Using network analysis to compare diagnosis-specific and age-specific symptom networks in eating disorders.


Journal

The International journal of eating disorders
ISSN: 1098-108X
Titre abrégé: Int J Eat Disord
Pays: United States
ID NLM: 8111226

Informations de publication

Date de publication:
08 2021
Historique:
revised: 04 04 2021
received: 31 08 2020
accepted: 05 04 2021
pubmed: 6 5 2021
medline: 16 10 2021
entrez: 5 5 2021
Statut: ppublish

Résumé

The network theory of mental disorders conceptualizes eating disorders (EDs) as networks of interacting symptoms. Network analysis studies in EDs mostly have examined transdiagnostic and/or mixed age samples. The aim of our study was to investigate similarities and differences of networks in adolescents and adults with anorexia nervosa (AN) or bulimia nervosa (BN). Participants were 2,535 patients (n = 991 adults with AN, n = 821 adolescents with AN, n = 473 adults with BN, and n = 250 adolescents with BN) who completed the Eating Disorder Inventory-2. Twenty-seven items were selected. Cross-sectional networks were estimated via Joint Graphical Lasso. Core symptoms were identified using strength centrality. Spearman correlations and network comparison tests (NCTs) were used to compare groups. Across diagnoses and ages, feeling ineffective, desire to be thinner, worries that feelings will get out of control, guilt after overeating as well as doing things perfectly emerged as most central symptoms. There were moderate to high correlations between symptom profiles (0.62-0.97, mean: 0.78) as well as high correlations between network structures (0.83-0.93, mean: 0.87) and network strengths (0.73-0.95, mean: 0.85). Global strength significantly differed in two of the six NCTs, and 2.5-10% of edges differed between networks. Considerable similarities in network structures and strengths across diagnoses and ages speak in favor of the transdiagnostic approach to EDs. Besides drive for thinness, ineffectiveness, emotion regulation difficulties, and perfectionism might be the most consistent factors in ED networks. These symptoms as well as their symptom connections should be especially focused in treatment regardless of age and diagnosis.

Identifiants

pubmed: 33949717
doi: 10.1002/eat.23523
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1463-1476

Informations de copyright

© 2021 The Authors. International Journal of Eating Disorders published by Wiley Periodicals LLC.

Références

APA. (2006). Practice guideline for the treatment of patients with eating disorders (Vol. 3). Washington, DC: American Psychiatric Association.
Barrat, A., Barthelemy, M., Pastor-Satorras, R., & Vespignani, A. (2004). The architecture of complex weighted networks. Proceedings of the National Academy of Sciences of the United States of America, 101(11), 3747-3752. https://doi.org/10.1073/pnas.0400087101
Borsboom, D. (2017). A network theory of mental disorders. World Psychiatry, 16(1), 5-13. https://doi.org/10.1002/wps.20375
Borsboom, D., & Cramer, A. O. (2013). Network analysis: An integrative approach to the structure of psychopathology. Annual Review of Clinical Psychology, 9, 91-121. https://doi.org/10.1146/annurev-clinpsy-050212-185608
Bos, F. M., Snippe, E., de Vos, S., Hartmann, J. A., Simons, C. J. P., van der Krieke, L., … Wichers, M. (2017). Can we jump from cross-sectional to dynamic interpretations of networks? Implications for the network perspective in psychiatry. Psychotherapy and Psychosomatics, 86(3), 175-177. https://doi.org/10.1159/000453583
Brookings, J. B., Jackson, D. L., & Garner, D. M. (2020). A bifactor and item response theory analysis of the eating disorder inventory-3. Journal of Psychopathology and Behavioral Assessment, 43, 191-204. https://doi.org/10.1007/s10862-020-09827-2
Brown, T. A., Vanzhula, I. A., Reilly, E. E., Levinson, C. A., Berner, L. A., Krueger, A., … Wierenga, C. E. (2020). Body mistrust bridges interoceptive awareness and eating disorder symptoms. Journal of Abnormal Psychology, 129(5), 445-456. https://doi.org/10.1037/abn0000516
Bruch, H. (1962). Perceptual and conceptual disturbances in anorexia nervosa. Psychosomatic Medicine, 24(2), 187-194.
Bruch, H. (1973). Eating disorders: Obesity, anorexia nervosa, and the person within. New York, NY: Basic Books.
Calugi, S., Sartirana, M., Misconel, A., Boglioli, C., & Dalle Grave, R. (2020). Eating disorder psychopathology in adults and adolescents with anorexia nervosa: A network approach. International Journal of Eating Disorders, 53(5), 420-431. https://doi.org/10.1002/eat.23270
Cascino, G., Castellini, G., Stanghellini, G., Ricca, V., Cassioli, E., Ruzzi, V., … Monteleone, A. M. (2019). The role of the embodiment disturbance in the anorexia nervosa psychopathology: A network analysis study. Brain Sciences, 9(10), 276-287. https://doi.org/10.3390/brainsci9100276
Castro, D., Ferreira, F., Castro, I., Rodrigues, A. R., Correia, M., Ribeiro, J., & Ferreira, T. B. (2019). The differential role of central and bridge symptoms in the disaggregation of psychopathological networks. Frontiers in Psychology, 10, 2448. https://doi.org/10.3389/fpsyg.2019.02448
Christian, C., Perko, V. L., Vanzhula, I. A., Tregarthen, J. P., Forbush, K. T., & Levinson, C. A. (2020). Eating disorder core symptoms and symptom pathways across developmental stages: A network analysis. Journal of Abnormal Psychology, 129(2), 177-190. https://doi.org/10.1037/abn0000477
Christian, C., Williams, B. M., Hunt, R. A., Wong, V. Z., Ernst, S. E., Spoor, S. P., … Levinson, C. A. (2020). A network investigation of core symptoms and pathways across duration of illness using a comprehensive cognitive-behavioral model of eating-disorder symptoms. Psychological Medicine, 1-10. https://doi.org/10.1017/s0033291719003817
Contreras, A., Nieto, I., Valiente, C., Espinosa, R., & Vazquez, C. (2019). The study of psychopathology from the network analysis perspective: A systematic review. Psychotherapy and Psychosomatics, 88(2), 71-83. https://doi.org/10.1159/000497425
Costantini, G., Kappelmann, N., & Epskamp, S. (2020). EstimateGroupNetwork: Perform the joint graphical lasso and selects tuning parameters. R package. Version 0.2.2. Retrieved from https://cran.r-project.org/web/packages/EstimateGroupNetwork/index.html
Costantini, G., Richetin, J., Preti, E., Casini, E., Epskamp, S., & Perugini, M. (2019). Stability and variability of personality networks a tutorial on recent developments in network psychometrics. Personality and Individual Differences, 136, 68-78. https://doi.org/10.1016/j.paid.2017.06.011
Danaher, P., Wang, P., & Witten, D. M. (2014). The joint graphical lasso for inverse covariance estimation across multiple classes. Journal of the Royal Statistical Society: Series B, 76(2), 373-397. https://doi.org/10.1111/rssb.12033
DuBois, R. H., Rodgers, R. F., Franko, D. L., Eddy, K. T., & Thomas, J. J. (2017). A network analysis investigation of the cognitive-behavioral theory of eating disorders. Behaviour Research and Therapy, 97, 213-221. https://doi.org/10.1016/j.brat.2017.08.004
Epskamp, S., Borsboom, D., & Fried, E. I. (2018). Estimating psychological networks and their accuracy: A tutorial paper. Behavior Research Methods, 50(1), 195-212. https://doi.org/10.3758/s13428-017-0862-1
Epskamp, S., Costantini, G., Haslbeck, J., Isvoranu, A. M., Cramer, A. O. J., Waldorp, L. J., … Borsboom, D. (2020). Package 'qgraph': Graph plotting methods, psychometric data visualization and graphical model estimation. R package. Version 1.6.5. Retrieved from https://cran.r-project.org/web/packages/qgraph/qgraph.pdf
Epskamp, S., & Fried, E. (2020). Package 'bootnet': Bootstrap methods for various network estimation routines. R package. Version 1.3. Retrieved from https://cran.r-project.org/web/packages/bootnet/bootnet.pdf
Fairburn, C. G. (2008). Cognitive behavior therapy and eating disorders. New York, NY: Guilford Publications.
Fairburn, C. G., & Beglin, S. (1994). Assessment of eating disorders: Interview or self-report questionnaire? International Journal of Eating Disorders, 16(4), 363-370.
Fairburn, C. G., & Beglin, S. J. (2008). Eating disorder examination questionnaire. Cognitive Behaviour Therapy and Eating Disorders, 309, 313.
Fairburn, C. G., & Cooper, Z. (1993). The eating disorder examination. In C. G. Fairburn & G. T. Wilson (Eds.), Binge eating: Nature, assessment and treatment (pp. 317-360). New York, NY: Guilford.
Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2019). The network approach to psychopathology: Promise versus reality. World Psychiatry, 18(3), 272-273. https://doi.org/10.1002/wps.20659
Forbush, K. T., Wildes, J. E., Pollack, L. O., Dunbar, D., Luo, J., Patterson, K., … Watson, D. (2013). Development and validation of the eating pathology symptoms inventory (EPSI). Psychological Assessment, 25(3), 859-878. https://doi.org/10.1037/a0032639
Forrest, L. N., Jones, P. J., Ortiz, S. N., & Smith, A. R. (2018). Core psychopathology in anorexia nervosa and bulimia nervosa: A network analysis. International Journal of Eating Disorders, 51(7), 668-679. https://doi.org/10.1002/eat.22871
Forrest, L. N., Sarfan, L. D., Ortiz, S. N., Brown, T. A., & Smith, A. R. (2019). Bridging eating disorder symptoms and trait anxiety in patients with eating disorders: A network approach. International Journal of Eating Disorders, 52(6), 701-711. https://doi.org/10.1002/eat.23070
Freeman, L. C. (1978). Centrality in social networks conceptual clarification. Social Networks, 1(3), 215-239.
Fried, E. I., & Cramer, A. O. J. (2017). Moving forward: Challenges and directions for psychopathological network theory and methodology. Perspectives on Psychological Science, 12(6), 999-1020. https://doi.org/10.1177/1745691617705892
Fried, E. I., Eidhof, M. B., Palic, S., Costantini, G., Huisman-van Dijk, H. M., Bockting, C. L. H., … Karstoft, K. I. (2018). Replicability and generalizability of posttraumatic stress disorder (PTSD) networks: A cross-cultural multisite study of PTSD symptoms in four trauma patient samples. Clinical Psychological Science, 6(3), 335-351. https://doi.org/10.1177/2167702617745092
Friedman, J., Hastie, T., & Tibshirani, R. (2008). Sparse inverse covariance estimation with the graphical lasso. Biostatistics, 9(3), 432-441. https://doi.org/10.1093/biostatistics/kxm045
Furtjes, S., Seidel, M., King, J. A., Boehm, I., Jaite, C., Roessner, V., & Ehrlich, S. (2020). A naturalistic investigation of cognitive-affective dysfunction in anorexia nervosa: The role of inefficiency. International Journal of Eating Disorders, 53(2), 239-247. https://doi.org/10.1002/eat.23189
Garner, D. M. (1991). Eating disorder inventory-2: Professional manual. Odessa: Psychological Assessment Resources.
Garner, D. M. (2004). Eating disorder inventory-3 (EDI-3). Professional manual. Odessa, FL: Psychological Assessment Resources.
Garner, D. M., Olmstead, M. P., & Polivy, J. (1983). Development and validation of a multidimensional eating disorder inventory for anorexia nervosa and bulimia. International Journal of Eating Disorders, 2(2), 15-34.
Goldschmidt, A. B., Crosby, R. D., Cao, L., Moessner, M., Forbush, K. T., Accurso, E. C., & Le Grange, D. (2018). Network analysis of pediatric eating disorder symptoms in a treatment-seeking, transdiagnostic sample. Journal of Abnormal Psychology, 127(2), 251-264. https://doi.org/10.1037/abn0000327
Herzberg, P., & Wildfang, S. (2018). Essstörungssymptome und persönlichkeit: Implikationen für die diagnostik aus einer netzwerkperspektive. Zeitschrift für Psychiatrie, Psychologie Und Psychotherapie, 66, 187-194. https://doi.org/10.1024/1661-4747/a000355
Hiller, W., Zaudig, M., & Mombour, W. (1997). Internationale diagnosen-checklisten für DSM-IV und ICD-10; IDCL. Göttingen, Germany: Hogrefe.
IBM Corporation. (2017). IBM SPSS statistics for windows (version 25.0 Armonk). New York, NY: IBM Corp.
Jones, P. J. (2020). Package 'networktools': Tools for identifying important nodes in networks. R package. Version 1.2.2. Retrieved from https://cran.r-project.org/web/packages/networktools/networktools.pdf
Kästner, D., Lowe, B., & Gumz, A. (2019). The role of self-esteem in the treatment of patients with anorexia nervosa: A systematic review and meta-analysis. International Journal of Eating Disorders, 52(2), 101-116. https://doi.org/10.1002/eat.22975
Lee Pe, M., Kircanski, K., Thompson, R. J., Bringmann, L. F., Tuerlinckx, F., Mestdagh, M., … Gotlib, I. H. (2015). Emotion-network density in major depressive disorder. Clinical Psychological Science: A Journal of the Association for Psychological Science, 3(2), 292-300. https://doi.org/10.1177/2167702614540645
Linardon, J., De La Piedad Garcia, X., & Brennan, L. (2017). Predictors, moderators, and mediators of treatment outcome following manualised cognitive-behavioural therapy for eating disorders: A systematic review. European Eating Disorders Review, 25(1), 3-12. https://doi.org/10.1002/erv.2492
Linardon, J., Kothe, E. J., & Fuller-Tyszkiewicz, M. (2019). Efficacy of psychotherapy for bulimia nervosa and binge-eating disorder on self-esteem improvement: Meta-analysis. European Eating Disorders Review, 27(2), 109-123. https://doi.org/10.1002/erv.2662
Monteleone, A. M., Cascino, G., Pellegrino, F., Ruzzi, V., Patriciello, G., Marone, L., … Maj, M. (2019). The association between childhood maltreatment and eating disorder psychopathology: A mixed-model investigation. European Psychiatry, 61, 111-118. https://doi.org/10.1016/j.eurpsy.2019.08.002
Monteleone, A. M., Mereu, A., Cascino, G., Criscuolo, M., Castiglioni, M. C., Pellegrino, F., … Vicari, S. (2019). Re-conceptualization of anorexia nervosa psychopathology: A network analysis study in adolescents with short duration of the illness. International Journal of Eating Disorders, 52(11), 12263-11273. https://doi.org/10.1002/eat.23137
Olatunji, B. O., Levinson, C., & Calebs, B. (2018). A network analysis of eating disorder symptoms and characteristics in an inpatient sample. Psychiatry Research, 262, 270-281. https://doi.org/10.1016/j.psychres.2018.02.027
Pennesi, J. L., & Wade, T. D. (2016). A systematic review of the existing models of disordered eating: Do they inform the development of effective interventions? Clinical Psychology Review, 43, 175-192. https://doi.org/10.1016/j.cpr.2015.12.004
R Core Team. (2019). R: A language and environment for statistical computing computer program, Version 3.6.1. R Core Team, Vienna, Austria.
Robinaugh, D. J., Hoekstra, R. H. A., Toner, E. R., & Borsboom, D. (2020). The network approach to psychopathology: A review of the literature 2008-2018 and an agenda for future research. Psychological Medicine, 50(3), 353-366. https://doi.org/10.1017/s0033291719003404
Robinaugh, D. J., Millner, A. J., & McNally, R. J. (2016). Identifying highly influential nodes in the complicated grief network. Journal of Abnormal Psychology, 125(6), 747-757. https://doi.org/10.1037/abn0000181
Rodebaugh, T. L., Tonge, N. A., Piccirillo, M. L., Fried, E., Horenstein, A., Morrison, A. S., … Heimberg, R. G. (2018). Does centrality in a cross-sectional network suggest intervention targets for social anxiety disorder? Journal of Consulting and Clinical Psychology, 86(10), 831-844. https://doi.org/10.1037/ccp0000336
Rodgers, R. F., DuBois, R., Frumkin, M. R., & Robinaugh, D. J. (2018). A network approach to eating disorder symptomatology: Do desire for thinness and fear of gaining weight play unique roles in the network? Body Image, 27, 1-9. https://doi.org/10.1016/j.bodyim.2018.07.004
Smith, K. E., Crosby, R. D., Wonderlich, S. A., Forbush, K. T., Mason, T. B., & Moessner, M. (2018). Network analysis: An innovative framework for understanding eating disorder psychopathology. International Journal of Eating Disorders, 51(3), 214-222. https://doi.org/10.1002/eat.22836
Smith, K. E., Mason, T. B., Crosby, R. D., Cao, L., Leonard, R. C., Wetterneck, C. T., … Moessner, M. (2019). A comparative network analysis of eating disorder psychopathology and co-occurring depression and anxiety symptoms before and after treatment. Psychological Medicine, 49(2), 314-324. https://doi.org/10.1017/s0033291718000867
Solmi, M., Collantoni, E., Meneguzzo, P., Degortes, D., Tenconi, E., & Favaro, A. (2018). Network analysis of specific psychopathology and psychiatric symptoms in patients with eating disorders. International Journal of Eating Disorders, 51(7), 680-692. https://doi.org/10.1002/eat.22884
Solmi, M., Collantoni, E., Meneguzzo, P., Tenconi, E., & Favaro, A. (2018). Network analysis of specific psychopathology and psychiatric symptoms in patients with anorexia nervosa. European Eating Disorders Review, 27(1), 24-33. https://doi.org/10.1002/erv.2633
Tibshirani, R. (1996). Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society: Series B, 58(1), 267-288.
van Borkulo, C. (2018). A tutorial on R package NetworkComparisonTest (NCT). In Symptom network models in depression research: From methodological exploration to clinical application. Groningen: University of Groningen.
van Borkulo, C., Boschloo, L., Borsboom, D., Penninx, B. W., Waldorp, L. J., & Schoevers, R. A. (2015). Association of symptom network structure with the course of depression. JAMA Psychiatry, 72(12), 1219-1226. https://doi.org/10.1001/jamapsychiatry.2015.2079
van Borkulo, C., Boschloo, L., Kossakowski, J. J., Tio, P., Schoevers, R. A., Borsboom, D., & Waldorp, L. J. (2017). Comparing network structures on three aspects: A permutation test. Retrieved from https://www.researchgate.net/publication/314750838_Comparing_network_structures_ on_three_aspects_A_permutation_test.
van Borkulo, C., Epskamp, S., Jones, P. A., Haslbeck, J., & Millner, A. J. (2019). Package 'NetworkComparisonTest': Statistical comparison of two networks based on three invariance measures. R package. Version 2.2.1. Retrieved from https://cran.r-project.org/web/packages/NetworkComparisonTest/NetworkComparisonTest.pdf
Vanzhula, I. A., Calebs, B., Fewell, L., & Levinson, C. A. (2019). Illness pathways between eating disorder and post-traumatic stress disorder symptoms: Understanding comorbidity with network analysis. European Eating Disorders Review, 27(2), 147-160. https://doi.org/10.1002/erv.2634
Walsh, B. T. (2013). The enigmatic persistence of anorexia nervosa. The American Journal of Psychiatry, 170(5), 477-484. https://doi.org/10.1176/appi.ajp.2012.12081074

Auteurs

Sandra Schlegl (S)

Department of Psychiatry and Psychotherapy, University Hospital of Munich (LMU), Munich, Germany.

Kathryn E Smith (KE)

Department of Psychiatry and Behavioral Science, University of Southern California, Los Angeles, California, USA.

Larissa Vierl (L)

Department of Psychiatry and Psychotherapy, University Hospital of Munich (LMU), Munich, Germany.

Ross D Crosby (RD)

Sanford Center for Biobehavioral Research, Fargo, North Dakota, USA.
Department of Psychiatry and Behavioral Science, University of North Dakota School of Medicine and Health Sciences, Fargo, North Dakota, USA.

Markus Moessner (M)

Center for Psychotherapy Research, University Hospital Heidelberg, Heidelberg, Germany.

Christina Neumayr (C)

Schoen Clinic Roseneck, Prien, Germany.

Ulrich Voderholzer (U)

Department of Psychiatry and Psychotherapy, University Hospital of Munich (LMU), Munich, Germany.
Schoen Clinic Roseneck, Prien, Germany.
Department of Psychiatry and Psychotherapy, University Hospital of Freiburg, Freiburg, Germany.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH