This is a randomized study with a 2X2 experimental factorial design. A total of 200 men and women recruited in the Quebec City area via various media will participate in this study. Eligible participants will be randomly assigned to one of four 16-week intervention groups: 1- Mediterranean Diet (MedDiet); 2- Physical Activity (PA); 3- Combination of MedDiet and PA; 4- Control Group. Depending on the group, the intervention involves support for nutritional and PA components at different times, in groups or individually. The subjects assigned to the MedDiet will receive certain foods each week to enhance adherence to the diet. Subjects assigned to the PA groups will have the opportunity to have one to two practices supervised by week by a team kinesiologist. All participants will have questionnaires to complete at different times during the study. These questionnaires will document several important aspects of the study including participants' health status, eating behaviours, hunger and satiety levels, eating and PA habits, motivation levels and well-being. Participants' diets will be assessed using a validated web 24-hour recall (R24W), which evaluates the food and beverages consumed during the 24 hours prior to the day they complete the questionnaire. This questionnaire will be completed over three randomly selected days on five occasions during the study. The level of PA will be evaluated using an accelerometer that objectively calculates energy expenditure. This device will be worn by participants for consecutive periods of 7 days, 5 times during the study.

Serum triglycerides (TG) concentrations after an oral fat load (35g of fat/m2 of body surface) and other the outcome variables will be measured in each group at baseline and at the end of the 16-week intervention. Specially, the fat load test will occur 2 days after the end of the intervention (114 days), so that the effect of the last exercise training bout has washed out. Cardiometabolic risk factors in the fasting state will be measured at baseline as well as twice at the end of the intervention, i.e. at 16 weeks (112 days) and at 16.3 weeks (114 days). The cardiorespiratory condition of the subjects will be evaluated during an maximal exercise test at the beginning and end of the 16-week intervention (112 days). Body composition will be assessed at the beginning and end of the intervention (112 days) by Dual Energy X-ray Absorptiometry (DEXA). Cardiac structure and function will be measured at the beginning and end (112 days) of the intervention using advanced echocardiographic imaging. Exercise capacity (VO2max) will measured by a modified Bruce protocol at the beginning and end (112 days) of the intervention. Fecal sample will be collected as an optional part of the study at baseline as well as at the end of the intervention (112 days). Deep 16S rDNA metagenomic analysis (in feces) as well as analyses of microbiota metabolites and endogenous bioactive lipid mediators in plasma will be used as surrogates of gut microbiota composition and function.

The primary objective is to compare the impact of each intervention and hence the potential synergistic impact of the MedDiet and PA on postprandial TG concentrations measured 4 hours after consumption of the oral fat load.

Secondary objectives are to compare the impact of each intervention and hence the potential synergistic impact of the MedDiet and PA on fasting concentrations of the following cardiometabolic risk factors: LDL-C, HDL-C, TG, CRP, adiponectin, IL-6, IL-8, TNFA-alpha, SBP, DBP. These comparisons will be performed on two sets of measures at the end of the intervention, i.e. at 16 week (112 days) and 2 days later (16.3 weeks, or 114 days). Secondary objectives also include the comparison of each intervention and hence the potential synergistic impact of the MedDiet and PA on cardiac structure and function and on exercise capacity (VO2max) measured at the end of the 16-week intervention (112 days).

Other pre-specified outcomes include assessment of the associations between changes in study outcomes and in abdominal fat levels as well as exploratory analyses of how the microbiota markers explain the difference between groups in cardiometabolic risk (exploratory objective).