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Miro-randomized Trial for Optimizing a JITAI to Reduce Dietary Lapses in Obesity Treatment

The safety and scientific validity of this study is the responsibility of the study sponsor and investigators. Listing a study does not mean it has been evaluated by the U.S. Federal Government. Know the risks and potential benefits of clinical studies and talk to your health care provider before participating. Read our disclaimer for details.
 
ClinicalTrials.gov Identifier: NCT04784585
Recruitment Status : Recruiting
First Posted : March 5, 2021
Last Update Posted : May 10, 2022
Sponsor:
Collaborator:
National Heart, Lung, and Blood Institute (NHLBI)
Information provided by (Responsible Party):
Stephanie Goldstein, The Miriam Hospital

Brief Summary:

This project targets dietary lapses (instances of nonadherence to dietary goals), a major cause of poor outcomes during behavioral obesity treatment, which is a recommended first-line intervention for cardiovascular disease. The investigators propose to conduct a micro-randomized trial (MRT) to empirically optimize a smartphone-based just-in-time adaptive intervention (JITAI) that monitors risk and intervenes on lapses as needed. By evaluating the immediate, proximal effect of four theory-driven interventions on lapse behavior, the project will: (a) produce a scalable, finalized JITAI that has the greatest potential to show clear clinical impact in future trials; and (b) inform the development of more sophisticated theoretical models of adherence behavior more broadly. Therefore, this study has three goals. First the investigators aim to compare the effects of delivering any intervention to no intervention on the occurrence of lapse. Second, the investigators aim to compare the effects of specific theory-driven interventions to one another to determine which ones are best for preventing lapses. Within this second aim, the investigators also aim to examine other factors that may influence the effectiveness of interventions (e.g., time, location). Lastly, the investigators will use the data from this MRT to customize intervention delivery in future versions of this JITAI

Patients 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 3-month online obesity treatment program, with 3 months of no-treatment follow-up. In conjunction, they will use a smartphone-based JITAI consisting of: 1) repeated daily surveys assess lapses and relevant triggers; 2) a machine learning algorithm that uses information from the surveys to determine real-time lapse risk; & 3) interventions to counter lapse risk. When an individual is at risk for lapsing she will be randomly assigned to no intervention, a generic risk alert, or one of 4 theory-driven interventions with interactive skills training. The outcome of interest will be the occurrence (or lack thereof) of dietary lapse, as measured both subjectively (i.e., reported by the participant in the daily surveys) and objectively (i.e., via wrist-based intake monitoring), in the hours following randomization initiated by heightened lapse risk.


Condition or disease Intervention/treatment Phase
Obesity Behavioral: Enhanced Education Behavioral: Self-Efficacy Behavioral: Motivation Behavioral: Self-Regulation Behavioral: Generic Risk Alert (Active Comparator) Behavioral: Online Behavioral Obesity Treatment Not Applicable

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Study Type : Interventional  (Clinical Trial)
Estimated Enrollment : 159 participants
Allocation: Randomized
Intervention Model: Sequential Assignment
Intervention Model Description: The interventional model is a micro-randomized trial, which involves sequential (within-subjects) randomization at individual moments of high lapse risk as determined by the investigators' previously-validated predictive machine learning algorithm. In prior work, participants are at high lapse risk ~7x/week and so the investigators anticipate that randomization will occur >100 times for each participant over the 6-month study period.
Masking: None (Open Label)
Masking Description: Participants and investigators will not need to be masked to condition, as conditions are randomized sequentially according to a pre-established algorithm.
Primary Purpose: Treatment
Official Title: Optimizing Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: A Micro-randomized Trial
Actual Study Start Date : October 26, 2021
Estimated Primary Completion Date : March 31, 2024
Estimated Study Completion Date : May 31, 2024

Arm Intervention/treatment
Experimental: Enhanced Education
Theory-driven intervention focused on providing information about dietary quality and goals
Behavioral: Enhanced Education
The "Enhanced Education" intervention option seeks to: 1) enhance understanding of personal health-behavior links, 2) improve health literacy by checking the adequacy of participant understanding, and 3) remind participant of important elements of Behavioral Obesity Treatment (BOT) dietary goals.

Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.

Experimental: Self-efficacy
Theory-driven intervention focused on providing skills to increase self-efficacy for following dietary goals
Behavioral: Self-Efficacy
This intervention option is based on a previously established self-efficacy intervention for weight loss, which is a multi-component intervention for increasing self-efficacy. To provide variety in this intervention option and limit time spent in a single intervention, components are split into independent modules that either prompt: 1) attainable intention setting related to dietary adherence (e.g., "I will focus on eating mostly fruits/vegetables in my next meal/snack in order to take back control of my eating"); 2) barrier identification for adhering to dietary goals along with a brief problem-solving exercise; 3) devising a small self-reward; OR 4) self-assessment of thoughts/behaviors that could interfere with dietary adherence in the next several hours with coping strategies (e.g., stimulus control, social support).

Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.

Experimental: Motivation
Theory-driven intervention focused on providing skills to increase motivation for following dietary goals
Behavioral: Motivation
To provide variety in this intervention option and limit time spent in a single intervention, components are split into independent modules that either: 1) guide participants in identifying values related to weight control (e.g., longevity, quality of life, being a role model) and connect those values to their behavior in the current moment.; 2) use a collaborative non-judgmental approach to explore the consequences of letting barriers drive behavior (e.g., "Take a moment to consider the effect on your longevity if you let your preference for sweets determine your behavior."); 3) prompt participants to identify reasons for change, thereby eliciting "change talk"; OR 4) engage participants in a brief self-assessment of motivation for dietary adherence (i.e., "On a scale of 1-10, how important to you is it to stick to your dietary goals today").

Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.

Experimental: Self-regulation
Theory-driven intervention focused on providing skills to increase self-regulation
Behavioral: Self-Regulation
There are 4 independent modules that prompt self-monitoring and self-awareness efforts: 1) advise participants to record everything that they eat before they eat it, with attention to eating in the subsequent few hours; 2) use the "traffic light" model to enhance awareness of dietary intake. This module provides the traffic light categories of foods (i.e., green=healthiest choices, yellow=sometimes choices, and red=rare choices), and asks participants to check-off foods that they intend to eat vs. stay away from in the next few hours; 3) advise participants to track portion sizes carefully and provide a portion size guide that is available to them until the following EMA survey; OR 4) provide a tutorial on noticing hunger/satiety cues and slowing down rate of eating, with an experiential exercise for use during their next eating episode.

Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.

Active Comparator: Generic Risk Alert
A notification to alert participant of lapse risk, no additional intervention provided
Behavioral: Generic Risk Alert (Active Comparator)
Participants will be notified that the JITAI algorithm has determined heightened lapse risk in the following 2-3 hours (i.e., "We have detected that your risk of lapsing from your weight loss diet is higher than usual and may require attention.").

Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.

Sham Comparator: No Intervention
No notification or intervention is delivered to the participant during lapse risk
Behavioral: Online Behavioral Obesity Treatment
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.




Primary Outcome Measures :
  1. Dietary Lapses [ Time Frame: up to 6 months ]
    Dietary lapses will be assessed via ecological momentary assessment (EMA) embedded within the JITAI. Participants receive EMA surveys 6x per day and each survey asks about dietary lapses since completing the prior survey.


Secondary Outcome Measures :
  1. Objectively-measured Eating Frequency [ Time Frame: Daily for 2 weeks after each assessment period ]
    Wrist-based accelerometers will measure how frequently a participant eats throughout their daily life

  2. Objectively-measured Eating Duration [ Time Frame: Daily for 2 weeks after each assessment period ]
    Wrist-based accelerometers will measure the length, in minutes, of eating episodes.

  3. Objectively-measured Eating Rate [ Time Frame: Daily for 2 weeks after each assessment period ]
    Wrist-based accelerometers will measure the rate of eating (seconds per bite).

  4. Objectively-measured Estimated Caloric Intake [ Time Frame: Daily for 2 weeks after each assessment period ]
    Wrist-based accelerometers will measure the number of bites taken during an eating episode, which can then be used to estimate caloric intake.


Other Outcome Measures:
  1. JITAI Tailoring Variable: Hunger [ Time Frame: Daily over 6 months ]
    Hunger will be measured via ecological momentary assessment by asking if the participant is experiencing hunger in the moment (Yes/No).

  2. JITAI Tailoring Variable: Cravings [ Time Frame: Daily over 6 months ]
    Cravings will be measured via ecological momentary assessment by asking if the participant is experiencing a craving in the moment (Yes/No).

  3. JITAI Tailoring Variable: Missed Meals [ Time Frame: Daily over 6 months ]
    Missed meals will be measured via ecological momentary assessment (EMA) by asking if the participant has had a meal or a snack since the last EMA survey (Yes/No).

  4. JITAI Tailoring Variable: Presence of Tempting Food [ Time Frame: Daily over 6 months ]
    Presence of tempting foods will be measured via ecological momentary assessment by asking users to report whether they have noticed tempting foods in their environment (Yes/No).

  5. JITAI Tailoring Variable: Urges to Eat [ Time Frame: Daily over 6 months ]
    Urges to eat will be measured via ecological momentary assessment by asking participants to indicate the presence of a temptation defined as, "A sudden urge to go off your eating plan for the day (regardless of whether you acted on this or not)."

  6. JITAI Tailoring Variable: Socializing [ Time Frame: Daily over 6 months ]
    Socializing (e.g., spending time with coworkers, family, and friends) will be measured via ecological momentary assessment by asking participants to indicate whether or not they were socializing since the previous survey and whether it was with food or without (Not socializing, Socializing without food present, Socializing with food present).

  7. JITAI Tailoring Variable: Television [ Time Frame: Daily over 6 months ]
    TV watching will be measured via ecological momentary assessment by asking participants whether they engaged in this activity since the last survey (Yes/No).

  8. JITAI Tailoring Variable: Mood [ Time Frame: Daily over 6 months ]
    Affect will be measured via ecological momentary assessment by asking users to rate their current stress levels/mood on a 5-point Likert scale, (1=I'm in an especially good mood; 2=I'm in a good mood; 3=I feel slightly stressed/upset; 4=I feel very stressed/upset; 5=I feel intensely stressed/upset).

  9. JITAI Tailoring Variable: Negative Interpersonal Interactions [ Time Frame: Daily over 6 months ]
    Interpersonal interactions will be measured via ecological momentary assessment by asking participants if they have had any negative interpersonal interactions since the last survey (Yes/No).

  10. JITAI Tailoring Variable: Advertisements [ Time Frame: Daily over 6 months ]
    Presence of advertisements will be measured via ecological momentary assessment by asking participants to report if they had seen advertisements related to food in the past hour (Yes/No).

  11. JITAI Tailoring Variable: Hours of Sleep [ Time Frame: Daily over 6 months ]
    Sleep will be measured via ecological momentary assessment by asking, "How many hours of sleep did you have last night?".

  12. JITAI Tailoring Variable: Fatigue [ Time Frame: Daily over 6 months ]
    Fatigue will be measured via ecological momentary assessment by asking participants to rate how tired they feel on a 7-point Likert scale (e.g., 1 = Not at all; 7 = Extremely).

  13. JITAI Tailoring Variable: Confidence [ Time Frame: Daily over 6 months ]
    Confidence will be measured via ecological momentary assessment by asking participant to rate how confident they feel in their ability to follow their dietary plan using a 7-point Likert Scale (1 = Not at all; 7 = Extremely).

  14. JITAI Tailoring Variable: Planned Eating [ Time Frame: Daily over 6 months ]
    Planning will be measured via ecological momentary assessment by asking participants to report the extent to which they planned their intake for the rest of the day (1=Not at all, 3=Somewhat, 5=Perfectly).

  15. JITAI Tailoring Variable: Boredom [ Time Frame: Daily over 6 months ]
    Boredom will be measured via ecological momentary assessment by asking if the participant is experiencing a boredom in the moment (Yes/No).

  16. JITAI Tailoring Variable: Cognitive Load [ Time Frame: Daily over 6 months ]
    Presence of cognitive load will be measured via ecological momentary assessment by asking participants to rate the difficulty of tasks performed since the last survey completed on a 5-point Likert scale (1 = Requiring almost no mental effort; 5 = Requiring almost all of my mental effort).

  17. JITAI Tailoring Variable: Alcohol Consumption [ Time Frame: Daily over 6 months ]
    Alcohol consumption will be measured via ecological momentary assessment by asking participants to report if they have consumed alcoholic beverages since the last survey (Yes/No)

  18. Objective JITAI Engagement [ Time Frame: Daily over 6 months ]
    PiLR will automatically timestamp and calculate the percentage of interventions accessed by the participant (total interventions opened/total interventions delivered).

  19. Subjective JITAI Engagement [ Time Frame: Daily over 6 months ]
    Engagement with the JITAI will be assessed via ecological momentary assessment (EMA): After an intervention is delivered, the next EMA survey will assess engagement (i.e., "To what degree did you implement the advice given at the prior intervention notification?") on a Likert scale of 1 (I was not able to implement the intervention advice at all) to 5 (I was able to implement the intervention advice completely)

  20. JITAI Satisfaction [ Time Frame: Daily over 6 months ]
    Satisfaction with the JITAI will be assessed via ecological momentary assessment (EMA): After an intervention is delivered, the next EMA survey will assess satisfaction with the intervention content (i.e., "To what degree did you find the advice given at the prior intervention notification helpful?") on a Likert scale of 1 (Not helpful at all) to 5 (Extremely helpful).

  21. Height [ Time Frame: Once at baseline assessment ]
    Height will be measured to the nearest millimeter with a stadiometer at baseline, using standard procedures.

  22. Weight [ Time Frame: Baseline, 3-months, 6-months ]
    Weight will be measured to the nearest 0.1 kg using a digital scale at each assessment.



Information from the National Library of Medicine

Choosing to participate in a study is an important personal decision. Talk with your doctor and family members or friends about deciding to join a study. To learn more about this study, you or your doctor may contact the study research staff using the contacts provided below. For general information, Learn About Clinical Studies.


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Ages Eligible for Study:   18 Years to 70 Years   (Adult, Older Adult)
Sexes Eligible for Study:   All
Accepts Healthy Volunteers:   No
Criteria

Inclusion Criteria:

  • Age 18-70
  • Body mass index (BMI) between 25 and 50 kg/m-squared
  • Diagnosis of one or more cardiovascular disease risk factors (prediabetes, type 2 diabetes, hypercholesterolemia, or hypertension)
  • Able to walk 2 city blocks without stopping

Exclusion Criteria:

  • Currently participating in another weight loss program
  • Currently taking weight loss medication
  • Lost > 5% of their body weight in the 6 months prior to enrolling
  • Has been pregnant within the 6 months prior to enrolling
  • Plans to become pregnant within 6 months of enrolling
  • Has chest pain during periods of activity or rest, or loss of consciousness in the 12 months prior to enrolling
  • Has any medical condition that would affect the safety of participating in unsupervised physical activity
  • Has history of bariatric surgery
  • Has any condition that would result in inability to follow the study protocol, including terminal illness, substance abuse, eating disorder (not including Binge Eating Disorder) and untreated major psychiatric illness.

Information from the National Library of Medicine

To learn more about this study, you or your doctor may contact the study research staff using the contact information provided by the sponsor.

Please refer to this study by its ClinicalTrials.gov identifier (NCT number): NCT04784585


Contacts
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Contact: Stephanie P Goldstein, PhD 401-793-9727 stephanie.goldstein@lifespan.org

Locations
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United States, Rhode Island
Weight Control and Diabetes Research Center Recruiting
Providence, Rhode Island, United States, 02903
Contact: Stephanie Goldstein, PhD    401-793-9727    stephanie_goldstein@brown.edu   
Principal Investigator: Stephanie Goldstein, PhD         
Sponsors and Collaborators
The Miriam Hospital
National Heart, Lung, and Blood Institute (NHLBI)
Publications automatically indexed to this study by ClinicalTrials.gov Identifier (NCT Number):
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Responsible Party: Stephanie Goldstein, Research Scientist, The Miriam Hospital
ClinicalTrials.gov Identifier: NCT04784585    
Other Study ID Numbers: R01HL153543 ( U.S. NIH Grant/Contract )
R01HL153543 ( U.S. NIH Grant/Contract )
First Posted: March 5, 2021    Key Record Dates
Last Update Posted: May 10, 2022
Last Verified: May 2022

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Studies a U.S. FDA-regulated Drug Product: No
Studies a U.S. FDA-regulated Device Product: No
Keywords provided by Stephanie Goldstein, The Miriam Hospital:
diet
digital health
ecological momentary assessment
just-in-time adaptive intervention
Additional relevant MeSH terms:
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Obesity
Overnutrition
Nutrition Disorders
Overweight
Body Weight