Nutrition is very important to keep blood sugar levels balanced. If blood sugar levels are too high, it can lead to diseases such as cardiovascular disease and type 2 diabetes (T2DM). Therefore, adjusting what one eats, also called a diet or nutritional intervention, can help prevent these diseases. However, not everyone responds the same to a diet. In about 30% of people, a diet does not work as hoped. This can be due to various reasons, such as a person's metabolism, genetic predisposition, the composition of the food one eats, or the bacteria in the intestines. Everyday things like sleep, stress, and movement also play a role. The investigators used a computer model to classify people with overweight and obesity into groups based on these factors. The investigators call such a group a 'Metabolic Phenotype', or in short 'Metabotype'. Based on the Metabotype, a personalised diet was developed (personalised nutrition intervention) that may better suit each person's unique situation. The investigators hypothesize that a precision nutrition intervention, tailored to Metabotypes identified through unsupervised clustering (using the aforementioned computer model) of predefined, accurate features related to cardiometabolic health-specifically, tissue-specific glucose and lipid metabolism and detailed body composition-will enhance blood glucose homeostasis, reduce cardiometabolic risk, and improve adherence to the intervention and mental well-being, compared to population-based dietary guidelines. The present project will contribute to targeted and efficient precision-based dietary strategies for individuals at increased risk of T2DM.
Objective: Our study aims to identify unique Metabotypes among individuals with overweight and obesity and assess their response to a 1-year precision dietary macronutrient modulation. The objective is to provide proof-of-concept that this approach improves glucose homeostasis, dietary adherence, and psychosocial well-being compared to population-based dietary guidelines. Study design: Two-centre dietary intervention study with a double-blind, randomised controlled parallel design, based on participants' Metabotype and hypothesized optimal diet. Participants' Metabotype and intervention arm will be blinded to the participants and researchers. Metabotypes were identified through hierarchical clustering of Principal Components (HCPC) using baseline data from The Maastricht Study (participant demographics, body composition, glucose- and insulin metabolism), whereafter clusters were cross-validated in independent cohorts. Based on a combination of post-hoc analyses of dietary intervention trials and literature, the optimal dietary macronutrient composition was determined for these Metabotypes. Study population: In total 240 men and women with overweight and obesity (age 40-75 years, BMI 25-40 kg/m2) will be included. Further details on in- and exclusion criteria will be described under ''Eligibility''. Following screening and baseline measurements, for each eligible participant, a classification algorithm will determine the participants' Metabotype cluster (one of three possible Metabotypes for each sex). Intervention: Following screening, baseline measurements, and determination of Metabotype, participants will be randomly assigned, using minimization, to either the Precision Nutrition (PN) group or the Control (CN) group. The PN group will receive a hypothesized optimal diet for their specific Metabotype, while the control group will be randomly assigned one of the diets optimized for a different Metabotype of the same sex. All participants will follow their assigned diets for 12 months, with each diet conforming to the Dutch healthy dietary guidelines. Participants will receive regular dietary consultation, and meal plans including variation lists to guide them with their dietary intake during the intervention. Main study parameters/endpoints: Extensive characterization will be done before, during, and after the intervention. Primary outcome measure is whole-body insulin sensitivity (Matsuda index) assessed by means of a 7-point oral glucose tolerance test (OGTT). Secondary outcomes include glycaemic variability, mean glucose levels, fasting lipid profiles, body composition, blood pressure, gene and protein expression of adipose tissue, microbial composition and functionality, metabolomics, physical activity, adherence to dietary recommendations, (mental) well-being, and quality of life.
Study Type
INTERVENTIONAL
Allocation
RANDOMIZED
Purpose
PREVENTION
Masking
DOUBLE
Enrollment
240
Following screening, baseline measurements, and determination of Metabotype, participants will be randomly assigned, using minimisation, to either the Precision Nutrition (PN) group or the Control (CN) group. The PN group will receive a diet hypothesised to be optimal for their specific Metabotype. All participants will adhere to their assigned diets for 12 months. Each Metabotype-specific diet will align with the Dutch Healthy Dietary Guidelines, while varying in macronutrient composition and quality.
Participants randomised to the Control Group (CN), will be randomly assigned one of the two diets optimised for a different Metabotype of the same sex. The assigned CN Group diet will always have a macronutrient content and quality that is different than their hypothesised optimal diet. All diets will align with the Dutch Healthy Dietary Guidelines.
Maastricht University Medical Center, Department of Human Biology, NUTRIM Institute of Nutrition and Translational Research in Metabolism
Maastricht, Netherlands
RECRUITINGWageningen University and Research, Division of Human Nutrition
Wageningen, Netherlands
RECRUITINGMatsuda Index
The primary objective of this study is to evaluate the effect of a 12-month Metabotype-targeted diet (PN) versus a non-targeted diet (CN) on whole-body insulin sensitivity (Matsuda Index; marker of whole-body fasting and postprandial insulin sensitivity). This will include within group post-hoc testing. The primary outcome measure will be assessed by means of a 7-point oral glucose tolerance test (OGTT), and calculated as follows: \[10,000 / square root of \[fasting plasma glucose (mg/dL) × fasting insulin (mU/L)\] × \[mean glucose (mg/dL) x mean insulin (mU/L)\]\].
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Glucose tolerance
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Determined by 2-hour plasma glucose values (mmol/L) during an oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Disposition Index (DI)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. The Disposition Index is a composite marker of first phase insulin secretion and insulin sensitivity during a 2-hour 7-point oral glucose tolerance test (OGTT). Disposition index will be calculated as follows: \[Insulin sensitivity index (ISI) \* (AUC30 min insulin / AUC30 min glucose)\], where AUC30 min is the area under the curve between 0 and 30 minutes of the OGTT for insulin (pmol/l) and glucose (mmol/l), respectively, and ISI is defined as: \[10,000 ÷ square root of (fasting plasma glucose (mmol/l) x fasting insulin (pmol/l)) x (mean glucose (mmol/l) x mean insulin (pmol/l))\]. Higher values represent a higher insulin sensitivity.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
HOMA-IR
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. HOMA-IR is a fasting measure for insulin resistance, which can be calculated as follows: HOMA-IR = (Fasting plasma glucose (mmol/L) \* Fasting Insulin (mU/L)) / 22.5. Higher values represent a higher degree of insulin resistance. Determined in plasma during a 2-hour, 7-points oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Muscle insulin sensitivity (MISI)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Determined during a 2-hour, 7-point oral glucose tolerance test (OGTT). The muscle insulin sensitivity index (MISI) will be calculated as follows: MISI (mmol/l/min/pmol/l) = (dG/dt) / mean plasma insulin concentration (pmol/l) during OGTT. Here, dG/dt is the rate of decay of plasma glucose concentration (mmol/L) during the OGTT, calculated as the slope of the least square fit to the decline in plasma glucose concentration from peak to nadir. Higher values represent higher muscle insulin sensitivity.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Hepatic insulin resistance (HIRI)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Determined during a 2-hour, 7-point oral glucose tolerance test (OGTT). The hepatic insulin resistance index (HIRI) will be calculated using the square root of the product of the area under curves (AUCs) for plasma glucose and insulin during the first 30 min of the OGTT - i.e., square root (glucose0-30 \[AUC in mmol/l·h\] · insulin 0-30 \[AUC in pmol/l·h). Higher HIRI values represent lower hepatic insulin sensitivity.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Adipose tissue insulin sensitivity (ATIRI)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. The Adipose Tissue Insulin Resistance Index (ATIRI) is an indicator of the degree of insulin resistance in adipose tissue. Determined during a 2-hour, 7-point oral glucose tolerance test (OGTT), using fasting plasma insulin and free fatty acids (FFA) concentrations. ATIRI is calculated as: fasting FFA (mmol/L) \* fasting Insulin (pmol/L. Higher ATIRI values represent lower adipose tissue insulin sensitivity.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Insulinogenic Index (IGI)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Determined during a 2-hour, 7-point oral glucose tolerance test (OGTT). The Insulinogenic Index (IGI) is a measure used to assess the early insulin response of the pancreas to a glucose load. IGI is calculated as: Plasma Insulin 0 - 30 \[AUC in pmol/L x min\] / Glucose 0 - 30 \[AUC in mmol/L x min\]. Higher IGI values represent a higher proportional secretion of insulin in response to insulin, indicative of a proportional increased pancreatic secretion of insulin.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
HOMA-β
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Determined during a 2-hour, 7-point oral glucose tolerance test (OGTT), based on fasting plasma glucose and fasting insulin levels. Homeostatic Model Assessment of Beta-cell function (HOMA-β) is a mathematical model used to estimate the function of pancreatic beta-cells, which are responsible for producing insulin. HOMA-β is calculated as: 20 × (fasting insulin (mU/L) / (fasting glucose (mmol/L) - 3.5). Normal values are \~100, higher values are indicative of increased Beta-cell activity, while lower values are indicative of decreased Beta-cell activity.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Circulating hormones such as Insulin
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Circulating hormones such as insulin are determined in plasma during a 2-hour, 7-point oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Body composition
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Body composition such as the Android/Gynoid fat mass ratio (unitless) will be determined by using a dual-energy X-ray absorptiometry scan (DXA).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Waist circumference
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Waist circumference in centimeters.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Hip circumference
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Hip circumference in centimeters.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Waist-to-hip ratio (WHR)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Waist circumference in centimeters, divided by the hip circumference in centimeters, expressed as a unitless ratio.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Subcutaneous adipose tissue gene expression
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Subcutaneous adipose tissue biopsies will be taken for gene expression analysis. Biopsies will only be obtained in a sub-group of participants at the MUMC+, none will be obtained from participants at WUR.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Subcutaneous adipose tissue protein expression
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Subcutaneous adipose tissue biopsies will be taken for protein expression analysis. Biopsies will only be obtained in a sub-group of participants at the MUMC+, none will be obtained from participants at WUR.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Blood pressure
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Systolic and diastolic blood pressure in mmHg.
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Mean 24h glucose concentrations
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, mean 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle libre 2, Research CGM, Abbot).
Time frame: Change from baseline at month 12 following dietary intervention.
Glucose incremental area under the curve (iAUC)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle libre 2, Research CGM, Abbot). The net incremental area under the curve (iAUC) will be calculated by the trapezoid rule, using fasting glucose value as baseline. The iAUC provides a summary measure of the net increase in glucose levels above the fasting level during the 24-hour period.
Time frame: Change from baseline at month 12 following dietary intervention.
The frequency of hypo- and hyperglycemia
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle libre 2, Research CGM, Abbot). The frequency of hypo- and hyperglycaemia will be monitored and defined as occurrences of a glucose level of ≥10.0 mmol/l for hyperglycaemia, whilst hypoglycaemia will be defined as a glucose concentration ≤ 3.9 mmol/l.
Time frame: Change from baseline at month 12 following dietary intervention.
Mean Amplitude of Glucose Excursions (MAGE)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle Libre 2, Research CGM, Abbott). The Mean Amplitude of Glucose Excursions (MAGE) will be calculated as the average of significant glucose fluctuations (excursions) above or below the mean glucose level. MAGE quantifies glycemic variability and is expressed in mmol/L.
Time frame: Change from baseline at month 12 following dietary intervention.
Time in Range (TIR)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle Libre 2, Research CGM, Abbott). The Time in Range (TIR) will be defined as the percentage of time spent within the target glucose range of 3.9-10.0 mmol/L. Time spent below 3.9 mmol/L (time below range, TBR) and above 10.0 mmol/L (time above range, TAR) will also be calculated as secondary metrics.
Time frame: Change from baseline at month 12 following dietary intervention.
Coefficient of Variation (CV%)
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle Libre 2, Research CGM, Abbott). The Coefficient of Variation (CV%) will be calculated as the standard deviation of glucose divided by the mean glucose level, multiplied by 100. CV% expresses glucose variability as a percentage and reflects overall glycemic stability, with a CV% \> 36% considered indicative of high variability.
Time frame: Change from baseline at month 12 following dietary intervention.
Standard Deviation (SD) of Glucose Levels
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle Libre 2, Research CGM, Abbott). The Standard Deviation (SD) of glucose levels will be calculated as a measure of glycemic variability around the mean glucose concentration. A higher SD indicates greater glucose fluctuation and variability throughout the monitoring period.
Time frame: Time Frame: Change from baseline at month 12 following dietary intervention.
The duration of hypo- and hyperglycemia
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. For a 14-day period at the beginning and end of the intervention, 24-hour glucose levels will be monitored in all participants with a glucose sensor (FreeStyle libre 2, Research CGM, Abbot). The duration of hypo- and hyperglycaemia will be monitored and defined as time spent with a glucose level of ≥10.0 mmol/l for hyperglycaemia, whilst hypoglycaemia will be defined as a glucose concentration ≤ 3.9 mmol/l.
Time frame: Change from baseline at month 12 following dietary intervention.
Gut microbial composition
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Faecal samples to be used for analysing microbiota composition will be collected.
Time frame: Change from baseline at month 12 following dietary intervention.
Circulating SCFA
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Circulating Short Chain Fatty Acids (SCFAs) are determined in plasma during a 2-hour, 7-point oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Targeted plasma metabolomics
At baseline, a fasting blood sample will be collected during the oral glucose tolerance test (OGTT) for determination of the Metabotypes' metabolomics profile (Nightingale).
Time frame: Baseline
Circulating lipids such as FFA
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Circulating lipids such as Free Fatty Acids (FFA) are determined in serum during a 2-hour, 7-point oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Circulating inflammatory markers such as CRP
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Circulating inflammatory markers such as C-Reactive Protein (CRP) are determined in plasma during a 2-hour, 7-point oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Circulating HbA1c
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Circulating Hemoglobin A1c (HbA1c) is determined in plasma during a 2-hour, 7-point oral glucose tolerance test (OGTT).
Time frame: Change from baseline at month 6 and month 12 following dietary intervention.
Physical activity
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Physical activity patterns will be monitored continuously with the ActivPAL device during a 14-day period at baseline and at the end of the intervention.
Time frame: Change from baseline at month 12 following dietary intervention.
Self-reported self-efficacy
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Self-efficacy with regard to health behaviour is measured by the 13-item PAM-13 (Patient Activation Measurement questionnaire). Score ranges from 0-100, higher scores indicate a greater self-efficacy.
Time frame: Change from baseline at month 6 and 12 following dietary intervention.
Self-reported context-sensitive positive health
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Positive health is measured by the 23-item Context-sensitive Positive Health Questionnaire (CPHQ), which is a newly developed questionnaire still in the validation phase. Score ranges from 0-100, higher scores indicate a greater positive health.
Time frame: Change from baseline at month 1 and 12 following dietary intervention.
Self-reported mood
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Potential positive impacts on mood by the intervention are measured by the 20-item PANAS, resulting in a positive mood score (10-50; higher scores representing higher levels of positive mood), and negative mood score (10-50; lower scores representing lower levels of negative mood).
Time frame: Change from baseline at month 6 and 12 following dietary intervention.
Self-reported stool consistency
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Stool consistency is measured by the Bristol Stool Chart (BSC). Score ranges from 1-7, wherein 1-2 indicates constipation, 3-4 normal stool, and 5-7 diarrhoea.
Time frame: Change from baseline at month 1 and 12 following dietary intervention.
Self-reported fatigue
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Physical and mental fatigue are assessed using the 14-item Chalder fatigue scale. Scores range 0-42, wherein higher scores indicate increasing fatigue severity.
Time frame: Change from baseline at month 12 following dietary intervention.
Self-reported health-related quality of life
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Health-related quality of life is measured by the 6-item EQ5-D is a short scoring tool for mobility, self-care, daily activities, pain/discomfort and fear/depression, complementary to the CPHQ. The score consists of a health index (ranging from -0.59 to 1.00, with 1 being perfect health) based on aforementioned five dimensions and a visual analog scale (VAS) from 0 to 100 to assess self-rated health.
Time frame: Change from baseline at month 1 and 12 following dietary intervention.
Self-reported positive health
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Positive health is measured by the 17-item IPH-17, which is a shortened positive health questionnaire, complementary to the CPHQ. Scores range from 17-85, higher scores indicate more concerns about own health.
Time frame: Change from baseline at month 1 and 12 following dietary intervention.
Adherence to dietary recommendations
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. During the 12-month intervention period, dietary compliance will be assessed before each planned visit at 1, 3, 6, 9 and 12 months. In short, roughly two weeks before each visit, participants will receive a prompt to record their food intake on two week-days and one weekend-day via Traqq App. These recording days will be automised, unannounced and non-consecutive.
Time frame: 12-months, continuously throughout the study
Self-reported mental health
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Mental wellbeing is assessed using the RAND-36. Scored from 0 to 100, higher scores represent better mental health.
Time frame: Change from baseline at month 6 and 12 following dietary intervention.
Self-reported perceived stress
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Perceived stress is measured with the 10-item Perceived Stress Scale (PSS10). Scores range from 0-40, higher scores represent higher levels of perceived stress.
Time frame: Change from baseline at month 6 and 12 following dietary intervention.
Self-reported gastrointestinal health
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Gastrointestinal symptoms are assessed by the 15-item Gastrointestinal Symptom Rating Scale (GSRS). Scores range from 15-105, wherein higher scores indicate more severe discomfort.
Time frame: Change from baseline at month 1 and 12 following dietary intervention.
Self-reported sleep quality
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Sleep quality is assessed with the 10-item Pittsburgh Sleep Quality Index. Scores range 0-21, higher scores indicate worse sleep quality.
Time frame: Change from baseline at month 12 following dietary intervention.
Self-reported daytime sleepiness
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. Daytime sleepiness is assessed with the 8- item Epworth Sleepiness scale. Scores range 0-24, higher scores indicate greater daytime sleepiness.
Time frame: Change from baseline at month 12 following dietary intervention.
Self-reported chronotype
Optimal (PN) versus sub-optimal (CN) diet, including within group post-hoc testing. The Munich Chronotype Questionnaire (MCTQ) assesses an individual's chronotype (biological sleep-wake preference) based on actual sleep behaviour on workdays and free days. MCTQ determines chronotype based on the midpoint of sleep on free days (MSF; hh:mm, 24-hour format)), adjusted for sleep debt (MSFsc; hh:mm, 24-hour format), and social jetlag (SJL; hh:mm, 24-hour format), where later MSFsc indicates an evening type and higher SJL reflects circadian misalignment.
Time frame: Change from baseline at month 12 following dietary intervention.
DNA analysis
Buffy coats will be collected for DNA analysis, pre-intervention only, exploratory objective.
Time frame: Baseline
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