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RECRUITING
NCT05701657
NA

Nutrition for Precision Health, Powered by the All of Us

Sponsor: RTI International

View on ClinicalTrials.gov

Summary

The goal of this Nutrition for Precision Health (NPH) powered by All of Us research study is to develop Artificial Intelligence/Machine Learning (AI/ML) algorithms that predict individual responses to diet patterns using rich multimodal data streams collected across multiple domains (e.g., behavior, social, environmental, clinical and molecular biomarkers). NPH includes a large phenotyping cohort (Module 1, N=8000) and two separate follow-up groups drawn from a subset of Module 1participants. One group (Module 2, N=1200) receives three distinct diets in a 14-day crossover sequence, with at least a 14-day washout period between diets, while living in their own homes. A second group (Module 3, N=150) receives the same three diets under full-time supervision in a residential research setting. We will train and test AI/ML models to predict 0-4 hour postprandial response curves for glucose, insulin, triglycerides, and GLP-1, to the standardized diet-specific meal test (DSMT) collected after each of the three different diets delivered in Module 2. Each diet functions as a controlled stimulus to reveal biological features (such as individual variables, patterns, or clusters of measurements) that best predict a person's response. The Module 2 DSMT response curves are the primary outcomes (dependent variables) for AI/ML algorithms that predict individual responses to diet patterns. As a secondary objective, NPH will evaluate the validity and acceptability of technology-based dietary assessment tools. The Automated Self-Administered 24-hour recall (ASA24), Automatic Ingestion Monitor-2 (AIM-2), and the mobile food record (mFR) will be evaluated in Modules 2 and 3, and the ASA24 food record and the image-assisted ASA24 recall will be evaluated only in Module 3. Total energy intake, macronutrient and dietary fiber intake data are the main outcomes for validity testing compared against measures of actual intake. Acceptability will be determined from feedback surveys.

Official title: Nutrition for Precision Health, Powered by the All of Us Research Program

Key Details

Gender

All

Age Range

18 Years - Any

Study Type

INTERVENTIONAL

Enrollment

8000

Start Date

2023-04-14

Completion Date

2027-01-31

Last Updated

2026-03-30

Healthy Volunteers

Yes

Interventions

OTHER

Diet A

This diet has high amounts of fruits/vegetables, whole grains, and beans, moderate amounts of dairy, meat/poultry/eggs, nuts/seeds, and olive oil, and very low amounts of sugar sweetened drinks and desserts.

OTHER

Diet B

This diet has high amounts of refined grains, meat/poultry/egg, sugar sweetened drinks, snacks, desserts, and processed foods. It has a moderate amount of dairy and low amounts of fruits/vegetables, whole grains, and fish.

OTHER

Diet C

This diet has moderate-high amounts of vegetables, meat/poultry/egg, nuts/seeds, dairy and fats/oils, low amounts of fruits, and very low amounts of grains and sugars.

Locations (14)

University of Alabama at Birmingham

Birmingham, Alabama, United States

USDA Western Human Nutrition Research Center

Davis, California, United States

University of California, Los Angeles

Los Angeles, California, United States

University of California, Davis

Sacramento, California, United States

Cedars Sinai Medical Center

West Hollywood, California, United States

Northwestern University

Chicago, Illinois, United States

Illinois Institute of Technology

Chicago, Illinois, United States

University of Chicago

Chicago, Illinois, United States

Pennington Biomedical Research Center

Baton Rouge, Louisiana, United States

Louisiana State University Health Sciences Center

New Orleans, Louisiana, United States

Tufts University

Boston, Massachusetts, United States

Massachusetts General Hospital

Boston, Massachusetts, United States

University of North Carolina at Chapel Hill - Chapel Hill Clinic

Chapel Hill, North Carolina, United States

University of North Carolina at Chapel Hill - Kannapolis

Kannapolis, North Carolina, United States