Binge-Eating Genetics Initiative (BEGIN) - Dynamical Systems Approach
BEGIN
Predicting Binge and Purge Episodes From Passive and Active Apple Watch Data Using a Dynamical Systems Approach
2 other identifiers
observational
1,166
1 country
1
Brief Summary
The Binge Eating Genetics Initiative (BEGIN) is an observational study where individuals with binge-eating disorder (BED) or bulimia nervosa (BN) complete assessments about eating disorder history, current disordered eating behavior, and mood. Participants also provide active data on binge eating, purging, nutrition, and cognitions using Recovery Record on the Apple Watch. Passive sensor data are collected via native applications over a 30-day period in 1000 individuals with BED or BN. Investigators will combine longitudinal passive (Apple Watch) and active (Recovery Record) data to predict when patients are at high risk of binge eating or purging. Results will enable the deployment of real-time, in-the-moment, personalized signaling of impending binge or purge episodes that will interrupt automatic behaviors and empower patients to exert control over binge eating and purging by engaging in therapeutic alternatives.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Aug 2017
Longer than P75 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
Study Start
First participant enrolled
August 24, 2017
CompletedFirst Submitted
Initial submission to the registry
November 11, 2019
CompletedFirst Posted
Study publicly available on registry
November 14, 2019
CompletedPrimary Completion
Last participant's last visit for primary outcome
August 31, 2021
CompletedStudy Completion
Last participant's last visit for all outcomes
August 31, 2021
CompletedSeptember 29, 2021
September 1, 2021
4 years
November 11, 2019
September 27, 2021
Conditions
Outcome Measures
Primary Outcomes (3)
Prediction models for the occurrence of disordered eating episodes in individuals with BN/BED using passive sensor data
Dynamic systems approach will use passive and active data to illustrate the dynamics that lead up to a binge or purge event. Using passive data up to two hours prior to a binge or purge event as recorded within the Recovery Record app by the participant (but not within an hour of a previous event), changes in heart rate and actigraphy will be modeled as a function of current heart rate and actigraphy. Time leading up to the binge or purge event, type of event (binge or purge), and an interaction with the type of event will be included as moderators of the relationship of heart and steps in predicting their changes. As one approaches a binge or purge, this will capture a reduction in pattern stability as the strength of association between current heart rate and steps and changes in these same variables should become weaker as one approaches the binge or purge event. This analysis will be able to identify how early signs of instability are detectable before binge and purge events.
all reported disordered eating events during the 30 day observation period
Models of the dynamics in the 2 hours after a disordered eating event occurs
Using dynamical system approaches, changes in heart rate and steps will be modeled as a function of current levels in heart rate and steps. Time since the binge/purge, type of event, and BN/BED diagnosis (along with interactions between them) will be used as moderators of the relationships of heart rate and actigraphy in predicting the changes.
all reported disordered eating events during the 30 day observation period
Prediction models with contextual factors of disordered eating episodes
Contextual factors such as positive and negative mood, time of day, prior same day binge eating and/or purging, location, and use of coping skills will be used to inform the models from OUTCOME 1 to see how these factors moderate likelihood of disordered eating episodes. Current mood is assessed within Recovery Record. When participants log a meal, or a binge or purge, they are asked "Which feelings are you experiencing?" There are 28 response options. These include, but are not limited to Happy, Anxious, Lonely, Guilt, Angry, Depressed. Participants can select as many as they like. For each feeling they endorse, they can indicate the level to which they are experiencing these feeling on a 5-point Likert scale, ranging from options such as 'A little' to 'Extreme', where higher values indicate greater intensity of the feeling endorsed.
all reported disordered eating events during the 30 day observation period
Study Arms (1)
BEGIN Case
Enrolled participants with BN/BED will participate in a 30-day observational study.
Interventions
Observational data will be obtained through participants entering data on disordered eating episodes, mood, and food in Recovery Record, an app to assist people in managing their eating disorder during the 30 days of the trial. In addition, participants wear an Apple Watch from which passive data (e.g., heart rate, activity, and geolocation) are collected.
Eligibility Criteria
Individuals between the ages of 18 and 45, who have an iPhone 5 or later, and who are currently experiencing episodes of binge eating can join the study.
You may qualify if:
- Resident of US;
- a current BN or BED diagnosis (confirmed via questionnaire in screening instrument);
- age 18-45 years, inclusive;
- reads, speaks English;
- existing iPhone user with iPhone 5 or later;
- provides informed consent;
- ambulatory
You may not qualify if:
- Current use of hormone therapy;
- bariatric surgery, including the following: Roux-en-Y, gastric bypass, laparoscopic adjustable gastric banding, sleeve gastrectomy, duodenal switch with biliopancreatic diversion;
- currently pregnant or breastfeeding;
- thoughts of suicide with a plan in the 2 weeks prior to study enrollment;
- hospitalization due to ED in the 2 weeks prior to study enrollment;
- antibiotic use in the past 30 days (renders temporary ineligibility, but can be - eligible to participate again 30 days after the last dose);
- probiotic use in the past 30 days
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- University of North Carolina, Chapel Hilllead
- Recovery Recordcollaborator
- University of Utahcollaborator
- uBiomecollaborator
- National Institute of Mental Health (NIMH)collaborator
Study Sites (1)
University of North Carolina
Chapel Hill, Virginia, 27599-7160, United States
Related Publications (9)
Butner JE, Deits-Lebehn C, Crenshaw AO, Wiltshire TJ, Perry NS, Kent de Grey RG, Hogan JN, Smith TW, Baucom KJW, Baucom BRW. A multivariate dynamic systems model for psychotherapy with more than one client. J Couns Psychol. 2017 Nov;64(6):616-625. doi: 10.1037/cou0000238.
PMID: 29154574BACKGROUNDBeltz AM, Wright AG, Sprague BN, Molenaar PC. Bridging the Nomothetic and Idiographic Approaches to the Analysis of Clinical Data. Assessment. 2016 Aug;23(4):447-458. doi: 10.1177/1073191116648209.
PMID: 27165092BACKGROUNDButner JE, Wiltshire TJ, Munion AK. Modeling Multi-Agent Self-Organization through the Lens of Higher Order Attractor Dynamics. Front Psychol. 2017 Mar 20;8:380. doi: 10.3389/fpsyg.2017.00380. eCollection 2017.
PMID: 28373853BACKGROUNDButner JE, Gagnon KT, Geuss MN, Lessard DA, Story TN. Utilizing topology to generate and test theories of change. Psychol Methods. 2015 Mar;20(1):1-25. doi: 10.1037/a0037802. Epub 2014 Nov 3.
PMID: 25365535BACKGROUNDCarrino EA, Flatt RE, Pawar PS, Sanzari CM, Tregarthen JP, Argue S, Thornton LM, Bulik CM, Watson HJ. Sociodemographic and clinical characteristics of treated and untreated adults with bulimia nervosa or binge-eating disorder recruited for a large-scale research study. J Eat Disord. 2023 Jul 31;11(1):126. doi: 10.1186/s40337-023-00846-4.
PMID: 37525298DERIVEDIgudesman D, Abbaspour A, Reed KK, Flatt RE, Becken B, Thornton LM, Bulik CM, Carroll IM. Laxative Abuse Is Associated With a Depleted Gut Microbial Community Structure Among Women and Men With Binge-Eating Disorder or Bulimia Nervosa: The Binge Eating Genetics Initiative. Psychosom Med. 2023 Oct 1;85(8):727-735. doi: 10.1097/PSY.0000000000001226. Epub 2023 Jun 19.
PMID: 37363967DERIVEDCarrino E, Flatt R, Pawar P, Sanzari C, Tregarthen J, Argue S, Thornton L, Bulik C, Watson H. Sociodemographic and Clinical Characteristics of Treated and Untreated Adults with Bulimia Nervosa and/or Binge-eating Disorder Recruited for a Large-Scale Research Study. Res Sq [Preprint]. 2023 May 10:rs.3.rs-2899349. doi: 10.21203/rs.3.rs-2899349/v1.
PMID: 37214840DERIVEDKilshaw RE, Adamo C, Butner JE, Deboeck PR, Shi Q, Bulik CM, Flatt RE, Thornton LM, Argue S, Tregarthen J, Baucom BRW. Passive Sensor Data for Characterizing States of Increased Risk for Eating Disorder Behaviors in the Digital Phenotyping Arm of the Binge Eating Genetics Initiative: Protocol for an Observational Study. JMIR Res Protoc. 2022 Jun 2;11(6):e38294. doi: 10.2196/38294.
PMID: 35653175DERIVEDBulik CM, Butner JE, Tregarthen J, Thornton LM, Flatt RE, Smith T, Carroll IM, Baucom BRW, Deboeck PR. The Binge Eating Genetics Initiative (BEGIN): study protocol. BMC Psychiatry. 2020 Jun 16;20(1):307. doi: 10.1186/s12888-020-02698-7.
PMID: 32546136DERIVED
Biospecimen
Saliva samples are collected from each participant for future studies on the genetics of eating disorders
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Cynthia M Bulik
UNC at Chapel Hill
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- PROSPECTIVE
- Target Duration
- 1 Month
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
November 11, 2019
First Posted
November 14, 2019
Study Start
August 24, 2017
Primary Completion
August 31, 2021
Study Completion
August 31, 2021
Last Updated
September 29, 2021
Record last verified: 2021-09
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL
- Time Frame
- Assessment phenotype data will be submitted within 6 months after the end of the study. Genotype data will be submitted after the first set of analyses with these data are complete. All data will be available as long as the repositories maintain the datasets (indefinitely).
- Access Criteria
- The databases are controlled-access meaning that individuals who wish to have access to the data must apply to the respective repository and meet all of their criteria.
Anonymized data and scripts will be made available to the general scientific community at the conclusion of the investigation. Specifically, phenotype data will be submitted to the database of Genotypes and Phenotypes (dbGaP) and National Institute of Mental Health Repository \& Genetics Resource (NRGR) and genotype data to dbGaP.