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.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
From the homogeneity assumption, the comorbidity and heterogeneity problems emerge and limit psychiatric research.
“From the homo- geneity assumption, the comorbidity (17) and heterogeneity (18,19) problems emerge and limit psychiatric research (20–26).”
From Methods and challenges for assessing heterogeneity (2020) · cites this paper as [23]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
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 109,841 · see citing works
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032 · see citing works
Hamilton, M. (1960) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.23.1.56 · Cited by 32,817 · see citing works
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,512 · see citing works
Structural Equations with Latent Variables.
Clogg, C. C., & Bollen, K. A. (1991) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072165 · Cited by 17,471 · see citing works
(1954) · Cited by 15,935 · see citing works
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 · see citing works
Cognitive Therapy for Depression
(2012) · PsycEXTRA Dataset · doi:10.1037/e675542012-001 · Cited by 9,678 · see citing works
Diagnostic and Statistical Manual of Mental Disorders
Siegel, L. J., & Fletcher‐Janzen, E. (2008) · Wiley eBooks · doi:10.1002/9780470373699.speced0655 · Cited by 8,468 · see citing works
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 · see citing works
Selective Cortical Undercutting As a Means of Modifying and Studying Frontal Lobe Function in Man
Scoville, W. B. (1949) · Journal of neurosurgery · doi:10.3171/jns.1949.6.1.0065 · Cited by 7,373 · see citing works
Common polygenic variation contributes to risk of schizophrenia and bipolar disorder
The International Schizophrenia Consortium (2009) · Nature · doi:10.1038/nature08185 · Cited by 4,821 · see citing works
Cognitive Therapy of Depression
HOLLON, S. D., & BECK, A. T. (1979) · Cognitive-Behavioral Interventions · doi:10.1016/b978-0-12-404480-7.50012-5 · Cited by 4,685 · see citing works
Network analysis: An integrative approach to the structure of psychopathology
Borsboom, D., & Cramer, A. O. J. (2013) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-050212-185608 · Cited by 4,359 · see citing works
Node centrality in weighted networks: Generalizing degree and shortest paths
Opsahl, T., Agneessens, F., & Skvoretz, J. V. (2010) · Social Networks · doi:10.1016/j.socnet.2010.03.006 · Cited by 3,734 · see citing works
Diagnostic and Statistical Manual of Mental Disorders
Raber, G., & Spokas, M. (2024) · doi:10.4135/9781071886229.n145 · Cited by 2,806 · see citing works
Kirsch, I., Deacon, B. J., Huedo-Medina, T. B., Scoboria, A., Moore, T. J., & Johnson, B. T. (2008) · PLoS Medicine · doi:10.1371/journal.pmed.0050045 · Cited by 2,442 · see citing works
Genetic relationship between five psychiatric disorders estimated from genome-wide SNPs
Cross-Disorder Group of the Psychiatric Genomics Consortium (2013) · Nature Genetics · doi:10.1038/ng.2711 · Cited by 2,263 · see citing works
Neurocognitive consequences of sleep deprivation
Goel, N., Rao, H., Durmer, J., & Dinges, D. (2009) · Seminars in Neurology · doi:10.1055/s-0029-1237117 · Cited by 2,154 · see citing works
Comorbidity: a network perspective
Cramer, A. O. J., Waldorp, L. J., van der Maas, H. L. J., & Borsboom, D. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x09991567 · Cited by 1,575 · see citing works
Comorbidity of anxiety and unipolar mood disorders
Mineka, S., Watson, D., & Clark, L. A. (1998) · Annual Review of Psychology · doi:10.1146/annurev.psych.49.1.377 · Cited by 1,573 · see citing works
Effects of Sleep Deprivation on Performance: A Meta-Analysis
Pilcher, J. J., & Huffcutt, A. I. (1996) · Sleep · doi:10.1093/sleep/19.4.318 · Cited by 1,549 · see citing works
The mystery of missing heritability: Genetic interactions create phantom heritability
Zuk, O., Hechter, E., Sunyaev, S. R., & Lander, E. S. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1119675109 · Cited by 1,542 · see citing works
Ghaffari, S., Chandorkar, S. A., Wang, S., Ng, E. J., Ahn, C. H., Hong, V. A., Yang, Y., & Kenny, T. W. (2014) · Scientific Reports · doi:10.1038/srep04331 · Cited by 1,521 · see citing works
Diagnostic and Statistical Manual of Mental Disorders
Davey, G. (2013) · Encyclopedia of Women in Today's World · doi:10.4135/9781412995962.n207 · Cited by 1,485 · see citing works
Neurocognitive Consequences of Sleep Deprivation
Durmer, J. S., & Dinges, D. F. (2005) · Seminars in Neurology · doi:10.1055/s-2005-867080 · Cited by 1,473 · see citing works
Toward a unified treatment for emotional disorders
Barlow, D. H., Allen, L. B., & Choate, M. L. (2004) · Behavior Therapy · doi:10.1016/s0005-7894(04)80036-4 · Cited by 1,430 · see citing works
Ma, S. H., & Teasdale, J. D. (2004) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.72.1.31 · Cited by 1,390 · see citing works
Risk factors for suicide in psychiatric outpatients: A 20-year prospective study.
Brown, G. K., Beck, A. T., Steer, R. A., & Grisham, J. R. (2000) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.68.3.371 · Cited by 1,317 · see citing works
Distinguishing between the validity and utility of psychiatric diagnoses.
Kendell, R., & Jablensky, A. (2003) · American Journal of Psychiatry · doi:10.1176/appi.ajp.160.1.4 · Cited by 1,294 · see citing works
Regier, D. A., Narrow, W. E., Clarke, D. E., Kraemer, H. C., Kuramoto, S. J., Kuhl, E. A., & Kupfer, D. J. (2013) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2012.12070999 · Cited by 1,163 · cited 4× · see citing works
“The DSM-5 field trials estimated the reliabilities of selected DSM5 diagnoses in large representative clinical populations (Regier et al., 2013); reliability was assessed by measuring the degree to which two clinicians independently agreed on the presence or absence of psychiatric conditions.”
BackgroundResultInfluentialDiscovering Endophenotypes for Major Depression
Hasler, G., Drevets, W. C., Manji, H. K., & Charney, D. S. (2004) · Neuropsychopharmacology · doi:10.1038/sj.npp.1300506 · Cited by 1,123 · see citing works
A mega-analysis of genome-wide association studies for major depressive disorder
Major Depressive Disorder Working Group of the Psychiatric GWAS Consortium, Ripke, S., Wray, N. R., Lewis, C. M., Hamilton, S. P., Weissman, M. M., Breen, G., Byrne, E. M., Blackwood, D. H. R., Boomsma, D. I., et al. (2013) · Molecular Psychiatry · doi:10.1038/mp.2012.21 · Cited by 1,120 · see citing works
Relationship between hopelessness and ultimate suicide: a replication with psychiatric outpatients
(1990) · American Journal of Psychiatry · doi:10.1176/ajp.147.2.190 · Cited by 1,120 · see citing works
Realism, anti-foundationalism and the enthusiasm for natural kinds
Boyd, R. N. (1991) · Philosophical Studies · doi:10.1007/bf00385837 · Cited by 1,088 · see citing works
Time-related predictors of suicide in major affective disorder
FAWCETT, J. A., Scheftner, W. A., Fogg, L., Clark, D. C., Young, M. A., Hedeker, D., & Gibbons, R. D. (1990) · American Journal of Psychiatry · doi:10.1176/ajp.147.9.1189 · Cited by 1,058 · see citing works
Fried, E. I., & Nesse, R. M. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.10.010 · Cited by 1,043 · see citing works
Self-citationTowards a glutamate hypothesis of depression
Sanacora, G., Treccani, G., & Popoli, M. (2012) · Neuropharmacology · doi:10.1016/j.neuropharm.2011.07.036 · Cited by 1,036 · see citing works
Essentialist beliefs about social categories
Haslam, N., Rothschild, L., & Ernst, D. (2000) · British Journal of Social Psychology · doi:10.1348/014466600164363 · Cited by 990 · see citing works
The Myth of Mental Illness: Foundations of a Theory of Personal Conduct.
(1961) · Annals of Internal Medicine · doi:10.7326/0003-4819-55-5-877 · Cited by 981 · see citing works
Kapur, S., Phillips, A. G., & Insel, T. R. (2012) · Molecular Psychiatry · doi:10.1038/mp.2012.105 · Cited by 980 · see citing works
Multiple recurrences of major depressive disorder
Solomon, D. A., Keller, M. B., Leon, A. C., Mueller, T. I., Lavori, P. W., Shea, M. T., Coryell, W., Warshaw, M., Turvey, C., Maser, J. D., et al. (2000) · American Journal of Psychiatry · doi:10.1176/appi.ajp.157.2.229 · Cited by 835 · see citing works
Critical slowing down as early warning for the onset and termination of depression
van de Leemput, I. A., Wichers, M., Cramer, A. O. J., Borsboom, D., Tuerlinckx, F., Kuppens, P., van Nes, E. H., Viechtbauer, W., Giltay, E. J., Aggen, S. H., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312114110 · Cited by 773 · see citing works
A new method for constructing networks from binary data
van Borkulo, C. D., Borsboom, D., Epskamp, S., Blanken, T. F., Boschloo, L., Schoevers, R. A., & Waldorp, L. (2014) · Scientific Reports · doi:10.1038/srep05918 · Cited by 765 · see citing works
Deconstructing the construct: a network perspective on psychological phenomena
Schmittmann, V. D., Cramer, A. O. J., Waldorp, L. J., Epskamp, S., Kievit, R. A., & Borsboom, D. (2013) · New Ideas in Psychology · doi:10.1016/j.newideapsych.2011.02.007 · Cited by 740 · see citing works
Genetic influences on measures of the environment: a systematic review
KENDLER, K. S., & BAKER, J. H. (2007) · Psychological Medicine · doi:10.1017/s0033291706009524 · Cited by 725 · see citing works
A Network Approach to Psychopathology: New Insights into Clinical Longitudinal Data
Bringmann, L. F., Vissers, N., Wichers, M., Geschwind, N., Kuppens, P., Peeters, F. P. M. L., Borsboom, D., & Tuerlinckx, F. (2013) · PLoS ONE · doi:10.1371/journal.pone.0060188 · Cited by 679 · see citing works
Homeostasis, Species, and Higher Taxa
Boyd, R. N. (1999) · Species · doi:10.7551/mitpress/6396.003.0012 · Cited by 668 · see citing works
Markon, K. E., Chmielewski, M., & Miller, C. J. (2011) · Psychological Bulletin · doi:10.1037/a0023678 · Cited by 656 · see citing works
What kinds of things are psychiatric disorders?
Kendler, K. S., Zachar, P., & Craver, C. F. (2010) · Psychological Medicine · doi:10.1017/s0033291710001844 · Cited by 612 · see citing works
The Small World of Psychopathology
Borsboom, D., Cramer, A. O. J., Schmittmann, V. D., Epskamp, S., & Waldorp, L. (2011) · PLoS ONE · doi:10.1371/journal.pone.0027407 · Cited by 608 · see citing works
Toward a unified treatment for emotional disorders - republished Article
Barlow, D. H., Allen, L. B., & Choate, M. L. (2016) · Behavior Therapy · doi:10.1016/j.beth.2016.11.005 · Cited by 536 · see citing works
(2002) · Cited by 479 · see citing works
Wray, N. R., Pergadia, M. L., Blackwood, D. H. R., Penninx, B. W. J. H., Gordon, S. D., Nyholt, D. R., Ripke, S., MacIntyre, D. J., McGhee, K. A., Maclean, A. W., et al. (2012) · Molecular Psychiatry · doi:10.1038/mp.2010.109 · Cited by 444 · see citing works
The Impact of Individual Depressive Symptoms on Impairment of Psychosocial Functioning
Fried, E. I., & Nesse, R. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0090311 · Cited by 419 · see citing works
Self-citationLearning from Others: Children's Construction of Concepts
Gelman, S. A. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093659 · Cited by 413 · see citing works
How many different ways do patients meet the diagnostic criteria for major depressive disorder?
Zimmerman, M., Ellison, W., Young, D., Chelminski, I., & Dalrymple, K. (2015) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2014.09.007 · Cited by 392 · see citing works
Revealing the dynamic network structure of the Beck Depression Inventory-II
Bringmann, L. F., Lemmens, L. H. J. M., Huibers, M. J. H., Borsboom, D., & Tuerlinckx, F. (2015) · Psychological Medicine · doi:10.1017/s0033291714001809 · Cited by 371 · see citing works
Psychological Essentialism of Human Categories
Prentice, D. A., & Miller, D. T. (2007) · Current Directions in Psychological Science · doi:10.1111/j.1467-8721.2007.00504.x · Cited by 371 · cited 1× · see citing works
“An implicit essentialist worldview develops early in human cognition (Gelman, 2009) and applies to numerous domains of classification such as chemical elements, species, and emotions (Haslam et al., 2000; Prentice and Miller, 2007); there is a natural human tendency to essentialize.”
Background4. The Natural Ontological Attitude
Fine, A. I. (1984) · University of California Press eBooks · doi:10.1525/9780520337442-005 · Cited by 354 · see citing works
Efficacy and effectiveness of antidepressants: current status of research
Pigott, H. E., Leventhal, A. M., Alter, G. S., & Boren, J. J. (2010) · Psychotherapy and Psychosomatics · doi:10.1159/000318293 · Cited by 347 · cited 3× · see citing works
“REVIEW published: 23 March 2015 doi: 10.3389/fpsyg.2015.00309 Edited by: Antoine Bechara, University of Southern California, USA Reviewed by: John Monterosso, University of Southern California, USA Richard McNally, Harvard University, USA *Correspondence: Eiko I. Fried, Research Group of Quantitative Psychology and In…”
BackgroundInfluentialMcClintock, S. M., Husain, M. M., Greer, T. L., & Cullum, C. M. (2010) · Neuropsychology · doi:10.1037/a0017336 · Cited by 344 · see citing works
Association of Different Adverse Life Events With Distinct Patterns of Depressive Symptoms
Keller, M. C., Neale, M. C., & Kendler, K. S. (2007) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2007.06091564 · Cited by 339 · see citing works
Wichers, M. (2013) · Psychological Medicine · doi:10.1017/s0033291713001979 · Cited by 334 · see citing works
Conditional Association and Unidimensionality in Monotone Latent Variable Models
Holland, P. W., & Rosenbaum, P. R. (1986) · The Annals of Statistics · doi:10.1214/aos/1176350174 · Cited by 316 · see citing works
From loss to loneliness: The relationship between bereavement and depressive symptoms.
Fried, E. I., Bockting, C., Arjadi, R., Borsboom, D., Amshoff, M., Cramer, A. O. J., Epskamp, S., Tuerlinckx, F., Carr, D., & Stroebe, M. (2015) · Journal of Abnormal Psychology · doi:10.1037/abn0000028 · Cited by 316 · see citing works
Self-citationKramer, I., Simons, C. J. P., Hartmann, J. A., Menne-Lothmann, C., Viechtbauer, W., Peeters, F., Schruers, K., van Bemmel, A. L., Myin-Germeys, I., Delespaul, P., et al. (2014) · World Psychiatry · doi:10.1002/wps.20090 · Cited by 306 · see citing works
Emotion-Network Density in Major Depressive Disorder
Pe, M. L., Kircanski, K., Thompson, R. J., Bringmann, L. F., Tuerlinckx, F., Mestdagh, M., Mata, J., Jaeggi, S. M., Buschkuehl, M., Jonides, J., et al. (2014) · Clinical Psychological Science · doi:10.1177/2167702614540645 · Cited by 304 · see citing works
Fried, E. I., Nesse, R. M., Zivin, K., Guille, C., & Sen, S. (2013) · Psychological Medicine · doi:10.1017/s0033291713002900 · Cited by 300 · see citing works
Self-citation‘Subthreshold’ mental disorders
Pincus, H. A., Davis, W., & McQueen, L. E. (1999) · The British Journal of Psychiatry · doi:10.1192/bjp.174.4.288 · Cited by 283 · see citing works
Genome-wide association study of recurrent early-onset major depressive disorder
Shi, J., Potash, J. B., Knowles, J. A., Weissman, M. M., Coryell, W. H., Scheftner, W. A., Lawson, W. B., DePaulo, J. R., Gejman, P. V., Sanders, A. R., et al. (2010) · Molecular Psychiatry · doi:10.1038/mp.2009.124 · Cited by 267 · see citing works
The advantages of studying psychological phenomena rather than psychiatric diagnoses.
Persons, J. B. (1986) · American Psychologist · doi:10.1037//0003-066x.41.11.1252 · Cited by 262 · see citing works
Mindfulness-based cognitive therapy
Teasdale, J. D. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511521263.015 · Cited by 252 · see citing works
Genome-Wide Association Study of Major Recurrent Depression in the U.K. Population
Lewis, C. M., Ng, M., Butler, A. W., Cohen‐Woods, S., Uher, R., Pirlo, K. J., Weale, M. E., Schosser, A., Paredes, U. M., Rivera, M., et al. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09091380 · Cited by 237 · see citing works
Psychiatric disorders: a conceptual taxonomy
Zachar, P., & Kendler, K. S. (2007) · American Journal of Psychiatry · doi:10.1176/ajp.2007.164.4.557 · Cited by 236 · see citing works
Impairment of Driving Performance Caused by Sleep Deprivation or Alcohol: A Comparative Study
Fairclough, S. H., & Graham, R. (1999) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/001872099779577336 · Cited by 233 · see citing works
Network analysis of persistent complex bereavement disorder in conjugally bereaved adults.
Robinaugh, D. J., LeBlanc, N. J., Vuletich, H. A., & McNally, R. J. (2014) · Journal of Abnormal Psychology · doi:10.1037/abn0000002 · Cited by 219 · see citing works
Hopelessness, depression, substance disorder, and suicidality
Kuo, W.-H., Gallo, J. J., & Eaton, W. H. (2004) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-004-0775-z · Cited by 214 · see citing works
Olbert, C. M., Gala, G. J., & Tupler, L. A. (2014) · Journal of Abnormal Psychology · doi:10.1037/a0036068 · Cited by 209 · see citing works
The advantages of studying psychological phenomena rather than psychiatric diagnoses.
Persons, J. B. (1986) · American Psychologist · doi:10.1037/0003-066x.41.11.1252 · Cited by 208 · see citing works
New perspectives in glutamate and anxiety
Riaza Bermudo-Soriano, C., Perez-Rodriguez, M. M., Vaquero-Lorenzo, C., & Baca-Garcia, E. (2012) · Pharmacology Biochemistry and Behavior · doi:10.1016/j.pbb.2011.04.010 · Cited by 207 · see citing works
Deconstructing major depression: a validation study of the DSM-IV symptomatic criteria
Lux, V., & Kendler, K. S. (2010) · Psychological Medicine · doi:10.1017/s0033291709992157 · Cited by 204 · see citing works
Parker, G. B. (2005) · Psychological Medicine · doi:10.1017/s0033291704004210 · Cited by 203 · see citing works
A gene for...": the nature of gene action in psychiatric disorders.
Kendler, K. (2005) · American Journal of Psychiatry · doi:10.1176/appi.ajp.162.7.1243 · Cited by 202 · see citing works
When Traditional Essentialism Fails
Wilson, R. A., Barker, M. J., & Brigandt, I. (2007) · Philosophical Topics · doi:10.5840/philtopics2007351/29 · Cited by 202 · see citing works
Keller, M. C., & Nesse, R. M. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.91.2.316 · Cited by 200 · see citing works
Glutamate Neurocircuitry: Theoretical Underpinnings in Schizophrenia
Schwartz, T. L., Sachdeva, S., & Stahl, S. M. (2012) · Frontiers in Pharmacology · doi:10.3389/fphar.2012.00195 · Cited by 188 · see citing works
SOLOMON, A., HAAGA, D. A. F., & ARNOW, B. A. (2001) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-200108000-00002 · Cited by 188 · see citing works
Essentialist Beliefs About Mental Disorders
Haslam, N., & Ernst, D. (2002) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.21.6.628.22793 · Cited by 187 · see citing works
A Genome-Wide Association Study of Depressive Symptoms
Hek, K., Demirkan, A., Lahti, J., Terracciano, A., Teumer, A., Cornelis, M. C., Amin, N., Bakshis, E., Baumert, J., Ding, J., et al. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.09.033 · Cited by 172 · see citing works
Cramer, A. O. J., Borsboom, D., Aggen, S. H., & Kendler, K. S. (2012) · Psychological Medicine · doi:10.1017/s003329171100211x · Cited by 168 · see citing works
Residual symptoms and recurrence during maintenance treatment of late-life depression
Dombrovski, A. Y., Mulsant, B. H., Houck, P. R., Mazumdar, S., Lenze, E. J., Andreescu, C., Cyranowski, J. M., & Reynolds, C. F. (2007) · Journal of Affective Disorders · doi:10.1016/j.jad.2007.01.020 · Cited by 153 · see citing works
Evidence for Multiple Genetic Factors Underlying DSM-IV Criteria for Major Depression
Kendler, K. S., Aggen, S. H., & Neale, M. C. (2013) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.751 · Cited by 146 · see citing works
Tansey, K. E., Guipponi, M., Perroud, N. A., Bondolfi, G., Domenici, E., Evans, D. M., Hall, S. K., Hauser, J., Henigsberg, N., Hu, X., et al. (2012) · PLoS Medicine · doi:10.1371/journal.pmed.1001326 · Cited by 131 · see citing works
Are placebo controls necessary to test new antidepressants and anxiolytics?
Khan, A., Khan, S., & Brown, W. A. (2002) · The International Journal of Neuropsychopharmacology · doi:10.1017/s1461145702002912 · Cited by 131 · see citing works
Brave new brain: conquering mental illness in the era of the genome
Spence, S. A. (2001) · Choice Reviews Online · doi:10.5860/choice.39-1871 · Cited by 120 · see citing works
Hartmann, J., Wichers, M., van Bemmel, A. L., Derom, C. A., Thiery, E. W., Jacobs, N., van Os, J., & Simons, C. J. P. (2013) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.112.123794 · Cited by 117 · see citing works
Aggen, S. H., Neale, M. C., & Kendler, K. S. (2004) · Psychological Medicine · doi:10.1017/s0033291704003563 · Cited by 113 · see citing works
Frewen, P., Schmittmann, V. D., Bringmann, L. F., & Borsboom, D. (2013) · European Journal of Psychotraumatology · doi:10.3402/ejpt.v4i0.20656 · Cited by 112 · see citing works
The Practical Kinds Model as a Pragmatist Theory of Classification
Zachar, P. (2002) · Philosophy, psychiatry & psychology · doi:10.1353/ppp.2003.0051 · Cited by 103 · see citing works
Why psychiatry is a branch of medicine
Guzé, S. B. (1992) · Medical Entomology and Zoology · Cited by 100 · see citing works
Revealing Causal Heterogeneity Using Time Series Analysis of Ambulatory Assessments
Rosmalen, J. G. M., Wenting, A. M. G., Roest, A. M., de Jonge, P., & Bos, E. H. (2012) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3182545d47 · Cited by 99 · see citing works
Toward a Cognitive-Behavioral Classification System for Mental Disorders
Hofmann, S. G. (2014) · Behavior Therapy · doi:10.1016/j.beth.2014.03.001 · Cited by 93 · see citing works
Andreasen, N. C. (2001) · doi:10.1093/oso/9780195145090.001.0001 · Cited by 93 · see citing works
Goekoop, R., & Goekoop, J. G. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112734 · Cited by 91 · see citing works
The evolution of a scientific nosology
Klermans, G. (1978) · Medical Entomology and Zoology · Cited by 86 · see citing works
Why Psychiatry is a Branch of Medicine
Kroll, J. (1993) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-199310000-00015 · Cited by 78 · see citing works
Latent structure of depression in a community sample: a taxometric analysis
SLADE, T., & ANDREWS, G. (2005) · Psychological Medicine · doi:10.1017/s0033291704003708 · Cited by 74 · see citing works
Sleep disturbances in relation to fatigue in major depression
Ferentinos, P. P., Kontaxakis, V. P., Havaki-Kontaxaki, B. J., Paparrigopoulos, T. J., Dikeos, D. G., Ktonas, P. Y., & Soldatos, C. R. (2008) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2008.07.009 · Cited by 68 · see citing works
Depression-related impairment: estimating concurrent and lingering effects
Tweed, D. L. (1993) · Psychological Medicine · doi:10.1017/s0033291700028476 · Cited by 65 · see citing works
The Origins of Health and Disease
Hyland, M. E. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511976216 · Cited by 63 · see citing works
Frewen, P., Allen, S. L., Lanius, R. A., & Neufeld, R. W. J. (2011) · Assessment · doi:10.1177/1073191111418297 · Cited by 61 · see citing works
Number of symptoms, quantification, and qualification of depression
Faravelli, C., Servi, P., Arends, J. A., & Strik, W. K. (1996) · Comprehensive Psychiatry · doi:10.1016/s0010-440x(96)90011-5 · Cited by 55 · see citing works
Why We Essentialize Mental Disorders
Adriaens, P. R., & BLOCK, A. D. (2013) · The Journal of Medicine and Philosophy A Forum for Bioethics and Philosophy of Medicine · doi:10.1093/jmp/jht008 · Cited by 51 · see citing works
DSM‐5: Centripetal scientific and centrifugal antiscientific forces.
Lilienfeld, S. O. (2014) · Clinical Psychology Science and Practice · doi:10.1111/cpsp.12075 · Cited by 50 · see citing works
Glutamate drugs and pharmacogenetics of OCD: a pathway-based exploratory approach
Grados, M. A., Specht, M. W., Sung, H.-M., & Fortune, D. (2013) · Expert Opinion on Drug Discovery · doi:10.1517/17460441.2013.845553 · Cited by 49 · see citing works
Genetic association study of individual symptoms in depression
Myung, W., Song, J., Lim, S., Won, H., Kim, S., Lee, Y., Kang, H. S., Lee, H., Kim, J., Carroll, B. J., et al. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2011.12.037 · Cited by 47 · see citing works
Diagnosing Major Depressive Disorder XI
Ruscio, J., Zimmerman, M., McGlinchey, J. B., Chelminski, I., & Young, D. (2007) · The Journal of Nervous and Mental Disease · doi:10.1097/01.nmd.0000252025.12014.c4 · Cited by 46 · see citing works
Correction: A Network Approach to Psychopathology: New Insights into Clinical Longitudinal Data
Staff, T. P. O. (2014) · PLoS ONE · doi:10.1371/journal.pone.0096588 · Cited by 41 · see citing works
Smeets, F., Lataster, T., Viechtbauer, W., Delespaul, P., & G.R.O.U.P. (2014) · Schizophrenia Bulletin · doi:10.1093/schbul/sbu122 · Cited by 35 · see citing works
NIH rethinks psychiatry trials
Reardon, S. (2014) · Nature · doi:10.1038/507288a · Cited by 31 · see citing works
Anthology of German Psychiatric Texts
(2007) · Wiley eBooks · doi:10.1002/9780470684351 · Cited by 18 · see citing works
Roth, S. M. (2001) · Journal of Affective Disorders · doi:10.1016/s0165-0327(00)00237-8 · Cited by 16 · see citing works
The advantages of the symptom approach to depression.
Costello, C. G. (1993) · Cited by 13 · see citing works
Basic emotions and their biological substrates
Zachar, P., & Bartlett, S. (2001) · Consciousness & Emotion · doi:10.1075/ce.2.2.02zac · Cited by 10 · see citing works
Psychiatry: Nothing to Be Defensive About
Lieberman, J. (2013) · Psychiatric News · doi:10.1176/appi.pn.2013.7b19 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Grebb J. A. Carlsen A. (2009). “ Introduction and considerations for a brain-based diagnostic system in psychiatry,” in Comprehensive Textbook of Psychiatry eds. Sadock B. Sadock V. Ruiz P. Kaplan H. (Philadelphia: Wolters Kluwer Health/Lippincott Williams) 1– 4.
Cited by
Sorted by citations
A tutorial on regularized partial correlation networks
Epskamp, S., & Fried, E. I. (2018) · Psychological Methods · doi:10.1037/met0000167 · Cited by 2,918 · see citing works
Self-citationCan network analysis transform psychopathology?
McNally, R. J. (2016) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.06.006 · Cited by 1,072 · see citing works
Mental disorders as networks of problems: a review of recent insights
Fried, E. I., van Borkulo, C. D., Cramer, A. O. J., Boschloo, L., Schoevers, R. A., & Borsboom, D. (2016) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1319-z · Cited by 1,067 · see citing works
Self-citationMoving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology
Fried, E. I., & Cramer, A. O. J. (2017) · Perspectives on Psychological Science · doi:10.1177/1745691617705892 · Cited by 957 · see citing works
Self-citationNetwork analysis of depression and anxiety symptom relationships in a psychiatric sample
Beard, C., Millner, A. J., Forgeard, M. J. C., Fried, E. I., Hsu, K. J., Treadway, M. T., Leonard, C. V., Kertz, S. J., & Björgvinsson, T. (2016) · Psychological Medicine · doi:10.1017/s0033291716002300 · Cited by 929 · see citing works
Self-citationMeasurement Schmeasurement: Questionable Measurement Practices and How to Avoid Them
Flake, J. K., & Fried, E. I. (2020) · Advances in Methods and Practices in Psychological Science · doi:10.1177/2515245920952393 · Cited by 969 · see citing works
Self-citationRobinaugh, D. J., Hoekstra, R. H. A., Toner, E. R., & Borsboom, D. (2020) · Psychological Medicine · doi:10.1017/s0033291719003404 · Cited by 861 · see citing works
Association of Symptom Network Structure With the Course of Depression
van Borkulo, C. D., Boschloo, L., Borsboom, D., Penninx, B. W. J. H., Waldorp, L., & Schoevers, R. A. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.2079 · Cited by 852 · see citing works
Fried, E. I., Epskamp, S., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.09.005 · Cited by 751 · see citing works
Self-citationMajor Depression as a Complex Dynamic System
Cramer, A. O. J., van Borkulo, C. D., Giltay, E. J., van der Maas, H. L. J., Kendler, K. S., Scheffer, M., & Borsboom, D. (2016) · PLoS ONE · doi:10.1371/journal.pone.0167490 · Cited by 563 · see citing works
Mapping the heterogeneous phenotype of schizophrenia and bipolar disorder using normative models
Wolfers, T., Doan, N. T., Kaufmann, T., Alnæs, D., Moberget, T., Agartz, I., Buitelaar, J. K., Ueland, T., Melle, I., Franke, B., et al. (2018) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.2467 · Cited by 508 · see citing works
Using Network Analysis to Identify Central Symptoms of Adolescent Depression
Mullarkey, M. C., Marchetti, I., & Beevers, C. G. (2018) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2018.1437735 · Cited by 496 · see citing works
The Heterogeneity Problem: Approaches to Identify Psychiatric Subtypes
Feczko, E., Miranda-Dominguez, O., Marr, M., Graham, A. M., Nigg, J. T., & Fair, D. A. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.03.009 · Cited by 443 · see citing works
Complex affect dynamics add limited information to the prediction of psychological well-being.
Dejonckheere, E., Mestdagh, M., Houben, M., Rutten, I., Sels, L., Kuppens, P., & Tuerlinckx, F. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0555-0 · Cited by 431 · see citing works
A Network Approach to Psychosis: Pathways Between Childhood Trauma and Psychotic Symptoms
Isvoranu, A., van Borkulo, C. D., Boyette, L., Wigman, J. T. W., Vinkers, C. H., Borsboom, D., & Group Investigators (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbw055 · Cited by 399 · see citing works
Armour, C., Fried, E. I., Deserno, M. K., Tsai, J., & Pietrzak, R. H. (2016) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2016.11.008 · Cited by 356 · see citing works
Self-citationLack of theory building and testing impedes progress in the factor and network literature
Fried, E. I. (2020) · Psychological Inquiry · doi:10.1080/1047840x.2020.1853461 · Cited by 317 · see citing works
Self-citationFried, E. I., van Borkulo, C. D., Epskamp, S., Schoevers, R. A., Tuerlinckx, F., & Borsboom, D. (2016) · Psychological Assessment · doi:10.1037/pas0000275 · Cited by 314 · see citing works
Self-citationDon’t blame the model: Reconsidering the network approach to psychopathology.
Bringmann, L. F., & Eronen, M. I. (2018) · Psychological Review · doi:10.1037/rev0000108 · Cited by 300 · see citing works
Revisiting the theoretical and methodological foundations of depression measurement
Fried, E. I., Flake, J. K., & Robinaugh, D. J. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00050-2 · Cited by 285 · see citing works
Self-citationMoving forward: how depression heterogeneity hinders progress in treatment and research
Fried, E. (2017) · Expert Review of Neurotherapeutics · doi:10.1080/14737175.2017.1307737 · Cited by 220 · see citing works
Self-citationFunkhouser, C. J., Chacko, A., Correa, K. A., Kaiser, A. J. E., & Shankman, S. A. (2020) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13256 · Cited by 224 · see citing works
Network analysis of substance abuse and dependence symptoms
Rhemtulla, M., Fried, E. I., Aggen, S. H., Tuerlinckx, F., Kendler, K. S., & Borsboom, D. (2016) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2016.02.005 · Cited by 219 · see citing works
Self-citationNetworks of major depressive disorder: A systematic review
Malgaroli, M., Calderon, A., & Bonanno, G. A. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2021.102000 · Cited by 204 · see citing works
Estimating psychological networks and their accuracy: A tutorial paper
Epskamp, S., Borsboom, D., & Fried, E. I. (2018) · Behavior Research Methods · doi:10.3758/s13428-017-0862-1 · Cited by 5,715 · see citing works
Self-citationCurrent interpretations of the I-PACE model of behavioral addictions
Brand, M., Müller, A., Wegmann, E., Antons, S., Brandtner, A., Müller, S. M., Stark, R. M., Steins‐Loeber, S., & Potenza, M. N. (2025) · Journal of Behavioral Addictions · doi:10.1556/2006.2025.00020 · Cited by 210 · see citing works
Garabiles, M. R., Lao, C. K., Xiong, A. Y., & Hall, B. J. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.02.062 · Cited by 197 · see citing works
Roefs, A., Fried, E. I., Kindt, M., Martijn, C., Elzinga, B., Evers, A. W. M., Wiers, R. W., Borsboom, D., & Jansen, A. (2022) · Behaviour Research and Therapy · doi:10.1016/j.brat.2022.104096 · Cited by 185 · see citing works
Self-citationCai, H. X., Bai, W., Liu, H., Xu, C., Qi, H., Liu, R., Cheung, T. C. C., Su, Z., Lin, J., Tang, Y., et al. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-01838-9 · Cited by 187 · see citing works
Heeren, A., Jones, P. J., & McNally, R. J. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.12.003 · Cited by 177 · see citing works
Cai, N., Choi, K. W., & Fried, E. I. (2020) · Human Molecular Genetics · doi:10.1093/hmg/ddaa115 · Cited by 153 · see citing works
Self-citationHerbert, J., & Lucassen, P. J. (2016) · Frontiers in Neuroendocrinology · doi:10.1016/j.yfrne.2015.12.001 · Cited by 150 · see citing works
Ahmad, M. H., Rizvi, M. M. A., Ali, M., & Mondal, A. C. (2023) · Ageing Research Reviews · doi:10.1016/j.arr.2022.101840 · Cited by 134 · see citing works
Theories and Models: What They Are, What They Are for, and What They Are About
Fried, E. I. (2020) · Psychological Inquiry · doi:10.1080/1047840x.2020.1854011 · Cited by 138 · see citing works
Self-citationApplication of network methods for understanding mental disorders: pitfalls and promise
Gülöksüz, S., Pries, L.-K., & van Os, J. (2017) · Psychological Medicine · doi:10.1017/s0033291717001350 · Cited by 124 · see citing works
Sleep’s role in the development and resolution of adolescent depression
Gradisar, M., Kahn, M., Micic, G., Short, M. A., Reynolds, C. M., Orchard, F., Bauducco, S., Bartel, K., & Richardson, C. E. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00074-8 · Cited by 130 · see citing works
Junior, H. P. D. O. S., Fried, E. I., Asafu-Adjei, J. K., & Ruiz, R. J. (2017) · Research in Nursing & Health · doi:10.1002/nur.21784 · Cited by 116 · see citing works
Self-citationThe bipolarity of affect and depressive symptoms.
Dejonckheere, E., Mestdagh, M., Houben, M., Erbaş, Y., Pe, M. L., Koval, P., Brose, A., Bastian, B. B., & Kuppens, P. (2018) · Journal of Personality and Social Psychology · doi:10.1037/pspp0000186 · Cited by 114 · see citing works
Grogans, S. E., Bliss‐Moreau, E., Buss, K. A., Clark, L. A., Fox, A. S., Keltner, D. J., Cowen, A., Kim, J. J., Kragel, P. A., MacLeod, C., et al. (2023) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2023.105237 · Cited by 126 · see citing works
Identifying Transdiagnostic Mechanisms in Mental Health Using Computational Factor Modeling
Wise, T., Robinson, O. J., & Gillan, C. M. (2023) · Biological Psychiatry · doi:10.1016/j.biopsych.2022.09.034 · Cited by 108 · see citing works
“This is in response to well-documented issues with diagnostic frameworks in terms of comorbidity (4), reliability (5), heterogeneity (6), and binarization of a continuous mental health space (7,8).”
Kim, K., Kim, S.-W., Myung, W., Han, C. E., Fava, M., Mischoulon, D., Papakostas, G. I., Seo, S. W., Cho, H., Seong, J.-K., et al. (2017) · Scientific Reports · doi:10.1038/s41598-017-15926-0 · Cited by 107 · see citing works
Guyon, H., Falissard, B., & Kop, J. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00798 · Cited by 105 · see citing works
Longitudinal network structure of depression symptoms and self-efficacy in low-income mothers
Junior, H. P. D. O. S., Kossakowski, J. J., Schwartz, T. A., Beeber, L. S., & Fried, E. I. (2018) · PLoS ONE · doi:10.1371/journal.pone.0191675 · Cited by 106 · see citing works
Self-citationHoorelbeke, K., Marchetti, I., Schryver, M. D., & Koster, E. H. W. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.02.001 · Cited by 101 · see citing works
Methods and challenges for assessing heterogeneity
Feczko, E., & Fair, D. A. (2020) · Biological Psychiatry · doi:10.1016/j.biopsych.2020.02.015 · Cited by 96 · see citing works
Network analysis of depressive symptoms in Hong Kong residents during the COVID-19 pandemic
Cheung, T. C. C., Jin, Y., Lam, S. C., Su, Z., Hall, B. J., Xiang, Y., Suen, L. K. P., Chan, S., Ho, H., Lam, H. K. B., et al. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01543-z · Cited by 98 · see citing works
Coping and resilience in adults: a cross-sectional network analysis
der Hallen, R. V., Jongerling, J., & Godor, B. P. (2020) · Anxiety Stress & Coping · doi:10.1080/10615806.2020.1772969 · Cited by 92 · see citing works
Anhedonia in Depressive Disorder: A Narrative Review
Fruyt, J. D., Sabbe, B., & Demyttenaere, K. (2020) · Psychopathology · doi:10.1159/000508773 · Cited by 97 · see citing works
White matter abnormalities in depression: A categorical and phenotypic diffusion MRI study
Coloigner, J., Batail, J.-M. V., Commowick, O., Corouge, I., Robert, G., Barillot, C., & Drapier, D. (2019) · NeuroImage Clinical · doi:10.1016/j.nicl.2019.101710 · Cited by 88 · see citing works
Symptoms of posttraumatic stress disorder in a clinical sample of refugees: a network analysis
Spiller, T. R., Schick, M., Schnyder, U., Bryant, R. A., Nickerson, A., & Morina, N. (2017) · European Journal of Psychotraumatology · doi:10.1080/20008198.2017.1318032 · Cited by 87 · see citing works
Liu, R., Xu, C., Qi, H., Feng, Y., Su, Z., Cheung, T. C. C., Jackson, T., Lei, H., Zhang, L., & Xiang, Y. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.12.137 · Cited by 84 · see citing works
The Network Structure of Schizotypal Personality Traits
Fonseca‐Pedrero, E., Sierra, J. O., Debbané, M., Chan, R. C. K., Cicero, D. C., Zhang, L. C., Brenner, C. A., Barkus, E., Linscott, R. J., Kwapil, T. R., et al. (2018) · Schizophrenia Bulletin · doi:10.1093/schbul/sby044 · Cited by 79 · see citing works
Self-citationGruzdev, S. K., Yakovlev, A. A., Druzhkova, T. A., Guekht, A. B., & Gulyaeva, N. V. (2019) · Cellular and Molecular Neurobiology · doi:10.1007/s10571-019-00684-6 · Cited by 75 · see citing works
Heinrich, M., Zagorscak, P., Eid, M., & Knaevelsrud, C. (2018) · Assessment · doi:10.1177/1073191118803738 · Cited by 73 · see citing works
Tullett-Prado, D., Doley, J. R., Zarate, D., Gomez, R., & Stavropoulos, V. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04985-5 · Cited by 77 · see citing works
Wright, A. G. C., Beltz, A. M., Gates, K. M., Molenaar, P. C. M., & Simms, L. J. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01914 · Cited by 82 · see citing works
Hebbrecht, K., Stuivenga, M., Birkenhäger, T., Morrens, M., Fried, E. I., Sabbe, B., & Giltay, E. J. (2020) · BMC Medicine · doi:10.1186/s12916-020-01867-5 · Cited by 67 · see citing works
Self-citationA network approach to modeling comorbid internalizing and alcohol use disorders.
Anker, J. J., Forbes, M. K., Almquist, Z. W., Menk, J. S., THURAS, P. D., Unruh, A. S., & Kushner, M. G. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000257 · Cited by 67 · see citing works
Murri, M. B., Caruso, R., Ounalli, H., Zerbinati, L., Berretti, E., Costa, S., Recla, E., Folesani, F., Kissane, D. W., Nanni, M. G., et al. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.06.074 · Cited by 68 · see citing works
In search of disorders: internalizing symptom networks in a large clinical sample
McElroy, E., & Patalay, P. (2019) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13044 · Cited by 62 · see citing works
Roca, P., Vazquez, C., Diez, G., Brito-Pons, G., & McNally, R. J. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.01.070 · Cited by 63 · see citing works
Sanford, B. T., Ciarrochi, J., Hofmann, S. G., Chin, F. T., Gates, K. M., & Hayes, S. C. (2022) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2022.05.006 · Cited by 62 · see citing works
Four Reasons Why Assisted Dying Should Not Be Offered for Depression
Blikshavn, T., Husum, T. L., & Magelssen, M. (2017) · Journal of Bioethical Inquiry · doi:10.1007/s11673-016-9759-4 · Cited by 60 · see citing works
Fried, E. I., Boschloo, L., van Borkulo, C. D., Schoevers, R. A., Romeijn, J., Wichers, M., de Jonge, P., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00117 · Cited by 60 · see citing works
Self-citationMeasuring the active elements of cognitive-behavioral therapies
Cohen, Z. D., Barnes-Horowitz, N. M., Forbes, C. N., & Craske, M. G. (2023) · Behaviour Research and Therapy · doi:10.1016/j.brat.2023.104364 · Cited by 58 · see citing works
Vetter, J., Spiller, T. R., Cathomas, F., Robinaugh, D. J., Brühl, A. B., Boeker, H., Seifritz, E., & Kleim, B. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.08.074 · Cited by 58 · see citing works
Korhonen, V. A., Mattsson, M. T., Inkinen, M., & Toom, A. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01056 · Cited by 61 · see citing works
The centrality of craving in network analysis of five substance use disorders
Gauld, C., Baillet, E., Micoulaud‐Franchi, J., Kervran, C., Serre, F., & Auriacombe, M. (2023) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2023.109828 · Cited by 54 · see citing works
Perceiving social pressure not to feel negative predicts depressive symptoms in daily life
Dejonckheere, E., Bastian, B. B., Fried, E. I., Murphy, S. C., & Kuppens, P. (2017) · Depression and Anxiety · doi:10.1002/da.22653 · Cited by 55 · see citing works
Self-citationExploring Heterogeneity in perinatal depression: a comprehensive review
Waqas, A., Nadeem, M., & Rahman, A. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05121-z · Cited by 74 · see citing works
den Bergh, N. V., Marchetti, I., & Koster, E. H. W. (2020) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10153-w · Cited by 58 · see citing works
Lack of theory building and testing impedes progress in the factor and network literaturePreprint
Fried, E. I. (2020) · doi:10.31234/osf.io/zg84s · Cited by 73 · see citing works
Self-citationKim, D., Kwon, H., Ha, M., Lim, M. H., & Kim, K. M. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.12.002 · Cited by 52 · see citing works
Kratzer, L., Knefel, M., Haselgruber, A., Heinz, P., Schennach, R., & Karatzias, T. (2021) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-021-01342-z · Cited by 57 · see citing works
Langvik, E., Hjemdal, O., & Nordahl, H. M. (2016) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12272 · Cited by 51 · see citing works
The 9-year clinical course of depressive and anxiety disorders: New NESDA findings
Solis, E. C., van Hemert, A. M., Carlier, I. V. E., Wardenaar, K. J., Schoevers, R. A., Beekman, A. T. F., Penninx, B. W. J. H., & Giltay, E. J. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.08.108 · Cited by 50 · see citing works
Moving forward: challenges and directions for psychopathological network theory and methodologyPreprint
Fried, E. I., & Cramer, A. O. J. (2016) · doi:10.31234/osf.io/mh3cf · Cited by 61 · see citing works
Self-citationNetwork analysis of anxiety and depression in the functionally impaired elderly
Yang, T., Guo, Z., Cao, X., Zhu, X., Zhou, Q., Li, X., Wang, H., Wang, X., Wu, L., Wu, S., et al. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1067646 · Cited by 51 · see citing works
Jiang, W., Ren, Z., Yu, L., Tan, Y., & Shi, C. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.568037 · Cited by 57 · see citing works
Kraft, B., Bø, R., Jonassen, R., Heeren, A., Ulset, V. S., Stiles, T. C., & Landrø, N. I. (2023) · Psychiatry Research Communications · doi:10.1016/j.psycom.2023.100120 · Cited by 48 · see citing works
Measurement, ontology, and epistemology: Psychology needs pragmatism-realism
Guyon, H., Kop, J., Juhel, J., & Falissard, B. (2018) · Theory & Psychology · doi:10.1177/0959354318761606 · Cited by 50 · see citing works
The use of mechanistic evidence in drug approval
Aronson, J. K., Caze, A. L., Kelly, M. P., Parkkinen, V., & Williamson, J. (2018) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12960 · Cited by 45 · see citing works
Insights from Personalized Models of Brain and Behavior for Identifying Biomarkers in PsychiatryPreprint
Kraus, B. T., Zinbarg, R. E., Braga, R. M., Nusslock, R., Mittal, V. A., & Gratton, C. (2023) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2023.105259 · Cited by 43 · see citing works
Tao, Y., Hou, W., Niu, H., Ma, Z., Zheng, Z., Wang, S., Liu, X., & Zhang, L. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.12.120 · Cited by 44 · see citing works
The neuroimaging basis of apathy: Empirical findings and conceptual challenges
STARKSTEIN, S. E., & Brockman, S. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.01.042 · Cited by 42 · see citing works
The central role of self-esteem in the quality of life of patients with mental disorders
Barbalat, G., Plasse, J., Gauthier, E., Verdoux, H., Quiles, C., Dubreucq, J., Legros-Lafarge, E., Jaafari, N., Massoubre, C., Guillard-Bouhet, N., et al. (2022) · Scientific Reports · doi:10.1038/s41598-022-11655-1 · Cited by 42 · see citing works
Barbalat, G., & Franck, N. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-035055 · Cited by 37 · see citing works
Kaczkurkin, A., Moore, T. M., Sotiras, A., Xia, C., Shinohara, R., & Satterthwaite, T. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2019.12.015 · Cited by 43 · see citing works
Does mindfulness change the mind? A novel psychonectome perspective based on Network Analysis
Roca, P., Diez, G. G., Castellanos, N., & Vazquez, C. (2019) · PLOS ONE · doi:10.1371/journal.pone.0219793 · Cited by 37 · see citing works
Network analysis of depressive and anxiety symptoms in older Chinese adults with diabetes mellitus
Zhang, Y., Cui, Y., Li, Y., Lü, H., Huang, H., Sui, J., Guo, Z., & Miao, D. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1328857 · Cited by 41 · see citing works
Persson, R., Österberg, K., Viborg, N., Jönsson, P., & Tenenbaum, A. (2016) · BMC Public Health · doi:10.1186/s12889-016-3001-5 · Cited by 36 · see citing works
Everaert, J., & Koster, E. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-816660-4.00009-x · Cited by 30 · see citing works
Schlechter, P., Wilkinson, P. O., Knausenberger, J., Wanninger, K., Kamp, S., Nexhmedin Morina, B., & Hellmann, J. H. (2020) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2499 · Cited by 37 · see citing works
Kunicki, Z. J., Smith, M. L., & Murray, E. J. (2023) · Advances in Methods and Practices in Psychological Science · doi:10.1177/25152459231156085 · Cited by 35 · see citing works
Nanthakumar, S., Bucks, R. S., Skinner, T. C., STARKSTEIN, S. E., Hillman, D. R., James, A. L., & Hunter, M. L. (2016) · Psychological Assessment · doi:10.1037/pas0000401 · Cited by 37 · see citing works
Prospective mental imagery in depression: Impact on reward processing and reward-motivated behaviour
Renner, F., Werthmann, J., Paetsch, A., Bär, H. E., Heise, M., & Bruijniks, S. J. E. (2021) · Clinical Psychology in Europe · doi:10.32872/cpe.3013 · Cited by 36 · see citing works
Network analysis of somatic symptoms in Chinese patients with depressive disorder
Li, Y., Jia, S., Cao, B., Chen, L., Shi, Z., & Zhang, H. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1079873 · Cited by 35 · see citing works
The Relationships Between Suicidal Ideation, Meaning in Life, and Affect: a Network Analysis
Guo, Z., Yang, T., He, Y., Tian, W., Wang, C., Zhang, Y., Liu, J., Liu, X., Zhu, X., & Wu, S. (2023) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-023-01019-9 · Cited by 40 · see citing works
Waqas, A., & Rahman, A. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.736790 · Cited by 35 · see citing works
Party Pooper or Life of the Party: Dampening and Enhancing of Positive Affect in a Peer Context
Bastin, M., Nelis, S., Raes, F., Vasey, M. W., & Bijttebier, P. (2017) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-017-0296-3 · Cited by 33 · see citing works
- 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 › 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
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review