“…Over the last few years, many studies were thus conducted to investigate relationships between demographic characteristics, such as age, sex and body mass index (BMI), and blood metabolite concentrations, identifying the sets of metabolites being most affected by these covariates. These studies include several smaller-sized studies with less than 1000 participants [ 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 ], but also studies conducted in larger cohorts including Husermet [ 11 ] (age-related metabolites, 1200 individuals), WRAP [ 12 ] (age-related metabolites, 1212 individuals), KORA F3/F4 [ 13 , 14 ] (sex- and age-related metabolites, 2162 and 3300 individuals), KORA F4/SHIP [ 15 ] (sex-related metabolites, 1756 individuals), Framingham Offspring [ 16 ] (BMI-related metabolites, 2383 individuals) and Twins UK [ 13 , 17 ] (age-related metabolites, 6055 individuals). Some of the largest studies also investigated the relationship between metabolites and menopause status, including ALSPAC [ 18 ] (sex and menopause-related metabolites, 14,541 individuals), and the Northern European cohorts [ 19 ] (age-, sex-, menopause-related metabolites, 26,065 individuals).…”