Literature DB >> 29106284

Further evidence that psychopathology networks have limited replicability and utility: Response to Borsboom et al. (2017) and Steinley et al. (2017).

Miriam K Forbes1, Aidan G C Wright2, Kristian E Markon3, Robert F Krueger4.   

Abstract

In our target article, we tested the replicability of 4 popular psychopathology network estimation methods that aim to reveal causal relationships among symptoms of mental illness. We started with the focal data set from the 2 foundational psychopathology network papers (i.e., the National Comorbidity Survey-Replication) and identified the National Survey of Mental Health and Wellbeing as a close methodological match for comparison. We compared the psychopathology networks estimated in each data set-as well as in 10 sets of random split-halves within each data set-with the goal of quantifying the replicability of the network parameters as they are interpreted in the extant psychopathology network literature. We concluded that current psychopathology network methods have limited replicability both within and between samples and thus have limited utility. Here we respond to the 2 commentaries on our target article, concluding that the findings of Steinley, Hoffman, Brusco, and Sher (2017)-along with other recent developments in the literature-provide further conclusive evidence that psychopathology networks have poor replicability and utility. (PsycINFO Database Record (c) 2017 APA, all rights reserved).

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Year:  2017        PMID: 29106284      PMCID: PMC5687847          DOI: 10.1037/abn0000313

Source DB:  PubMed          Journal:  J Abnorm Psychol        ISSN: 0021-843X


  28 in total

1.  Mental disorders as networks: some cautionary reflections on a promising approach.

Authors:  Marieke Wichers; Johanna T W Wigman; Laura F Bringmann; Peter de Jonge
Journal:  Soc Psychiatry Psychiatr Epidemiol       Date:  2017-02-16       Impact factor: 4.328

2.  Can We Jump from Cross-Sectional to Dynamic Interpretations of Networks? Implications for the Network Perspective in Psychiatry.

Authors:  Fionneke M Bos; Evelien Snippe; Stijn de Vos; Jessica A Hartmann; Claudia J P Simons; Lian van der Krieke; Peter de Jonge; Marieke Wichers
Journal:  Psychother Psychosom       Date:  2017-05-11       Impact factor: 17.659

Review 3.  Application of network methods for understanding mental disorders: pitfalls and promise.

Authors:  S Guloksuz; L-K Pries; J van Os
Journal:  Psychol Med       Date:  2017-06-05       Impact factor: 7.723

Review 4.  Network analysis: an integrative approach to the structure of psychopathology.

Authors:  Denny Borsboom; Angélique O J Cramer
Journal:  Annu Rev Clin Psychol       Date:  2013       Impact factor: 18.561

5.  Using Raw VAR Regression Coefficients to Build Networks can be Misleading.

Authors:  Kirsten Bulteel; Francis Tuerlinckx; Annette Brose; Eva Ceulemans
Journal:  Multivariate Behav Res       Date:  2016-03-30       Impact factor: 5.923

Review 6.  Can network analysis transform psychopathology?

Authors:  Richard J McNally
Journal:  Behav Res Ther       Date:  2016-07-01

7.  False alarm? A comprehensive reanalysis of "Evidence that psychopathology symptom networks have limited replicability" by Forbes, Wright, Markon, and Krueger (2017).

Authors:  Denny Borsboom; Eiko I Fried; Sacha Epskamp; Lourens J Waldorp; Claudia D van Borkulo; Han L J van der Maas; Angélique O J Cramer
Journal:  J Abnorm Psychol       Date:  2017-10

8.  A method for making inferences in network analysis: Comment on Forbes, Wright, Markon, and Krueger (2017).

Authors:  Douglas Steinley; Michaela Hoffman; Michael J Brusco; Kenneth J Sher
Journal:  J Abnorm Psychol       Date:  2017-10

9.  Estimating psychological networks and their accuracy: A tutorial paper.

Authors:  Sacha Epskamp; Denny Borsboom; Eiko I Fried
Journal:  Behav Res Methods       Date:  2018-02

10.  Making connections: exploring the centrality of posttraumatic stress symptoms and covariates after a terrorist attack.

Authors:  Marianne Skogbrott Birkeland; Trond Heir
Journal:  Eur J Psychotraumatol       Date:  2017-06-02
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  19 in total

1.  The network approach to psychopathology: a review of the literature 2008-2018 and an agenda for future research.

Authors:  Donald J Robinaugh; Ria H A Hoekstra; Emma R Toner; Denny Borsboom
Journal:  Psychol Med       Date:  2019-12-26       Impact factor: 7.723

2.  Anhedonia is central for the association between quality of life, metacognition, sleep, and affective symptoms in generalized anxiety disorder: A complex network analysis.

Authors:  Abigail L Barthel; Megan A Pinaire; Joshua E Curtiss; Amanda W Baker; Mackenzie L Brown; Susanne S Hoeppner; Eric Bui; Naomi M Simon; Stefan G Hofmann
Journal:  J Affect Disord       Date:  2020-09-02       Impact factor: 4.839

3.  The influence of sample selection on the structure of psychopathology symptom networks: An example with alcohol use disorder.

Authors:  Michaela Hoffman; Douglas Steinley; Timothy J Trull; Sean P Lane; Phillip K Wood; Kenneth J Sher
Journal:  J Abnorm Psychol       Date:  2019-06-13

4.  Co-occurring internalizing and externalizing psychopathology in childhood and adolescence: a network approach.

Authors:  Eoin McElroy; Mark Shevlin; Jamie Murphy; Orla McBride
Journal:  Eur Child Adolesc Psychiatry       Date:  2018-03-08       Impact factor: 4.785

Review 5.  Network Analysis as an Alternative Approach to Conceptualizing Eating Disorders: Implications for Research and Treatment.

Authors:  Cheri A Levinson; Irina A Vanzhula; Leigh C Brosof; Kelsie Forbush
Journal:  Curr Psychiatry Rep       Date:  2018-08-06       Impact factor: 5.285

6.  The replicability and generalizability of internalizing symptom networks across five samples.

Authors:  Carter J Funkhouser; Kelly A Correa; Stephanie M Gorka; Brady D Nelson; K Luan Phan; Stewart A Shankman
Journal:  J Abnorm Psychol       Date:  2019-12-12

7.  Quantifying the Reliability and Replicability of Psychopathology Network Characteristics.

Authors:  Miriam K Forbes; Aidan G C Wright; Kristian E Markon; Robert F Krueger
Journal:  Multivariate Behav Res       Date:  2019-05-29       Impact factor: 5.923

8.  A new conception and subsequent taxonomy of clinical psychological problems.

Authors:  Gary M Bakker
Journal:  BMC Psychol       Date:  2019-07-10

9.  On Unreplicable Inferences in Psychopathology Symptom Networks and the Importance of Unreliable Parameter Estimates.

Authors:  Miriam K Forbes; Aidan G C Wright; Kristian E Markon; Robert F Krueger
Journal:  Multivariate Behav Res       Date:  2021-02-18       Impact factor: 5.923

10.  The network approach to psychopathology: promise versus reality.

Authors:  Miriam K Forbes; Aidan G C Wright; Kristian E Markon; Robert F Krueger
Journal:  World Psychiatry       Date:  2019-10       Impact factor: 79.683

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