| Literature DB >> 34267683 |
Keri Mans1, Hannes Kettner1, David Erritzoe1, Eline C H M Haijen1, Mendel Kaelen1, Robin L Carhart-Harris1.
Abstract
In the last 15 years, psychedelic substances, such as LSD and psilocybin, have regained legitimacy in clinical research. In the general population as well as across various psychiatric populations, mental well-being has been found to significantly improve after a psychedelic experience. Mental well-being has large socioeconomic relevance, but it is a complex, multifaceted construct. In this naturalistic observational study, a comprehensive approach was taken to assessing well-being before and after a taking a psychedelic compound to induce a "psychedelic experience." Fourteen measures of well-being related constructs were included in order to examine the breadth and specificity of change in well-being. This change was then analysed to examine clusters of measures changing together. Survey data was collected from volunteers that intended to take a psychedelic. Four key time points were analysed: 1 week before and 2 weeks, 4 weeks, and 2 years after the experience (N = 654, N = 315, N = 212, and N = 64, respectively). Change on the included measures was found to cluster into three factors which we labelled: 1) "Being well", 2) "Staying well," and 3) "Spirituality." Repeated Measures Multivariate Analysis of Variance revealed all but the spirituality factor to be improved in the weeks following the psychedelic experience. Additional Mixed model analyses revealed selective increases in Being Well and Staying Well (but not Spirituality) that remained statistically significant up to 2 years post-experience, albeit with high attrition rates. Post-hoc examination suggested that attrition was not due to differential acute experiences or mental-health changes in those who dropped out vs. those who did not. These findings suggest that psychedelics can have a broad, robust and sustained positive impact on mental well-being in those that have a prior intention to use a psychedelic compound. Public policy implications are discussed.Entities:
Keywords: early intervention; exploratory factor analysis; longitudinal; mental health; mental well-being; naturalistic setting; psychedelics; survey study
Year: 2021 PMID: 34267683 PMCID: PMC8277190 DOI: 10.3389/fpsyt.2021.647909
Source DB: PubMed Journal: Front Psychiatry ISSN: 1664-0640 Impact factor: 4.157
Figure 1Survey study timeline. The small circles represent the six time points (TP) of measurement. Above each circle the time in reference to the psychedelic experience is shown; below each circle the corresponding sample size (N).
Included outcome measures for the main analyses.
| Primary measure | 1. | |
| Secondary measures | 1. | |
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All outcome measures are continuous (interval or ratio) measures.
Demographic data collected at baseline (time point 1; TP1).
| Age and gender | All | 28.9 (10.45) | 654 | 100% |
| Male | 28.0 (10.1) | 485 | 74.2% | |
| Female | 31.56 (11.2) | 165 | 25.2% | |
| Other | 23.0 (2.8) | 4 | 0.6% | |
| Employment status | Student | 256 | 39.1% | |
| Unemployed | 53 | 8.1% | ||
| Part-time job | 98 | 15.0% | ||
| Full-time job | 237 | 36.2% | ||
| Retired | 10 | 1.5% | ||
| Nationality | United States | 199 | 30.4% | |
| United Kingdom | 128 | 19.6% | ||
| Denmark | 60 | 9.2% | ||
| Germany | 32 | 4.9% | ||
| Canada | 32 | 4.9% | ||
| The Netherlands | 15 | 2.3% | ||
| Other (49 other) | 188 | 28.7% | ||
| Psychiatric history | Ever been diagnosed with at least one psychiatric illness | 214 | 32.7% | |
| Never been diagnosed with a psychiatric illness | 440 | 67.3% | ||
| Previous drug use | Psychedelics | 592 | 90.5% | |
| Psychedelics | 62 | 9.5% | ||
| Other drugs | 620 | 94.8% | ||
| Other drugs | 34 | 5.2% |
Including major depressive disorder, bipolar disorder, anxiety disorder, schizophrenia, substance abuse disorder, alcohol dependence, hallucinogen persisting perception disorder, psychotic disorder, personality disorder, attention deficit hyperactivity disorder, obsessive compulsive disorder, and/or eating disorder.
Classic psychedelics.
Including cannabis, amphetamines, MDMA/ecstasy, cocaine, opiates, benzodiazepines, and/or ketamine.
Correlation matrix of main (primary and secondary) measures at baseline (time point 1; TP1).
| WEMWBS | 1 |
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| 0.26 | 0.23 | 0.20 | ||||||
| QIDS-SR16 | 1 | −0.65 | −0.54 | −0.57 | −0.35 | 0.62 | −0.49 | −0.48 | −0.51 | −0.39 | −0.07 | −0.08 | 0.02 | ||
| RSE |
| −0.65 | 1 | 0.62 | 0.52 | 0.53 | 0.61 | 0.57 | 0.49 | 0.22 | 0.20 | 0.15 | |||
| LOT-R |
| −0.54 | 1 | 0.56 | 0.42 | −0.61 | 0.53 | 0.50 | 0.46 | 0.50 | 0.23 | 0.22 | 0.14 | ||
| TIPI-ES |
| −0.57 | 0.62 | 0.56 | 1 | 0.31 | 0.56 | 0.54 | 0.43 | 0.34 | 0.10 | 0.08 | 0.06 | ||
| MLQ-P |
| −0.35 | 0.52 | 0.42 | 0.31 | 1 | −0.41 | 0.32 | 0.48 | 0.41 | 0.50 | 0.39 | 0.42 | 0.28 | |
| AAQ-II |
| 0.62 | −0.61 | −0.41 | 1 | −0.64 | −0.53 | −0.45 | −0.10 | −0.07 | −0.07 | ||||
| BRS |
| −0.49 | 0.53 | 0.53 | 0.56 | 0.32 | 1 | 0.53 | 0.41 | 0.37 | 0.12 | 0.08 | 0.11 | ||
| CAMS-R | −0.48 | 0.61 | 0.50 | 0.54 | 0.48 | −0.64 | 0.53 | 1 | 0.43 | 0.41 | 0.23 | 0.20 | 0.16 | ||
| SCS | −0.51 | 0.57 | 0.46 | 0.43 | 0.41 | −0.53 | 0.41 | 0.43 | 1 | 0.51 | 0.15 | 0.12 | 0.19 | ||
| GQ-6 |
| −0.39 | 0.49 | 0.50 | 0.34 | 0.50 | −0.45 | 0.37 | 0.41 | 0.51 | 1 | 0.36 | 0.30 | 0.36 | |
| STS-U | 0.26 | −0.07 | 0.22 | 0.23 | 0.10 | 0.39 | −0.10 | 0.12 | 0.23 | 0.15 | 0.36 | 1 | 0.43 | ||
| SpREUK-SF-T | 0.23 | −0.08 | 0.20 | 0.22 | 0.08 | 0.42 | −0.07 | 0.08 | 0.20 | 0.12 | 0.30 | 1 | 0.33 | ||
| SCBCS | 0.20 | 0.02 | 0.15 | 0.14 | 0.06 | 0.28 | −0.07 | 0.11 | 0.16 | 0.19 | 0.36 | 0.43 | 0.33 | 1 |
Each cell contains the Pearson correlation coefficient (r), followed by the p-value. For all measures, the sample size is N = 654. Cases are excluded pairwise. Correlations with WEMWBS (general well-being) are highlighted in dark grey. Non-significant correlations are provided in grey. Medium to large sized correlations with WEMWBS as well as the strongest 5 pairwise correlations are shown in bold. No corrections are done for multiple comparisons as these analyses were done for explorative purposes. For corrected values, see .
Correlation is significant at the 0.05 significance level (2-tailed).
Correlation is significant at the 0.01 significance level (2-tailed).
Output Repeated Measures Multivariate Analysis of Variance (RM MANOVA), testing for statistical significance of post-experience change in relevant outcomes.
| WEMWBS | 1.82, 297.96 | 24.02 | 48.86 (9.17) | 52.30 (7.54) | 51.79 (8.67) | ||
| QIDS-SR16 | 1.59, 260.03 | 53.64 | 6.18 (4.63) | 4.01 (2.79) | 3.82 (3.31) | ||
| RSE | 1.75, 286.64 | 25.01 | 29.52 (6.37) | 31.12 (5.93) | 31.34 (5.97) | ||
| LOT-R | 1.77, 290.88 | 26.22 | 21.02 (5.51) | 22.43 (5.06) | 22.51 (5.23) | ||
| TIPI-ES | 2, 328 | 17.13 | 9.27 (3.16) | 9.92 (2.88) | 10.12 (2.69) | ||
| MLQ-P | 1.72, 282.47 | 9.97 | 21.47 (7.67) | 23.18 (7.18) | 22.73 (7.44) | ||
| AAQ-II | 1.75, 286.15 | 18.46 | 32.13 (11.67) | 29.92 (10.54) | 29.22 (10.87) | ||
| BRS | 2, 328 | 11.21 | 3.28 (0.81) | 3.42 (0.79) | 3.46 (0.83) | ||
| CAMS-R | 1.75, 287.48 | 11.09 | 32.88 (6.05) | 33.88 (5.33) | 34.33 (5.85) | ||
| SCS | 1.86, 305.59 | 3.24 | 33.67 (10.69) | 34.97 (10.35) | 35.21 (10.12) | ||
| GQ-6 | 2, 328 | 4.91 | 33.90 (6.06) | 34.65 (5.64) | 34.68 (6.13) | ||
| STS-U | 2, 328 | 1.32 | 0.269 | 0.01 | 32.98 (8.15) | 33.16 (8.11) | 32.65 (7.95) |
| SpREUK-SF-T | 1.86, 305 | 0.85 | 0.421 | 0.01 | 11.12 (6.65) | 11.30 (6.34) | 11.07 (6.49) |
| SCBCS | 1.87, 305.87 | 1.33 | 0.267 | 0.01 | 4.67 (1.40) | 4.68 (1.31) | 4.59 (1.35) |
Correction applied: Huyn Feldt (.
With reference to the day the relevant psychedelic experience took place.
N = 165. Cases were excluded listwise. In bold the measures that were statistically significant at the 0.05 significance level (2-tailed).
Relevant output Exploratory Factor Analysis (EFA); principal axis factoring.
| −0.80 | 0.08 | 0.21 | 0.50 | 0.75 | 0.87 | |
| 0.65 | 0.03 | 0.18 | 0.58 | 0.72 | 0.84 | |
| 0.55 | 0.09 | −0.21 | 0.32 | 0.78 | 0.87 | |
| 0.54 | 0.30 | 0.06 | 0.64 | 0.74 | 0.85 | |
| 0.53 | −0.04 | 0.13 | 0.32 | 0.76 | 0.86 | |
| 0.46 | 0.07 | 0.31 | 0.48 | 0.74 | 0.89 | |
| 0.05 | 0.64 | −0.02 | 0.44 | 0.55 | 0.67 | |
| −0.25 | −0.53 | 0.03 | 0.50 | 0.53 | 0.63 | |
| 0.21 | 0.52 | −0.11 | 0.39 | 0.55 | 0.66 | |
| 0.01 | 0.47 | 0.04 | 0.24 | 0.68 | 0.77 | |
| −0.05 | 0.46 | 0.15 | 0.26 | 0.61 | 0.68 | |
| −0.17 | 0.09 | 0.58 | 0.33 | 0.22 | 0.50 | |
| 0.20 | −0.17 | 0.44 | 0.21 | 0.32 | 0.60 | |
| −0.26 | 0.29 | 0.30 | 0.17 | 0.40 | 0.89 | |
| Eigenvalues | ||||||
| 4.71 | 1.48 | 1.07 | ||||
| 4.16 | 0.80 | 0.40 | ||||
| Explained variance: | ||||||
| 33.63% | 10.60% | 7.64% | Cumulative: 51.87% | |||
| 29.73% | 5.73% | 2.88% | Cumulative: 38.34% | |||
| Cronbach's α, using: | ||||||
| 0.81 | 0.72 | 0.41 | ||||
| 0.88 | 0.82 | 0.77 | ||||
| KMO measure of sampling adequacy | 0.89 | |||||
| Bartlett's sphericity test | 690.38 | |||||
| Determinant |R| | 0.021 | |||||
| Reproduced correlations: non-redundant residuals | 12.0% | |||||
These three factors being factors of change implies that the measures included in each factor assemble together by means of their change; they change in a similar way over the selected timepoints.
N = 185. Factor loadings that together form a factor are highlighted in different shades of grey, as well as their corresponding reliabilities. Correlations lower than 0.3 are provided in grey. Change scores between TP1 and TP5 are used in the analyses and the change is indicated with “Δ.” Further, “(z)” indicates that scales were standardised to z-scores.
Relevant statistics for Repeated Measures Multivariate Analysis of Variance (RM MANOVA) with factor scores.
| 1: Being well | 1.61, 264.41 | 48.74 | 0.64 (0.18) | 0.70 (0.15) | 0.70 (0.16) | ||
| 2: Staying well | 1.88, 307.81 | 18.33 | 0.64 (0.16) | 0.67 (0.14) | 0.68 (0.15) | ||
| 3: Spirituality | 1.92, 314.26 | 1.64 | 0.196 | 0.01 | 0.56 (0.24) | 0.57 (0.23) | 0.56 (0.23) |
Estimate of sphericity (ε) >0.75; Huyn Feldt correction applied (.
With reference to the day relevant psychedelic experience took place.
N = 165. Cases were excluded listwise. In bold measures that were statistically significant at the 0.05 significance level.
Figure 2Per factor: factor scores changing over time (baseline, 2 weeks, and 4 weeks post-experience, respectively). Scores are normalised to allow for comparison between factors. Asterisks indicate a significant change over the specifically indicated change within time points, p < 0.05.
Relevant outcomes Mixed Model analyses with factor scores across the four timepoints (TPs).
| Model | Covariance structure | Unstructured | Unstructured | Unstructured | |
| Number of parameters | 15 | 15 | 15 | ||
| Number of subjects incl. | 698 | 698 | 698 | ||
| Information criterion | Akaike's (AIC) | −1690.50 | −1865.48 | −1131.87 | |
| Parameter Estimates of fixed effects (E) + matching significance (p) | Intercept | ||||
| TP 1: baseline (reference) | – | – | – | ||
| TP4: 2 weeks after | E = 0.004; | ||||
| TP5: 4 weeks after | E = −0.009; | ||||
| TP6: 2 years after | E = 0.016; | ||||
| Pairwise comparisons | Baseline (TP1) | TP4 | |||
| TP5 | |||||
| TP6 | |||||
| Estimated means and standard errors | TP1 | ||||
| TP4 | |||||
| TP5 | |||||
| TP6 |
Note. In bold parameter estimates that were statistically significant at the 0.05 significance level.
Adjustment for multiple comparisons: Bonferroni.
Figure 3Estimated means and standard errors across the four time points (TPs), based on Mixed Model analyses. N = 698. Asterisks indicate a significant difference from zero for the fixed effect parameter estimates t-test, p < 0.05.
Figure 4Attrition. Per time point the sample size and number of respondents who did not complete any more surveys after this particular time point (dropping out).