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Abber SR, Presseller EK, Richson BN, Joiner TE, Wierenga CE. Latent Trajectories of Change in Dietary Restriction During Treatment in Avoidant/Restrictive Food Intake Disorder and Anorexia Nervosa. Int J Eat Disord 2025; 58:748-755. [PMID: 39831335 PMCID: PMC11969032 DOI: 10.1002/eat.24382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2024] [Revised: 01/03/2025] [Accepted: 01/06/2025] [Indexed: 01/22/2025]
Abstract
OBJECTIVE Outcomes for low-weight restrictive eating disorders, including anorexia nervosa, restricting type (AN-R) and avoidant/restrictive food intake disorder (ARFID), are sub-optimal. Reducing dietary restriction is a key treatment target. Understanding heterogeneity in patterns of change in dietary restriction may aid in improving outcomes. We examined latent trajectories of change in dietary restriction during treatment and follow-up in AN-R and ARFID. METHODS Adolescents and adults with R-EDs (N = 276, 18% ARFID, 90% female, M age = 18) receiving intensive ED treatment completed assessments at five timepoints. Latent growth mixture modeling examined trajectories of change in dietary restriction, measured using the Eating Pathology Symptoms Inventory Restricting subscale. Classes were compared on clinical features at admission to determine characteristics prospectively associated with trajectory. RESULTS A 3-class solution emerged: Class 1 comprising individuals with "good response" (n = 138; 33% of those with ARFID in the sample); Class 2 with "good response, rebounding" (n = 81; 41% of ARFID); and Class 3 with "gradual response, low symptoms" (n = 57; 26% of ARFID). Class 3 had lower anxiety and R-ED symptoms than Classes 1 and 2. Class 2 presented with older age than Class 1. DISCUSSION No ARFID-specific classes emerged, underscoring similarities in response to intensive treatment between AN-R and ARFID.
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Affiliation(s)
- Sophie R. Abber
- Department of PsychologyFlorida State UniversityTallahasseeFloridaUSA
- Department of PsychiatryUniversity of California San Diego HealthSan DiegoCaliforniaUSA
| | - Emily K. Presseller
- Department of Psychological and Brain SciencesDrexel UniversityPhiladelphiaPennsylvaniaUSA
| | - Brianne N. Richson
- Sanford Center for Biobehavioral ResearchSanford ResearchFargoNorth DakotaUSA
- Department of Psychiatry and Behavioral ScienceUniversity of North Dakota School of Medicine and Health SciencesFargoNorth DakotaUSA
| | - Thomas E. Joiner
- Department of PsychologyFlorida State UniversityTallahasseeFloridaUSA
| | - Christina E. Wierenga
- Department of PsychiatryUniversity of California San Diego HealthSan DiegoCaliforniaUSA
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Real-Brioso N, Estrada E, Ruiz-Lee AL, Raykos BC, Erceg-Hurn DM. Early response in people with anorexia nervosa receiving cognitive-behavioural therapy for eating disorders (CBT-ED): a latent change study. Psychother Res 2024:1-16. [PMID: 39666873 DOI: 10.1080/10503307.2024.2432674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Revised: 10/21/2024] [Accepted: 11/18/2024] [Indexed: 12/14/2024] Open
Abstract
OBJECTIVE Early improvement predicts good outcome in psychotherapy for eating disorders. Prior studies have examined change in body mass index (BMI) or Eating Disorder Examination Questionnaire scores (EDE-Q) as indicators of early response, but not both simultaneously. Little research has examined early change among Anorexia Nervosa (AN) samples treated with eating disorder-focussed cognitive behavioural therapy (CBT-ED). We studied the process of early change in a fine-grained way to better understand whether early response predicts later response and post-treatment outcomes in CBT-ED for AN, and how the changes in EDE-Q and BMI are related. METHOD Adults (N = 193) diagnosed with AN were treated with outpatient CBT-ED. We used bivariate Latent Change Score models to examine change in BMI and EDE-Q and relations between them. RESULTS Early change in BMI was independent of early change in EDE-Q. Larger changes in EDE-Q over the first five weeks of therapy followed smaller ones over the next five weeks, meanwhile smaller changes followed larger ones. Early change was predictive of post-treatment scores. CONCLUSION Early change in BMI and EDE-Q during CBT-ED appear to be unrelated and follow different trajectories. Therefore, individuals declared as early responders may differ depending on which variable is used for the decision.
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Affiliation(s)
- Nuria Real-Brioso
- Department of Social Psychology and Methodology, Universidad Autónoma de Madrid, Madrid, Spain
| | - Eduardo Estrada
- Department of Social Psychology and Methodology, Universidad Autónoma de Madrid, Madrid, Spain
| | - Ani Laura Ruiz-Lee
- Department of Social Psychology and Methodology, Universidad Autónoma de Madrid, Madrid, Spain
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Presseller EK, Abber SR, Lampe EW, Juarascio AS. A preliminary study of latent trajectories of change in dietary restraint during CBT-E for bulimia-spectrum eating disorders and their associations with treatment response. Eat Disord 2024:1-18. [PMID: 38778721 PMCID: PMC11582077 DOI: 10.1080/10640266.2024.2357942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/25/2024]
Abstract
OBJECTIVE Dietary restraint is a primary target of CBT-E. However, little research has examined how specific types of dietary restraint change during CBT-E for bulimia-spectrum eating disorders (BN-EDs) or the association between changes in dietary restraint and treatment response. This study examined latent trajectories of change in eating enough, eating a range of macronutrients, and following dietary rules during CBT-E for BN-EDs and the relationships between these trajectories and pre- to post-treatment change in BN symptoms and remission. METHOD Participants were 56 adults with BN-EDs who received 16 sessions of CBT-E and completed the Eating Disorder Examination and ecological momentary assessments (EMA) of eating behaviors and BN symptoms. Latent growth mixture modeling identified trajectories of change in dietary restraint, which were compared on pre- to post-treatment BN symptom change and remission. RESULTS Three trajectories of change were identified for eating enough, eating a range of macronutrients, and food rules. Trajectories of change in eating enough were differentially associated with pre- to post-treatment change in BN symptoms, and trajectories of change in eating a range of macronutrients and food rules were differentially associated with remission. CONCLUSIONS CBT-E yields heterogeneous trajectories of change in dietary restraint, which are associated with treatment response.
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Affiliation(s)
- Emily K Presseller
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
- Center for Weight, Eating, and Lifestyle Science, Drexel University, Philadelphia, Pennsylvania, USA
| | - Sophie R Abber
- Department of Psychology, Florida State University, Tallahassee, Florida, USA
| | - Elizabeth W Lampe
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
- Center for Weight, Eating, and Lifestyle Science, Drexel University, Philadelphia, Pennsylvania, USA
| | - Adrienne S Juarascio
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
- Center for Weight, Eating, and Lifestyle Science, Drexel University, Philadelphia, Pennsylvania, USA
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Clague CA, Conti J, Hay P. Outcomes and associated clinical features of people with eating disorders participating in residential treatment facilities: a scoping review. Eat Disord 2024; 32:297-324. [PMID: 38254298 DOI: 10.1080/10640266.2024.2303536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Residential treatment programs for eating disorders (EDs) have gained popularity in recent years, expanding beyond the United States to countries such as Canada, Italy, and the United Kingdom. These programs offer a "home-like" environment where individuals reside for several weeks or months, emphasising both physical restoration and psychological recovery. This scoping review aimed to provide an update since the most recent reviews on the literature regarding outcomes of residential treatment programs for EDs and to explore clinical features that were associated with these outcomes. Methods used followed the Joanna Briggs Institute guidelines for scoping reviews. A systematic search of electronic databases was conducted, and 12 studies met the inclusion criteria. All studies reported improvements in various outcomes from admission to discharge, including changes in eating psychopathology, weight restoration, depression, anxiety, and quality of life. Additionally, three studies reported positive outcomes at intervals after discharge and three predictive factors (self-compassion, personality organisation, and resistance to emotional vulnerability) were reported in a small number of studies. While residential treatment facilities consistently showed positive outcomes, the review highlights the need for randomised controlled studies to establish the efficacy of these programs for EDs. Future research should include controlled studies comparing residential facilities to other treatment settings and incorporate long-term follow-up outcomes and further studies of emergent predictive factors identified in this review.
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Affiliation(s)
- Caitlin A Clague
- School of Psychology, Western Sydney University, Sydney, Australia
| | - Janet Conti
- School of Psychology, Western Sydney University, Sydney, Australia
- School of Medicine, Translational Health Research Institute, Western Sydney University, Sydney, Australia
| | - Phillipa Hay
- School of Medicine, Translational Health Research Institute, Western Sydney University, Sydney, Australia
- Campbelltown Hospital, South Western Sydney Local Health District (SWSLHD), Sydney, Australia
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Bédard A, Bernard C, Meilleur D, Taddeo D, Pesant C, Di Meglio G, Gingras N, Thibault I, Agostino H, Bélanger R, Nadeau PO, Frappier JY, Stheneur C, Dufresne L, Bégin C. Recovery Trajectories in Adolescent Girls with Anorexia Nervosa. J Clin Med 2024; 13:778. [PMID: 38337472 PMCID: PMC10856320 DOI: 10.3390/jcm13030778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 01/18/2024] [Accepted: 01/25/2024] [Indexed: 02/12/2024] Open
Abstract
Background: This study aimed to document recovery trajectories among adolescents with anorexia nervosa (AN) based on three markers of remission, namely changes in body weight, food restriction, and excessive exercise, and to identify predictors of these trajectories. Methods: One hundred twenty-six adolescent girls (14.7 ± 1.3 years) were recruited during initial assessment visits at specialized eating disorder (ED) programs in five University Health Centers across the province of Quebec, Canada. z-BMI and AN symptom severity (food restriction and excessive exercise) were assessed at initial assessment visits and subsequently reassessed at each quarterly follow-up over a 12-month period to identify recovery trajectories. Results: Considering the three markers of remission, three distinct trajectories emerged: Group 1, rapid responders; Group 2, gradual responders; and Group 3, unstable responders. At initial visits, a difference between groups was found regarding the type of treatment (p = 0.01) and weight suppression (p = 0.02). Group 1 had a higher number of youths hospitalized than Group 2 and Group 3, and a greater weight suppression than Group 3. Furthermore, individuals with atypical AN were more likely to belong to Group 2 than to Group 1 and Group 3 (p < 0.0001). Conclusions: This study contributes to a better understanding of the heterogeneity of recovery trajectories in adolescent girls with AN.
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Affiliation(s)
- Alexandra Bédard
- Centre Nutrition, Santé et Société (NUTRISS), Institut sur la Nutrition et les Aliments Fonctionnels (INAF), Université Laval, Québec, QC G1V 0A6, Canada;
| | - Catherine Bernard
- École de Psychologie, Université Laval, Québec, QC G1V 0A6, Canada; (C.B.); (L.D.)
| | - Dominique Meilleur
- Département de Psychologie, Université de Montréal, Montréal, QC H3C 3J7, Canada;
| | - Danielle Taddeo
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, QC H3T 1C5, Canada; (D.T.); (P.-O.N.); (J.-Y.F.); (C.S.)
| | - Caroline Pesant
- Hôpital Fleurimont, Centre Hospitalier Universitaire de Sherbrooke, Sherbrooke, QC J1H 5H3, Canada;
| | - Giuseppina Di Meglio
- Hôpital de Montréal pour Enfants/Montreal Children’s Hospital, Centre Universitaire de Santé McGill, Montréal, QC H4A 3J1, Canada; (G.D.M.); (H.A.)
| | - Nathalie Gingras
- Centre de Pédopsychiatrie, Centre Intégré Universitaire de Santé et de Services Sociaux de la Capitale-Nationale, Québec, QC G1N 2W1, Canada;
- Département de Psychiatrie et de Neurosciences, Faculté de Médecine, Université Laval, Québec, QC G1V 0A6, Canada
| | - Isabelle Thibault
- Département de Psychoéducation, Université de Sherbrooke, Sherbrooke, QC J1K 2R1, Canada;
| | - Holly Agostino
- Hôpital de Montréal pour Enfants/Montreal Children’s Hospital, Centre Universitaire de Santé McGill, Montréal, QC H4A 3J1, Canada; (G.D.M.); (H.A.)
| | - Richard Bélanger
- Département de Pédiatrie, Faculté de Médecine, Université Laval, Québec, QC G1V 0A6, Canada;
- Centre Hospitalier Universitaire de Québec, Québec, QC G1V 4G2, Canada
| | - Pierre-Olivier Nadeau
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, QC H3T 1C5, Canada; (D.T.); (P.-O.N.); (J.-Y.F.); (C.S.)
| | - Jean-Yves Frappier
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, QC H3T 1C5, Canada; (D.T.); (P.-O.N.); (J.-Y.F.); (C.S.)
- Département de Pédiatrie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Chantal Stheneur
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, QC H3T 1C5, Canada; (D.T.); (P.-O.N.); (J.-Y.F.); (C.S.)
- Département de Pédiatrie, Faculté de Médecine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Laurie Dufresne
- École de Psychologie, Université Laval, Québec, QC G1V 0A6, Canada; (C.B.); (L.D.)
| | - Catherine Bégin
- Centre Nutrition, Santé et Société (NUTRISS), Institut sur la Nutrition et les Aliments Fonctionnels (INAF), Université Laval, Québec, QC G1V 0A6, Canada;
- École de Psychologie, Université Laval, Québec, QC G1V 0A6, Canada; (C.B.); (L.D.)
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Eielsen HP, Ulvenes P, Hoffart A, Rø Ø, Rosenvinge JH, Vrabel K. Childhood trauma and outcome trajectories in patients with longstanding eating disorders across 17 years. Int J Eat Disord 2024; 57:81-92. [PMID: 37897047 DOI: 10.1002/eat.24067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 09/14/2023] [Accepted: 09/14/2023] [Indexed: 10/29/2023]
Abstract
BACKGROUND A large proportion of patients with eating disorders (ED) report experiences of childhood trauma. Latent trajectory analysis in ED samples reveals the complexities in course and outcome and can explore the long-term impact of adverse experiences in childhood. METHOD A total of 84 patients with longstanding ED were included. ED symptoms were assessed by the Eating Disorder Examination interview at discharge from inpatient treatment, and at 1-, 2-, 5-, and 17-year follow-up, respectively. Change over time was examined using growth mixture modeling, allowing the number of trajectories to emerge through the data. Prevalence of childhood trauma was assessed, and its relation to class membership was tested. RESULTS We identified four distinct classes: patients with (a) a continuous improvement in the entire follow-up period, and scores within normal range at the end, "continuous improvement" (54.8%); (b) a high symptom level at baseline and moderate decrease over time, "high and declining" (22.6%); (c) initial ED scores below clinical cut-off and stable symptoms throughout the course, "consistently low" (14.3%); and (d) with high scores initially, and a significant increase in symptoms over time, "high and increasing" (8.3%). A history of childhood sexual abuse (CSA) was overrepresented in classes with persistently high symptom levels and poor long-term outcome DISCUSSION: Patients with longstanding ED displayed considerable diversity in trajectories of symptom change across 17 years. To improve long-term outcome, enhanced treatment of sequelae from CSA seems essential. PUBLIC SIGNIFICANCE Patients with longstanding eating disorders displayed four different trajectories of change in a 17-year follow-up study. Although there were significant changes over time, the majority of patients remained within similar symptom levels as they presented with at discharge from inpatient treatment. Exposure to childhood maltreatment was common within the sample. Childhood sexual abuse predicted poor long-term outcome, which highlights the importance of trauma informed care.
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Affiliation(s)
- Hanna Punsvik Eielsen
- Research Institute, Modum Bad Psychiatric Centre, Vikersund, Norway
- Institute of Psychology, University of Oslo, Oslo, Norway
| | - Pål Ulvenes
- Research Institute, Modum Bad Psychiatric Centre, Vikersund, Norway
- Institute of Psychology, University of Oslo, Oslo, Norway
| | - Asle Hoffart
- Research Institute, Modum Bad Psychiatric Centre, Vikersund, Norway
| | - Øyvind Rø
- Regional Department for Eating Disorders, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, Division of Mental Health and Addiction, University of Oslo, Oslo, Norway
| | - Jan H Rosenvinge
- Institute of Psychology, Faculty of Health Sciences, UiT - The Artic University of Norway, Tromsø, Norway
| | - KariAnne Vrabel
- Research Institute, Modum Bad Psychiatric Centre, Vikersund, Norway
- Institute of Psychology, University of Oslo, Oslo, Norway
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7
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Harris BA, Boswell JF, Hormes JM, Espel-Huynh H, Thompson-Brenner H. A baseline comparison of three diagnostic groups using the Progress Monitoring Tool for Eating Disorders. EUROPEAN EATING DISORDERS REVIEW 2023. [PMID: 37209255 DOI: 10.1002/erv.2992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 05/09/2023] [Accepted: 05/13/2023] [Indexed: 05/22/2023]
Abstract
Utilisation of intensive inpatient treatment for eating disorders (EDs) has climbed in the last decade, illuminating a need for better consensus on what constitutes effective treatment and context-appropriate progress/outcome monitoring during residential stays. The novel Progress Monitoring Tool for Eating Disorders (PMED) measure is specifically designed for inpatient settings. Previous research supports the factorial validity and internal consistency of the PMED; however, additional work is needed to determine its appropriateness for complex patient populations. This study used measurement invariance (MI) testing to determine if the PMED administered at programme admission measures the same items in similar ways across patients with anorexia nervosa restricting- and binge-purge subtypes (AN-R; AN-BP) and bulimia nervosa (BN, N = 1121; Mage = 24.33 years, SD = 10.20; 100% female). Progressively constrained models were used to determine the level of invariance upheld between the three groups. Results indicated that, while the PMED meets configural and metric MI, it does not display scalar invariance. Said otherwise, the PMED similarly assesses constructs and items across AN-R, AN-BP, and BN, however the same score overall may reflect different levels of psychopathology for patients in one diagnostic category versus another. Comparisons of severity between different EDs should be made with caution, however the PMED appears to be a sound tool for understanding the baseline functioning of patients with EDs in an inpatient setting.
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Affiliation(s)
- Bethany A Harris
- Department of Psychology, University at Albany, SUNY, Albany, New York, USA
| | - James F Boswell
- Department of Psychology, University at Albany, SUNY, Albany, New York, USA
| | - Julia M Hormes
- Department of Psychology, University at Albany, SUNY, Albany, New York, USA
| | - Hallie Espel-Huynh
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence, Rhode Island, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, Rhode Island, USA
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de Vos JA, Radstaak M, Bohlmeijer ET, Westerhof GJ. Modelling trajectories of change in psychopathology and well-being during eating disorder outpatient treatment. Psychother Res 2022; 33:415-427. [PMID: 36330764 DOI: 10.1080/10503307.2022.2139647] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Objective: There are considerable differences in how eating disorder (ED) patients respond to treatment. This study aimed to identify change trajectories of mental health during treatment. Method: Longitudinal data of 442 patients was used with five time points during a year of outpatient treatment. ED psychopathology and well-being were used as primary measures. A series of latent growth mixture models were applied to model trajectories of change. Results: Three latent classes were found for ED psychopathology and well-being. For ED psychopathology, a high baseline severity and slow recovery class (55.9% of the patients), a high baseline severity followed by a substantial recovery class (19.9%) and a moderate baseline severity and no significant recovery class (24.2%) were found. For well-being, a low baseline followed by a slow growth class (44.6%), a low baseline and substantial growth class (9.5%) and a moderate and stable well-being class (45.9%) was found. General psychopathology, early symptom change, hope for recovery, intrinsic motivation and the ED type were predictive of class membership in either ED psychopathology or well-being. Conclusions: This study shows variability in ED psychopathology and well-being change trajectories, modelled in meaningful latent recovery classes. These results may have clinical implications, such as adjusting patients' treatment based on change trajectories.
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Affiliation(s)
- Jan Alexander de Vos
- Centre for eHealth and well-being research, University of Twente, Psychology, Health, & Technology, Enschede, The Netherlands
- Human Concern, Centrum voor eetstoornissen, Amsterdam, The Netherlands
| | - Mirjam Radstaak
- Centre for eHealth and well-being research, University of Twente, Psychology, Health, & Technology, Enschede, The Netherlands
| | - Ernst T. Bohlmeijer
- Centre for eHealth and well-being research, University of Twente, Psychology, Health, & Technology, Enschede, The Netherlands
| | - Gerben J. Westerhof
- Centre for eHealth and well-being research, University of Twente, Psychology, Health, & Technology, Enschede, The Netherlands
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Austin A, Flynn M, Richards KL, Sharpe H, Allen KL, Mountford VA, Glennon D, Grant N, Brown A, Mahoney K, Serpell L, Brady G, Nunes N, Connan F, Franklin-Smith M, Schelhase M, Jones WR, Breen G, Schmidt U. Early weight gain trajectories in first episode anorexia: predictors of outcome for emerging adults in outpatient treatment. J Eat Disord 2021; 9:112. [PMID: 34521470 PMCID: PMC8439063 DOI: 10.1186/s40337-021-00448-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 07/18/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Early response to treatment has been shown to be a predictor of later clinical outcomes in eating disorders (EDs). Specifically, early weight gain trajectories in anorexia nervosa (AN) have been shown to predict higher rates of later remission in inpatient treatment. However, no study has, as of yet, examined this phenomenon within outpatient treatment of first episode cases of AN or in emerging adults. METHODS One hundred seven patients with AN, all between the ages of 16 and 25 and with an illness duration of < 3 years, received treatment via the first episode rapid early intervention in eating disorders (FREED) service pathway. Weight was recorded routinely across early treatment sessions and recovery outcomes (BMI > 18.5 kg/m2 and eating psychopathology) were assessed up to 1 year later. Early weight gain across the first 12 treatment sessions was investigated using latent growth mixture modelling to determine distinct classes of change. Follow-up clinical outcomes and remission rates were compared between classes, and individual and clinical characteristics at baseline (treatment start) were tested as potential predictors. RESULTS Four classes of early treatment trajectory were identified. Three of these classes (n = 95), though differing in their early change trajectories, showed substantial improvement in clinical outcomes at final follow-up. One smaller class (n = 12), characterised by a 'higher' start BMI (> 17) and no early weight gain, showed negligible improvement 1 year later. Of the three treatment responding groups, levels of purging, depression, and patient reported carer expressed emotion (in the form of high expectations and low tolerance of the patient) determined class membership, although these findings were not significant after correcting for multiple testing. A higher BMI at treatment start was not sufficient to predict optimal clinical outcomes. CONCLUSION First episode cases of AN treated via FREED fit into four distinct early response trajectory classes. These may represent subtypes of first episode AN patients. Three of these four trajectories included patients with substantial improvements 1 year later. For those in the non-response trajectory class, treatment adjustments or augmentations could be considered earlier, i.e., at treatment session 12.
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Affiliation(s)
- A Austin
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK.
| | - M Flynn
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK
| | - K L Richards
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK
| | - H Sharpe
- School of Health in Social Sciences, University of Edinburgh, Edinburgh, UK
| | - K L Allen
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - V A Mountford
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
- Maudsley Health, Abu Dhabi, UAE
| | - D Glennon
- South London and Maudsley NHS Foundation Trust, London, UK
| | - N Grant
- South London and Maudsley NHS Foundation Trust, London, UK
| | - A Brown
- Sussex Partnership NHS Foundation Trust, Brighton, UK
| | - K Mahoney
- North East London NHS Foundation Trust, London, UK
| | - L Serpell
- North East London NHS Foundation Trust, London, UK
- Division of Psychology and Language Sciences, University College London, London, UK
| | - G Brady
- Central and North West London NHS Foundation Trust, London, UK
| | - N Nunes
- Central and North West London NHS Foundation Trust, London, UK
| | - F Connan
- Central and North West London NHS Foundation Trust, London, UK
| | | | - M Schelhase
- Leeds and York Partnership NHS Foundation Trust, Leeds, UK
| | - W R Jones
- Leeds and York Partnership NHS Foundation Trust, Leeds, UK
| | - G Breen
- Department of Social, Genetic & Developmental Psychiatry, King's College London, London, UK
| | - U Schmidt
- Department of Psychological Medicine, King's College London, Institute of Psychiatry, Psychology, and Neuroscience, 16 De Crespigny Park, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
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10
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Espel-Huynh H, Zhang F, Thomas JG, Boswell JF, Thompson-Brenner H, Juarascio AS, Lowe MR. Prediction of eating disorder treatment response trajectories via machine learning does not improve performance versus a simpler regression approach. Int J Eat Disord 2021; 54:1250-1259. [PMID: 33811362 PMCID: PMC8273095 DOI: 10.1002/eat.23510] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 03/19/2021] [Accepted: 03/20/2021] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Patterns of response to eating disorder (ED) treatment are heterogeneous. Advance knowledge of a patient's expected course may inform precision medicine for ED treatment. This study explored the feasibility of applying machine learning to generate personalized predictions of symptom trajectories among patients receiving treatment for EDs, and compared model performance to a simpler logistic regression prediction model. METHOD Participants were adolescent girls and adult women (N = 333) presenting for residential ED treatment. Self-report progress assessments were completed at admission, discharge, and weekly throughout treatment. Latent growth mixture modeling previously identified three latent treatment response trajectories (Rapid Response, Gradual Response, and Low-Symptom Static Response) and assigned a trajectory type to each patient. Machine learning models (support vector, k-nearest neighbors) and logistic regression were applied to these data to predict a patient's response trajectory using data from the first 2 weeks of treatment. RESULTS The best-performing machine learning model (evaluated via area under the receiver operating characteristics curve [AUC]) was the radial-kernel support vector machine (AUCRADIAL = 0.94). However, the more computationally-intensive machine learning models did not improve predictive power beyond that achieved by logistic regression (AUCLOGIT = 0.93). Logistic regression significantly improved upon chance prediction (MAUC[NULL] = 0.50, SD = .01; p <.001). DISCUSSION Prediction of ED treatment response trajectories is feasible and achieves excellent performance, however, machine learning added little benefit. We discuss the need to explore how advance knowledge of expected trajectories may be used to plan treatment and deliver individualized interventions to maximize treatment effects.
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Affiliation(s)
- Hallie Espel-Huynh
- Drexel University, Philadelphia, Pennsylvania
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence, Rhode Island
- Alpert Medical School of Brown University, Providence, Rhode Island
| | | | - J. Graham Thomas
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence, Rhode Island
- Alpert Medical School of Brown University, Providence, Rhode Island
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Tran H, Poinsot P, Guillaume S, Delaunay D, Bernetiere M, Bégin C, Fourneret P, Peretti N, Iceta S. FOOD ADDICTION AS A PROXY FOR ANOREXIA NERVOSA SEVERITY: NEW DATA BASED ON THE YALE FOOD ADDICTION SCALE 2.0. Psychiatry Res 2020; 293:113472. [PMID: 33007684 DOI: 10.1016/j.psychres.2020.113472] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Accepted: 09/19/2020] [Indexed: 12/12/2022]
Abstract
The contribution of an addictive process to anorexia nervosa (AN) is an area of growing interest. Yet, little is known about how the food addiction concept (FA) may be of interest in understanding AN. This study investigates prevalence of FA diagnostic and its association with markers of severity in individuals with AN. We conducted a retrospective study in a sample of 73 patients with AN. We assessed FA with the Yale Food Addiction Scale 2.0, depressive and anxiety disorders, impulsivity (Beck Depression Inventory, STAI, BIS-11) and eating behavior (BITE, EDE-Q). Prevalence of FA in our sample was 47%. FA was significantly associated and positively correlated with the binge-eating/purging subtype of AN, higher levels of depression, anxiety and greater eating psychopathology. FA was not associated with level of impulsivity nor leptin and IGF-1 blood levels. The relationship between FA severity and AN severity was mediated by the severity of binge eating behaviors. Our results suggest that the presence of FA may represent a more severe variant of AN. Longitudinal studies are needed to better understand the etiologic process between FA and AN.
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Affiliation(s)
- Helene Tran
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France
| | - Pierre Poinsot
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France; Univ Lyon, CarMeN laboratory, INSERM, INRA, INSA Lyon, Université Claude Bernard Lyon 1, F-69310 Pierre-Benite, France; Departement of Pediatric Nutrition, Hôpital Femme Mère Enfant, Univ Lyon, Hospice Civil de Lyon, Bron, F-69002, France
| | - Sebastien Guillaume
- Department of Emergency Psychiatry and Post-Acute Care, Lapeyronie Hospital CHRU Montpellier, Montpellier, F-34295, France; INSERM U1061, Montpellier, France; Université de Montpellier, Montpellier, F-34093 France
| | - Dominique Delaunay
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France
| | - Marion Bernetiere
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France
| | - Catherine Bégin
- Centre Nutrition, santé et société (NUTRISS), Institute of Nutrition and Functional Foods, Université Laval, Québec, QC G1V 0A6, Canada; School of Psychology, Laval University, QC G1V 0A6, Canada.; Quebec Heart and Lung Institute (IUCPQ), Québec, QC G1V 4G5, Canada. School of Nutrition, Laval University, Québec, QC, G1V 0A6, Canada
| | - Pierre Fourneret
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France
| | - Noel Peretti
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France; Univ Lyon, CarMeN laboratory, INSERM, INRA, INSA Lyon, Université Claude Bernard Lyon 1, F-69310 Pierre-Benite, France; Departement of Pediatric Nutrition, Hôpital Femme Mère Enfant, Univ Lyon, Hospice Civil de Lyon, Bron, F-69002, France
| | - Sylvain Iceta
- Referral Center for Eating Disorder, Hospices Civils de Lyon, F-69677 Bron, France; Univ Lyon, CarMeN laboratory, INSERM, INRA, INSA Lyon, Université Claude Bernard Lyon 1, F-69310 Pierre-Benite, France; Quebec Heart and Lung Institute (IUCPQ), Québec, QC G1V 4G5, Canada. School of Nutrition, Laval University, Québec, QC, G1V 0A6, Canada.
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