Canalization and plasticity in psychopathology

This theory-building paper (2022) introduces a new model of psychopathology called canalization, which is a form of plasticity that relates to increased model precision. It suggests that TEMP, combined with psychological support, can counter the entrenchment of canalization in pathological phenotypes, and offers suggestions for experiments to test its main hypotheses and implications.

Authors

  • Fernando Rosas
  • Richard Zeifman

Published

Neuropharmacology
meta Study

Abstract

This theoretical article revives a classical bridging construct, canalization, to describe a new model of a general factor of psychopathology. To achieve this, we have distinguished between two types of plasticity, an early one that we call ‘TEMP’ for ‘Temperature or Entropy Mediated Plasticity’, and another, we call ‘canalization’, which is close to Hebbian plasticity. These two forms of plasticity can be most easily distinguished by their relationship to ‘precision’ or inverse variance; TEMP relates to increased model variance or decreased precision, whereas the opposite is true for canalization. TEMP also subsumes increased learning rate, (Ising) temperature and entropy. Dictionary definitions of ‘plasticity’ describe it as the property of being easily shaped or molded; TEMP is the better match for this. Importantly, we propose that ‘pathological’ phenotypes develop via mechanisms of canalization or increased model precision, as a defensive response to adversity and associated distress or dysphoria. Our model states that canalization entrenches in psychopathology, narrowing the phenotypic statespace as the agent develops expertise in their pathology. We suggest that TEMP - combined with gently guiding psychological support - can counter canalization. We address questions of whether and when canalization is adaptive versus maladaptive, furnish our model with references to basic and human neuroscience, and offer concrete experiments and measures to test its main hypotheses and implications.

Unlocked with Blossom Pro

Research Summary of 'Canalization and plasticity in psychopathology'

Introduction

Carhart-Harris and colleagues revive the biological concept of canalization to propose a parsimonious, transdiagnostic model of psychopathology. They contrast canalization — the development of stable, low-variance phenotypes — with forms of plasticity that increase phenotypic variability. Central to their framing is precision (inverse variance): canalization corresponds to increased precision and reduced sensitivity to new evidence, whereas a distinct form of plasticity they introduce, TEMP (Temperature or Entropy Mediated Plasticity), corresponds to decreased precision, increased variance, and higher learning rates. This distinction is used to reinterpret how entrenched cognitive and behavioural styles can develop and persist after adversity, distress or dysphoria. The paper sets out to do three things. First, it develops a theoretical model (CANAL) that treats the general psychopathology or 'p' factor as arising from entrenched canalized phenotypes. Second, it links this model to existing computational frameworks (notably the free-energy principle) and a specific mechanistic account of psychedelic action (the REBUS model), arguing that transient increases in TEMP can enable a simulated-annealing-like reconfiguration of maladaptive attractors. Third, the authors map this framework onto existing basic and clinical neuroscience findings, propose candidate biomarkers and experimental paradigms to test the model, and discuss clinical implications — including how psychedelic therapy plus supportive psychotherapy might counteract canalization.

Methods

This is a theoretical, integrative article rather than an empirical study. The investigators synthesise evidence and concepts from developmental biology (Waddington's canalization), complexity science, dynamical systems and the free-energy principle, together with preclinical and human neuroscience and clinical findings on psychedelics and other rapid-acting interventions. From these sources they formalise two constructs — canalization (close to Hebbian, associative consolidation) and TEMP (an entropy- or 'temperature'-related early plasticity) — and map them onto a free-energy or energy-landscape metaphor in which precision corresponds to curvature and depth of attractor basins. Rather than reporting new data, the authors draw on published animal and human studies to link stages of the proposed annealing process to measurable markers. They recommend experimental approaches including high-temporal-resolution electrophysiology (EEG) to index early increases in neural entropy, and MRI-based pre/post scans to detect downstream functional and anatomical reweighting. Proposed neurophysiological measures include Lempel–Ziv complexity and a newer metric termed CSER (Complexity of State-Space Entropy Rate) applied to cortical recordings, while neuroimaging outcomes include metrics such as brain network modularity, white-matter diffusivity and synaptic-density markers. Behavioural assays suggested for operationalising canalization include measures of cognitive flexibility and associative learning, and the authors advocate cross-species paradigms and longitudinal designs to capture dynamics rather than cross-sectional snapshots.

Results

The paper does not present original empirical results; instead it assembles prior findings that the authors interpret as consistent with the CANAL and TEMP/REBUS frameworks. Key empirical observations cited include: evidence that classic serotonergic psychedelics (5-HT2A agonists) increase measures of neural entropy in humans, with one multimodal study reporting increased brain entropy under high-dose psilocybin and a change in prefrontal-to-subcortex diffusivity one month later, and the acute entropy increase predicting longer-term improvements in psychological well-being. Psychedelics and 5-HT2A agonism are reported to promote expression of plasticity-related genes, such as BDNF, and to increase cortical spine formation in vitro and in vivo, particularly in cortex, findings the authors link to heterosynaptic plasticity. Additional cited evidence includes studies showing that LSD accelerates learning rates in animals and increases learning rate in humans, acute increases in sensitivity to music and suggestion under psychedelics, sub-acute gains in cognitive flexibility, and longer-term psychological changes (for example in personality or nature relatedness) after psychedelic experiences. The dissociative anesthetic ketamine is noted to reverse stress-induced dendritic spine atrophy in animal models and to show synaptic-density changes in humans measured one day after a single dose. Conversely, chronic stress and past adversity are associated with dendritic atrophy, reduced cortical thickness, reduced grey matter volume and markers of accelerated brain ageing, which the authors treat as neurobiological substrates for canalization. At the network level, the authors report findings that psilocybin therapy for depression was associated with decreased brain network modularity (interpreted as increased global integration) that correlated with symptom improvement in two independent samples; similar decreases in modularity have been reported after electroconvulsive therapy, although the literature contains conflicting results and some large-sample studies report different modularity patterns. The extracted text does not consistently provide sample sizes, effect sizes or confidence intervals for these cited studies, so quantitative anchoring in this summary is limited to directional and mechanistic characterisations as presented by the authors. The authors also synthesise clinical and translational considerations drawn from the literature: potential therapeutic benefits of combining an acute TEMP-like entropic phase with post-acute psychotherapy, and potential risks whereby increased plasticity could be hijacked to entrench maladaptive patterns (a metaplastic or iatrogenic canalization). They identify candidate contraindications for psychedelic therapy as speculative but include early psychosis, schizophrenia, certain personality disorders, bipolar I disorder and younger age as situations warranting caution. Proposed empirical tests include EEG/CSER or Lempel–Ziv indices predicting downstream markers of heterosynaptic plasticity across species, replications of post-treatment modularity changes, and behavioural assays of cognitive flexibility.

Discussion

Carhart-Harris and colleagues interpret their synthesis to propose that entrenched canalization — excessive precision of priors that narrows an individual's phenotypic state-space — is a core component of psychopathology. They argue that such canalized phenotypes often develop as defensive responses to adversity, distress or dysphoria and endure because they minimise uncertainty at the cost of adaptability. The authors position their CANAL model within the free-energy framework and align it with the REBUS account of psychedelic action: psychedelics, via 5-HT2A agonism, produce an acute reduction in precision (an entropic increase or TEMP), which they liken to simulated annealing. This early phase, they propose, enables belief states to escape entrenched attractors and permits downstream heterosynaptic reweighting that can rebalance the system when followed by supportive psychotherapy. They relate the model to a wide range of psychopathological phenomena — internalizing and externalizing spectra, addictions, OCD, eating disorders, functional somatic syndromes and thought disorders — arguing that many common symptoms can be framed as canalized coping strategies that were once adaptive or momentarily effective. The authors interpret evidence of psychedelic-induced entropy, increased synaptogenesis, changes in modularity, and rapid symptom improvements across diagnoses as broadly consistent with their annealing account, while emphasising that these links remain provisional and require rigorous testing. The paper acknowledges important limitations: the model is extrapolative and speculative, empirical gaps exist across species and measurement modalities, and the literature includes conflicting neuroimaging findings (for example regarding modularity). The authors note methodological challenges that have hampered biomarker discovery in psychiatry — cross-sectional designs, heterogeneous symptoms, poor longitudinal sampling and high inter- and intra-subject variability — and recommend longitudinal, provocation and cross-species paradigms to test their hypotheses. They also discuss ethical and clinical implications: psychedelic-induced increases in TEMP might be therapeutic when combined with high-quality psychological support, but may precipitate decompensation in vulnerable individuals or be misused to shape beliefs inappropriately. Finally, the authors call for empirical validation of candidate biomarkers (EEG entropy metrics, modularity, synaptic-density measures), behavioural operationalisations of canalization, and research into individual differences (including possible polygenic susceptibility) that influence propensity for TEMP and canalization.

Conclusion

The paper concludes by restating the central proposal: a parsimonious model that conceptualises entrenched canalization — acquired in response to adversity and distress — as a principal component of psychopathology. The authors suggest that interventions which transiently increase TEMP, notably serotonergic psychedelics administered with gently guiding psychological support, may counter over-potentiated canalization by enabling an annealing-like reconfiguration of neural and psychological state-spaces. They emphasise that this account is a hypothesis-generating framework and invite empirical tests of its core predictions and biomarkers.

Study Details

References (57)

Papers cited by this study that are also in Blossom

Prospective examination of the therapeutic role of psychological flexibility and cognitive reappraisal in the ceremonial use of ayahuasca

Agin-Liebes, G. I., Campbell, W. K., Garland, E. L. et al. · Journal of Psychopharmacology (2022)

DMT alters cortical travelling waves

Alamia, A., Carhart-Harris, R. L., Timmermann, C. · eLife (2020)

Real-world effectiveness of ketamine in treatment-resistant depression: A systematic review & meta-analysis

Alnefeesi, Y., Cao, B., Ceban, F. et al. · Journal of Psychiatric Research (2022)

Connectome-harmonic decomposition of human brain activity reveals dynamical repertoire re-organization under LSD

Atasoy, S., Carhart-Harris, R. L., Deco, G. et al. · Scientific Reports (2017)

Pivotal Mental States

Brouwer, A., Carhart-Harris, R. L. · Journal of Psychopharmacology (2020)

Towards an understanding of psychedelic-induced neuroplasticity

Calder, A. E., Hasler, G. · Neuropsychopharmacology (2022)

The entropic brain - revisited

Carhart-Harris, R. L. · Neuropharmacology (2018)

REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics

Carhart-Harris, R. L., Friston, K. J. · Pharmacological Reviews (2019)

The entropic brain: a theory of conscious states informed by neuroimaging research with psychedelic drugs

Carhart-Harris, R. L., Chialvo, D. R., Feilding, A. et al. · Frontiers in Human Neuroscience (2014)

Show all 57 references
LSD enhances suggestibility in healthy volunteers

Bolstridge, M., Carhart-Harris, R. L., Feilding, A. et al. · Psychopharmacology (2014)

257 cited
The paradoxical psychological effects of lysergic acid diethylamide (LSD)

Bolstridge, M., Carhart-Harris, R. L., Feilding, A. et al. · Psychological Medicine (2016)

253 cited
Psychedelics and connectedness

Carhart-Harris, R. L., Erritzoe, D., Haijen, E. C. H. M. et al. · Psychopharmacology (2017)

Trial of Psilocybin versus Escitalopram for Depression

Baker-Jones, M., Blemings, A., Carhart-Harris, R. L. et al. · New England Journal of Medicine (2021)

927 cited
Psychological flexibility mediates the relations between acute psychedelic effects and subjective decreases in depression and anxiety

Barrett, F. S., Davis, A. K., Griffiths, R. R. · Journal of Contextual Behavioral Science (2020)

Increased global integration in the brain after psilocybin therapy for depression

Carhart-Harris, R. L., Daws, R. E., Erritzoe, D. et al. · Nature Medicine (2022)

Psilocybin therapy increases cognitive and neural flexibility in patients with major depressive disorder

Barker, P., Barrett, F. S., Davis, A. K. et al. · Translational Psychiatry (2021)

249 cited
Recreational use of psychedelics is associated with elevated personality trait openness: Exploration of associations with brain serotonin markers

Carhart-Harris, R. L., Erritzoe, D., Fisher, P. M. et al. · Journal of Psychopharmacology (2019)

Psychedelics and reconsolidation of traumatic and appetitive maladaptive memories: focus on cannabinoids and ketamine

Chiamulera, C., Fattore, L., Fumagalli, G. et al. · Psychopharmacology (2017)

Single-Dose Psilocybin for a Treatment-Resistant Episode of Major Depression

Aaronson, S. T., Alvarez, O., Arden, K. et al. · New England Journal of Medicine (2022)

656 cited
Classic psychedelic use is associated with reduced psychological distress and suicidality in the United States adult population

Clark, C. B., Coombs, D. W., Hendricks, P. S. et al. · Journal of Psychopharmacology (2015)

345 cited
Pattern Breaking: A Complex Systems Approach to Psychedelic Medicine

Carhart-Harris, R. L., Hipólito, I., Mago, J. et al. · Psyarxiv (2022)

Increased sensitivity to strong perturbations in a whole-brain model of LSD

Atasoy, S., Carhart-Harris, R. L., Deco, G. et al. · NeuroImage (2021)

Pilot study of the 5-HT2AR agonist psilocybin in the treatment of tobacco addiction

Cosimano, M. P., Garcia-Romeu, A., Griffiths, R. R. et al. · Journal of Psychopharmacology (2014)

LSD enhances the emotional response to music

Barrett, F. S., Bolstridge, M., Carhart-Harris, R. L. et al. · Psychopharmacology (2015)

Effect of lysergic acid diethylamide (LSD) on reinforcement learning in humans

Cardinal, R. N., Carhart-Harris, R. L., den Ouden, H. E. M. et al. · Psychological Medicine (2020)

Bespoke library docking for 5-HT2A receptor agonists with antidepressant activity

Barros-Álvarez, X., Che, T., Confair, D. N. et al. · Nature (2022)

Structure of a Hallucinogen-Activated Gq-Coupled 5-HT2A Serotonin Receptor

Che, T., DiBerto, J. F., Kim, K. et al. · Cell (2020)

380 cited
Does psychedelic therapy have a transdiagnostic action and prophylactic potential?

Carhart-Harris, R. L., Horacek, J., Kočárová, C. · Frontiers in Psychiatry (2021)

Critical Period Plasticity as a Framework for Psychedelic-Assisted Psychotherapy

Lepow, L., Morishita, H., Yehuda, R. · Frontiers in Neuroscience (2021)

Dynamical exploration of the repertoire of brain networks at rest is modulated by psilocybin

Atasoy, S., Cabral, J., Carhart-Harris, R. L. et al. · NeuroImage (2019)

183 cited
An analog of psychedelics restores functional neural circuits disrupted by unpredictable stress

Cameron, L. P., Cao, B., Chen, L. et al. · Molecular Psychiatry (2021)

Psychedelics promote structural and functional neural plasticity

Barragan, E. V., Burbach, K. F., Cameron, L. P. et al. · Cell Reports (2018)

Sustained, multifaceted improvements in mental well-being following psychedelic experiences in a prospective opportunity sample

Carhart-Harris, R. L., Erritzoe, D., Haijen, E. C. H. M. et al. · Frontiers in Psychiatry (2021)

Me, myself, bye: regional alterations in glutamate and the experience of ego dissolution with psilocybin

Hutten, N. P. W., Jansen, J. F. A., Kuypers, K. P. C. et al. · Neuropsychopharmacology (2020)

MDMA-assisted therapy for severe PTSD: a randomized, double-blind, placebo-controlled phase 3 study

Amar, S., Amiaz, R., Bogenschutz, M. P. et al. · Nature Medicine (2021)

Therapeutic Alliance and Rapport Modulate Responses to Psilocybin Assisted Therapy for Depression

Baker-Jones, M., Carhart-Harris, R. L., Erritzoe, D. et al. · Frontiers in Pharmacology (2022)

162 cited
Oxytocin-dependent reopening of a social reward learning critical period with MDMA

Boyden, E., Dölen, G., Lewis, E. M. et al. · Nature (2019)

Psychedelics, personality and political perspectives

Carhart-Harris, R. L., Evans, J., Nour, M. R. · Journal of Psychoactive Drugs (2017)

164 cited
Antidepressant effects of a psychedelic experience in a large prospective naturalistic sample

Carhart-Harris, R. L., Erritzoe, D., Haijen, E. et al. · Journal of Psychopharmacology (2022)

Validation of the Psychological Insight Scale: A new scale to assess psychological insight following a psychedelic experience

Carhart-Harris, R. L., Kettner, H., Lyons, T. et al. · Journal of Psychopharmacology (2022)

LSD-induced increase of Ising temperature and algorithmic complexity of brain dynamics

Carhart-Harris, R. L., Damiani, G., Deckersbach, T. et al. · PLOS ONE (2023)

Increased spontaneous MEG signal diversity for psychoactive doses of ketamine, LSD and psilocybin

Barrett, A. B., Carhart-Harris, R. L., Muthukumaraswamy, S. et al. · Scientific Reports (2017)

Receptor-informed network control theory links LSD and psilocybin to a flattening of the brain’s control energy landscape

Carhart-Harris, R. L., Cruzat, J., Deco, G. et al. · Nature Communications (2022)

Increased global functional connectivity correlates with LSD-induced ego dissolution

Bolstridge, M., Bullmore, E., Carhart-Harris, R. L. et al. · Current Biology (2016)

Psychedelics alter metaphysical beliefs

Carhart-Harris, R. L., Kettner, H., Letheby, C. et al. · Scientific Reports (2021)

Patients’ accounts of increased “Connectedness” and “Acceptance” after psilocybin for treatment-resistant depression

Carhart-Harris, R. L., Day, C. M., Krzanowski, J. et al. · Journal of Humanistic Psychology (2017)

Examining changes in personality following shamanic ceremonial use of ayahuasca

Campbell, W. K., Carter, N. T., Miller, J. D. et al. · Scientific Reports (2021)

Cited By (23)

Papers in Blossom that reference this study

Psilocybin’s effect on human brain synaptic plasticity

Beliveau, V., Fisher, P. M., Geisler, M. et al. · Research Square (2025)

The effects of psilocybin therapy versus escitalopram on cognitive bias: A secondary analysis of a randomized controlled trial

Carhart-Harris, R. L., Erritzoe, D., Giribaldi, B. et al. · European Neuropsychopharmacology (2025)

Safety, tolerability and subjective effects of vaporized N,N-Dimethyltryptamine: A randomized double-blind clinical trial

Aires, R., Almeida, R., Araújo, D. B. et al. · European Neuropsychopharmacology (2025)

Reduced Brain Responsiveness to Emotional Stimuli With Escitalopram But Not Psilocybin Therapy for Depression

Carhart-Harris, R. L., Demetriou, L., Erritzoe, D. et al. · American Journal of Psychiatry (2025)

Dissociable effects of psilocybin and escitalopram for depression on processing of musical surprises

Carhart-Harris, R. L., Erritzoe, D., Harding, R. et al. · Molecular Psychiatry (2025)

2 cited
On the Varieties of Conscious Experiences: Altered Beliefs Under Psychedelics (ALBUS)

Johnson, M. W., Juliani, A., Klimaj, V. et al. · Neuroscience of Consciousness (2025)

Shame, guilt and psychedelic experience: Results from a prospective, longitudinal survey of real-world psilocybin use

Garcia-Romeu, A., Jackson, H., Johnson, M. W. et al. · Journal of Psychedelic Drugs (2025)

Human brain changes after first psilocybin use

Carhart-Harris, R. L., Douglass, H., Erritzoe, D. et al. · Biorxiv (2024)

Show all 23 papers
Harmonic decomposition of spacetime (HADES) framework characterises the spacetime hierarchy of the DMT brain state

Atasoy, S., Cabral, J., Carhart-Harris, R. L. et al. · National Science Review (2024)

Psychedelics and the 'inner healer': Myth or mechanism?

Barba, T., Carhart-Harris, R. L., Erritzoe, D. et al. · Journal of Psychopharmacology (2024)

11 cited
Effects of discontinuation of serotonergic antidepressants prior to psilocybin therapy versus escitalopram for major depression

Barba, T., Carhart-Harris, R. L., Erritzoe, D. et al. · Journal of Psychopharmacology (2024)

17 cited
Unique Psychological Mechanisms Underlying Psilocybin Therapy Versus Escitalopram Treatment in the Treatment of Major Depressive Disorder

Carhart-Harris, R. L., Erritzoe, D., Giribaldi, B. et al. · International Journal of Mental Health and Addiction (2024)

Predicting the outcome of psilocybin treatment for depression from baseline fMRI functional connectivity

Carhart-Harris, R. L., Copa, D., Erritzoe, D. et al. · Journal of Affective Disorders (2024)

Exploring mechanisms of psychedelic action using neuroimaging

Carhart-Harris, R. L., Castro-Rodrigues, P., Erritzoe, D. et al. · Nature Mental Health (2024)

Reports of self-compassion and affect regulation in psilocybin-assisted therapy for alcohol use disorder: An interpretive phenomenological analysis

Agin-Liebes, G. I., Bogenschutz, M. P., Haas, A. et al. · Psychology of Addictive Behaviors (2024)

The entropic heart: Tracking the psychedelic state via heart rate dynamics

Abbasi-Asl, R., Bor, D., Candia-Rivera, D. et al. · Biorxiv (2023)

Case analysis of long-term negative psychological responses to psychedelics

Bremler, R., Carhart-Harris, R. L., Erritzoe, D. et al. · Scientific Reports (2023)

How does psilocybin therapy work? An exploration of experiential avoidance as a putative mechanism of change

Carhart-Harris, R. L., Monson, C. M., Wagner, A. C. et al. · Journal of Affective Disorders (2023)

47 cited

Your Library