Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Article
  • Published:

Therapist-rated predictors of response to psychedelic-assisted therapy

Abstract

Psychedelic-assisted therapy has shown promise in the treatment of a range of psychiatric disorders, yet therapeutic responses remain highly variable. Although prior research has focused predominantly on features of the acute psychedelic experience, less attention has been paid to baseline characteristics and preparatory factors. Moreover, therapist-derived insights from real-world practice have not yet been explored. Here we conducted a cross-sectional survey distributed to therapists involved in psychedelic-assisted therapy to assess the perceived impact of baseline, preparation and session parameters on therapeutic outcomes. A total of 158 therapists completed the survey and rated predictors of favorable and unfavorable long-term outcomes. Therapists identified several factors as particularly conducive to positive outcomes, with the highest ratings given to a strong therapeutic alliance, robust social support, personality traits such as openness and capacity to surrender, secure attachment and a belief in an active mode of therapeutic action. By contrast, prior use of nonpsychedelic substances was perceived as the most unfavorable predictor of therapeutic response. Differences also emerged according to therapists’ setting of practice and primary substance of experience. Therapists working in unregulated settings rated certain challenging features more favorably. Meanwhile, therapists working with psilocybin placed greater emphasis on preparation and therapeutic presence than therapists working with ketamine. The thematic analysis of open-ended responses further highlighted the importance of preparation, integration, patient mindset and environmental context. These findings provide clinically grounded insights into the key predictors of psychedelic-assisted therapy outcomes and may inform future screening protocols and the optimization of treatment protocols.

This is a preview of subscription content, access via your institution

Access options

Buy this article

USD 39.95

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Therapist-rated predictors of therapeutic outcome in PAT.
The alternative text for this image may have been generated using AI.
Fig. 2: Therapist-ratings of baseline predictors of therapeutic response in PAT.
The alternative text for this image may have been generated using AI.
Fig. 3: Therapist ratings of preparation and dosing-related factors as predictors of therapeutic response in PAT.
The alternative text for this image may have been generated using AI.
Fig. 4: Significant differences in therapist-rated predictors across PAT context.
The alternative text for this image may have been generated using AI.
Fig. 5: Significant differences in therapist-rated predictors by primary substance of experience.
The alternative text for this image may have been generated using AI.

Similar content being viewed by others

Data availability

The data used in this study are available via figshare at https://doi.org/10.6084/m9.figshare.30218056 (ref. 69). The dataset includes anonymized therapist-level ratings and variables used for analyses reported in this Article.

Code availability

All data analyses used open-source R code. No custom code was used.

References

  1. Yao, Y. et al. Efficacy and safety of psychedelics for the treatment of mental disorders: a systematic review and meta-analysis. Psychiatry Res. 335, 115886 (2024).

    Article  PubMed  Google Scholar 

  2. Romeo, B., Hermand, M., Pétillion, A., Karila, L. & Benyamina, A. Clinical and biological predictors of psychedelic response in the treatment of psychiatric and addictive disorders: a systematic review. J. Psychiatr. Res. 137, 273–282 (2021).

    Article  PubMed  Google Scholar 

  3. Viljoen, G., Walter, H., Bendau, A., Koslowski, M. & Betzler, F. Predictors of therapeutic response to psychedelic-assisted therapy: a systematic review. J. Psychopharmacol. https://doi.org/10.1177/02698811251389581 (2025).

    Article  PubMed  Google Scholar 

  4. Haijen, E. C. H. M. et al. Predicting responses to psychedelics: a prospective study. Front. Pharmacol. 9, 897 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  5. Johnson, M. W., Garcia-Romeu, A. & Griffiths, R. R. Long-term follow-up of psilocybin-facilitated smoking cessation. Am. J. Drug Alcohol Abuse 43, 55–60 (2017).

    Article  PubMed  Google Scholar 

  6. Roseman, L., Nutt, D. J. & Carhart-Harris, R. L. Quality of acute psychedelic experience predicts therapeutic efficacy of psilocybin for treatment-resistant depression. Front. Pharmacol. 8, 974 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  7. Acevedo, E. C., Uhler, S., White, K. P. & Al-Shawaf, L. What predicts beneficial outcomes in psychedelic use? A quantitative content analysis of psychedelic health outcomes. J. Psychoactive Drugs 56, 1–10 (2024).

    Google Scholar 

  8. Smigielski, L., Scheidegger, M., Kometer, M. & Vollenweider, F. X. Psilocybin-assisted mindfulness training modulates self-consciousness AND brain default mode network connectivity with lasting effects. Neuroimage 196, 207–215 (2019).

    Article  PubMed  Google Scholar 

  9. Carhart-Harris, R. L. et al. Psilocybin with psychological support for treatment-resistant depression: six-month follow-up. Psychopharmacology 235, 399–408 (2018).

    Article  PubMed  Google Scholar 

  10. Davis, A. K. et al. Effects of psilocybin-assisted therapy on major depressive disorder: a randomized clinical trial. JAMA Psychiatry 78, 481 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  11. Van Oorsouw, K., Toennes, S. W. & Ramaekers, J. G. Therapeutic effect of an ayahuasca analogue in clinically depressed patients: a longitudinal observational study. Psychopharmacology 239, 1839–1852 (2022).

    Article  PubMed  PubMed Central  Google Scholar 

  12. Holze, F., Gasser, P., Müller, F., Dolder, P. C. & Liechti, M. E. Lysergic acid diethylamide–assisted therapy in patients with anxiety with and without a life-threatening illness: a randomized, double-blind, placebo-controlled phase II study. Biol. Psychiatry 93, 215–223 (2023).

    Article  PubMed  Google Scholar 

  13. Bogenschutz, M. P. et al. Psilocybin-assisted treatment for alcohol dependence: a proof-of-concept study. J. Psychopharmacol. 29, 289–299 (2015).

    Article  PubMed  Google Scholar 

  14. Griffiths, R. R. et al. Psilocybin produces substantial and sustained decreases in depression and anxiety in patients with life-threatening cancer: a randomized double-blind trial. J. Psychopharmacol. 30, 1181–1197 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  15. Ross, S. et al. Rapid and sustained symptom reduction following psilocybin treatment for anxiety and depression in patients with life-threatening cancer: a randomized controlled trial. J. Psychopharmacol. 30, 1165–1180 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  16. Agin-Liebes, G. et al. Reports of self-compassion and affect regulation in psilocybin-assisted therapy for alcohol use disorder: an interpretive phenomenological analysis. Psychol. Addict. Behav. 38, 101–113 (2024).

    Article  PubMed  Google Scholar 

  17. Mian, M. N., Altman, B. R. & Earleywine, M. Ayahuasca’s antidepressant effects covary with behavioral activation as well as mindfulness. J. Psychoactive Drugs 52, 130–137 (2020).

    Article  PubMed  Google Scholar 

  18. Zeifman, R. J., Wagner, A. C., Monson, C. M. & Carhart-Harris, R. L. How does psilocybin therapy work? An exploration of experiential avoidance as a putative mechanism of change. J. Affect. Disord. 334, 100–112 (2023).

    Article  PubMed  Google Scholar 

  19. Davis, A. K., Xin, Y., Sepeda, N. & Averill, L. A. Open-label study of consecutive ibogaine and 5-MeO-DMT assisted-therapy for trauma-exposed male Special Operations Forces Veterans: prospective data from a clinical program in Mexico. Am. J. Drug Alcohol Abuse 49, 587–596 (2023).

    Article  PubMed  Google Scholar 

  20. Sloshower, J. et al. Psychological flexibility as a mechanism of change in psilocybin-assisted therapy for major depression: results from an exploratory placebo-controlled trial. Sci. Rep. 14, 8833 (2024).

    Article  PubMed  PubMed Central  Google Scholar 

  21. Jungwirth, J., Von Rotz, R., Dziobek, I., Vollenweider, F. X. & Preller, K. H. Psilocybin increases emotional empathy in patients with major depression. Mol. Psychiatry 30, 2665–2672 (2025).

    Article  PubMed  Google Scholar 

  22. Dakwar, E. et al. A sub-set of psychoactive effects may be critical to the behavioral impact of ketamine on cocaine use disorder: results from a randomized, controlled laboratory study. Neuropharmacology 142, 270–276 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  23. Romeo, B. et al. The intensity of the psychedelic experience is reliably associated with clinical improvements: a systematic review and meta-analysis. Neurosci. Biobehav. Rev. 172, 106086 (2025).

    Article  PubMed  Google Scholar 

  24. Dahan, J. D. C., Dadiomov, D., Bostoen, T. & Dahan, A. Meta-correlation of the effect of ketamine and psilocybin induced subjective effects on therapeutic outcome. npj Ment. Health Res. 3, 45 (2024).

    Article  PubMed  PubMed Central  Google Scholar 

  25. Levin, A. W. et al. The therapeutic alliance between study participants and intervention facilitators is associated with acute effects and clinical outcomes in a psilocybin-assisted therapy trial for major depressive disorder. PLoS ONE 19, e0300501 (2024).

    Article  PubMed  PubMed Central  Google Scholar 

  26. Liebnau, J., Betzler, F. & Kerber, A. Catalyst for change: psilocybin’s antidepressant mechanisms—a systematic review. J. Psychopharmacol. 39, 397–415 (2025).

    Article  PubMed  PubMed Central  Google Scholar 

  27. Murphy, R. et al. Therapeutic alliance and rapport modulate responses to psilocybin assisted therapy for depression. Front. Pharmacol. 12, 788155 (2022).

    Article  PubMed  PubMed Central  Google Scholar 

  28. Koslowski, M., Johnson, M. W., Gründer, G. & Betzler, F. Novel treatment approaches for substance use disorders: therapeutic use of psychedelics and the role of psychotherapy. Curr. Addict. Rep. 9, 48–58 (2021).

    Article  Google Scholar 

  29. Russ, S. L., Carhart-Harris, R. L., Maruyama, G. & Elliott, M. S. Replication and extension of a model predicting response to psilocybin. Psychopharmacology 236, 3221–3230 (2019).

    Article  PubMed  Google Scholar 

  30. Wolff, M. et al. Learning to let go: a cognitive-behavioral model of how psychedelic therapy promotes acceptance. Front. Psychiatry 11, 5 (2020).

    Article  PubMed  PubMed Central  Google Scholar 

  31. Aday, J. S., Davis, A. K., Mitzkovitz, C. M., Bloesch, E. K. & Davoli, C. C. Predicting reactions to psychedelic drugs: a systematic review of states and traits related to acute drug effects. ACS Pharmacol. Transl. Sci. 4, 424–435 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  32. Zhou, K. et al. Prediction of hallucinogen persisting perception disorder and thought disturbance symptoms following psychedelic use. PNAS Nexus 4, 560 (2025).

    Article  Google Scholar 

  33. Ko, K., Carter, B., Cleare, A. & Rucker, J. Predicting the intensity of psychedelic-induced mystical and challenging experience in a healthy population: an exploratory post-hoc analysis. Neuropsychiatr. Dis. Treat. 19, 2105–2113 (2023).

    Article  PubMed  PubMed Central  Google Scholar 

  34. Viljoen, G. & Betzler, F. Anxiety and affective symptoms related to the use of classic psychedelics: a systematic review. Curr. Top. Behav. Neurosci. 2024, 1–30 (2024).

    Google Scholar 

  35. Zilcha-Mano, S. et al. The relationship between alliance and outcome: analysis of a two-person perspective on alliance and session outcome. J. Consul. Clin. Psychol. 84, 484–496 (2016).

    Article  Google Scholar 

  36. Marquett, R. M. et al. Psychosocial predictors of treatment response to cognitive-behavior therapy for late-life depression: an exploratory study. Aging Ment. Health 17, 830–838 (2013).

    Article  PubMed  PubMed Central  Google Scholar 

  37. Solomonov, N. et al. Modifiable predictors of nonresponse to psychotherapies for late-life depression with executive dysfunction: a machine learning approach. Mol. Psychiatry 26, 5190–5198 (2021).

    Article  PubMed  Google Scholar 

  38. Bagby, R. M., Ryder, A. G. & Cristi, C. Psychosocial and clinical predictors of response to pharmacotherapy for depression. J. Psychiatry Neurosci. 27, 250–257 (2002).

    Article  PubMed  PubMed Central  Google Scholar 

  39. Flückiger, C., Böhme, M., Schweizer, A.-M., Gómez Penedo, J.-M. & Wampold, B. E. In psychedelic-assisted therapy, the alliance in the psychotherapy component is as important as the drug. Psychother. Psychosom. 94, 304–305 (2025).

    Article  PubMed  Google Scholar 

  40. Thal, S., Engel, L. B. & Bright, S. J. Presence, trust, and empathy: preferred characteristics of psychedelic carers. J. Humanist. Psychol. https://doi.org/10.1177/00221678221081380 (2022).

    Article  Google Scholar 

  41. Stauffer, C. S., Anderson, B. T., Ortigo, K. M. & Woolley, J. Psilocybin-assisted group therapy and attachment: observed reduction in attachment anxiety and influences of attachment insecurity on the psilocybin experience. ACS Pharmacol. Transl. Sci. 4, 526–532 (2021).

    Article  PubMed  Google Scholar 

  42. Wolff, M. et al. Common factors in altered states: understanding psychedelic therapy through the lens of Grawe’s general change mechanisms. Psychol. Rev. 132, 1467–1492 (2025).

    Article  PubMed  Google Scholar 

  43. Erritzoe, D. et al. Effects of psilocybin therapy on personality structure. Acta Psychiatr. Scand. 138, 368–378 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  44. Barrett, F. S., Johnson, M. W. & Griffiths, R. R. Neuroticism is associated with challenging experiences with psilocybin mushrooms. Pers. Individ. Differ. 117, 155–160 (2017).

    Article  Google Scholar 

  45. Holas, P. & Kamińska, J. Mindfulness meditation and psychedelics: potential synergies and commonalities. Pharmacol. Rep. 75, 1398–1409 (2023).

    Article  PubMed  PubMed Central  Google Scholar 

  46. Lewis-Healey, E., Tagliazucchi, E., Canales-Johnson, A. & Bekinschtein, T. A. Breathwork-induced psychedelic experiences modulate neural dynamics. Cereb. Cortex https://doi.org/10.1093/cercor/bhae347 (2024).

  47. Von Rotz, R. et al. Single-dose psilocybin-assisted therapy in major depressive disorder: a placebo-controlled, double-blind, randomised clinical trial. eClinicalMedicine 56, 101809 (2023).

    Article  Google Scholar 

  48. Nygart, V. A. et al. Antidepressant effects of a psychedelic experience in a large prospective naturalistic sample. J. Psychopharmacol. 36, 932–942 (2022).

    Article  PubMed  PubMed Central  Google Scholar 

  49. Low, Z. L. F. Intention-Setting among Recreational Psychedelic Users: Associated Acute Effects and Changes in Well-being. PhD thesis, Univ. at Albany, State Univ. of NY (2025); https://scholarsarchive.library.albany.edu/etd/134

  50. Joyce, P. R. et al. Patterns and predictors of remission, response and recovery in major depression treated with fluoxetine or nortriptyline. Aust. N. Z. J. Psychiatry 36, 384–391 (2002).

    Article  PubMed  Google Scholar 

  51. Garcia-Romeu, A. et al. Cessation and reduction in alcohol consumption and misuse after psychedelic use. J. Psychopharmacol. 33, 1088–1101 (2019).

    Article  PubMed  Google Scholar 

  52. Garcia-Romeu, A. et al. Persisting reductions in cannabis, opioid, and stimulant misuse after naturalistic psychedelic use: an online survey. Front. Psychiatry 10, 955 (2020).

    Article  PubMed  PubMed Central  Google Scholar 

  53. Xin, Y., Armstrong, S. B., Averill, L. A., Sepeda, N. & Davis, A. K. Predictors of psychedelic treatment outcomes among special operations forces veterans. Psychol. Conscious. https://doi.org/10.1037/cns0000374 (2023).

    Article  Google Scholar 

  54. Beard, J. I. L. & Delgadillo, J. Early response to psychological therapy as a predictor of depression and anxiety treatment outcomes: a systematic review and meta-analysis. Depress. Anxiety 36, 866–878 (2019).

    Article  PubMed  Google Scholar 

  55. Nordmo, M., Monsen, J. T., Høglend, P. A. & Solbakken, O. A. Investigating the dose–response effect in open-ended psychotherapy. Psychother. Res. 31, 859–869 (2021).

    Article  PubMed  Google Scholar 

  56. Rost, F. et al. The complexity of treatment-resistant depression: a data-driven approach. J. Affect. Disord. 358, 292–301 (2024).

    Article  PubMed  Google Scholar 

  57. Foltin, R. W., Luba, R., Chen, Y., Wang, Y. & Evans, S. M. Impulsivity in cocaine users compared to matched controls: effects of sex and preferred route of cocaine use. Drug Alcohol Depend. 226, 108840 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  58. Stellern, J. et al. Emotion regulation in substance use disorders: a systematic review and meta-analysis. Addiction 118, 30–47 (2023).

    Article  PubMed  Google Scholar 

  59. Johnson, M. W. Consciousness, religion, and gurus: pitfalls of psychedelic medicine. ACS Pharmacol. Transl. Sci. 4, 578–581 (2021).

    Article  PubMed  Google Scholar 

  60. Mion, G. & Villevieille, T. Ketamine pharmacology: an update. CNS Neurosci. Ther. 19, 370–380 (2013).

    Article  PubMed  PubMed Central  Google Scholar 

  61. Mathai, D. S., Meyer, M. J., Storch, E. A. & Kosten, T. R. The relationship between subjective effects induced by a single dose of ketamine and treatment response in patients with major depressive disorder: a systematic review. J. Affect. Disord. 264, 123–129 (2020).

    Article  PubMed  Google Scholar 

  62. Machado-Vieira, R., Salvadore, G., DiazGranados, N. & Zarate, C. A. Jr. Ketamine and the next generation of antidepressants with a rapid onset of action. Pharmacol. Ther. 123, 143–150 (2009).

    Article  PubMed  PubMed Central  Google Scholar 

  63. Passie, T., Seifert, J., Schneider, U. & Emrich, H. M. The pharmacology of psilocybin. Addict. Biol. 7, 357–364 (2002).

    Article  PubMed  Google Scholar 

  64. Holze, F., Becker, A. M., Kolaczynska, K. E., Duthaler, U. & Liechti, M. E. Pharmacokinetics and pharmacodynamics of oral psilocybin administration in healthy participants. Clin. Pharmacol. Ther. 113, 822–831 (2023).

    Article  PubMed  Google Scholar 

  65. Studerus, E., Kometer, M., Hasler, F. & Vollenweider, F. X. Acute, subacute and long-term subjective effects of psilocybin in healthy humans: a pooled analysis of experimental studies. J. Psychopharmacol. 25, 1434–1452 (2011).

    Article  PubMed  Google Scholar 

  66. Mertens, L. J. et al. Methodological challenges in psychedelic drug trials: efficacy and safety of psilocybin in treatment-resistant major depression (EPIsoDE)—rationale and study design. Neurosci. Appl. 1, 100104 (2022).

    Article  PubMed  PubMed Central  Google Scholar 

  67. Aday, J. S. et al. Personal psychedelic use is common among a sample of psychedelic therapists: implications for research and practice. Psychedelic Med. 1, 27–37 (2023).

    Article  Google Scholar 

  68. Braun, V. & Clarke, V. Using thematic analysis in psychology. Qual. Res. Psychol. 3, 77–101 (2006).

    Article  Google Scholar 

  69. Viljoen, G. et al. Predictors of psychedelic-assisted therapy response (PREPARE-study): the therapist’s perspective. figshare https://doi.org/10.6084/m9.figshare.30218056 (2026).

Download references

Acknowledgements

We thank F. Nanni and S. Mendoza Peñaloza for their valuable assistance with the German translation of the questionnaire. We also acknowledge the professional networks and organizations that facilitated the dissemination of the questionnaire.

Author information

Authors and Affiliations

Authors

Contributions

G.V., M.K. and F.B. conceptualized the study. Questionnaire development was carried out by G.V., F.B., M.K., L.J.M., R.E. and M.J. Questionnaire distribution was facilitated by G.V., A.B., H.W., L.J.M., R.E., M.W., U.H., M.J., M.S., M.K. and F.B. Data analysis was carried out by G.V., M.K. and F.B. G.V. prepared the manuscript. Review and editing were conducted by G.V., A.B., H.W., L.J.M., R.E., M.W., U.H., M.J., M.S., M.K. and F.B.

Corresponding author

Correspondence to Felix Betzler.

Ethics declarations

Competing interests

F.B. has received honoraria as a lecturer, served as an advisory board member and received research funding from Takeda and Medice Pharmaceuticals. H.W. has received honoraria and loyalties from Becker Joest Volk Verlag, Hilden, Thieme Verlag Stuttgart and Springer Verlag Heidelberg and lecture and related travel fees from Academy of Neuroscience, Köln, Rovi-GmbH, Holzkirchen and Psi-Fit GmbH, Wolfsburg. M.W. is a shareholder of OVID Tagesklinik GmbH. M.S. is an employee of AtaiBeckley. The other authors declare no competing interests.

Peer review

Peer review information

Nature Mental Health thanks Lauren Lepow, Daniel Rosenbaum, Nigel Strauss and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Extended data

Extended Data Fig. 1 Thematic map illustrating clinician-perceived predictors of favourable (green) and unfavourable (pink) responses in psychedelic-assisted therapy.

Themes were identified from open-ended responses using reflexive thematic analysis following Braun and Clarke’s six-phase framework68. Eight domains are shown, each comprising favourable (green) and unfavourable (pink) subthemes. Blue shading indicates relative response frequency (light: 30–50; dark: >50 responses).

Extended Data Table 1 Highest and lowest therapist-rated predictors of therapeutic response

Supplementary information

Supplementary Information (download PDF )

PREPARE questionnaire, Detailed statistical methods, Supplementary Tables 1–4 and Supplementary Discussion.

Reporting summary (download PDF )

Peer Review File (download PDF )

Source data

Source Data Figs. 1–5 and Source Data Extended Data Table 1 (download XLSX )

Statistical source data for Figs. 1–5 and Extended Data Table 1.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Viljoen, G., Bendau, A., Walter, H. et al. Therapist-rated predictors of response to psychedelic-assisted therapy. Nat. Mental Health (2026). https://doi.org/10.1038/s44220-026-00642-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Version of record:

  • DOI: https://doi.org/10.1038/s44220-026-00642-4

Search

Quick links

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing