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Problematic assumptions have slowed down depression research: why symptoms, not syndromes are the way forward
Open accessAbstract
Major depression (MD) is a highly heterogeneous diagnostic category. Diverse symptoms such as sad mood, anhedonia, and fatigue are routinely added to an unweighted sum-score, and cutoffs are used to distinguish between depressed participants and healthy controls. Researchers then investigate outcome variables like MD risk factors, biomarkers, and treatment response in such samples. These practices presuppose that (1) depression is a discrete condition, and that (2) symptoms are interchangeable indicators of this latent disorder. Here I review these two assumptions, elucidate their historical roots, show how deeply engrained they are in psychological and psychiatric research, and document that they contrast with evidence. Depression is not a consistent syndrome with clearly demarcated boundaries, and depression symptoms are not interchangeable indicators of an underlying disorder. Current research practices lump individuals with very different problems into one category, which has contributed to the remarkably slow progress in key research domains such as the development of efficacious antidepressants or the identification of biomarkers for depression. The recently proposed network framework offers an alternative to the problematic assumptions. MD is not understood as a distinct condition, but as heterogeneous symptom cluster that substantially overlaps with other syndromes such as anxiety disorders. MD is not framed as an underlying disease with a number of equivalent indicators, but as a network of symptoms that have direct causal influence on each other: insomnia can cause fatigue which then triggers concentration and psychomotor problems. This approach offers new opportunities for constructing an empirically based classification system and has broad implications for future research.
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“From the homo- geneity assumption, the comorbidity (17) and heterogeneity (18,19) problems emerge and limit psychiatric research (20–26).”
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Cites
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,845
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032
Hamilton, M. (1960) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.23.1.56 · Cited by 32,817
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,944
Structural Equations with Latent Variables.
Clogg, C. C., & Bollen, K. A. (1991) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072165 · Cited by 17,475
(1954) · Cited by 15,935
Kessler, R. C., Chiu, W. T., Demler, O., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.617 · Cited by 12,052
Cognitive Therapy for Depression
(2012) · PsycEXTRA Dataset · doi:10.1037/e675542012-001 · Cited by 9,678
Diagnostic and Statistical Manual of Mental Disorders
Siegel, L. J., & Fletcher‐Janzen, E. (2008) · Wiley eBooks · doi:10.1002/9780470373699.speced0655 · Cited by 8,467
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Koretz, D., Merikangas, K. R., Rush, A. J., Walters, E. E., & Wang, P. S. (2003) · JAMA · doi:10.1001/jama.289.23.3095 · Cited by 7,988
Research works printed but not linked: 6
- Brooks, 2013, Heroes of uncertainty., New York Times.
- Ereshefsky, 2007, Species, The Stanford Encyclopedia of Philosophy
- Grebb, 2009, Introduction and considerations for a brain-based diagnostic system in psychiatry, Comprehensive Textbook of Psychiatry, 1
- Hooper, 2008, Structural equation modeling: guidelines for determining model fit., Electron. J. Bus. Res. Methods, 6, 53
- Insel, 2013, Transforming Diagnosis.
- Kupfer, 2013, Field Trial Results Guide DSM Recommendations. Huffingt. Post.
Cited by
Sorted by citations
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Levy, A., Taïb, S., Arbus, C., Péran, P., Sauvaget, A., Schmitt, L., & Yrondi, A. (2019) · Journal of Ect · doi:10.1097/yct.0000000000000570 · Cited by 32
van Wanrooij, L. L., Borsboom, D., van Charante, E. P. M., Richard, E., & van Gool, W. A. (2019) · International Psychogeriatrics · doi:10.1017/s1041610218002387 · Cited by 32
The conundrum of depression clinical trials: one size does not fit all
Khan, A., Mar, K. F., & Brown, W. A. (2018) · International Clinical Psychopharmacology · doi:10.1097/yic.0000000000000229 · Cited by 30
Guo, Z., He, Y., Yang, T., Ren, L., Qiu, R., Zhu, X., & Wu, S. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1014548 · Cited by 31
Hitchcock, P. F., Britton, W. B., Mehta, K. P., & Frank, M. J. (2022) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-022-01033-9 · Cited by 30
Depressive symptoms and loneliness among early adolescents: a psychometric network analysis approach
Grygiel, P., Dolata, R., Humenny, G., & Muszyński, M. A. (2023) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13876 · Cited by 36
McGlinchey, E., Ross, J., Murphy, D., Shorter, G. W., & Armour, C. (2021) · Journal of Traumatic Stress · doi:10.1002/jts.22666 · Cited by 30
Zhao, N., Li, W., Zhang, S.-F., Yang, B. X., Sha, S., Cheung, T. C. C., Jackson, T., Zang, Y., & Xiang, Y. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.735973 · Cited by 32
Fonseca‐Pedrero, E., Sierra, J. O., Inchausti, F., Testal, J. F. R., & Debbané, M. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00967 · Cited by 27
Mullarkey, M. C., Marchetti, I., Bluth, K., Carlson, C. L., Shumake, J., & Beevers, C. G. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.02.064 · Cited by 30
Maskileyson, D., Seddig, D., & Davidov, E. (2021) · Frontiers in Political Science · doi:10.3389/fpos.2021.665004 · Cited by 30
Li, Y., Guo, Z., Tian, W., Wang, X., Dou, W., Chen, Y., Huang, S., Ni, S., Wang, H., Wang, C., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04700-4 · Cited by 28
Dynamic time warp analysis of individual symptom trajectories in individuals with bipolar disorder
Mesbah, R., Koenders, M. A., Spijker, A. T., de Leeuw, M., van Hemert, A. M., & Giltay, E. J. (2023) · Bipolar Disorders · doi:10.1111/bdi.13340 · Cited by 29
Relationship of sleep-quality and social-anxiety in patients with breast cancer: a network analysis
He, C., He, Y., Yang, T., Wu, C., Lin, Y., Yan, J., Chang, W., Chang, F., Wang, Y., Wu, S., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05262-1 · Cited by 28
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McNeish, D. (2024) · Psychometrika · doi:10.1007/s11336-024-09988-z · Cited by 29
Bowrey, H. E., James, M. H., & Aston‐Jones, G. (2017) · Depression and Anxiety · doi:10.1002/da.22635 · Cited by 26
Guo, Z., Yang, T., Qiu, R., Qiu, H., Ren, L., Liu, X., Han, Z., & Zhu, X. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1097301 · Cited by 26
EMDR and CBT: A Comparative Clinical Study With Oncological Patients
Faretta, E., Borsato, T., Civilotti, C., Fernández, I., & Pagani, M. (2016) · Journal of EMDR Practice and Research · doi:10.1891/1933-3196.10.3.215 · Cited by 27
Symptom Network Models of PsychosisPreprint
Isvoranu, A., Boyette, L., Gülöksüz, S., & Borsboom, D. (2017) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/nk8yv · Cited by 26
Clark, H. M., Hankin, B. L., Narayan, A. J., & Davis, E. P. (2024) · Development and Psychopathology · doi:10.1017/s0954579422001390 · Cited by 24
Direction of Dependence Between Specific Symptoms of Depression: A Non-Gaussian Approach
Velázquez, R. G., Jokela, M. M., & Rosenström, T. H. (2019) · Clinical Psychological Science · doi:10.1177/2167702619875410 · Cited by 24
Liu, Q., & Cole, D. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.06.012 · Cited by 28
Consistently Modest Antidepressant Effects in Clinical Trials: the Role of Regulatory Requirements
Khan, A., Mar, K. F., & Brown, W. A. (2025) · Psychopharmacology Bulletin · doi:10.64719/pb.4412 · Cited by 24
van Zelst, D. C. R., Veltman, E. M., Rhebergen, D., Naarding, P., Kok, A. A. L., Ottenheim, N. R., & Giltay, E. J. (2022) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.5787 · Cited by 23
Zhou, J. L., Fan, A., Zhou, X., Pao, C., Xiao, L., Feng, Y., Xi, R., Chen, Y., Huang, Q., Dong, B., et al. (2022) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2022.105787 · Cited by 26
Köhnke, C., Herrmann, M., & Berger, K. (2020) · Nutritional Neuroscience · doi:10.1080/1028415x.2020.1843892 · Cited by 22
The varying burden of depressive symptoms across adulthood: Results from six NHANES cohorts
Velázquez, R. G., Jokela, M. M., & Rosenström, T. H. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.12.059 · Cited by 22
Kim, K. M., Kim, D., Chung, U., & Lee, J. J. (2021) · Psychiatry Investigation · doi:10.30773/pi.2021.0453 · Cited by 22
Kim, K. M., Kim, H., Kim, D., & Kim, J.-W. (2021) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2021.102748 · Cited by 21
Atari, M., Omrani, A., & Dehghani, M. (2023) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/m93pd · Cited by 24
Whiston, A., Lennon, A., Brown, C., Looney, C., Larkin, E., O'Sullivan, L., Sik, N., & Semkovska, M. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.746678 · Cited by 19
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Serre, F., Gauld, C., Lambert, L., Baillet, E., Beltran, V., Daulouède, J., Micoulaud‐Franchi, J., & Auriacombe, M. (2024) · Addiction · doi:10.1111/add.16658 · Cited by 20
Donnellan, E., Usami, S., & Murayama, K. (2023) · Psychological Methods · doi:10.1037/met0000587 · Cited by 20
Siepe, B. S., Sander, C., Schultze, M., Kliem, A., Ludwig, S., Hegerl, U., & Reich, H. (2024) · JMIR Mental Health · doi:10.2196/50136 · Cited by 21
Blanchard, M. A., & Heeren, A. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-818697-8.00044-3 · Cited by 21
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Zefferman, M., & Mathew, S. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2020430118 · Cited by 16
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Faretta, E., & Borsato, T. (2016) · Journal of EMDR Practice and Research · doi:10.1891/1933-3196.10.3.162 · Cited by 17
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van Bork, R., van Borkulo, C. D., Waldorp, L., Cramer, A. O. J., & Borsboom, D. (2018) · Wiley eBooks · doi:10.1002/9781119170174.epcn518 · Cited by 17
Grassie, H. L., Kennedy, S. M., Halliday, E. R., Bainter, S. A., & Ehrenreich, J. T. (2022) · Depression and Anxiety · doi:10.1002/da.23241 · Cited by 16
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Kanstrup, M., Singh, L., Leehr, E. J., Göransson, K. E., Pihlgren, S. A., Iyadurai, L., Dahl, O., Falk, A., Lindström, V., Hadziosmanovic, N., et al. (2024) · BMC Medicine · doi:10.1186/s12916-024-03569-8 · Cited by 18
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Killeen, P. R., Russell, V. A., & Tannock, R. (2016) · Current Directions in Psychological Science · doi:10.1177/0963721416628530 · Cited by 16
Núñez, C., Delgadillo, J., Barkham, M., & Behn, A. J. (2024) · European Psychiatry · doi:10.1192/j.eurpsy.2024.1756 · Cited by 16
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Baptista, M. N. (2018) · Revista Avaliação Psicológica · doi:10.15689/ap.2018.1703.14265.03 · Cited by 14
Reproductive decision-making of Black women living with HIV: A systematic review
Huertas‐Zurriaga, A., Palmieri, P. A., Aguayo–González, M., Domínguez-Cancino, K. A., Casanovas‐Cuellar, C., Linden, K. V., Cesario, S. K., Edwards, J. E., & Leyva‐Moral, J. M. (2022) · Women s Health · doi:10.1177/17455057221090827 · Cited by 18
Schönenberg, A., Heimrich, K. G., & Prell, T. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05585-7 · Cited by 19
Symptom networks of COVID-19-related versus other potentially traumatic events in a global sample
Williamson, R. E., Hoeboer, C. M., Primasari, I., Qing, Y., Coimbra, B. M., Hovnanyan, A., Grace, E., & Olff, M. (2021) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2021.102476 · Cited by 15
Giniatullina, A., Maroteaux, G., Geerts, C. J., Koopmans, B., Loos, M., Klaassen, R. V., Chen, N., van der Schors, R. C., van Nierop, P., Li, K. W., et al. (2015) · Neuroscience · doi:10.1016/j.neuroscience.2015.05.047 · Cited by 15
Self-Dislike and Sadness are Central Symptoms of Depression in College Students: A Network AnalysisPreprint
Mullarkey, M. C., Stewart, R. A., Wells, T. T., Shumake, J., & Beevers, C. G. (2018) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/fujmb · Cited by 16
Network analysis of persistent somatic symptoms in two clinical patient samples
Senger, K., Heider, J., Kleinstäuber, M., Sehlbrede, M., Witthöft, M., & Schröder, A. (2022) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000999 · Cited by 14
Velázquez, R. G., Jokela, M. M., & Rosenström, T. H. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.07.015 · Cited by 15
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Pan, H. (2020) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2020.101966 · Cited by 14
Wang, S., Sit, H. F., Garabiles, M. R., Blum, D. J., Hannam, K., Armour, C., & Hall, B. J. (2021) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2021.05.040 · Cited by 14
Depression in a youth population-based sample from Brazil: Prevalence and symptom structure
Manfro, P. H., da Silva, C. T. B., Anselmi, L., Barros, F. C., Eaton, W. W., Gonçalves, H., Murray, J., Oliveira, I. O., Tovo‐Rodrigues, L., Wehrmeister, F. C., et al. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.05.073 · Cited by 16
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Battaglia, Y., Zerbinati, L., Murri, M. B., Provenzano, M., Esposito, P. B., Andreucci, M., Storari, A., & Grassi, L. G. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10204747 · Cited by 15
Outcome measurement in mental health services: insights from symptom networks
Barbalat, G., van den Bergh, D., & Kossakowski, J. (2019) · BMC Psychiatry · doi:10.1186/s12888-019-2175-7 · Cited by 11
Estrada, J. A. C., Carriedo, A., Mendez‐Giménez, A., & Fernández‐Río, J. (2023) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2023.57 · Cited by 13
Trace of depression: Network structure of depressive symptoms in different clinical conditions
Yokoyama, S., Okada, G., Takagaki, K., Itai, E., Kambara, K., Mitsuyama, Y., Shinzato, H., Masuda, Y., Jinnin, R., & Okamoto, Y. (2022) · European Psychiatry · doi:10.1192/j.eurpsy.2022.12 · Cited by 13
Saari, T. T., Hallikainen, I. T., Hintsa, T., & Koivisto, A. M. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.100 · Cited by 13
Demyttenaere, K., Costa, T., Kavakbasi, E., Jiang, M., Scheltens, A., Dibué, M., Hall, B., Andrade, P., McAllister-Williams, H., Baune, B. T., et al. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.10.054 · Cited by 12
Li, Y., Wu, L., Li, F., Fang, P., Liu, X., & Wu, S. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05908-y · Cited by 16
Lambrichts, S., Vansteelandt, K., Hebbrecht, K., Wagenmakers, M. J., Oudega, M. L., Obbels, J., van Exel, E. R., Dols, A., Bouckaert, F., Schrijvers, D. L., et al. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.07.056 · Cited by 12
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Steinkopf, L. (2017) · Evolutionary Psychological Science · doi:10.1007/s40806-017-0086-8 · Cited by 12
Mattsson, M. T., Hailikari, T. K., & Parpala, A. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00742 · Cited by 14
Peel, A. J., Armour, C., Buckman, J. E. J., Coleman, J. R. I., Curzons, S. C. B., Davies, M. R., Hübel, C., Jones, I. R., Kalsi, G., McAtarsney‐Kovacs, M., et al. (2021) · Journal of Affective Disorders Reports · doi:10.1016/j.jadr.2021.100201 · Cited by 13
Putting behaviour back into brain-behaviour correlation analysesPreprint
Tiego, J., & Fornito, A. (2022) · OSF Preprints (OSF Preprints) · doi:10.31219/osf.io/g84j2 · Cited by 12
Symptom Structure of Depression in Older Adults on the Qinghai–Tibet Plateau: A Network Analysis
Eli, B., Zhou, Y., Chen, Y., Huang, X. M., & Liu, Z. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192113810 · Cited by 11
Aristodemou, M., Kievit, R., Murray, A. L., Eisner, M., Ribeaud, D., & Fried, E. I. (2023) · Clinical Psychological Science · doi:10.1177/21677026231162814 · Cited by 15
Self-citationBeyond the factor indeterminacy problem using genome-wide association data
Sullivan, M. L. C., Schwaba, T., Harden, K. P., Grotzinger, A. D., Nivard, M. G., & Tucker–Drob, E. M. (2024) · Nature Human Behaviour · doi:10.1038/s41562-023-01789-1 · Cited by 13
Liu, T., Wang, L.-L., Zhu, Z., Wang, B., Lu, Z.-G., Pan, Y., & Sun, L. (2024) · Annals of General Psychiatry · doi:10.1186/s12991-024-00509-x · Cited by 10
Tao, Y., Niu, H., Tang, Q., Wang, S., Zhang, L., Liu, G., & Liu, X. (2024) · BMC Public Health · doi:10.1186/s12889-024-19675-4 · Cited by 12
McClure, K. E., Jacobucci, R., & Ammerman, B. A. (2021) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/n4mxv · Cited by 10
Ma, Z., Ren, L., Guo, L., Li, F., Jin, Y., Liang, W., Zhang, Q., Yuan, H., & Yang, Q. (2023) · Indian Journal of Psychiatry · doi:10.4103/indianjpsychiatry.indianjpsychiatry_377_21 · Cited by 11
Roalsø, E. S., Klonteig, S., Kraft, B., Skarstein, S. O., Aalberg, M., & Jonassen, R. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05802-3 · Cited by 10
Wrede, N., Töpfer, N. F., Wilz, G., & Pfeiffer, K. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.119547 · Cited by 13
Hamilton scale and MADRS are interchangeable in meta-analyses but can disagree at trial level
Guizzaro, L., Morgan, D. D. V., Falco, A., & Gallo, C. (2020) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2020.04.022 · Cited by 10
Al‐Alawi, M., Brietzke, E. M., Carvalhal, A., & Soares, C. N. (2020) · Reviews in the Neurosciences · doi:10.1515/revneuro-2020-0001 · Cited by 10
A network analysis of post-traumatic stress among youth aging out of the foster care system
Barboza-Salerno, G., & Valentine, R. (2022) · Children and Youth Services Review · doi:10.1016/j.childyouth.2022.106589 · Cited by 10
Key, A. P. F., Thornton‐Wells, T. A., & Smith, D. G. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2022.1055685 · Cited by 10
Rosenström, T. H., Ritola, V., Saarni, S. E., Joffe, G., & Stenberg, J. (2021) · Assessment · doi:10.1177/10731911211062500 · Cited by 11
L'approche transdiagnostique en psychopathologie
der Linden, M. V. (2016) · Dunod eBooks · doi:10.3917/dunod.mones.2016.01.0009 · Cited by 10
Clinical Significance of Individual GAD Symptoms in Later Life
Miloyan, B. H., & Pachana, N. A. (2015) · Journal of Geriatric Psychiatry and Neurology · doi:10.1177/0891988715606231 · Cited by 11
Feng-qin, D., Li, N., Zhang, S., Li, J., Jing, Z., & Zhao, Y. (2023) · Current Psychology · doi:10.1007/s12144-023-05308-3 · Cited by 9
Liu, X., Ma, C., Niu, L., & Lin, J. (2025) · Development and Psychopathology · doi:10.1017/s0954579425100965 · Cited by 10
Shen, J., Yin, X., Wang, S., Jiang, N., Sun, H., Wang, Y., & Wang, Y. (2021) · PsyCh Journal · doi:10.1002/pchj.445 · Cited by 9
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Metadata
- Authors
- Fried, E. I.
- Affiliations
- KU Leuven (BE)
- Corresponding author
- Fried, Eiko I.
- ORCID
- Fried, Eiko I.
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2015-03-23
- Volume
- 6
- Pages
- 309-309
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC4369644
- OpenAlex
- W2168432043
- Cited by
- 367
- References
- 126
- Citations by year
- 2026: 25 · 2025: 32 · 2024: 42 · 2023: 57 · 2022: 39 · 2021: 37 · 2020: 35 · 2019: 24 · 2018: 21 · 2017: 22 · 2016: 25 · 2015: 8
- FWCI
- 3.27
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Lirias (KU Leuven) (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Health Sciences › Medicine › Pharmacology (medical) › Treatment of Major Depression
- Keywords
- major depressive disorder, diagnostic heterogeneity, symptom clusters, anhedonia, fatigue, insomnia, biomarkers, antidepressant drug development, anxiety disorders, psychiatric classification, research assumptions
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