Program for Fully Understanding Eating and Lifestyle Change (FUEL)
FUEL
Using Multimodal Real-Time Assessment to Phenotype Dietary Non-Adherence
1 other identifier
interventional
150
1 country
1
Brief Summary
This project seeks to better understand dietary lapses (instances of nonadherence to dietary goals), a major cause of poor outcomes during behavioral obesity treatment (BOT). Investigators propose to conduct multimodal real-time assessment of behavioral, psychosocial, and contextual characteristics to uncover lapse phenotypes (i.e., meaningful clusters of lapse behaviors, such as lapsing via overeating vs. lapsing via eating an off-plan food). Using wearable sensors and a smartphone-based assessment platform, this research will identify latent characteristics underlying different phenotypes of dietary lapses reported by individuals who are participating in an online BOT. This study will also evaluate how these emerging lapse phenotypes vary over time, between individuals, and within individuals. Such information will ultimately help the field understand how best to reduce lapses in future treatments (e.g., how much to personalize future interventions for lapse vs. generalizability of lapse phenotypes across individuals). Therefore, this study has three goals. First, investigators aim to establish lapse phenotypes by identifying clusters of behavioral, psychosocial, contextual and individual-level factors (e.g., sex, race) that differentiate lapse behaviors during weight loss and maintenance. Second, the investigators aim to test the association of lapse phenotypes with energy intake and weight change during weight loss and maintenance to determine which lapse phenotypes have the greatest impact on BOT outcomes (e.g. personal, environmental, and behavioral factors). Lastly, investigators aim to evaluate individual variability in the occurrence of lapse phenotypes during weight loss and maintenance to determine the generalizability of lapse phenotypes across individuals. Participants will be recruited through various methods including advertisements in local media, targeted online advertising, advertisements in medical and minority communities, and direct mailers. All participants will receive a well-established online BOT program for 12 months, with a 6-month maintenance period, for a total study participation of 18 months. In conjunction, they will complete 14-day monitoring periods (at baseline, 3 months, 6 months, 12 months, and 18 months) consisting of: 1) repeated daily smartphone surveys to assess personal, environmental, and behavioral factors, including automatic capture of geographic location; 2) wearing two wrist-based sensor devices to passively capture physical activity, sleep, and eating behaviors; and 3) completing telephone-based 24-hour dietary recalls to assess overall energy intake. Weight will be measured at all visits to the research center.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable obesity
Started Oct 2022
Longer than P75 for not_applicable obesity
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
September 26, 2022
CompletedFirst Posted
Study publicly available on registry
September 30, 2022
CompletedStudy Start
First participant enrolled
October 31, 2022
CompletedPrimary Completion
Last participant's last visit for primary outcome
April 30, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
April 30, 2027
March 27, 2026
March 1, 2026
4.5 years
September 26, 2022
March 23, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Change in dietary lapses
Smartphone-based ecological momentary assessment (EMA) surveys will be used to assess dietary lapses, defined as exceeding a pre-planned calorie target for a given meal or snack. Participants will be asked to report if they experienced a "dietary lapse" since the last EMA survey. Participants can also initiate a report of a dietary lapse at any time. Participants will also record the time that the lapse occurred. Participants will be asked "how would you describe the lapse?" and can select all that apply from: 'I ate a larger portion', 'I ate when I hadn't intended', 'I ate a type of food I wanted to avoid', 'I planned to lapse', 'I did not know the calories in the food.'
Baseline, 3 months, 6 months, 12 months, and 18 months
Secondary Outcomes (2)
Change in weight
Baseline, 3 months, 6 months,12 months, and 18 months
Change in energy intake
Baseline, 3 months, 6 months, 12 months, and 18 months
Other Outcomes (29)
Height
Baseline, 3 months, 6 months, 12 months, and 18 months
Change in affect levels
Baseline, 3 months, 6 months,12 months, and 18 months
Change in energy levels
Baseline, 3 months, 6 months,12 months, and 18 months
- +26 more other outcomes
Study Arms (1)
1
OTHERGold-standard online behavioral weight loss treatment
Interventions
Rx Weight Loss (RxWL) is an online BOT that consists of: (a) tailored weight loss, calorie, and physical activity goals. (b) 12 weekly 10-15 minute multimedia lessons for training in behavioral weight loss skills followed by 9 monthly lessons for continued weight loss. Lessons incorporate video, animation, audio, quizzes, and exercises for goal setting, planning, and problem-solving. Example topics include restaurant eating, changing the home environment, and obtaining social support. (c) Online tools for self-monitoring weight, diet, and physical activity that interface with popular tracking apps; and (c) Weekly, and eventually monthly, automated feedback on progress to date (delivered as text appearing on the platform). If goals are not met participants receive strategies to improve weight loss, along with encouragement. To ensure engagement, email reminders are sent to participants who have not visited the platform on a given week.
Eligibility Criteria
You may qualify if:
- Ages 18-70
- Body mass index (BMI) between 25 and 50 kg/m-squared
You may not qualify if:
- Has health problems for which weight loss or physical activity is contraindicated
- Currently pregnant or breastfeeding
- Currently or recently (\< 6 months) enrolled in a commercial weight loss program
- Weight loss of ≥ 5% of initial body weight in the last 6 months
- Currently taking weight loss medication,
- Has history of surgical procedure for weight loss,
- Has history of a clinically diagnosed eating disorder excluding Binge Eating Disorder
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Weight Control and Diabetes Research Center
Providence, Rhode Island, 02903, United States
Related Publications (1)
Goldstein SP, Mwenda KM, Hoover AW, Shenkle O, Jones RN, Thomas JG. The Fully Understanding Eating and Lifestyle Behaviors (FUEL) trial: Protocol for a cohort study harnessing digital health tools to phenotype dietary non-adherence behaviors during lifestyle intervention. Digit Health. 2024 Aug 21;10:20552076241271783. doi: 10.1177/20552076241271783. eCollection 2024 Jan-Dec.
PMID: 39175923DERIVED
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- TREATMENT
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Research Scientist
Study Record Dates
First Submitted
September 26, 2022
First Posted
September 30, 2022
Study Start
October 31, 2022
Primary Completion (Estimated)
April 30, 2027
Study Completion (Estimated)
April 30, 2027
Last Updated
March 27, 2026
Record last verified: 2026-03