Literature DB >> 30079431

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

Cheri A Levinson1, Irina A Vanzhula2, Leigh C Brosof2, Kelsie Forbush3.   

Abstract

PURPOSE OF REVIEW: Network analysis (NA) is an emerging methodology that allows for the characterization of maintaining symptoms and pathways among symptoms of mental disorders. The current paper provides background on NA and discusses the relevance of the network approach for the conceptualization of eating disorders (ED). RECENT
FINDINGS: We review the burgeoning literature conceptualizing ED from a network approach. Overall, these papers find that fear of weight gain and overvaluation of weight and shape are core symptoms in networks of ED pathology. We integrate literature on new advances in network methodology (e.g., within-person NA) and the clinical relevance of these approaches for the ED field (e.g., personalized ED treatment). We also provide several considerations (e.g., replicability, sample size, and node (item) selection) for researchers who are interested in using network science and recommend several emerging "best practices" for NA. Finally, we highlight novel applications of NA, specifically the ability to identify within-person maintaining symptoms, and the potential treatment implications for ED that network methods may hold. Overall, NA is a new methodology that holds significant promise for new treatment development in the ED field.

Entities:  

Keywords:  Anorexia nervosa; Bulimia nervosa; Eating disorders; Fear of weight gain; Network analysis

Mesh:

Year:  2018        PMID: 30079431     DOI: 10.1007/s11920-018-0930-y

Source DB:  PubMed          Journal:  Curr Psychiatry Rep        ISSN: 1523-3812            Impact factor:   5.285


  50 in total

1.  What you see may not be what you get: a brief, nontechnical introduction to overfitting in regression-type models.

Authors:  Michael A Babyak
Journal:  Psychosom Med       Date:  2004 May-Jun       Impact factor: 4.312

2.  Understanding eating disorders within internalizing psychopathology: A novel transdiagnostic, hierarchical-dimensional model.

Authors:  Kelsie T Forbush; Kelsey E Hagan; Benjamin A Kite; Danielle A N Chapa; Brittany K Bohrer; Sara R Gould
Journal:  Compr Psychiatry       Date:  2017-06-28       Impact factor: 3.735

Review 3.  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

4.  The centrality of DSM and non-DSM depressive symptoms in Han Chinese women with major depression.

Authors:  Kenneth S Kendler; Steven H Aggen; Jonathan Flint; Denny Borsboom; Eiko I Fried
Journal:  J Affect Disord       Date:  2017-11-10       Impact factor: 4.839

Review 5.  It's Time to Broaden the Replicability Conversation: Thoughts for and From Clinical Psychological Science.

Authors:  Jennifer L Tackett; Scott O Lilienfeld; Christopher J Patrick; Sheri L Johnson; Robert F Krueger; Joshua D Miller; Thomas F Oltmanns; Patrick E Shrout
Journal:  Perspect Psychol Sci       Date:  2017-09

6.  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

7.  What are 'good' depression symptoms? Comparing the centrality of DSM and non-DSM symptoms of depression in a network analysis.

Authors:  Eiko I Fried; Sacha Epskamp; Randolph M Nesse; Francis Tuerlinckx; Denny Borsboom
Journal:  J Affect Disord       Date:  2015-10-01       Impact factor: 4.839

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

Authors:  Miriam K Forbes; Aidan G C Wright; Kristian E Markon; Robert F Krueger
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.  A network approach to psychopathology: new insights into clinical longitudinal data.

Authors:  Laura F Bringmann; Nathalie Vissers; Marieke Wichers; Nicole Geschwind; Peter Kuppens; Frenk Peeters; Denny Borsboom; Francis Tuerlinckx
Journal:  PLoS One       Date:  2013-04-04       Impact factor: 3.240

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  5 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.  Evidence and perspectives in eating disorders: a paradigm for a multidisciplinary approach.

Authors:  Alessio M Monteleone; Fernando Fernandez-Aranda; Ulrich Voderholzer
Journal:  World Psychiatry       Date:  2019-10       Impact factor: 49.548

3.  Understanding outcomes in family-based treatment for adolescent anorexia nervosa: a network approach.

Authors:  Kelsey E Hagan; Brittany E Matheson; Nandini Datta; Alexa M L'Insalata; Z Ayotola Onipede; Sasha Gorrell; Sangeeta Mondal; Cara M Bohon; Daniel Le Grange; James D Lock
Journal:  Psychol Med       Date:  2021-05-06       Impact factor: 7.723

4.  Posttraumatic Growth and Its Measurement: A Closer Look at the PTGI's Psychometric Properties and Structure.

Authors:  Bibiána Jozefiaková; Natália Kaščáková; Matúš Adamkovič; Jozef Hašto; Peter Tavel
Journal:  Front Psychol       Date:  2022-08-24

5.  A systematic review of network analysis studies in eating disorders: Is time to broaden the core psychopathology to non specific symptoms.

Authors:  Alessio Maria Monteleone; Giammarco Cascino
Journal:  Eur Eat Disord Rev       Date:  2021-05-03
  5 in total

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