Literature DB >> 28873325

Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology.

Eiko I Fried1, Angélique O J Cramer1.   

Abstract

Since the introduction of mental disorders as networks of causally interacting symptoms, this novel framework has received considerable attention. The past years have resulted in over 40 scientific publications and numerous conference symposia and workshops. Now is an excellent moment to take stock of the network approach: What are its most fundamental challenges, and what are potential ways forward in addressing them? After a brief conceptual introduction, we first discuss challenges to network theory: (1) What is the validity of the network approach beyond some commonly investigated disorders such as major depression? (2) How do we best define psychopathological networks and their constituent elements? And (3) how can we gain a better understanding of the causal nature and real-life underpinnings of associations among symptoms? Next, after a short technical introduction to network modeling, we discuss challenges to network methodology: (4) heterogeneity of samples studied with network analytic models, and (5) a lurking replicability crisis in this strongly data-driven and exploratory field. Addressing these challenges may propel the network approach from its adolescence into adulthood and promises advances in understanding psychopathology both at the nomothetic and idiographic level.

Entities:  

Keywords:  clinical psychology; dynamic systems; mental disorders; networks; personalized medicine; psychiatry; reproducibility

Mesh:

Year:  2017        PMID: 28873325     DOI: 10.1177/1745691617705892

Source DB:  PubMed          Journal:  Perspect Psychol Sci        ISSN: 1745-6916


  129 in total

Review 1.  All for One and One for All: Mental Disorders in One Dimension.

Authors:  Avshalom Caspi; Terrie E Moffitt
Journal:  Am J Psychiatry       Date:  2018-04-06       Impact factor: 18.112

2.  A comparative network analysis of eating disorder psychopathology and co-occurring depression and anxiety symptoms before and after treatment.

Authors:  Kathryn E Smith; Tyler B Mason; Ross D Crosby; Li Cao; Rachel C Leonard; Chad T Wetterneck; Brad E R Smith; Nicholas R Farrell; Bradley C Riemann; Stephen A Wonderlich; Markus Moessner
Journal:  Psychol Med       Date:  2018-04-15       Impact factor: 7.723

3.  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

4.  Assessing the collective utility of multiple analyses on clinical alcohol use disorder data.

Authors:  Erich Kummerfeld; Alexander Rix; Justin J Anker; Matt G Kushner
Journal:  J Am Med Inform Assoc       Date:  2019-10-01       Impact factor: 4.497

5.  Dysfunctional posttraumatic cognitions, posttraumatic stress and depression in children and adolescents exposed to trauma: a network analysis.

Authors:  Anke de Haan; Markus A Landolt; Eiko I Fried; Kristian Kleinke; Eva Alisic; Richard Bryant; Karen Salmon; Sue-Huei Chen; Shu-Tsen Liu; Tim Dalgleish; Anna McKinnon; Alice Alberici; Jade Claxton; Julia Diehle; Ramón Lindauer; Carlijn de Roos; Sarah L Halligan; Rachel Hiller; Christian H Kristensen; Beatriz O M Lobo; Nicole M Volkmann; Meghan Marsac; Lamia Barakat; Nancy Kassam-Adams; Reginald D V Nixon; Susan Hogan; Raija-Leena Punamäki; Esa Palosaari; Elizabeth Schilpzand; Rowena Conroy; Patrick Smith; William Yule; Richard Meiser-Stedman
Journal:  J Child Psychol Psychiatry       Date:  2019-11-07       Impact factor: 8.982

6.  A Network Approach to Understanding the Structure of Core Symptoms of Psychopathic Personality Disturbance in Adolescent Offenders.

Authors:  Evan McCuish; Martin Bouchard; Eric Beauregard; Raymond Corrado
Journal:  J Abnorm Child Psychol       Date:  2019-09

7.  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

8.  Does centrality in a cross-sectional network suggest intervention targets for social anxiety disorder?

Authors:  Thomas L Rodebaugh; Natasha A Tonge; Marilyn L Piccirillo; Eiko Fried; Arielle Horenstein; Amanda S Morrison; Philippe Goldin; James J Gross; Michelle H Lim; Katya C Fernandez; Carlos Blanco; Franklin R Schneier; Ryan Bogdan; Renee J Thompson; Richard G Heimberg
Journal:  J Consult Clin Psychol       Date:  2018-10

9.  Extending our understanding of the association between posttraumatic stress disorder and positive emotion dysregulation: A network analysis approach.

Authors:  Nicole H Weiss; Ateka A Contractor; Alexa M Raudales; Talya Greene; Nicole A Short
Journal:  J Anxiety Disord       Date:  2020-02-25

Review 10.  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

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.