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The Hierarchical Taxonomy of Psychopathology (HiTOP): A Quantitative Nosology Based on Consensus of Evidence
Open accessAbstract
Traditional diagnostic systems went beyond empirical evidence on the structure of mental health. Consequently, these diagnoses do not depict psychopathology accurately, and their validity in research and utility in clinicalpractice are therefore limited. The Hierarchical Taxonomy of Psychopathology (HiTOP) consortium proposed a model based on structural evidence. It addresses problems of diagnostic heterogeneity, comorbidity, and unreliability. We review the HiTOP model, supporting evidence, and conceptualization of psychopathology in this hierarchical dimensional framework. The system is not yet comprehensive, and we describe the processes for improving and expanding it. We summarize data on the ability of HiTOP to predict and explain etiology (genetic, environmental, and neurobiological), risk factors, outcomes, and treatment response. We describe progress in the development of HiTOP-based measures and in clinical implementation of the system. Finally, we review outstanding challenges and the research agenda. HiTOP is of practical utility already, and its ongoing development will produce a transformative map of psychopathology.
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“Interestingly, this is in line with the proposed Hierarchical Taxonomy of Psychopathology (HiTOP) system, where symptoms of mania are thought to associate with obsessive-compulsive symptoms like checking, ordering, and cleaning (Kotov et al., 2017, 2021).”
From Using network analysis to examine connections between Acceptance and Commitment Therapy (ACT) processes, internalizing symptoms, and well-being in a sample of undergraduates (2023) · cites this paper as Kotov et al., 2021
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“Although GAD and social anxiety involve distinct processes related to distress and fear [4 ], they share mechanisms such as worry, intolerance of uncertainty and problem orientation [61 ].”
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Neher, A., Stamenos, A., Fiecas, M. J. A., Safo, S. E., & Chekouo, T. (2025) · Data Science in Science · doi:10.1080/26941899.2025.2600125 · Cited by 1
“Modern research is moving toward a data-driven understanding of psychopathology (Kotov et al. 2021; Cuthbert 2022; Conway et al. 2023).”
Heightened Affective Reactivity Is Associated With More-Severe Symptoms of Emotional Disorders
Fulton, A., Forbes, L., Sundram, S., & Bennett, D. (2026) · Clinical Psychological Science · doi:10.1177/21677026251393622 · Cited by 1
Yalch, M. M., & Gallagher, A. R. (2026) · European Journal of Trauma & Dissociation · doi:10.1016/j.ejtd.2026.100640 · Cited by 1
Exploring Dimensions of Posttraumatic Stress in Young Children
Mulligan, D. J., Grasso, D. J., Greene, C. A., Carter, A. S., McCarthy, K. J., Goldstein, B. L., & Briggs‐Gowan, M. J. (2026) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-025-01396-w · Cited by 1
“…(Rosen & Lilienfeld, 2008), echoing prior critiques of categorical nosology (Lilienfeld, 2014) and the growing support for dimensional models of psychopathology such as the Hierarchical Taxonomy of Psychopathology (HiTOP; Kotov et al., 2021) and Research Domain Criteria (RDoC; Insel et al., 2010).”
Cortesi, F., Santirocchi, S. E., Montanelli, R., Toffoli, L., Gambarini, A., Marzocchi, G. M., Mioni, G., Mento, G., Ogliari, A. L., Toffalini, E., et al. (2026) · Brain Sciences · doi:10.3390/brainsci16020249 · Cited by 1
“…constitute dimensional operationalizations of neurodevelopmental traits rather than categorical nosological entities, in line with contemporary transdiagnostic frameworks such as HiTOP [83] and recent proposals to conceptualize neurodevelopmental conditions within a dimensional spectrum [84].”
Son, G., & Rubo, M. (2026) · Journal of Medical Internet Research · doi:10.2196/79147 · Cited by 1
“These overlaps align with the notion of a general factor of psychopathology ( p -factor), which reflects shared variance across mental disorders and has been proposed as a transdiagnostic dimension of psychopathology severity [23,24].”
Cavicchioli, M., Nimbi, F. M., Bottiroli, S., Guglielmi, D., Castelli, L., & Galli, F. (2026) · Pain Research and Management · doi:10.1155/prm/8005108 · Cited by 1
“…signifcantly higher levels of NA, which may represent a dimension involved in the high co-occurrence rates revealed between these syndromes and internalizing psychopathological disorders (e.g., depression, anxiety, and PTSD), which are characterized by core emotional dysfunctions [21, 22].”
Li, M., & Nelson, B. D. (2026) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-026-01459-6 · Cited by 1
“In addition, the Hierarchical Taxonomy of Psychopathology (HiTOP) is an empirically based dimensional and hierarchical framework of psycho-pathology (Kotov et al., 2021) that organizes lower-order symptom components and maladaptive traits into higher-order subfactors, spectra, and superspectra.”
Psychopathology through the Lens of Contemporary Integrative Interpersonal Theory
Pincus, A. L., Wright, A. G. C., & Hopwood, C. J. (2026) · Oxford University Press eBooks · doi:10.1093/9780197769676.003.0013 · Cited by 1
Self-citationThe Dimensionalization of Personality Pathology
Sharp, C., & Boone, K. (2026) · Oxford University Press eBooks · doi:10.1093/9780197769676.003.0009 · Cited by 1
The 45-degree difference between the personality Big Two and the temperamental Big Two
Ponikiewska, K., Strus, W., & Cieciuch, J. (2026) · Personality and Individual Differences · doi:10.1016/j.paid.2026.113839 · Cited by 1
Grattidge, L., Haywood, D., Hart, N., Hamilton, B. E., Fossey, E. M., Petrakis, M., & Castle, D. J. (2026) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s600579 · Cited by 2
Williams, T. F., Freilich, C. D., Cowan, H. R., Docherty, A. R., Jonas, K. G., Martin, E. A., & Kotov, R. (2026) · Schizophrenia Research · doi:10.1016/j.schres.2026.05.012 · Cited by 1
Self-citationCarfagno, M., Martinelli, F., Laboccetta, V., Leone, G., Costantini, A., Patriciello, G., Ruzzi, V., Raffone, F., Barone, E., & Monteleone, A. M. (2026) · Journal of Eating Disorders · doi:10.1186/s40337-026-01684-w · Cited by 1
“In response, dimensional and trans-diagnostic models such as the Research Domain Criteria (RDoC; (7)) and the Hierarchical Taxonomy of Psychopa-thology (HiTOP [8, 9]) have been proposed.”
Pinto, J. O., Peixoto, B., Dores, A. R., & Barbosa, F. (2026) · Journal of Personalized Medicine · doi:10.3390/jpm16070363 · Cited by 1
“Regarding HiTOP, it still needs to extend its classification system to include Major ND [12].”
Obsessive-compulsive tendencies shift the balance between competitive neurocognitive functions
Brezóczki, B., Vékony, T., Farkas, B. C., Hann, F., & Németh, D. (2026) · iScience · doi:10.1016/j.isci.2026.116851 · Cited by 4
Okewole, A., Bourque, V.-R., Koko, M., Huguet, G., Børglum, A. D., Grove, J., Jacquemont, S., Baron‐Cohen, S., & Warrier, V. (2026) · Molecular Psychiatry · doi:10.1038/s41380-026-03880-1 · Cited by 1
Le, G. H., Wong, S., Luch, S. D. D., Orsini, D. K., Vasudeva, S., Agarwal, S. M., Llach, C.-D., Rosenblat, J. D., & McIntyre, R. S. (2026) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.70143 · Cited by 1
From Protective Factors to Mechanisms: Charting the Neurobiology of Schizophrenia Resilience
Bittner, R. A., Barnes-Scheufler, C. V., Reif, A., & Qubad, M. (2026) · Schizophrenia Bulletin · doi:10.1093/schbul/sbag146 · Cited by 1
Robust single‐trial event‐related potentials differentiate between distress and fear disorders
Randau, M., Reinholt, N., Pernet, C. R., Oranje, B., Rasmussen, B. S., & Arnfred, S. (2023) · Psychophysiology · doi:10.1111/psyp.14500 · Cited by 1
Psychological clinical science: Meeting the challenge of public mental health
McNally, R. J. (2024) · Clinical Psychology in Europe · doi:10.32872/cpe.12067 · Cited by 1
“…perspectives are compatible with the clinical science approach including categorical diagnostic (e.g., American Psychiatric Association, 2013; Haeffel et al., 2022), dimensional (e.g., Kotov et al., 2017; Kotov et al., 2021), and network analytic (e.g., Borsboom, 2017; McNally, 2021) ones.”
MethodFundamentals of the septo-hippocampal system
McNaughton, N., & Gray, J. A. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780198843313.003.0009 · Cited by 1
Memory and the septo-hippocampal system
McNaughton, N., & Gray, J. A. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780198843313.003.0008 · Cited by 1
Byllesby, B. M., & Palmieri, P. A. (2024) · Journal of Traumatic Stress · doi:10.1002/jts.23092 · Cited by 1
Forensic Assessment of Psychological Injury Claims
Rosenberg, S. E., Pignolo, C., Viglione, D. J., Giromini, L., Arbisi, P. A., & Wright, A. J. (2025) · Springer eBooks · doi:10.1007/978-3-031-69734-0_17 · Cited by 1
Self-citationCoutts‐Bain, D., Sharpe, L., & Hunt, C. J. (2025) · British Journal of Clinical Psychology · doi:10.1111/bjc.12536
“The second comparison was selected given the existing literature has largely focused on FORP in the context of psychosis, in contrast to the relative lack of research on FORP in non-psychotic conditions, and in light of the overlapping nature of psychosis and mania (Kotov et al., 2021).”
A Contemporary Integrative Interpersonal Theory Formulation of Self and Social Pathology
Wright, A. G. C., & Nielsen, S. R. (2025) · Cambridge University Press eBooks · doi:10.1017/9781009445955.007 · Cited by 1
Self-citationSawyers, C. K., Moore, A. A., Patrick, C. J., Yancey, J. R., Brotman, M. A., Leibenluft, E., Pine, D. S., Roberson‐Nay, R., Kramer, M. D., & Hettema, J. M. (2025) · Development and Psychopathology · doi:10.1017/s0954579425000380 · Cited by 1
“…distress ” dimension reflecting symptoms oflow mood and pervasivenegativeaffectandcognitions, associated with disorders including major depression, persistent depressive (dysthymic) disorder, generalized anxiety disorder (GAD), and post-traumatic stress disorder (Kotov et al., 2017, 2021).”
Metadata
- Authors
- Kotov, R., Krueger, R. F., Watson, D., Cicero, D. C., Conway, C. C., DeYoung, C. G., Eaton, N. R., Forbes, M. K., Hallquist, M. N., Latzman, R. D., Mullins-Sweatt, S. N., Ruggero, C. J., Simms, L. J., Waldman, I. D., Waszczuk, M. A., & Wright, A. G. C.
- Affiliations
- Stony Brook University (US)
- University of Minnesota (US)
- University of Notre Dame (US)
- University of North Texas (US)
- Fordham University (US)
- Macquarie University (AU)
- University of North Carolina at Chapel Hill (US)
- Georgia State University (US)
- Department of Psychology, Oklahoma State University, Stillwater, Oklahoma 74078, USA
- University at Buffalo, State University of New York (US)
- Emory University (US)
- Rosalind Franklin University of Medicine and Science (US)
- University of Pittsburgh (US)
- Corresponding author
- Kotov, Roman
- ORCID
- Venue
- Annual Review of Clinical Psychology
- Publisher
- Annual Reviews
- Published
- 2021-05-07
- Volume
- 17
- Issue
- 1
- Pages
- 83-108
- ISSN
- 1548-5943 (ISSN-L)
- 1548-5951
- OpenAlex
- W3127024923
- Cited by
- 596
- References
- 138
- Citations by year
- 2026: 101 · 2025: 108 · 2024: 146 · 2023: 110 · 2022: 87 · 2021: 42
- FWCI
- 15.67
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Annual Review of Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Mental Health (R56MH122537)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Clinical Psychology › Personality Disorders and Psychopathology
- Social Sciences › Arts and Humanities › Philosophy › Mental Health and Psychiatry
- Keywords
- Hierarchical Taxonomy of Psychopathology, disease classification, dimensional models of psychopathology, diagnostic heterogeneity, comorbidities, diagnostic reliability, etiology of mental disorders, risk factors, treatment response, clinical implementation
- MeSH terms
- Mental Disorders, Humans, Mental Health, Psychopathology, Comorbidity, Practice Guidelines as Topic, Consensus
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