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The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research
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The network approach to psychopathology posits that mental disorders can be conceptualized and studied as causal systems of mutually reinforcing symptoms. This approach, first posited in 2008, has grown substantially over the past decade and is now a full-fledged area of psychiatric research. In this article, we provide an overview and critical analysis of 363 articles produced in the first decade of this research program, with a focus on key theoretical, methodological, and empirical contributions. In addition, we turn our attention to the next decade of the network approach and propose critical avenues for future research in each of these domains. We argue that this program of research will be best served by working toward two overarching aims: (a) the identification of robust empirical phenomena and (b) the development of formal theories that can explain those phenomena. We recommend specific steps forward within this broad framework and argue that these steps are necessary if the network approach is to develop into a progressive program of research capable of producing a cumulative body of knowledge about how specific mental disorders operate as causal systems.
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“The network approach, a relatively novel research method to explore various relationships across symptoms, has been widely applied in psychopathological and clinical psychiatric fields [ 32 , 33 ].”
From Anxiety and Depression Symptoms among Youth Survivors of Childhood Sexual Abuse: A Network Analysis (2023) · cites this paper as [33]
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Cites
Causality: Models, Reasoning, and Inference
Pearl, J. (2009) · doi:10.1017/cbo9780511803161 · Cited by 11,653
Rozeboom, W. W., Lord, F. M., Novick, M. R., & Birnbaum, A. (1969) · American Educational Research Journal · doi:10.2307/1162101 · Cited by 8,012
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
Self-citationQgraph: Network visualizations of relationships in psychometric data
Epskamp, S., Cramer, A., Waldorp, L., Schmittmann, V., & Borsboom, D. (2012) · Journal of Statistical Software · doi:10.18637/jss.v048.i04 · Cited by 4,844
Self-citationNetwork 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
Self-citationA network theory of mental disorders
Borsboom, D. (2017) · World Psychiatry · doi:10.1002/wps.20375 · Cited by 3,482
Self-citationA tutorial on regularized partial correlation networks
Epskamp, S., & Fried, E. I. (2018) · Psychological Methods · doi:10.1037/met0000167 · Cited by 2,918
Clark, D. M. (1986) · Behaviour Research and Therapy · doi:10.1016/0005-7967(86)90011-2 · Cited by 2,422
Identifying highly influential nodes in the complicated grief network.
Robinaugh, D. J., Millner, A. J., & McNally, R. J. (2016) · Journal of Abnormal Psychology · doi:10.1037/abn0000181 · Cited by 1,930
Self-citationComparing network structures on three aspects: A permutation test.
van Borkulo, C. D., van Bork, R., Boschloo, L., Kossakowski, J. J., Tio, P., Schoevers, R. A., Borsboom, D., & Waldorp, L. (2022) · Psychological Methods · doi:10.1037/met0000476 · Cited by 1,634
Self-citation
Research works printed but not linked: 4
- Lord, 1968, Statistical theories of mental test scores
- Epskamp, 2016, Handbook of psychometrics, 953
- Epstein, 2008, Why model?, Journal of Artificial Societies and Social Simulation, 11, 12
- Porter, 2015, Colonization by/in psychiatry: from over-medicalization to democratization, Journal of Ethics in Mental Health, Open Volume, 1
Cited by
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Network analysis of multivariate data in psychological science
Borsboom, D., Deserno, M. K., Rhemtulla, M., Epskamp, S., Fried, E. I., McNally, R. J., Robinaugh, D. J., Perugini, M., Dalege, J., Costantini, G., et al. (2021) · Nature Reviews Methods Primers · doi:10.1038/s43586-021-00055-w · Cited by 1,371
Self-citationSleep disturbance and psychiatric disorders
Freeman, D., Sheaves, B., Waite, F., Harvey, A. G., & Harrison, P. J. (2020) · The Lancet Psychiatry · doi:10.1016/s2215-0366(20)30136-x · Cited by 843
Reporting standards for psychological network analyses in cross-sectional data.
Burger, J., Isvoranu, A., Lunansky, G., Haslbeck, J. M. B., Epskamp, S., Hoekstra, R. H. A., Fried, E. I., Borsboom, D., & Blanken, T. F. (2022) · Psychological Methods · doi:10.1037/met0000471 · Cited by 585
Self-citationNetwork Analysis of Psychopathology: Controversies and Challenges
McNally, R. J. (2020) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-081219-092850 · Cited by 504
Isvoranu, A., & Epskamp, S. (2021) · Psychological Methods · doi:10.1037/met0000439 · Cited by 422
Lack 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
Psychopathological networks: Theory, methods and practice
Bringmann, L. F., Albers, C. J., Bockting, C., Borsboom, D., Ceulemans, E., Cramer, A. O. J., Epskamp, S., Eronen, M. I., Hamaker, E. L., Kuppens, P., et al. (2021) · Behaviour Research and Therapy · doi:10.1016/j.brat.2021.104011 · Cited by 325
Self-citationKaiser, T., Herzog, P., Voderholzer, U., & Brakemeier, E. (2021) · Depression and Anxiety · doi:10.1002/da.23136 · Cited by 296
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 314
Self-citationMotivation-Achievement Cycles in Learning: a Literature Review and Research Agenda
Vu, T., Magis-Weinberg, L., Jansen, B. R. J., van Atteveldt, N., Janssen, T. W. P., Lee, N. C., van der Maas, H. L. J., Raijmakers, M. E. J., Sachisthal, M. S. M., & Meeter, M. (2022) · Educational Psychology Review · doi:10.1007/s10648-021-09616-7 · Cited by 224
Back to Basics: The Importance of Conceptual Clarification in Psychological Science
Bringmann, L. F., Elmer, T., & Eronen, M. I. (2022) · Current Directions in Psychological Science · doi:10.1177/09637214221096485 · Cited by 221
“Such distance-based centrality measures have been widely applied in psychological networks to estimate a symptom’s influence on the system (between 2008 and 2018, at least 145 articles reported results using these measures; Robinaugh et al., 2020).”
BackgroundModeling psychopathology: From data models to formal theories.
Haslbeck, J. M. B., Ryan, O., Robinaugh, D. J., Waldorp, L., & Borsboom, D. (2021) · Psychological Methods · doi:10.1037/met0000303 · Cited by 253
Self-citationGroen, R. N., Ryan, O., Wigman, J. T. W., Riese, H., Penninx, B. W. J. H., Giltay, E. J., Wichers, M., & Hartman, C. A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01738-z · Cited by 240
Networks 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 211
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
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Huys, Q. J. M., Browning, M. D., Paulus, M. P., & Frank, M. J. (2020) · Neuropsychopharmacology · doi:10.1038/s41386-020-0746-4 · Cited by 204
Intervening on psychopathology networks: Evaluating intervention targets through simulations
Lunansky, G., Naberman, J., van Borkulo, C. D., Chen, C., Wang, L., & Borsboom, D. (2021) · Methods · doi:10.1016/j.ymeth.2021.11.006 · Cited by 175
Self-citationJordan, D. G., Winer, E. S., & Salem, T. (2020) · Journal of Clinical Psychology · doi:10.1002/jclp.22957 · Cited by 166
A review of approaches and models in psychopathology conceptualization research
Eaton, N. R., Bringmann, L. F., Elmer, T., Fried, E. I., Forbes, M. K., Greene, A. L., Krueger, R. F., Kotov, R., McGorry, P. D., Mei, C., et al. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00218-4 · Cited by 171
A complex systems approach to the study of change in psychotherapy
Hayes, A. M., & Andrews, L. A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01662-2 · Cited by 149
Investigating the feasibility of idiographic network models.
Mansueto, A. C., Wiers, R. W., van Weert, J. C. M., Schouten, B. C., & Epskamp, S. (2023) · Psychological Methods · doi:10.1037/met0000466 · Cited by 147
Psychological distress associated with the COVID-19 lockdown: A two-wave network analysis
Di Blasi, M., Gullo, S., Mancinelli, E., Freda, M. F., Esposito, G., Gelo, O. C. G., Lagetto, G., Giordano, C., Mazzeschi, C., Pazzagli, C., et al. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.02.016 · Cited by 143
The genetic basis of major depressive disorder
Flint, J. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-01957-9 · Cited by 156
The complex interplay between depression and multimorbidity in late life: risks and pathways
Triolo, F., Harber-Aschan, L., Murri, M. B., Calderón‐Larrañaga, A., Vetrano, D. L., Sjöberg, L., Marengoni, A., & Dekhtyar, S. (2020) · Mechanisms of Ageing and Development · doi:10.1016/j.mad.2020.111383 · Cited by 136
Zhao, Y., Qu, D., Chen, S., & Chi, X. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107424 · Cited by 135
Spiller, T. R., Levi, O., Neria, Y., Suarez‐Jimenez, B., Bar‐Haim, Y., & Lazarov, A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01740-5 · Cited by 127
A network perspective on suicidal behavior: understanding suicidality as a complex system
de Beurs, D., Bockting, C., Kerkhof, A., Scheepers, F., O’Connor, R., Penninx, B., & van de Leemput, I. (2021) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.12676 · Cited by 119
A network approach to parental burnout
Blanchard, M. A., Roskam, I., Mikolajczak, M., & Heeren, A. (2020) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2020.104826 · Cited by 122
Person-specific networks in psychopathology: Past, present, and future
Bringmann, L. F. (2021) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2021.03.004 · Cited by 123
Dissociation in relation to other mental health conditions: An exploration using network analysis
Černis, E., Evans, R. J., Ehlers, A., & Freeman, D. H. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.08.023 · Cited by 101
Levinson, C. A., Hunt, R. A., Keshishian, A. C., Brown, M. L., Vanzhula, I. A., Christian, C., Brosof, L. C., & Williams, B. M. (2021) · Journal of Eating Disorders · doi:10.1186/s40337-021-00504-7 · Cited by 107
Mohammed, M., Shafiq, N., Elmansoury, A., Al‐Mekhlafi, A. A., Rached, E. F., Zawawi, N. A. W. A., Haruna, A., Rafindadi, A. D., & Ibrahim, M. B. (2021) · Sustainability · doi:10.3390/su131910660 · Cited by 97
On the Control of Psychological Networks
Henry, T. R., Robinaugh, D. J., & Fried, E. I. (2021) · Psychometrika · doi:10.1007/s11336-021-09796-9 · Cited by 105
Self-citationBlasco‐Belled, A., & Alsinet, C. (2022) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12795 · Cited by 95
Wichers, M., Riese, H., Hodges, T. M., Snippe, E., & Bos, F. M. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.719490 · Cited by 98
Network models of posttraumatic stress disorder: A meta-analysis.
Isvoranu, A., Epskamp, S., & Cheung, M. W. ‐. (2021) · Journal of Abnormal Psychology · doi:10.1037/abn0000704 · Cited by 90
Possible Futures for Network Psychometrics
Borsboom, D. (2022) · Psychometrika · doi:10.1007/s11336-022-09851-z · Cited by 86
Self-citationA critical evaluation of the p-factor literature
Watts, A. L., Greene, A. L., Bonifay, W. E., & Fried, E. I. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00260-2 · Cited by 100
The Challenge of Generating Causal Hypotheses Using Network Models
Ryan, O., Bringmann, L. F., & Schuurman, N. K. (2022) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2022.2056039 · Cited by 85
Network analysis of multivariate data in psychological science
(2021) · Nature Reviews Methods Primers · doi:10.1038/s43586-021-00060-z · Cited by 84
Bayesian Analysis of Cross-Sectional Networks: A Tutorial in R and JASP
Huth, K. B. S., de Ron, J., Goudriaan, A. E., Luigjes, J., Mohammadi, R., van Holst, R. J., Wagenmakers, E., & Marsman, M. (2023) · Advances in Methods and Practices in Psychological Science · doi:10.1177/25152459231193334 · Cited by 80
A network model of depressive and anxiety symptoms: a statistical evaluation
Cai, H. X., Chen, M., Li, X.-H., Zhang, L., Su, Z., Cheung, T. C. C., Tang, Y., Malgaroli, M., Jackson, T., Zhang, Q., et al. (2024) · Molecular Psychiatry · doi:10.1038/s41380-023-02369-5 · Cited by 79
Depressive and anxiety symptoms in patients with COPD: A network analysis
Yohannes, A. M., Murri, M. B., Hanania, N. A., Regan, E. A., Iyer, A. S., Bhatt, S. P., Kim, V., Kinney, G. L., Wise, R. A., Eakin, M. N., et al. (2022) · Respiratory Medicine · doi:10.1016/j.rmed.2022.106865 · Cited by 81
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Levinson, C. A., Cusack, C. E., Brown, M. L., & Smith, A. R. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00062-y · Cited by 79
Network analysis of PTSD and depressive symptoms in 158,139 treatment‐seeking veterans with PTSD
Duek, O., Spiller, T. R., Pietrzak, R. H., Fried, E. I., & Harpaz‐Rotem, I. (2021) · Depression and Anxiety · doi:10.1002/da.23112 · Cited by 71
Павлова, Ю., & Rogowska, A. M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.09.003 · Cited by 70
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
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Chen, C. (2022) · Advances in Clinical and Experimental Medicine · doi:10.17219/acem/147441 · Cited by 74
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Newson, J. J., Pastukh, V., & Thiagarajan, T. C. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.775762 · Cited by 72
Bard, H. A., O’Driscoll, C., Miller, C. B., Henry, A. L., Cape, J. D., & Espie, C. A. (2022) · Sleep Medicine · doi:10.1016/j.sleep.2022.12.005 · Cited by 63
Witkiewitz, K. A., & Tucker, J. A. (2024) · Addiction Research & Theory · doi:10.1080/16066359.2024.2329580 · Cited by 66
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Lunansky, G., van Borkulo, C. D., Haslbeck, J. M. B., van der Linden, M. A., Garay, C. J., Etchevers, M. J., & Borsboom, D. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.640658 · Cited by 67
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Epskamp, S., Isvoranu, A., & Cheung, M. W. ‐. (2021) · Psychometrika · doi:10.1007/s11336-021-09764-3 · Cited by 59
Kappelmann, N., Czamara, D., Rost, N., Moser, S., Schmoll, V., Trastulla, L., Štochl, J., Lucae, S., CHARGE inflammation working group, Binder, E. B., et al. (2021) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2021.03.024 · Cited by 61
Papcunová, J., Martončik, M., Fedáková, D., Kentoš, M., Bozogáňová, M., Srba, I., Móro, R., Pikuliak, M., Šimko, M., & Adamkovic, M. (2021) · Complex & Intelligent Systems · doi:10.1007/s40747-021-00561-0 · Cited by 55
McNally, R. J., Robinaugh, D. J., Deckersbach, T., Sylvia, L. G., & Nierenberg, A. A. (2021) · Journal of Psychopathology and Clinical Science · doi:10.1037/abn0000715 · Cited by 59
Self-citationBerlim, M. T., Richard‐Devantoy, S., dos Santos, N. R., & Turecki, G. (2020) · Psychological Medicine · doi:10.1017/s0033291720001002 · Cited by 62
de Boer, N. S., de Bruin, L. C., Geurts, J. J. G., & Glas, G. G. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.623970 · Cited by 60
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Kaurin, A., Dombrovski, A. Y., Hallquist, M. N., & Wright, A. G. C. (2021) · Behaviour Research and Therapy · doi:10.1016/j.brat.2021.104012 · Cited by 55
Fried, E. I., Rieble, C., & Rieble, C. (2023) · Clinical Psychology in Europe · doi:10.32872/cpe.10075 · Cited by 64
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Self-citationKlintwall, L., Bellander, M., & Cervin, M. (2021) · Assessment · doi:10.1177/10731911211039281 · Cited by 57
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Peng, P., Liang, M., Wang, Q., Lu, L., Wu, Q., & Chen, Q. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1040298 · Cited by 46
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Self-citationHernández, M. O. S., Carrasco, M. Á., & Tello, F. P. H. (2021) · Child Psychiatry & Human Development · doi:10.1007/s10578-021-01286-4 · Cited by 47
Boschloo, L., Hieronymus, F., Lisinski, A., Cuijpers, P. J., & Eriksson, E. (2023) · Translational Psychiatry · doi:10.1038/s41398-022-02285-2 · Cited by 47
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Aloi, M., Rania, M., Carbone, E. A., Caroleo, M., Calabrò, G., Zaffino, P., Nicolò, G., Carcione, A., Coco, G. L., Cosentino, C., et al. (2021) · Journal of Eating Disorders · doi:10.1186/s40337-021-00376-x · Cited by 44
van Vuuren, C. L., van Mens, K., Beurs, D. P. D., Lokkerbol, J., van der Wal, M. F., Cuijpers, P. J., & Chinapaw, M. J. M. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.09.018 · Cited by 44
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Schumacher, L., Burger, J., Echterhoff, J., & Kriston, L. (2024) · Multivariate Behavioral Research · doi:10.1080/00273171.2024.2335401 · Cited by 43
Ralph‐Nearman, C., Williams, B. M., Ortiz, A. M. L., Smith, A. R., & Levinson, C. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.06.061 · Cited by 41
Hu, H., Lau, W. Y. S., Eugenia, P., Hung, K. S. Y., Chen, S.-Y., Cheng, K., Cheung, E. F. C., Lui, S. S. Y., & Chan, R. C. K. (2022) · Schizophrenia Bulletin · doi:10.1093/schbul/sbac017 · Cited by 40
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Heeren, A., Lannoy, S., Coussement, C., Hoebeke, Y., Verschuren, A., Blanchard, M. A., Chakroun-Baggioni, N., Philippot, P., & Gierski, F. (2021) · Scientific Reports · doi:10.1038/s41598-021-94151-2 · Cited by 39
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Metadata
- Authors
- Robinaugh, D. J., Hoekstra, R. H. A., Toner, E. R., & Borsboom, D.
- Affiliations
- Harvard University (US)
- University of Amsterdam (NL)
- Massachusetts General Hospital (US)
- Corresponding author
- Robinaugh, Donald J.
- Venue
- Psychological Medicine
- Publisher
- Cambridge University Press (CUP)
- Published
- 2019-12-26
- Volume
- 50
- Issue
- 3
- Pages
- 353-366
- ISSN
- 0033-2917 (ISSN-L)
- 1469-8978
- PMC
- PMC7334828
- OpenAlex
- W2998636967
- Cited by
- 861
- References
- 190
- Citations by year
- 2026: 202 · 2025: 162 · 2024: 128 · 2023: 104 · 2022: 98 · 2021: 125 · 2020: 41 · 2019: 1
- FWCI
- 9.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Medicine (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- UvA-DARE (University of Amsterdam) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (406.18.532)
- National Institute of Mental Health (K23MH113805)
- 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
- Social Sciences › Psychology › Clinical Psychology › Personality Disorders and Psychopathology
- Keywords
- mental illness, symptom networks
- MeSH terms
- Mental Disorders, Humans, Models, Psychological, Psychopathology, Research
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