A method of predicting the quantity of a metabolite in the blood of a subject, accesses a computer readable medium storing a library of trained machine learning procedures, searches the library for a trained machine learning procedure associated with the metabolite, feeds the selected procedure with amount of a plurality of microbes of a microbiome of the subject, and receives from the selected procedure an output indicative of the quantity of the metabolite in the blood.