Identifying Wearable Biomarkers to Monitor Dietary Intake
FoodSense
Identifying Physiological Biomarkers for Monitoring Dietary Behaviours
1 other identifier
interventional
10
1 country
1
Brief Summary
Background: Measuring what people eat is a challenge in nutrition research. Traditional methods, like food diaries, rely on self-reporting of individuals, and suffer from poor accuracy and recall bias. Aims: This project aims to identify physiological biomarkers related to food and energy intake, which may be used to develop an objective tool to estimate individuals' food intake in future. Eating behaviours are accompanied by significant physiological changes such as skin temperature, blood oxygen saturation, pulse rate etc. The investigators intend to investigate whether monitoring these physiological changes can help us estimate eating behaviour, such as meal size, eating speed, and duration of meals. Study design: Ten healthy adults will be invited for two study visits at NIHR Imperial Clinical Research Facility. Each visit will last for approximately 2 hr. They will consume a high- and low-calorie meal designed by nutritional researchers in a randomised order. During eating events, the investigators will track their physiological changes via a bedside monitor and wearable sensors. Blood samples will be taken from participants to measure their glycaemic response. Associations between energy load, glycaemic response, and physiological changes will be investigated. Our findings may promote an accelerated development of a wearable tool for dietary assessment in future.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for not_applicable
Started Aug 2024
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
April 23, 2024
CompletedFirst Posted
Study publicly available on registry
May 3, 2024
CompletedStudy Start
First participant enrolled
August 19, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 30, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
July 31, 2025
CompletedFebruary 18, 2025
February 1, 2025
11 months
April 23, 2024
February 17, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (5)
Changes of heart rate associated with dietary events (pre- vs post- meal).
Heart rate in bpm before, during and after the dietary event
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of blood pressure associated with dietary events (pre- vs post- meal).
Systolic and diastolic blood pressure in mmHg before, during and after the dietary event
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of oxygen saturation associated with dietary events (pre- vs post- meal).
Oxygen saturation in % before, during and after the dietary event
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of skin temperature associated with dietary events (pre- vs post- meal).
Skin temperature in celsius before, during and after the dietary event
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of hand movements associated with dietary events (pre- vs post- meal).
Hand movements recorded in sensors before, during and after the dietary event
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Secondary Outcomes (6)
Changes of heart rate associated with energy intake (high vs. low calorie meals)
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of blood pressure associated with energy intake (high vs. low calorie meals)
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of heart oxygen saturation associated with energy intake (high vs. low calorie meals)
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of skin temperature associated with energy intake (high vs. low calorie meals)
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
Changes of hand movements associated with energy intake (high vs. low calorie meals)
Starting 5 minutes before the meal and lasting for 60 minutes postprandially.
- +1 more secondary outcomes
Study Arms (2)
High Calorie, Then Low Calorie
EXPERIMENTALSubjects will receive an unhealthy meal that against the healthy eating guidelines. After a washout period of at least 24hours, subjects will receive a balanced diet that meets healthy eating guidelines.
Low Calorie, Then High Calorie
EXPERIMENTALSubjects will receive a balanced diet that meets healthy eating guidelines. After a washout period of at least 24hours, subjects will receive an unhealthy meal that against the healthy eating guidelines
Interventions
Subjects will receive a unhealthy meal high in calorie, sugar and fat
Subjects will receive a healthy meal with balanced macronutrient, high in vegetables and dietary fibre
Eligibility Criteria
You may qualify if:
- Male or female
- Age between 18-65 years (inclusive)
- Body mass index (BMI) of 18-30 kg/m2
- Willingness and ability to give written informed consent.
- Willingness and ability to understand, to participate and to comply with the study requirements
You may not qualify if:
- Outside of specified age and BMI range
- Chronic medical conditions including for eating disorders, diabetes, obesity, hypertension, cancer, acute infectious disease, renal disease, cardiovascular disease, and chronic gastrointestinal condition.
- Taking part in another research study or donating any blood in the last 3 months
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
NIHR Imperial College London Clinical Research Facility
London, W12 0NN, United Kingdom
Related Publications (1)
Shi M, Zhou J, Cai M. Multiple physiological and behavioural parameters identification for dietary monitoring using wearable sensors: a study protocol. BMC Nutr. 2025 Oct 6;11(1):183. doi: 10.1186/s40795-025-01168-1.
PMID: 41053911DERIVED
Study Officials
- STUDY CHAIR
Mingzhu Cai, PhD
Nutrition Research Section, Imperial College London
- PRINCIPAL INVESTIGATOR
Mayue Shi, PhD
Department of Electrical and Electronic Engineering, Imperial College London
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- PARTICIPANT
- Purpose
- BASIC SCIENCE
- Intervention Model
- CROSSOVER
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
April 23, 2024
First Posted
May 3, 2024
Study Start
August 19, 2024
Primary Completion
June 30, 2025
Study Completion
July 31, 2025
Last Updated
February 18, 2025
Record last verified: 2025-02
Data Sharing
- IPD Sharing
- Will not share