subjective effects. This was also not observed with psilocybin, as shown in a prior study by Studerus. The present study confirmed that personality traits, particularly "Extraversion" and "Openness to Experience", have a significant influence on the subjective response to LSD. Participants who ranked higher on "Extraversion" consistently reported increased scores on the 5D-ASC, with an emphasis on visual and auditory alterations. This finding was previously also reported for psilocybin. "Sociability" in the Zuckerman-Kuhlman Personality Questionnaire, which is highly convergent with "Extraversion", likewise predicted more "Audio Visual Synesthesiae" after psilocybin. One possible explanation is that those scoring lower in "Extraversion", being typically more oriented to internal stimuli, could be less focused on external cues, making them less perceptive to nuanced changes. "Openness to Experience" was particularly associated with more positive experiences, such as "Oceanic Boundlessness", "Insightfulness", and mystical-type experiences. As described in the 5D-ASC questionnaire, "Oceanic Boundlessness" characterises the uplifting dimensions of the experience, encompassing a sense of "oneness with oneself and the universe", as well as a freedom from spatial and temporal constraints. This finding is consistent with many previous observations where the personality trait of "Absorption", which conceptually overlaps strongly with the personality trait of "Openness to Experience", has been identified as a key predictor of both pleasurable and mystical experiences following the use of psychedelicsincluding psilocybin, ayahuasca, and the entactogen MDMA. Importantly, many different studies indicated that elevated 5D-ASC "Oceanic Boundlessness" scores and psychedelic-induced mystical-type experiences captured by the MEQ30 are correlated with favourable long-term clinical outcomes, whereas negative effects, such as "Anxious Ego Dissolution", had no effector were correlated negativelywith the change in depressive symptoms following psychedelic-assisted psychotherapy. Moreover, a recent review on the therapeutic use of psychedelic substances for various mental disorders highlighted that the intensity of the acute psychedelic experiences is a paramount predictor of therapeutic response. Considering the aforementioned findings, it can be inferred that the acute effects are profoundly influenced by the individual's pre-drug mental disposition and inherent personality traits and might therefore alter the clinical efficacy of psychedelics. These factors are frequently embodied in the conceptual framework referred to as "set". This is particularly noteworthy when juxtaposed with the entactogen MDMA, wherein "set" was a far less influential predictor. This observation suggests that enhancing an individual's mood, perhaps through the use of less "set"-dependent substances and robust inducers of positive mood like MDMA, prior to administering a psychedelic could prove beneficial, even though simultaneous application did not. "Well-Being" and positive persisting effects were also increased two to four weeks, three month, or even up to a yearafter a psychedelic experience and this was consistently predicted by mystical-type experiences. Moreover, openness and partly extraversion has been shown to increase in a similar way after a psychedelic experience, as demonstrated in studies using psilocybin or LSDor MDMA. One might therefore speculate that another way to enhance these predictors, i.e., openness and "Well-Being", prior to a psychedelic treatment could be by conducting multiple sessions. Indeed, this has been also the conclusion of a recent reviewand has already been done in several phase II trials with psychedelicsand phase III trials with MDMA. As mentioned earlier, MDMA could serve not only as a preparatory enhancement but also as an introductory psychedelic-like experience. However, it is unlikely to prove superior to a modest introductory dose of a classic psychedelic. The significant impact of dosage cannot be overlooked; hence, it is important to consider that a dose escalation should ideally occur when a patient is more open to the effects. This hypothesis is further supported by our findings indicating that prior experience with hallucinogens predicts lower scores on negatively associated effects, such as "Anxious Ego Dissolution". This supports the use of ascending dosing regimens which have already been implemented and tested in some studies with classical psychedelic but also MDMA (, and upcoming trials with LSD: NCT03866252, NCT05883540). While the present study provides a unique and comprehensive overview of the potential factors influencing psychological and physiological responses to LSD in healthy individuals in a controlled environment, it also has some limitations. First, although all but one of the analyzed studies included a placebo session, blinding is a recognized problem with psychoactive substancesand expectations potentially influence subjective effects. Secondly, while highly standardized laboratory study designs ensure the high quality of data collected, the "physical and social environment," often referred to as "setting" and representing a notable modifier of the response to psychedelics, exhibited limited variation. In this study, participants were mostly situated in a bed within a quiet hospital room with a single investigator present. Hence, the only predictor in the domain of setting that could be used in the present study was MRI (i.e. whether subjects underwent an MRI during the effect of the drug). For recreational or therapeutic use, the "setting" may be quite different. Another "setting" factor that was mostly present during the study sessions was music. We did not restrict or assess what kind or how much music the participants listened to; however, it has been demonstrated that at least, the genre of music might be irrelevant. Thirdly, individuals with lower CYP2D6 activity scores had higher scores on 5D-ASC scales including "Anxious Ego Dissolution" which is consistent with higher LSD concentrations in persons with impaired CYP2D6 function. In addition, while the effect of CYP2D6 gene variations are likely mediated by the PK, variations in the serotonin 2 A receptor gene which is coding for the target receptor of LSD may also alter the effects of LSD, but were not investigated in the present study. Fourthly, psychedelic studies may attract individuals scoring higher on the personality trait "Openness to Experience" compared to the general or patient population. Fifth, while LASSO is effective for variable selection and regularization, it may not provide a clear rankorder of importance when predictors explain comparable degrees of variance. Additionally, the assumed linear dose-response relationship in the model might not hold true for all responses due to potential plateau effects. However, our sensitivity analysis largely indicated linear dose-response relationships across the outcomes, and the results did not significantly deviate from our main analysis. Additionally, analyses using restricted cubic spline dose-response relationships were tested and yielded largely the same results. Finally, although an extraverted disposition, open-mindedness, and a positive mood prior to drug administration may potentially serve as predictors for enhanced acute and long-term effects as observed in healthy subjects, this might be difficult to achieve in patients with severe mental disorders. Further research is needed to explore how therapeutic interventions can optimize outcomes in clinical populations with potentially lower baseline well-being, higher anxiety, or in more elderly individuals. Therapeutic support, preparatory sessions or pharmacotherapy, could be employed to improve well-being and to reduce anxiety prior to psychedelic therapy. However, challenging experiences triggered by the drug may also harbour transformative potential, but may require more time or additional therapeutic interventions to fully unfold and be interpreted. In summary, the present study underscores that, in addition to the amount of drug consumed, non-pharmacological factors such as subjective mood prior to drug use and the personality trait "Openness to Experience" play a central role in shaping the acute response to LSD. Conversely, sex and body weight exhibited no significant influence on the drug experience. With growing interest and use of LSD in research and psychotherapy, it is important to identify predictors to better prepare for the expected psychedelic response. Psychedelic experiences have the potential to be life-changing and very challenging, so having wellprepared individuals is crucial for positive clinical outcomes. By understanding and reinforcing these predictors towards the potential positive effects like "Oceanic Boundlessness" and mystical-type experiences, we may not only bolster therapeutic efficacy but also reduce the likelihood of adverse effects. 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