Personalized NutritionNCT05273268
ZOE METHOD Study: Comparing Personalized vs. Generalized Nutrition Guidelines
A study testing Personalized nutrition and Generalized nutrition in people with Personalized Nutrition, run by Zoe Global Limited at 1 site in United States.
Trial summary
The ZOE Method Study will test the efficacy of personalized nutritional advice, delivered on an individual level through a digital device app; integrating dietary, lifestyle, physiological and metagenomic data, in improving certain cardiometabolic disease risk factors, compared to generalized nutrition advice… Read more about this study
- Who is it for?
- Ages 40 to 70 yearsHealthy volunteers can take part
- Conditions the study is for
- Personalized Nutrition
- What is being tested?
- Personalized nutrition and Generalized nutrition
- Could I receive a placebo?
- No, everyone receives an active treatment
- How many people
- 347 participants
- Where
- 1 siteUnited States
- Study dates
- 4 Apr 2022to 8 Sep 2023
- Phase
- Interventional
- Are there results?
- None posted in the registry
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 40 to 70 years
- All sexes
- Healthy volunteers accepted
- Adult, Older adult
Who may be able to join
- Aged 40-70 years
- Any sex
- Waist circumference greater than ethnic- and sex-specific 25th percentile values:
- Male
- Hispanic > 96.3cm
- Asian > 87.3cm
Show all 16Show fewer
- Black > 92.7cm
- White > 96.9cm Female
- Hispanic > 90.7cm
- Asian > 80.9cm
- Black > 92.9cm
- White > 88.3cm
- Fruit and vegetable intake below 450g/day (equivalent to 3 cups/day)
- Willing to comply with study protocol
- Live in the continental US, Hawaii or Alaska, and not in New York State (due to governmental regulations pertaining to dried blood spot testing).
- Do not meet any of the exclusion criteria
Who cannot join
- Have taken part in the ZOE product or any PREDICT study beforehand.
- Are unable to read and write in English, as the ZOE app is only available in English.
- Do not complete the first Quest visit successfully
- Have an iOS/Android device not compatible with app
- Use medications affecting lipids (lipid lowering drugs e.g statins, anti-diabetic medications, e.g metformin and insulin), supplements including fish oil (unless willing to safely come off these for 4 weeks before the start of the study, and for the duration of study);
- Have ongoing inflammatory disease e.g rheumatoid arthritis, systemic lupus erythematosus, polymyalgia and other connective tissue diseases.
Show all 15Show fewer
- Have had cancer in the last three years, excluding skin cancer.
- Have chronic gastrointestinal disorders including inflammatory bowel disease (IBD) or Celiac disease (gluten allergy), but not including irritable bowel syndrome (IBS).
- Are taking the following daily medications: immunosuppressants, corticosteroids, antibiotics in the last three months, not including inhalers.
- Are users of prescription proton pump inhibitors (PPIs) (such as omeprazole and pantoprazol), unless they are able to stop two weeks before the start of the study and remain off them for the entire duration of the study (provided their treating physician deems it safe for them to do so).
- Are currently suffering from acute clinically diagnosed depression or anxiety disorder.
- Have had a heart attack (myocardial infarction) or stroke in the last 6 months.
- Are pregnant or planning pregnancy in next 12 months, or are breastfeeding
- Are vegan, have an eating disorder or unwilling to take foods that are part of the study.
- Have an allergy to adhesives which would prevent proper attachment of the continuous glucose monitor.
Trial locations and contacts
1 site in 1 country.
About this study
Official title: ZOE METHOD Study: Measuring Efficacy THrough Outcomes of Diet
The ZOE Method Study will test the efficacy of personalized nutritional advice, delivered on an individual level through a digital device app; integrating dietary, lifestyle, physiological and metagenomic data, in improving certain cardiometabolic disease risk factors, compared to generalized nutrition advice (control).
Read the detailed description
Personalized nutrition strategies offer potential for targeted dietary treatment and prevention of diet-related disease, and may ultimately serve as a powerful basis for stratified nutrition approaches at public health level. Existing research into personalized nutrition interventions has shown that it is superior compared to general advice when it comes to improving dietary quality, dietary behaviour, and dietary disease-risk biomarkers in a patient population with prediabetes. However, to date, the superiority of a personalized approach in improving the cardiometabolic risk phenotype in an apparently healthy adult population has not been investigated. With diet being an important modifiable factor for cardiometabolic disease risk, its preventative potential at a healthy individual level must be tested.
Public health policies aiming at reducing disease risk are traditionally derived from large-scale, low-precision epidemiological data that focuses on group means, leading to a 'one-size-fits-all' approach to nutritional guidelines. However, recent research shows that metabolic responses to foods and diet show huge variability at fasting and postprandially both within and between individuals, variation that is driven by 'what' we eat, 'how' we eat and 'who' we are. Metabolic responses to repeated dietary challenges are important underlying factors of diet-related disease risk. This warrants the integration of multiple dietary, lifestyle, physiological and metagenomic exposures into prescribed nutritional guidelines for effective disease risk prevention.
The ZOE METHOD Study will test the efficacy of such a personalized approach to nutritional guidance in improving cardiometabolic risk markers in a disease-free adult US population reflective of the general US phenotype.
Using a parallel randomized at-home design, this study will compare the effect of general dietary advice (USDA Dietary Guidelines for Americans) with the ZOE personalized dietary advice integrating exposures of 'what' we eat (logged free-living diet), 'how' we eat (lifestyle, meal context, time of day, exercise, sleep) and 'who' we are (physiological status and metagenomic signatures).
Population:
US adult subjects will be invited to take part in a 4-month long intervention with optional follow-ups at 8-12 months. A total of 360 participants will be enrolled onto the study with the aim of 300 participants completing the protocol (allowing for a drop-out rate of 20% given the remote nature of the study). Participants will be generally healthy, fall above the 25th percentile sex- and ethnicity-specific waist circumference (self-reported), and have fruit and vegetable intake below the 75th percentile of the US population (NHANES data). Participants will not have existing strict dietary patterns and will not be pregnant or breastfeeding, or not taking any medications that can alter glucose or lipid metabolism. Participants must also not be existing users of the product and must not have participated in any PREDICT studies to date.
Design:
The ZOE METHOD Study will take place remotely, with all study materials shipped to participants, in addition to 4 clinic-based blood draws at Quest Patient Centers. The study is marked by 4 timepoints (two at baseline, one mid-intervention, and one end-point) followed by two optional scheduled follow-ups.
Baseline 1:
Participant will complete two baselines; the first baseline (Week -1) consists of a visit to a Quest clinic to provide a fasted blood draw, blood pressure (BP), and anthropometric measurements (waist and hip circumference, body weight) while food frequency, lifestyle and health/medical history questionnaires are completed at home. BP and anthropometric measurements are also self-reported by the participant at home. Participants who do not complete their first Quest clinic visit will be withdrawn; those who successfully complete the first baseline are randomized to the control or intervention arm.
Randomization:
Participants will be assigned to either the intervention (ZOE personalized dietary advice) or control arm (USDA generalized dietary advice) once they have successfully completed Baseline 1 tasks.
Baseline 2:
The second baseline takes place one week after the first (Week 0) and consists of a second visit to a Quest clinic to provide anthropometry, BP and a fasted blood draw, followed by another questionnaire and at-home stool sample collection (for microbiome assessment). Both arms complete BP and anthropometric measurements at home again, as well as a fasted finger-prick dried blood spot test.
Treatment according to arm allocation starts at this second baseline; control participants are emailed a copy of the USDA Dietary Guidelines for Americans leaflet along with a short video where the dietary advice is explained. They are asked to follow this guidance.
Intervention participants receive the ZOE PREDICT 3 test kit, which they are asked to complete (thus partaking in multiple postprandial test meal challenges, providing continuous glucose measurements over 7-14 days, a postprandial triglyceride assessment by dried blood spot collection, and logged dietary intake) along with personalized ZOE dietary guidance.
Personalized dietary advice (Week 6 to Week 18):
Once their personalized nutritional guidance has been generated from the information collected in the testing phase (Week 0-2), the intervention group receives this personalized advice through a smart device. They are asked to complete a weighed food diary for 4 days after receiving their personalized dietary recommendations.
Both the control and intervention groups complete a health and lifestyle questionnaire at week 6. The control group continues following the USDA leaflet advice.
Mid-intervention measures (Week 12):
All participants complete a third Quest clinic visit to provide a fasted blood sample, BP and anthropometric measurements, as well as measuring these at home again alongside completing questionnaires and a stool sample collection. The intervention group is asked to complete a 4-day weighed food diary again at this time.
Endpoint measures (Week 18):
Both control and intervention participants complete their fourth Quest clinic assessment for anthropometry, BP and fasted blood collection, answer online questionnaires and provide a post-treatment stool sample, as well as completing a fasted finger-prick dried blood spot test, BP and anthropometric measures at home. The intervention group completes the ZOE test kit for the second time to assess postprandial triglyceride response and continuous glucose measurements, as well as a 4-day weighed food diary.
At this endpoint, control-group participants are given the option to complete the ZOE test kit and PREDICT 3. Control participants are also given the option of joining a nested cross-over arm following their 18 week Endpoint completion. Nested cross-over participants are asked to complete the intervention arm protocol, thus following the personalized dietary guidance received from the ZOE PREDICT 3 test kit and complete the Week 6, Week 12 and Week 18 checkpoints as required for intervention participants (thus including weighed food diaries).
Follow-ups:
Intervention participants are followed-up at Month 8 and again at Month 12 with a clinical visit, questionnaires, stool sample collection and at-home biometric measures.
Outcomes:
The ZOE METHOD Study will investigate the effect of following personalized approach to nutritional guidance vs. general nutritional guidelines on certain cardiometabolic and diet-related disease risk factors. The primary outcomes are low-density-lipoprotein cholesterol (LDL-C) and triglycerides (mmol/L) assessed at each fasted blood-draw. Secondary and exploratory outcomes are listed below, and include weight, waist circumference, BP, glycemic control, gut microbiome assessment, and self-reported hunger.
Assessment of postprandial metabolic responses :
Participants in the Intervention will be provided with a standardized dietary intervention in the form of muffins, to be consumed at breakfast on two days and a subsequent lunch meal on one day. Nested cross-over participants will receive one breakfast and one lunch meal to be consumed on one testing day. Participants are instructed to fast before and after these tests, but are free to eat and drink as they wish during the rest of the study. During this time participants will be wearing a continuous glucose monitor and will complete a 6 h finger-prick dried blood spot sample to assess triglycerides after their mixed sequential meal challenge (breakfast-lunch) test. This protocol is equivalent to that followed by PREDICT 3 participants (NCT04735835).
Participant Contact: Regular contact will be made with the participants via email, phone, their app and in-app messages for the period of the treatment to encourage compliance and answer any queries.
Health history, lifestyle and habitual intake information: Participants will be asked to complete multiple questionnaire online throughout the study, including the assessment of lifestyle aspects pertaining to nutrition (exercise, sleep) and eating habits and appetite, as well as health and medical history for the assessment of physiological status and potential genetic-derived risk scores, and finally their habitual dietary intake through a food-frequency questionnaire pertaining to the previous month with portion sizes. Intervention and nested cross-over participants will also be asked to log a weighed food diary using the ZOE app for up to 4 consecutive days per month (total of 4 logging periods), as well as a diet history questionnaire with portion sizes about the month preceding it's reporting (at Week 0, Week 12 and Week 18).
Outcome analysis may be stratified according to baseline combined fruit and vegetable intake, age and sex.
- Conditions
- Personalized Nutrition
- Being tested
- Personalized nutrition, Generalized nutrition
- Keywords
- Gut microbiome, Personalized nutrition, Machine learning, Postprandial metabolism, Metabolic health
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
Personalized nutritionOther
Personalized nutrition based on individual traits delivered through mobile device app.
Generalized nutritionOther
General nutrition guidelines currently used by USDA.
| Study group | Role | What they receive |
|---|---|---|
| Control Arm | Active comparator | The control arm (target enrollment; n=180) will receive the US government-standard guidelines for dietary advice in the form of the USDA dietary recommendations digital leaflet. Receives: Other: Generalized nutrition |
| Intervention Arm | Experimental | The intervention arm (target enrollment; n=180) will receive personalized dietary guidelines created by machine learning algorithms using their personal anthropometric, gut, dietary and medical information as inputs. The guidelines will be delivered in the form of a smartphone/ smart device app. Receives: Other: Personalized nutrition |
What is being measured
The primary outcome is the main question the study is designed to answer.
Fasted blood lipids
Fasted measurement of triglycerides and LDL-cholesterol (mmol/L) by venous blood draw.
Measured: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Secondary outcomes (13)
Body weight
Body weight (kg)
Measured: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Waist circumference
Waist circumference (cm)
Measured: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Hip circumference
Hip circumference (cm).
Measured: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Blood pressure
Measurement by clinical and home-based device (mmHg).
Measured: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
HbA1c
Fasted measurement by venous blood draw (%).
Measured: 12 months (0 wk, 19 wk, 8mo, 12mo)
Insulin
Fasted measurement by venous blood draw (IU/L).
Measured: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Glucose
Fasted measurement by venous blood draw (mmol/L).
Measured: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
C-peptide
Fasted measurement by venous blood draw (mmol/L).
Measured: 12 months (0 wk, 19 wk, 8mo, 12mo)
Apo-B and Apo-A
Fasted measurement by venous blood draw (mmol/L).
Measured: 12 months (0 wk, 19 wk, 8mo, 12mo)
Gut microbiome health
Gut microbiome assessment from stool sample for species richness and diversity.
Measured: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Postprandial triglyceride level
Measured at 6 hours following a breakfast-lunch test meal challenge (intervention only; mmol/L).
Measured: 19 weeks (1 wk, 19 wk)
Habitual diet quality
Self-reported habitual diet quality assessed by food frequency questionnaire.
Measured: 12 months (1 wk, 13 wk, 19 wk, 8 mo, 12 mo)
Energy level
Self-reported energy level by questionnaire.
Measured: 12 months (1 wk, 7 wk, 13 wk, 19 wk, 8 mo, 12 mo)
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted10 Mar 2022
- Study start4 Apr 2022
- Primary completion8 Sep 2023
- Study completion8 Sep 2023
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (1)Papers the sponsor has linked to this study.
- Other trials for Personalized NutritionStudies of the same condition, open and under way.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Interventional
- Phase
- Phase N/A
- Primary purpose
- Basic science
- Allocation
- Randomised
- Intervention model
- Parallel groups
- Model description
- A randomised control trial with two parallel arms.
- Masking
- None (open label)
- Enrolment
- 347 participants (actual)
Sponsor and investigators
- Lead sponsor
- Zoe Global Limited
- Sponsor type
- University, hospital or other
- Collaborators
- Massachusetts General Hospital, Stanford University, Harvard School of Public Health (HSPH), King's College London
- Responsible party
- Sponsor
- Investigators
- Sarah E Berry, PhD, Principal investigator, King's College London and consultant at ZOE LtdTim Spector, Pr, Principal investigator, King's College London and consultant at ZOE Ltd
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT05273268
- Sponsor's protocol ID
- ZOE METHOD Study
- Status last verified
- Aug 2025
- First submitted
- 18 Feb 2022
- Last updated
- 8 Sep 2025
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
Publications
Bermingham KM, Linenberg I, Polidori L, Asnicar F, Arre A, Wolf J, Badri F, Bernard H, Capdevila J, Bulsiewicz WJ, Gardner CD, Ordovas JM, Davies R, Hadjigeorgiou G, Hall WL, Delahanty LM, Valdes AM, Segata N, Spector TD, Berry SE. Effects of a personalized nutrition program on cardiometabolic health: a randomized controlled trial. Nat Med. 2024 Jul;30(7):1888-1897. doi: 10.1038/s41591-024-02951-6. Epub 2024 May 8.
PubMed 38714898
Study at a glance
From the registry record, last updated by the sponsor on 8 Sep 2025. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- ZOE METHOD Study: Measuring Efficacy THrough Outcomes of Diet
- ClinicalTrials.gov ID
- NCT05273268
- Acronym / sponsor ID
- ZOE METHOD Study
- Conditions
- Personalized Nutrition
- Keywords
- Gut microbiome, Personalized nutrition, Machine learning, Postprandial metabolism, Metabolic health
- Study type
- Interventional
- Recruitment status
- Completed
- Enrolment
- 347 participants (actual)
- Lead sponsor
- Zoe Global LimitedUniversity, hospital or other
- Collaborators
- Massachusetts General Hospital, Stanford University, Harvard School of Public Health (HSPH), King's College London
- Study start
- 4 Apr 2022 (actual)
- Primary completion
- 8 Sep 2023 (actual)
- Study completion
- 8 Sep 2023 (actual)
- First posted
- 10 Mar 2022 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
The ZOE Method Study will test the efficacy of personalized nutritional advice, delivered on an individual level through a digital device app; integrating dietary, lifestyle, physiological and metagenomic data, in improving certain cardiometabolic disease risk factors, compared to generalized nutrition advice (control).
Detailed description
Personalized nutrition strategies offer potential for targeted dietary treatment and prevention of diet-related disease, and may ultimately serve as a powerful basis for stratified nutrition approaches at public health level. Existing research into personalized nutrition interventions has shown that it is superior compared to general advice when it comes to improving dietary quality, dietary behaviour, and dietary disease-risk biomarkers in a patient population with prediabetes. However, to date, the superiority of a personalized approach in improving the cardiometabolic risk phenotype in an apparently healthy adult population has not been investigated. With diet being an important modifiable factor for cardiometabolic disease risk, its preventative potential at a healthy individual level must be tested.
Public health policies aiming at reducing disease risk are traditionally derived from large-scale, low-precision epidemiological data that focuses on group means, leading to a 'one-size-fits-all' approach to nutritional guidelines. However, recent research shows that metabolic responses to foods and diet show huge variability at fasting and postprandially both within and between individuals, variation that is driven by 'what' we eat, 'how' we eat and 'who' we are. Metabolic responses to repeated dietary challenges are important underlying factors of diet-related disease risk. This warrants the integration of multiple dietary, lifestyle, physiological and metagenomic exposures into prescribed nutritional guidelines for effective disease risk prevention.
The ZOE METHOD Study will test the efficacy of such a personalized approach to nutritional guidance in improving cardiometabolic risk markers in a disease-free adult US population reflective of the general US phenotype.
Using a parallel randomized at-home design, this study will compare the effect of general dietary advice (USDA Dietary Guidelines for Americans) with the ZOE personalized dietary advice integrating exposures of 'what' we eat (logged free-living diet), 'how' we eat (lifestyle, meal context, time of day, exercise, sleep) and 'who' we are (physiological status and metagenomic signatures).
Population:
US adult subjects will be invited to take part in a 4-month long intervention with optional follow-ups at 8-12 months. A total of 360 participants will be enrolled onto the study with the aim of 300 participants completing the protocol (allowing for a drop-out rate of 20% given the remote nature of the study). Participants will be generally healthy, fall above the 25th percentile sex- and ethnicity-specific waist circumference (self-reported), and have fruit and vegetable intake below the 75th percentile of the US population (NHANES data). Participants will not have existing strict dietary patterns and will not be pregnant or breastfeeding, or not taking any medications that can alter glucose or lipid metabolism. Participants must also not be existing users of the product and must not have participated in any PREDICT studies to date.
Design:
The ZOE METHOD Study will take place remotely, with all study materials shipped to participants, in addition to 4 clinic-based blood draws at Quest Patient Centers. The study is marked by 4 timepoints (two at baseline, one mid-intervention, and one end-point) followed by two optional scheduled follow-ups.
Baseline 1:
Participant will complete two baselines; the first baseline (Week -1) consists of a visit to a Quest clinic to provide a fasted blood draw, blood pressure (BP), and anthropometric measurements (waist and hip circumference, body weight) while food frequency, lifestyle and health/medical history questionnaires are completed at home. BP and anthropometric measurements are also self-reported by the participant at home. Participants who do not complete their first Quest clinic visit will be withdrawn; those who successfully complete the first baseline are randomized to the control or intervention arm.
Randomization:
Participants will be assigned to either the intervention (ZOE personalized dietary advice) or control arm (USDA generalized dietary advice) once they have successfully completed Baseline 1 tasks.
Baseline 2:
The second baseline takes place one week after the first (Week 0) and consists of a second visit to a Quest clinic to provide anthropometry, BP and a fasted blood draw, followed by another questionnaire and at-home stool sample collection (for microbiome assessment). Both arms complete BP and anthropometric measurements at home again, as well as a fasted finger-prick dried blood spot test.
Treatment according to arm allocation starts at this second baseline; control participants are emailed a copy of the USDA Dietary Guidelines for Americans leaflet along with a short video where the dietary advice is explained. They are asked to follow this guidance.
Intervention participants receive the ZOE PREDICT 3 test kit, which they are asked to complete (thus partaking in multiple postprandial test meal challenges, providing continuous glucose measurements over 7-14 days, a postprandial triglyceride assessment by dried blood spot collection, and logged dietary intake) along with personalized ZOE dietary guidance.
Personalized dietary advice (Week 6 to Week 18):
Once their personalized nutritional guidance has been generated from the information collected in the testing phase (Week 0-2), the intervention group receives this personalized advice through a smart device. They are asked to complete a weighed food diary for 4 days after receiving their personalized dietary recommendations.
Both the control and intervention groups complete a health and lifestyle questionnaire at week 6. The control group continues following the USDA leaflet advice.
Mid-intervention measures (Week 12):
All participants complete a third Quest clinic visit to provide a fasted blood sample, BP and anthropometric measurements, as well as measuring these at home again alongside completing questionnaires and a stool sample collection. The intervention group is asked to complete a 4-day weighed food diary again at this time.
Endpoint measures (Week 18):
Both control and intervention participants complete their fourth Quest clinic assessment for anthropometry, BP and fasted blood collection, answer online questionnaires and provide a post-treatment stool sample, as well as completing a fasted finger-prick dried blood spot test, BP and anthropometric measures at home. The intervention group completes the ZOE test kit for the second time to assess postprandial triglyceride response and continuous glucose measurements, as well as a 4-day weighed food diary.
At this endpoint, control-group participants are given the option to complete the ZOE test kit and PREDICT 3. Control participants are also given the option of joining a nested cross-over arm following their 18 week Endpoint completion. Nested cross-over participants are asked to complete the intervention arm protocol, thus following the personalized dietary guidance received from the ZOE PREDICT 3 test kit and complete the Week 6, Week 12 and Week 18 checkpoints as required for intervention participants (thus including weighed food diaries).
Follow-ups:
Intervention participants are followed-up at Month 8 and again at Month 12 with a clinical visit, questionnaires, stool sample collection and at-home biometric measures.
Outcomes:
The ZOE METHOD Study will investigate the effect of following personalized approach to nutritional guidance vs. general nutritional guidelines on certain cardiometabolic and diet-related disease risk factors. The primary outcomes are low-density-lipoprotein cholesterol (LDL-C) and triglycerides (mmol/L) assessed at each fasted blood-draw. Secondary and exploratory outcomes are listed below, and include weight, waist circumference, BP, glycemic control, gut microbiome assessment, and self-reported hunger.
Assessment of postprandial metabolic responses :
Participants in the Intervention will be provided with a standardized dietary intervention in the form of muffins, to be consumed at breakfast on two days and a subsequent lunch meal on one day. Nested cross-over participants will receive one breakfast and one lunch meal to be consumed on one testing day. Participants are instructed to fast before and after these tests, but are free to eat and drink as they wish during the rest of the study. During this time participants will be wearing a continuous glucose monitor and will complete a 6 h finger-prick dried blood spot sample to assess triglycerides after their mixed sequential meal challenge (breakfast-lunch) test. This protocol is equivalent to that followed by PREDICT 3 participants (NCT04735835).
Participant Contact: Regular contact will be made with the participants via email, phone, their app and in-app messages for the period of the treatment to encourage compliance and answer any queries.
Health history, lifestyle and habitual intake information: Participants will be asked to complete multiple questionnaire online throughout the study, including the assessment of lifestyle aspects pertaining to nutrition (exercise, sleep) and eating habits and appetite, as well as health and medical history for the assessment of physiological status and potential genetic-derived risk scores, and finally their habitual dietary intake through a food-frequency questionnaire pertaining to the previous month with portion sizes. Intervention and nested cross-over participants will also be asked to log a weighed food diary using the ZOE app for up to 4 consecutive days per month (total of 4 logging periods), as well as a diet history questionnaire with portion sizes about the month preceding it's reporting (at Week 0, Week 12 and Week 18).
Outcome analysis may be stratified according to baseline combined fruit and vegetable intake, age and sex.
Study design
- Primary purpose
- Basic science
- Allocation
- Randomised
- Intervention model
- Parallel groups
- Masking
- None (open label)
- Number of arms
- 2
- Model description
- A randomised control trial with two parallel arms.
| Arm | Type | Receives |
|---|---|---|
| Control Arm | Active comparator | Other: Generalized nutritionThe control arm (target enrollment; n=180) will receive the US government-standard guidelines for dietary advice in the form of the USDA dietary recommendations digital leaflet. |
| Intervention Arm | Experimental | Other: Personalized nutritionThe intervention arm (target enrollment; n=180) will receive personalized dietary guidelines created by machine learning algorithms using their personal anthropometric, gut, dietary and medical information as inputs. The guidelines will be delivered in the form of a smartphone/ smart device app. |
Who may qualify
- Ages
- 40 to 70 years
- Sex
- All
- Healthy volunteers
- Accepted
- Age groups
- Adult, Older adult
Key inclusion criteria (16 listed)
- Aged 40-70 years
- Any sex
- Waist circumference greater than ethnic- and sex-specific 25th percentile values:
- Male
- Hispanic > 96.3cm
Key exclusion criteria (15 listed)
- Have taken part in the ZOE product or any PREDICT study beforehand.
- Are unable to read and write in English, as the ZOE app is only available in English.
- Do not complete the first Quest visit successfully
- Have an iOS/Android device not compatible with app
- Use medications affecting lipids (lipid lowering drugs e.g statins, anti-diabetic medications, e.g metformin and insulin), supplements including fish oil (unless willing to safely come off these for 4 weeks before the start of the study, and for the duration of study);
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Interventions
| Intervention | Type | Arms |
|---|---|---|
| Personalized nutritionPersonalized nutrition based on individual traits delivered through mobile device app. | Other | Intervention Arm |
| Generalized nutritionGeneral nutrition guidelines currently used by USDA. | Other | Control Arm |
Primary outcome
Fasted blood lipids
Time frame: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Fasted measurement of triglycerides and LDL-cholesterol (mmol/L) by venous blood draw.
13 secondary outcomes
Body weight
Time frame: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Waist circumference
Time frame: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Hip circumference
Time frame: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
Blood pressure
Time frame: 12 months (0 wk, 1 wk, 7 wk, 13 wk, 19 wk, 8mo, 12mo)
HbA1c
Time frame: 12 months (0 wk, 19 wk, 8mo, 12mo)
Insulin
Time frame: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Glucose
Time frame: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
C-peptide
Time frame: 12 months (0 wk, 19 wk, 8mo, 12mo)
Apo-B and Apo-A
Time frame: 12 months (0 wk, 19 wk, 8mo, 12mo)
Gut microbiome health
Time frame: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)
Postprandial triglyceride level
Time frame: 19 weeks (1 wk, 19 wk)
Habitual diet quality
Time frame: 12 months (1 wk, 13 wk, 19 wk, 8 mo, 12 mo)
Energy level
Time frame: 12 months (1 wk, 7 wk, 13 wk, 19 wk, 8 mo, 12 mo)
Results and safety
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 8 Sep 2025.
- Derived from this study: PubMed 38714898Bermingham KM, Linenberg I, Polidori L, Asnicar F, Arre A, Wolf J, Badri F, Bernard H, Capdevila J, Bulsiewicz WJ, Gardner CD, Ordovas JM, Davies R, Hadjigeorgiou G, Hall WL, Delahanty LM, Valdes AM, Segata N, Spector TD, Berry SE. Effects of a personalized nutrition program on cardiometabolic health: a randomized controlled trial. Nat Med. 2024 Jul;30(7):1888-1897. doi: 10.1038/s41591-024-02951-6. Epub 2024 May 8.
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Precision Nutrition for Obesity and Prediabetes Prevention in Under-supported Communities
Obesity & Overweight, Prediabetes
Active, not recruitingObservational study
Decoding Personalized Nutritional, Microbiome and Host Patterns Impacting Clinical and Prognostic Features in Crohn's Disease
Crohn Disease
Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part. This study is not recruiting at the moment.
Sarah E Berry, PhD principal investigator
King's College London and consultant at ZOE Ltd
Tim Spector, Pr principal investigator
King's College London and consultant at ZOE Ltd
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
A study testing Personalized nutrition and Generalized nutrition in people with Personalized Nutrition, run by Zoe Global Limited at 1 site in United States.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 16 inclusion and 15 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: finished, as of the sponsor's last update on 8 Sep 2025. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 1 site in United States. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
How can a doctor refer a patient or contact the research team?
The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
Fasted blood lipids (time frame: 12 months (0 wk, 1 wk, 13 wk, 19 wk, 8mo, 12mo)). It is what the study was designed to measure, not a finding.
Where can I read the original study information?
On the ClinicalTrials.gov record for NCT05273268, which also lists 1 linked publication.
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 8 Sep 2025.