Systems and methods for extracting blood glucose patterns and suggesting a behavior may include receiving, at a computing device comprising a processor, temporal data including information regarding glucose readings； identifying, by the computing device, at least one pattern based on metabolite levels extracted from the temporal data the model including variables corresponding to each of the patterns； formulating, by the computing device, a model for predicting a metabolic response； and storing the model on a data storage device. Based on the model, the behavior may be suggested to maintain a blood glucose level within a desired range.
