A comparative network analysis of eating disorder psychopathology and co-occurring depression and anxiety symptoms before and after treatment
Open accessAbstract
Background: Network analysis is an emerging approach in the study of psychopathology, yet few applications have been seen in eating disorders (EDs). Furthermore, little research exists regarding changes in network strength after interventions. Therefore the present study examined the network structures of ED and co-occurring depression and anxiety symptoms before and after treatment for EDs. Method: Participants from residential or partial hospital ED treatment programs ( N = 446) completed assessments upon admission and discharge. Networks were estimated using regularized Graphical Gaussian Models using 38 items from the Eating Disorders Examination-Questionnaire, Quick Inventory of Depressive Symptomatology, and State-Trait Anxiety Inventory. Results: ED symptoms with high centrality indices included a desire to lose weight, guilt about eating, shape overvaluation, and wanting an empty stomach, while restlessness, self-esteem, lack of energy, and feeling overwhelmed bridged ED to depression and anxiety symptoms. Comparisons between admission and discharge networks indicated the global network strength did not change significantly, though symptom severity decreased. Participants with denser networks at admission evidenced less change in ED symptomatology during treatment. Conclusions: Findings suggest that symptoms related to shape and weight concerns and guilt are central ED symptoms, while physical symptoms, self-esteem, and feeling overwhelmed are links that may underlie comorbidities in EDs. Results provided some support for the validity of network approaches, in that admission networks conveyed prognostic information. However, the lack of correspondence between symptom reduction and change in network strength indicates that future research is needed to examine network dynamics in the context of intervention and relapse prevention.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Improvement in one set of symptoms often results in the resolution of or improvement in related symptoms of other disorders.
“It is well known that improvement in one set of symptoms often results in the resolution of or improvement in related symptoms of other disorders, which exist in a network with each other (see #10 in Figure 1) (147, 236–238).”
From The integrated treatment of eating disorders, posttraumatic stress disorder, and psychiatric comorbidity: a commentary on the evolution of principles and guidelines (2023) · cites this paper as [237]
The Treatment Outcome and Network Analysis section describes links among eating-disorder, depression, and anxiety symptoms and proposes that targeting those links may reduce psychopathology (page unavailable). But the Discussion reports that symptom improvement did not correspond to changes in network connectivity and says the causal influence of connected symptoms remains unclear. The paper therefore does not establish that improvement in one disorder’s symptoms often causes improvement or resolution of another’s. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Regression shrinkage and selection via the lasso
Tibshirani, R. (1996) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1996.tb02080.x · Cited by 51,482 · see citing works
(1970) · Cited by 24,983 · see citing works
Sparse inverse covariance estimation with the graphical lasso
Friedman, J., Hastie, T., & Tibshirani, R. (2008) · Biostatistics · doi:10.1093/biostatistics/kxm045 · Cited by 6,355 · see citing works
Graph drawing by force‐directed placement
Fruchterman, T. M. J., & Reingold, E. M. (1991) · Software: Practice and Experience · doi:10.1002/spe.4380211102 · Cited by 6,352 · see citing works
Lippa, N. C., & Sanderson, S. C. (2013) · Human Heredity · doi:10.1159/000353712 · Cited by 6,093 · see citing works
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 · see citing works
Analysis of Incomplete Multivariate Data
Booth, D. E., & Schafer, J. L. (2000) · Technometrics · doi:10.2307/1271466 · Cited by 5,627 · see citing works
Ego depletion: Is the active self a limited resource?
Baumeister, R. F., Bratslavsky, E., Muraven, M., & Tice, D. M. (1998) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.74.5.1252 · Cited by 5,312 · see citing works
The prevalence and correlates of eating disorders in the National Comorbidity Survey Replication
Hudson, J. I., Hiripi, E., Pope, H. G., & Kessler, R. C. (2007) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.03.040 · Cited by 4,973 · see citing works
Network 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 · see citing works
Rush, A. J., Trivedi, M. H., Ibrahim, H. M., Carmody, T. J., Arnow, B., Klein, D. N., Markowitz, J. C., Ninan, P. T., Kornstein, S., Manber, R., et al. (2003) · Biological Psychiatry · doi:10.1016/s0006-3223(02)01866-8 · Cited by 3,829 · see citing works
A network theory of mental disorders
Borsboom, D. (2017) · World Psychiatry · doi:10.1002/wps.20375 · Cited by 3,482 · see citing works
Cognitive behaviour therapy for eating disorders: a “transdiagnostic” theory and treatment
Fairburn, C. G., Cooper, Z., & Shafran, R. (2003) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(02)00088-8 · Cited by 3,374 · see citing works
Ego depletion and the strength model of self-control: a meta-analysis
Hagger, M. S., Wood, C., Stiff, C., & Chatzisarantis, N. L. D. (2010) · Psychological Bulletin · doi:10.1037/a0019486 · Cited by 2,265 · see citing works
Anticipating Critical Transitions
Scheffer, M., Carpenter, S. R., Lenton, T. M., Bascompte, J., Brock, W., Dakos, V., van de Koppel, J., van de Leemput, I. A., Levin, S. A., van Nes, E. H., et al. (2012) · Science · doi:10.1126/science.1225244 · Cited by 2,208 · see citing works
Comparing 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 1,578 · see citing works
Stice, E. (2001) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.110.1.124 · Cited by 1,251 · see citing works
Stice, E. M. (2001) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.110.1.124 · Cited by 1,247 · see citing works
Identifying sets of key players in a social network
Borgatti, S. P. (2006) · Computational and Mathematical Organization Theory · doi:10.1007/s10588-006-7084-x · Cited by 1,176 · see citing works
Mental disorders as networks of problems: a review of recent insights
Fried, E. I., van Borkulo, C. D., Cramer, A. O. J., Boschloo, L., Schoevers, R. A., & Borsboom, D. (2016) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-016-1319-z · Cited by 1,067 · see citing works
Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology
Fried, E. I., & Cramer, A. O. J. (2017) · Perspectives on Psychological Science · doi:10.1177/1745691617705892 · Cited by 957 · see citing works
Network analysis of depression and anxiety symptom relationships in a psychiatric sample
Beard, C., Millner, A. J., Forgeard, M. J. C., Fried, E. I., Hsu, K. J., Treadway, M. T., Leonard, C. V., Kertz, S. J., & Björgvinsson, T. (2016) · Psychological Medicine · doi:10.1017/s0033291716002300 · Cited by 929 · see citing works
Association of Symptom Network Structure With the Course of Depression
van Borkulo, C. D., Boschloo, L., Borsboom, D., Penninx, B. W. J. H., Waldorp, L., & Schoevers, R. A. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.2079 · Cited by 852 · see citing works
Haedt-Matt, A. A., & Keel, P. K. (2011) · Psychological Bulletin · doi:10.1037/a0023660 · Cited by 799 · see citing works
The State--Trait Anxiety Inventory, Trait version: structure and content re-examined
Bieling, P. J., Antony, M. M., & Swinson, R. P. (1998) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(98)00023-0 · Cited by 690 · see citing works
Vall, E., & Wade, T. D. (2015) · International Journal of Eating Disorders · doi:10.1002/eat.22411 · Cited by 553 · see citing works
Academy for eating disorders position paper: Eating disorders are serious mental illnesses
Klump, K. L., Bulik, C. M., Kaye, W. H., Treasure, J. L., & Tyson, E. P. (2008) · International Journal of Eating Disorders · doi:10.1002/eat.20589 · Cited by 478 · see citing works
Comparing network structures on three aspects: A permutation test
van Borkulo, C. D., Boschloo, L., Kossakowski, J. J., Tio, P., Schoevers, R. A., Borsboom, D., & Waldorp, L. (2017) · doi:10.13140/rg.2.2.29455.38569 · Cited by 465 · see citing works
Exploring the idiographic dynamics of mood and anxiety via network analysis
Fisher, A. J., Reeves, J. W., Lawyer, G., Medaglia, J. D., & Rubel, J. A. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000311 · Cited by 385 · see citing works
Evidence that psychopathology symptom networks have limited replicability.
Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000276 · Cited by 363 · see citing works
Wichers, M. (2013) · Psychological Medicine · doi:10.1017/s0033291713001979 · Cited by 334 · see citing works
Features associated with excessive exercise in women with eating disorders
Shroff, H., Reba‐Harrelson, L., Thornton, L. M., Tozzi, F., Klump, K. L., Berrettini, W. H., Brandt, H., Crawford, S. F., Crow, S. J., Fichter, M. M., et al. (2006) · International Journal of Eating Disorders · doi:10.1002/eat.20247 · Cited by 331 · see citing works
Fried, E. I., van Borkulo, C. D., Epskamp, S., Schoevers, R. A., Tuerlinckx, F., & Borsboom, D. (2016) · Psychological Assessment · doi:10.1037/pas0000275 · Cited by 314 · see citing works
Vall, E., & Wade, T. D. (2016) · International Journal of Eating Disorders · doi:10.1002/eat.22518 · Cited by 302 · see citing works
Emotion-Network Density in Major Depressive Disorder
Pe, M. L., Kircanski, K., Thompson, R. J., Bringmann, L. F., Tuerlinckx, F., Mestdagh, M., Mata, J., Jaeggi, S. M., Buschkuehl, M., Jonides, J. J., et al. (2014) · Clinical Psychological Science · doi:10.1177/2167702614540645 · Cited by 264 · see citing works
Berg, K. C., Crosby, R. D., Cao, L., Peterson, C. B., Engel, S. G., Mitchell, J. E., & Wonderlich, S. A. (2012) · Journal of Abnormal Psychology · doi:10.1037/a0029703 · Cited by 249 · see citing works
Self-citationAssessing Temporal Emotion Dynamics Using Networks
Bringmann, L. F., Pe, M. L., Vissers, N., Ceulemans, E., Borsboom, D., Vanpaemel, W., Tuerlinckx, F., & Kuppens, P. (2016) · Assessment · doi:10.1177/1073191116645909 · Cited by 235 · see citing works
The core symptoms of bulimia nervosa, anxiety, and depression: A network analysis.
Levinson, C. A., Zerwas, S. C., Calebs, B. J., Forbush, K. T., Kordy, H., Watson, H. J., Hofmeier, S. M., Levine, M. D., Crosby, R. D., Peat, C. M., et al. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000254 · Cited by 235 · see citing works
Self-citationGrilo, C. M., Reas, D. L., Hopwood, C. J., & Crosby, R. D. (2014) · International Journal of Eating Disorders · doi:10.1002/eat.22358 · Cited by 230 · see citing works
Self-citationBerg, K. C., Crosby, R. D., Cao, L., Crow, S. J., Engel, S. G., Wonderlich, S. A., & Peterson, C. B. (2015) · International Journal of Eating Disorders · doi:10.1002/eat.22401 · Cited by 187 · see citing works
Self-citationHoltkamp, K., Hebebrand, J., & Herpertz‐Dahlmann, B. (2004) · International Journal of Eating Disorders · doi:10.1002/eat.20035 · Cited by 141 · see citing works
Application of network analysis to identify interactive systems of eating disorder psychopathology
Forbush, K. T., Siew, C. S. Q., & Vitevitch, M. S. (2016) · Psychological Medicine · doi:10.1017/s003329171600012x · Cited by 129 · see citing works
Links between eating disorder symptom severity and psychiatric comorbidity
Spindler, A. M., & Milos, G. F. (2006) · Eating Behaviors · doi:10.1016/j.eatbeh.2006.11.012 · Cited by 125 · see citing works
A network analysis investigation of the cognitive-behavioral theory of eating disorders
DuBois, R. H., Rodgers, R. F., Franko, D. L., Eddy, K. T., & Thomas, J. J. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.08.004 · Cited by 117 · see citing works
The ‘drive for activity’ and “restlessness” in anorexia nervosa: Potential pathways
Casper, R. C. (2006) · Journal of Affective Disorders · doi:10.1016/j.jad.2005.12.039 · Cited by 114 · see citing works
Neurobiology of hyperactivity and reward: Agreeable restlessness in Anorexia Nervosa
Scheurink, A. J. W., Boersma, G. J., Nergårdh, R., & Södersten, P. (2010) · Physiology & Behavior · doi:10.1016/j.physbeh.2010.03.016 · Cited by 99 · see citing works
Integrative Cognitive-Affective Therapy for Bulimia Nervosa: A Treatment Manual
Wonderlich, S. A., Peterson, C. B., Smith, T. L., Klein, M. H., Mitchell, J. E., & Crow, S. J. (2015) · Cited by 89 · see citing works
Self-citationAnalysis of incomplete multivariate data
Schlittgen, R. (1999) · Computational Statistics & Data Analysis · doi:10.1016/s0167-9473(99)90025-7 · Cited by 80 · see citing works
Discovering Sets of Key Players in Social Networks
Ortíz-Arroyo, D. (2009) · Computer communications and networks · doi:10.1007/978-1-84882-229-0_2 · Cited by 66 · see citing works
Loth, K. A., Goldschmidt, A. B., Wonderlich, S. A., Lavender, J. M., Neumark‐Sztainer, D., & Vohs, K. D. (2016) · International Journal of Eating Disorders · doi:10.1002/eat.22641 · Cited by 29 · see citing works
Self-citationAssessment of eating disorders: interview or self-report questionnaire
Fairburn, C. G., & Beglin, S. J. (1994) · International Journal of Eating Disorders · doi:10.1002/1098-108x(199412)16:4
Flagged first, then by citations
Cited by
Sorted by citations
Monteleone, A. M., & Cascino, G. (2021) · European Eating Disorders Review · doi:10.1002/erv.2834 · Cited by 150 · see citing works
The Differential Role of Central and Bridge Symptoms in Deactivating Psychopathological Networks
Castro, D., Ferreira, F., Castro, I., Rodrigues, A. R., Correia, M., Ribeiro, J., & Ferreira, T. B. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02448 · Cited by 150 · see citing works
The Complex Interplay of Pain, Depression, and Anxiety Symptoms in Patients With Chronic Pain
Penedo, J. M. G., Rubel, J. A., Blättler, L., Schmidt, S. J., Stewart, J., Egloff, N., & Holtforth, M. G. (2019) · Clinical Journal of Pain · doi:10.1097/ajp.0000000000000797 · Cited by 100 · see citing works
Monteleone, A. M., Mereu, A., Cascino, G., Criscuolo, M., Castiglioni, M. C., Pellegrino, F., Patriciello, G., Ruzzi, V., Monteleone, P., Vicari, S., et al. (2019) · International Journal of Eating Disorders · doi:10.1002/eat.23137 · Cited by 89 · see citing works
Monteleone, A. M., Cascino, G., Pellegrino, F., Ruzzi, V., Patriciello, G., Marone, L., Felice, G. D., Monteleone, P., & Maj, M. (2019) · European Psychiatry · doi:10.1016/j.eurpsy.2019.08.002 · Cited by 84 · see citing works
The Complex Interplay of Pain, Depression, and Anxiety Symptoms in Patients with Chronic Pain
Gomez Penedo, J. M., Rubel, J. A., Blättler, L. T., Schmidt, S. J., Stewart, J. A., Egloff, N., & Holtforth, M. G. (2020) · Bern Open Repository and Information System (University of Bern) · doi:10.7892/boris.138276 · Cited by 75 · see citing works
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 77 · see citing works
The Association Between Internet Addiction and Anxiety in Nursing Students: A Network Analysis
Cai, H. X., Xi, H., An, F., Wang, Z., Han, L., Liu, S., Zhu, Q., Bai, W., Zhao, Y.-J., Chen, L., et al. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.723355 · Cited by 70 · see citing works
Zhou, J. L., Zhou, J., Feng, L., Feng, Y., Xiao, L., Xu, C., Yang, J., & Wang, G. (2022) · Psychological Medicine · doi:10.1017/s0033291722003385 · Cited by 67 · see citing works
den Bergh, N. V., Marchetti, I., & Koster, E. H. W. (2020) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10153-w · Cited by 58 · see citing works
Using language in social media posts to study the network dynamics of depression longitudinally
Kelley, S., & Gillan, C. M. (2022) · Nature Communications · doi:10.1038/s41467-022-28513-3 · Cited by 47 · see citing works
Brewerton, T. D. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1149433 · Cited by 46 · see citing works
Quesnel, D. A., Cooper, M., Fernández-del-Valle, M., Reilly, A., & Calogero, R. M. (2023) · Journal of Eating Disorders · doi:10.1186/s40337-022-00685-9 · Cited by 49 · see citing works
Lifetime patterns of comorbidity in eating disorders: An approach using sequence analysis
Alsten, S. C. V., & Duncan, A. E. (2020) · European Eating Disorders Review · doi:10.1002/erv.2767 · Cited by 41 · see citing works
Schlegl, S., Smith, K. E., Vierl, L., Crosby, R. D., Moessner, M., Neumayr, C., & Voderholzer, U. (2021) · International Journal of Eating Disorders · doi:10.1002/eat.23523 · Cited by 38 · see citing works
Self-citationSchlechter, P., Hellmann, J. H., McNally, R. J., & Nexhmedin Morina, B. (2022) · Journal of Traumatic Stress · doi:10.1002/jts.22795 · Cited by 34 · see citing works
Exploring bridge symptoms in HIV-positive people with comorbid depressive and anxiety disorders
Liu, X., Wang, H., Zhu, Z., Zhang, L., Cao, J., Zhang, L., Yang, H., Wen, H., Hu, Y., Chen, C., et al. (2022) · BMC Psychiatry · doi:10.1186/s12888-022-04088-7 · Cited by 34 · see citing works
Eating Disorders and Posttraumatic Stress Disorder: A Network Analysis of the Comorbidity
Nelson, J. D., Cuellar, A. E., Cheskin, L. J., & Fischer, S. (2022) · Behavior Therapy · doi:10.1016/j.beth.2021.09.006 · Cited by 32 · see citing works
Psychopathological Networks in Cognitive-Behavioral Treatments for Binge-Eating Disorder
Hilbert, A., Herpertz, S., Zipfel, S., Tuschen‐Caffier, B., Friederich, H., Mayr, A. J., & de Zwaan, M. (2020) · Psychotherapy and Psychosomatics · doi:10.1159/000509458 · Cited by 35 · see citing works
Essau, C. A., & de la Torre‐Luque, A. (2021) · Child Psychiatry & Human Development · doi:10.1007/s10578-021-01264-w · Cited by 32 · see citing works
The bridge symptoms of childhood trauma, sleep disorder and depressive symptoms: a network analysis
Guo, W., Zhao, Y., Chen, H., Liu, J., Chen, X., Tang, H., Zhou, J., & Wang, X. (2023) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-023-00635-6 · Cited by 28 · see citing works
Calugi, S., Dametti, L., Chimini, M., Grave, A. D., & Grave, R. D. (2021) · International Journal of Eating Disorders · doi:10.1002/eat.23590 · Cited by 23 · see citing works
The psychometric network structure of mental health in eating disorder patients
de Vos, J. A., Radstaak, M., Bohlmeijer, E. T., & Westerhof, G. J. (2021) · European Eating Disorders Review · doi:10.1002/erv.2832 · Cited by 24 · see citing works
Voderholzer, U., Hessler, J. B., Lustig, L., & Läge, D. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.06.029 · Cited by 22 · see citing works
Farrell, N. R., Brosof, L. C., Vanzhula, I. A., Christian, C., Bowie, O. R., & Levinson, C. A. (2019) · Behavior Therapy · doi:10.1016/j.beth.2019.01.008 · Cited by 22 · see citing works
Self-citationThe network analysis of depressive symptoms before and after two weeks of antidepressant treatment
Zhou, J. L., Liu, S., Mayes, T. L., Feng, Y., Fang, M., Xiao, L., & Wang, G. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.11.059 · Cited by 21 · see citing works
Evaluation of the cognitive behavioural theory of eating disorders: A network analysis investigation
Mares, S. H. W., Burger, J., Lemmens, L. H. J. M., Elburg, A. A. V., & Vroling, M. S. (2021) · Eating Behaviors · doi:10.1016/j.eatbeh.2021.101590 · Cited by 21 · see citing works
Li, S., Song, L., Twayigira, M., Fan, T., Luo, X., & Shen, Y. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.07.062 · Cited by 22 · see citing works
Eating disorder psychopathology and negative affect in Iranian college students: a network analysis
Sahlan, R. N., & Sala, M. (2022) · Journal of Eating Disorders · doi:10.1186/s40337-022-00683-x · Cited by 19 · see citing works
Livet, A., Navarri, X., Pétrin‐Pomerleau, P., Champagne, S., Yunus, F. M., Chadi, N., McVey, G. L., & Conrod, P. (2023) · Adolescents · doi:10.3390/adolescents3020022 · Cited by 19 · see citing works
Ralph‐Nearman, C., Williams, B. M., Ortiz, A. M. L., & Levinson, C. A. (2023) · Behavior Therapy · doi:10.1016/j.beth.2023.05.001 · Cited by 17 · see citing works
Wu, R., Guang, Z., Wang, Y., Xue, B., Zhang, A., Dawa, Y., Guo, C., Tong, X., Wang, S., & Lu, C. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05452-x · Cited by 20 · see citing works
Peng, J., Yuan, S., Wei, Z., Liu, C., Li, K., Wei, X., Yuan, S., Guo, Z., Wu, L., Feng, T., et al. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05698-z · Cited by 19 · see citing works
Prnjak, K., Fried, E. I., Mond, J., Hay, P., Bussey, K., Griffiths, S., Trompeter, N., Lonergan, A. R., & Mitchison, D. (2021) · Psychological Assessment · doi:10.1037/pas0001100 · Cited by 17 · see citing works
Livet, A., Boers, E., Laroque, F., Afzali, M. H., McVey, G. L., & Conrod, P. (2022) · Psychology and Health · doi:10.1080/08870446.2022.2141239 · Cited by 16 · see citing works
Beauchamp, M. T., Allison, K. C., & Lundgren, J. D. (2021) · International Journal of Eating Disorders · doi:10.1002/eat.23497 · Cited by 16 · see citing works
Liu, J., Liu, Y., Yu, L., Cao, Y., Wang, Y., Miao, Y., & Jiao, L. (2024) · Current Psychology · doi:10.1007/s12144-024-06151-w · Cited by 14 · see citing works
The structure of eating disorder and somatic symptoms
Cusack, C. E., Vanzhula, I. A., & Levinson, C. A. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.09.106 · Cited by 13 · see citing works
Bulimia Nervosa and Depression, from the Brain to the Gut Microbiota and Back
Romeo, M., Cavaliere, G., & Traina, G. (2024) · Frontiers in Bioscience-Landmark · doi:10.31083/j.fbl2908277 · Cited by 13 · see citing works
Liu, A., Liu, M., Ren, Y., Zhang, L. M., & Peng, Y. (2024) · European Journal of Psychotraumatology · doi:10.1080/20008066.2024.2391656 · Cited by 13 · see citing works
Ernst, M., Beutel, M. E., Zwerenz, R., & Krakau, L. (2022) · Psychotherapy Research · doi:10.1080/10503307.2022.2088313 · Cited by 12 · see citing works
Tomei, G., Pieroni, M. F., & Tomba, E. (2022) · International Journal of Eating Disorders · doi:10.1002/eat.23828 · Cited by 13 · see citing works
Network-based methods for psychometric data of eating disorders: A systematic review
Punzi, C., Petti, M., & Tieri, P. (2022) · PLoS ONE · doi:10.1371/journal.pone.0276341 · Cited by 13 · see citing works
Punzi, C., Tieri, P., Girelli, L., & Petti, M. (2023) · Scientific Reports · doi:10.1038/s41598-023-28743-5 · Cited by 12 · see citing works
Brewerton, T. D., Kopland, M. C. G., Gavidia, I., Suro, G., & Perlman, M. M. (2024) · European Eating Disorders Review · doi:10.1002/erv.3136 · Cited by 12 · see citing works
Phenotype Network and Brain Structural Covariance Network of Major Depression
Yun, J., & Kim, Y. (2021) · Advances in experimental medicine and biology · doi:10.1007/978-981-33-6044-0_1 · Cited by 12 · see citing works
Cusack, C. E., Ralph‐Nearman, C., Christian, C., Fisher, A. J., & Levinson, C. A. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.04.034 · Cited by 11 · see citing works
Eating disorder psychopathology and resilience in Iranian college students: A network analysis
Sahlan, R. N., & Sala, M. (2022) · Journal of Clinical Psychology · doi:10.1002/jclp.23428 · Cited by 13 · see citing works
A network approach to PhD students’ well-being: insights into risk and protective factors
Solms, L., van den Heuvel, M., Nevicka, B., & Homan, A. C. (2024) · European Journal of Higher Education · doi:10.1080/21568235.2024.2409153 · Cited by 10 · see citing works
Çil, M. A., Carikci, S., Pourdeh, E. F., & Jahrami, H. (2025) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/s40519-025-01774-9 · Cited by 10 · see citing works
Network analysis reveals abnormal functional brain circuitry in anxious dogs
Xu, Y., Christiaen, E., Witte, S. D., Chen, Q., Peremans, K. Y., Saunders, J. H., Vanhove, C., & Baeken, C. (2023) · PLoS ONE · doi:10.1371/journal.pone.0282087 · Cited by 10 · see citing works
Cassioli, E., Rossi, E., Martelli, M., Arganini, F., Giuranno, G., Siviglia, S., Tarchi, L., Faldi, M., Castellini, G., & Ricca, V. (2023) · Brain Sciences · doi:10.3390/brainsci13040535 · Cited by 10 · see citing works
Depressive Symptomatology and Functional Status Among Stroke Survivors: A Network Analysis
Lau, S. C. L., Connor, L. T., Lee, J., & Baum, C. M. (2022) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2022.01.143 · Cited by 9 · see citing works
The study of eating disorders from a network perspective: A scoping systematic review.
Sala, M., Kressel, M., Schechter, A., Schupak, M., Deitsch, T., Hagan, K. E., Breithaupt, L. E., & Levinson, C. A. (2023) · Clinical Psychology Science and Practice · doi:10.1037/cps0000173 · Cited by 9 · see citing works
Phenotype Network and Brain Structural Covariance Network of Anxiety
Yun, J., & Kim, Y. (2020) · Advances in experimental medicine and biology · doi:10.1007/978-981-32-9705-0_2 · Cited by 9 · see citing works
Li, L., Ren, L., Zhan, X., Wang, L., Liu, C., Zhao, M., Luo, X., Feng, Z., & Li, K. (2023) · Frontiers in Child and Adolescent Psychiatry · doi:10.3389/frcha.2023.1045161 · Cited by 9 · see citing works
Yang, W., Xiao, D., Shi, Y., Dong, T., & Xiong, P. (2023) · Frontiers in Nutrition · doi:10.3389/fnut.2023.1176076 · Cited by 9 · see citing works
Schumacher, L., Burger, J., Echterhoff, J., & Kriston, L. (2022) · doi:10.31234/osf.io/ea7fu · Cited by 9 · see citing works
Nesbitt, A. E., Pila, E., Crocker, P. R. E., & Sabiston, C. M. (2023) · Self and Identity · doi:10.1080/15298868.2023.2184858 · Cited by 8 · see citing works
Network dynamics of self‐compassion, anxiety, and depression during eating disorder therapy
Kopland, M. C. G., Vrabel, K. R., Landt, M., Hoffart, A., Johnson, S. U., & Giltay, E. J. (2024) · European Eating Disorders Review · doi:10.1002/erv.3121 · Cited by 9 · see citing works
Castro, D., Lopes, P., Araújo, A. S., Ferreira, F., Rodrigues, A. R., Cardoso, J., Ferreira‐Santos, F., & Ferreira, T. B. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.02.106 · Cited by 6 · see citing works
Löwenstein, H., & Frank, F. (2022) · Clinical Social Work Journal · doi:10.1007/s10615-022-00852-0 · Cited by 6 · see citing works
Bridging personality dimensions and eating symptoms: A transdiagnostic network approach
José, R.-G., Miras‐Aguilar, M. D. M., Rodríguez‐Pérez, N., Ventura, L., Gómez, J. G., del Barrio, A. G., & González‐Blanch, C. (2024) · European Eating Disorders Review · doi:10.1002/erv.3102 · Cited by 5 · see citing works
Wu, Z., Liu, B., Jia, Q., Feng, Y., Ma, Z., Yuan, H., Wang, Y., Jin, Y., Song, L., Li, M., et al. (2024) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2024.12.028 · Cited by 6 · see citing works
The modular structure of posttraumatic stress disorder in adolescents
Ferreira, F., Castro, D., & Ferreira, T. B. (2022) · Current Psychology · doi:10.1007/s12144-021-02538-1 · Cited by 5 · see citing works
Calugi, S., Dametti, L., Grave, A. D., & Grave, R. D. (2022) · International Journal of Eating Disorders · doi:10.1002/eat.23755 · Cited by 5 · see citing works
Milewczyk, C. M. K., Holtmann, M., Legenbauer, T., & Derks, L. M. (2025) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-025-00899-0 · Cited by 4 · see citing works
Zheng, L., Chen, C., Zhang, D., Li, X., Geng, S., Kong, Q., & Si, T. (2025) · Journal of Eating Disorders · doi:10.1186/s40337-025-01348-1 · Cited by 4 · see citing works
Bronfman, K., & Chao, A. M. (2023) · Journal of Psychosocial Nursing and Mental Health Services · doi:10.3928/02793695-20230421-01 · Cited by 4 · see citing works
Eating Disorder Psychopathology and Insomnia in Iranian Individuals: A Network Analysis
Sahlan, R. N., & Sala, M. (2024) · International Journal of Cognitive Therapy · doi:10.1007/s41811-024-00221-4 · Cited by 3 · see citing works
Multi-state modeling of thought-shape fusion using ecological momentary assessment
Mason, T. B., Smith, K. E., Crosby, R. D., Engel, S. G., Peterson, C. B., Wonderlich, S. A., & Jin, H. (2021) · Body Image · doi:10.1016/j.bodyim.2021.07.002 · Cited by 4 · see citing works
Self-citationMeier, M., McNally, R. J., Kuckertz, J. M., Braks, K., & Buhlmann, U. (2025) · Cognitive Therapy and Research · doi:10.1007/s10608-025-10698-8 · Cited by 3 · see citing works
Häfeli, X. A., Morosan, L., Hirsig, A., & Schmidt, S. J. (2026) · JCPP Advances · doi:10.1002/jcv2.70118 · Cited by 3 · see citing works
The relationship between individual symptom connectivity and global eating disorder symptom severity
DuBois, R. H., Rodgers, R. F., Fuller‐Tyszkiewicz, M., Shiyko, M. P., & Franko, D. L. (2023) · International Journal of Eating Disorders · doi:10.1002/eat.23882 · Cited by 3 · see citing works
Which Symptoms Bridge Symptoms of Depression and Symptoms of Eating Disorders?
Meier, M., Summers, B. J., & Buhlmann, U. (2024) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000001715 · Cited by 3 · see citing works
Hyat, M., Miller, J. G., & Gotlib, I. H. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.01.071 · Cited by 5 · see citing works
Linardon, J., Greenwood, C. J., Aarsman, S. R., & Fuller‐Tyszkiewicz, M. (2024) · Psychological Medicine · doi:10.1017/s0033291724000813 · Cited by 3 · see citing works
Using network analysis to characterize clinical improvement during cognitive processing therapy
Schlesselmann, A. J., McNally, R. J., & Held, P. (2024) · Behaviour Research and Therapy · doi:10.1016/j.brat.2024.104678 · Cited by 3 · see citing works
Imperatori, C., Massullo, C., Carbone, G. A., Farina, B., Colmegna, F., Riboldi, I., di Giacomo, E., Clerici, M., & Dakanalis, A. (2019) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/s40519-019-00801-w · Cited by 3 · see citing works
de Vos, J. A., Radstaak, M., ten Klooster, P. M., Bohlmeijer, E. T., & Westerhof, G. J. (2023) · Psychotherapy Research · doi:10.1080/10503307.2023.2254918 · Cited by 2 · see citing works
Tang, Q., Zhang, C., Zhao, Y.-F., Yang, M., Deng, R.-Y., Yan, S.-Y., & Yao, J. (2025) · Psychology, Health & Medicine · doi:10.1080/13548506.2025.2491038 · Cited by 1 · see citing works
Li, L., Niu, Z., Gong, X., Pi, Z., Mei, S., & Griffiths, M. D. (2025) · Entertainment Computing · doi:10.1016/j.entcom.2025.101024 · Cited by 1 · see citing works
Screening of eating disorders among adolescents
Malik, M., Arshad, A., Hussain, A., & Hashmi, A. (2023) · International Journal of Health Sciences · doi:10.53730/ijhs.v7ns1.14312 · Cited by 1 · see citing works
Fan, Y., Yu, B., Liu, H., Hua, M., Ma, C., Li, Y., Feng, C., Jia, P., & Yang, S. (2023) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2023.111565 · Cited by 1 · see citing works
Evaluation of symptom network density as a predictor of treatment outcome of inpatient psychotherapy
Deflorin, H. M., Söker, M. S., Bauer, S., & Moessner, M. (2024) · Psychotherapy Research · doi:10.1080/10503307.2024.2365235 · Cited by 1 · see citing works
Self-citationPearl, E. S., Murray, M. F., Haley, E. N., Snodgrass, M., Braciszewski, J. M., Carlin, A. M., & Miller-Matero, L. R. (2024) · Surgery for Obesity and Related Diseases · doi:10.1016/j.soard.2024.11.019 · Cited by 1 · see citing works
Almeida, M. L., Mallmann, M. Y., Vescovi, G., Riter, H. D. S., Bandeira, P. F. R., Fitzpatrick, C., Bandeira, D. R., & Frizzo, G. B. (2025) · International Journal of Systemic Therapy · doi:10.1080/2692398x.2025.2450550 · Cited by 1 · see citing works
Night Eating Syndrome and Network Analysis of Features
Beauchamp, M. T. (2022) · Springer eBooks · doi:10.1007/978-3-030-67929-3_73-1
Night Eating Syndrome and Network Analysis of Features
Beauchamp, M. T. (2023) · Springer eBooks · doi:10.1007/978-3-031-16691-4_73
Eating Behavior and Mental Health during the COVID-19 Pandemic
Silva, J. A. D., & da Silveira, J. A. C. (2024) · Frontiers research topics · doi:10.3389/978-2-8325-4638-3
Network analysis of mutuality and depression symptoms in stroke survivors in China
Wang, R., Mei, Y., Lin, B., Song, G., Li, X., Zhao, Z., Jiang, H., Zhang, Q., & Zhang, Z. (2025) · Scientific Reports · doi:10.1038/s41598-025-24128-y
Tomei, G., & Tomba, E. (2025) · Journal of Eating Disorders · doi:10.1186/s40337-025-01491-9 · Cited by 1 · see citing works
Guo, W., Zhao, Y., Chen, H., Liu, J., Chen, X., Tang, H., Zhou, J., & Wang, X. (2023) · Figshare · doi:10.6084/m9.figshare.23625423
Peng, J., Yuan, S., Wei, Z., Liu, C., Li, K., Wei, X., Yuan, S., Guo, Z., Wu, L., Feng, T., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26699663
Wu, R., Guang, Z., Wang, Y., Xue, B., Zhang, A., Dawa, Y., Guo, C., Tong, X., Wang, S., & Lu, C. (2024) · Figshare · doi:10.6084/m9.figshare.26657194
Network stability over a period of 12 to 24 months in eating disorders
Rodgers, R. F., Fuller‐Tyszkiewicz, M., Sénèque, M., Chatenet, C., Courtet, P., & Guillaume, S. (2025) · Eating Disorders · doi:10.1080/10640266.2025.2602918
Bao, J., Wang, Y., Wang, Y., Chen, Q., & Zang, Y. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-07733-z
Moral emotion processing in euthymic bipolar disorder: insights from network analysis
Lussignoli, M., Cattarinussi, G., Miola, A., Trevisan, N., Valeggia, S., Manara, R., & Sambataro, F. (2026) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-026-02344-5
Lindquist, J., Blackburn, R., McEvoy, P. M., Erceg‐Hurn, D. M., & Tonta, K. E. (2026) · International Journal of Eating Disorders · doi:10.1002/eat.70187
- Authors
- Smith, K. E., Mason, T. B., Crosby, R. D., Cao, L., Leonard, R. C., Wetterneck, C. T., Smith, B. E. R., Farrell, N. R., Riemann, B. C., Wonderlich, S. A., & Moessner, M.
- Affiliations
- University of North Dakota (US)
- University of Southern California (US)
- Neuropsychiatric Research Institute (US)
- University Hospital Heidelberg (DE)
- Corresponding author
- Smith, Kathryn E.
- ORCID
- Venue
- Psychological Medicine
- Publisher
- Cambridge University Press (CUP)
- Published
- 2018-04-15
- Volume
- 49
- Issue
- 2
- Pages
- 314-324
- ISSN
- 0033-2917 (ISSN-L)
- 1469-8978
- PMC
- PMC6310232
- OpenAlex
- W2800157145
- Cited by
- 101
- References
- 50
- Citations by year
- 2026: 4 · 2025: 12 · 2024: 21 · 2023: 20 · 2022: 19 · 2021: 13 · 2020: 5 · 2019: 7
- FWCI
- 7.33
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Medicine (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (T32MH082761)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Eating Disorders and Behaviors
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- eating disorders, depression, anxiety, symptom networks, network centrality, comorbidities, residential treatment, partial hospitalization, treatment outcomes, weight concern, self-esteem, network dynamics, relapse prevention
- MeSH terms
- Adolescent, Adult, Anxiety, Feeding and Eating Disorders, Depression, Female, Humans, Male, Middle Aged, Models, Statistical, Outcome Assessment, Health Care, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review