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Wang Y, Tang L, Wang J, Li W, Wang M, Chen Q, Yang Z, Li Z, Wang Z, Wu G, Zhang P. Disruption of network hierarchy pattern in bulimia nervosa reveals brain information integration disorder. Appetite 2024; 203:107694. [PMID: 39341080 DOI: 10.1016/j.appet.2024.107694] [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: 01/24/2024] [Revised: 09/22/2024] [Accepted: 09/25/2024] [Indexed: 09/30/2024]
Abstract
The human brain works as a hierarchical organization that is a continuous axis spanning sensorimotor cortex to transmodal cortex (referring to cortex that integrates multimodal sensory information and participates in complex cognitive functions). Previous studies have demonstrated abnormalities in several specific networks that may account for their multiple behavioral deficits in patients with bulimia nervosa (BN), but whether and how the network hierarchical organization changes in BN remain unknown. This study aimed to investigate alterations of the hierarchy organization in BN network and their clinical relevance. Connectome gradient analyses were applied to depict the network hierarchy patterns of fifty-nine patients with BN and thirty-nine healthy controls (HCs). Then, we evaluated the network- and voxel-level gradient alterations of BN by comparing gradient values in each network and each voxel between patients with BN and HCs. Finally, the association between altered gradient values and clinical variables was explored. In the principal gradient, patients with BN exhibited reduced gradient values in dorsal attention network and increased gradient values in subcortical regions compared to HCs. In the secondary gradient, patients with BN showed decreased gradient values in ventral attention network and increased gradient values in limbic network. Regionally, the areas with altered principal or secondary gradient values in BN group were mainly located in transmodal networks, i.e., the default-mode and frontoparietal network. In BN group, the principal gradient values of right inferior frontal gyrus were negatively associated with external eating behavior. This study revealed the disordered network hierarchy patterns in patients with BN, which suggested a disturbance of brain information integration from attention network and subcortical regions to transmodal networks in these patients. These findings may provide insight into the neurobiological underpinnings of BN.
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Affiliation(s)
- Yiling Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Lirong Tang
- Beijing Anding Hospital Capital Medical University, No.5 Ankang Lane, Dewai Avenue, Xicheng District, Beijing, 100088, China; The National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, No.5 Ankang Lane, Dewai Avenue, Xicheng District, Beijing, 100088, China
| | - Jiani Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Weihua Li
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Miao Wang
- Peking University, No.5 Summer Palace Road, Haidian District, Beijing, 100871, China
| | - Qian Chen
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Zhenghan Yang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China
| | - Zhanjiang Li
- Beijing Anding Hospital Capital Medical University, No.5 Ankang Lane, Dewai Avenue, Xicheng District, Beijing, 100088, China; The National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, No.5 Ankang Lane, Dewai Avenue, Xicheng District, Beijing, 100088, China
| | - Zhenchang Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China.
| | - Guowei Wu
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, No.16 Lincui Road, Chaoyang District, Beijing, 100020, China.
| | - Peng Zhang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, No.95 Yongan Road, Xicheng District, Beijing, 100050, China.
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Egedal JM, Støving RK, Lynggaard RB, Laursen MS, Vinholt PJ, Hansen RS. Validation of anorexia nervosa and Bulimia nervosa diagnosis coding in Danish hospitals assisted by a natural language processing model. J Psychiatr Res 2024; 179:266-269. [PMID: 39326221 DOI: 10.1016/j.jpsychires.2024.09.018] [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: 02/06/2024] [Revised: 08/11/2024] [Accepted: 09/12/2024] [Indexed: 09/28/2024]
Abstract
INTRODUCTION The Danish Health Care Registers rely on the International Statistical Classification of Diseases and Related Health Problems (ICD)-classification and stand as a widely utilized resource for health epidemiological research. Eating disorders are multifaceted syndromes where two distinctive diagnoses are defined, anorexia nervosa (AN) and bulimia nervosa (BN). However, the validity of the registered diagnoses remains to be verified. Manuel chart review is often the method for validation of diagnosis codes, but there is limited research on how natural language processing (NLP) models could enhance this process. OBJECTIVE To investigate the accuracy of the clinical use of ICD-10 diagnosis codes F50.0, F50.1, F50.2, and F50.3 in the Danish Health Care Registers, using a manual chart review assisted by NLP. METHOD From a cohort of all individuals attending hospitals in Region of Southern Denmark with registered electronic health information, we extracted medical information from the electronic health journal on 100 individuals with each of the four diagnosis codes. After extraction, an NLP model with regular expression search patterns identified relevant text passages for manual chart review. RESULTS Overall, 372 of the 400 diagnosis codes (93%) were correct. A diagnosis code for AN was correct in 90% of instances, 96% for atypical AN, 96% for BN and 90% for an atypical BN diagnosis code. CONCLUSION We found that the accuracy of a diagnosis code F50.0, F50.1, F50.2, and F50.3 to be high. This confirms that the generally well-documented validity of the Danish health care registers also applies to the eating disorder diagnoses.
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Affiliation(s)
- Jeanie Meincke Egedal
- Center for Eating Disorders, Odense University Hospital, Odense, Denmark; Research Unit for Medical Endocrinology, Odense University Hospital, Odense, Denmark; Mental Health Services in the Region of Southern Denmark, Denmark; Open Patient data Explorative Network (OPEN), Denmark; Clinical Institute, University of Southern Denmark, Denmark.
| | - Rene Klinkby Støving
- Center for Eating Disorders, Odense University Hospital, Odense, Denmark; Research Unit for Medical Endocrinology, Odense University Hospital, Odense, Denmark; Mental Health Services in the Region of Southern Denmark, Denmark; Open Patient data Explorative Network (OPEN), Denmark; Clinical Institute, University of Southern Denmark, Denmark
| | | | | | - Pernille Just Vinholt
- Clinical Institute, University of Southern Denmark, Denmark; Dept. of Clinical Biochemistry, Odense University Hospital, Odense, Denmark
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Kasson E, Szlyk HS, Li X, Constantino-Pettit A, Smith AC, Vázquez MM, Wilfley DE, Taylor CB, Fitzsimmons-Craft EE, Cavazos-Rehg P. Eating disorder symptoms and comorbid mental health risk among teens recruited to a digital intervention research study via two online approaches. Int J Eat Disord 2024; 57:1518-1531. [PMID: 38445416 PMCID: PMC11262972 DOI: 10.1002/eat.24186] [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: 09/08/2023] [Revised: 02/21/2024] [Accepted: 02/22/2024] [Indexed: 03/07/2024]
Abstract
INTRODUCTION It is crucial to identify and evaluate feasible, proactive ways to reach teens with eating disorders (EDs) who may not otherwise have access to screening or treatment. This study aimed to explore the feasibility of recruiting teens with EDs to a digital intervention study via social media and a publicly available online ED screen, and to compare the characteristics of teens recruited by each approach in an exploratory fashion. METHOD Teens aged 14-17 years old who screened positive for a clinical/subclinical ED or at risk for an ED and who were not currently in ED treatment completed a baseline survey to assess current ED symptoms, mental health comorbidities, and barriers to treatment. Bivariate analyses were conducted to examine differences between participants recruited via social media and those recruited after completion of a widely available online EDs screen (i.e., National Eating Disorders Association [NEDA] screen). RESULTS Recruitment of teens with EDs using the two online approaches was found to be feasible, with 934 screens completed and a total of 134 teens enrolled over 6 months: 77% (n = 103) via social media 23% (n = 31) via the NEDA screen. Mean age of participants (N = 134) was 16 years old, with 49% (n = 66) identifying as non-White, and 70% (n = 94) identifying as a gender and/or sexual minority. Teens from NEDA reported higher ED psychopathology scores (medium effect size) and more frequent self-induced vomiting and driven exercise (small effect sizes). Teens from NEDA also endorsed more barriers to treatment, including not feeling ready for treatment and not knowing where to find a counselor or other resources (small effect sizes). DISCUSSION Online recruitment approaches in this study reached a large number of teens with an interest in a digital intervention to support ED recovery, demonstrating the feasibility of these outreach methods. Both approaches reached teens with similar demographic characteristics; however, teens recruited from NEDA reported higher ED symptom severity and barriers to treatment. Findings suggest that proactive assessment and intervention methods should be developed and tailored to meet the needs of each of these groups. PUBLIC SIGNIFICANCE This study examined the feasibility of recruiting teens with EDs to a digital intervention research study via social media and NEDA's online screen, and demonstrated differences in ED symptoms among participants by recruitment approach.
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Affiliation(s)
- Erin Kasson
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Hannah S Szlyk
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Xiao Li
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Anna Constantino-Pettit
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Arielle C Smith
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Melissa M Vázquez
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Denise E Wilfley
- Department of Psychology, Washington University in St. Louis, St. Louis, Missouri, USA
| | - C Barr Taylor
- Department of Psychiatry and Behavioral Science, Stanford University School of Medicine, Stanford, California, USA
- Center for m2Health, Palo Alto University, Palo Alto, California, USA
| | | | - Patricia Cavazos-Rehg
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
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Rossi E, Cassioli E, Dani C, Marchesoni G, Monteleone AM, Wonderlich SA, Ricca V, Castellini G. The maltreated eco-phenotype of eating disorders: A new diagnostic specifier? A systematic review of the evidence and comprehensive description. Neurosci Biobehav Rev 2024; 160:105619. [PMID: 38462152 DOI: 10.1016/j.neubiorev.2024.105619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 03/01/2024] [Accepted: 03/06/2024] [Indexed: 03/12/2024]
Abstract
This systematic review aimed to summarize the evidence on the existence of a distinct phenotypic expression of Eating Disorders (EDs) associated with childhood maltreatment (CM), the so-called maltreated eco-phenotype of EDs. PRISMA standards were followed. Articles providing data about the characteristics of individuals with an ED reporting CM were included. Relevant results were extracted and summarized. A quality assessment was performed. A total of 1207 records were identified and screened, and 97 articles published between 1994 and 2023 were included. Findings revealed distinct biological and clinical features in patients with EDs reporting CM, including neuroanatomical changes, altered stress responses, ghrelin levels, inflammation markers, and gut microbiota composition. Clinically, CM correlated with severer eating behaviors, higher psychiatric comorbidity, impulsivity, emotional dysregulation, and risky behaviors. Additionally, CM was associated with poorer treatment outcomes, especially in general psychopathology and psychiatric comorbidities. This review highlighted the need to move towards an etiologically informed nosography, recognizing CM not merely as a risk factor, but also as an etiologic agent shaping different eco-phenotypic variants of EDs.
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Affiliation(s)
- Eleonora Rossi
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy
| | - Emanuele Cassioli
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy
| | - Cristiano Dani
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy
| | - Giorgia Marchesoni
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy
| | | | | | - Valdo Ricca
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy
| | - Giovanni Castellini
- Psychiatry Unit, Department of Health Sciences, University of Florence, Florence, Italy.
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Polskaya NA, Basova AY, Razvaliaeva AY, Yakubovskaya DK, Vlasova NV, Abramova AA. Non-suicidal self-injuries and suicide risk in adolescent girls with eating disorders: associations with weight control, body mass index, and interpersonal sensitivity. CONSORTIUM PSYCHIATRICUM 2023; 4:65-77. [PMID: 38250646 PMCID: PMC10795949 DOI: 10.17816/cp6803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 06/19/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND Eating disorders (EDs) are associated with a risk of premature death, as well as suicidal and self-injurious behavior. A low or high body mass index (BMI) and weight control behavior can also have an impact on self-injurious and suicidal behavior. While some studies show that interpersonal sensitivity is a risk factor for EDs, affective disorders, and self-injurious behavior, in-depth studies of these issues have not been done. AIM The present study investigates how self-injurious and suicidal behavior relate to weight control behavior, BMI, and interpersonal sensitivity in adolescent girls from a clinical population with diagnosed EDs compared with adolescent girls from the general population. METHODS The main group was comprised of 31 girls with a diagnosis of ED (as the main diagnosis or co-occurring with affective disorders, M=151.13 years), being treated in in the Eating Disorder Clinic of the Scientific and Practical Center for Mental Health of Children and Adolescents named after G.E. Sukhareva. The comparison group consisted of 27 adolescent girls recruited from Proton Educational Center (M=15.511.09 years). The measures included a qualitative survey that yielded data on weight control behavior, and self-injurious behavior, a Blitz questionnaire probing the suicide risk (used only in the main group), and the Interpersonal Sensitivity Measure. Height and weight data were also recorded for BMI calculation. RESULTS The qualitative analysis of weight control behavior yielded the following results: purging behavior, restrictive behavior, and corrective behavior. Participants in the main group used purging and restrictive behavior more often, whereas participants in the comparison group used strategies associated with a healthy lifestyle. The main group and participants who practiced purging and restrictive weight control in the overall sample had the smallest BMI. Self-injurious behavior was approximately evenly distributed both amongst the main and comparison groups. Self-cutting was the most prevalent type of self-injury. In the main group, self-injury was associated with a smaller BMI, while in the comparison group it was associated with an increase in the fear of rejection and overall interpersonal sensitivity. Based on the assessment of the suicide risk, six participants in the main group were deemed high-risk; they also displayed increased fear of rejection, dependence on the assessments of others, and overall interpersonal sensitivity. All girls in the suicide risk subgroup had non-suicidal self-injuries. CONCLUSION The results of our study broaden our understanding of the risk factors of suicidal and self-injurious behavior in adolescent girls with EDs and reveal the characteristics of the type of weight control behavior used by this group in comparison with adolescent girls in the general population. Girls with EDs who were considered at the risk of committing suicide demonstrated high interpersonal sensitivity, which provides a rationale for further studying the general interpersonal mechanisms that underlie the pathogenesis of EDs, as well as that of self-injurious and suicidal behavior.
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Affiliation(s)
- Natalia A. Polskaya
- Scientific and Practical Center for Mental Health of Children and Adolescents named after G.E. Sukhareva
- Moscow State University of Psychology & Education
| | - Anna Y. Basova
- Scientific and Practical Center for Mental Health of Children and Adolescents named after G.E. Sukhareva
- Pirogov Russian National Research Medical University
| | | | - Daria K. Yakubovskaya
- Scientific and Practical Center for Mental Health of Children and Adolescents named after G.E. Sukhareva
| | | | - Anna A. Abramova
- Scientific and Practical Center for Mental Health of Children and Adolescents named after G.E. Sukhareva
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