The present teachings relate to gaining insight into biological states, e.g., disease states or drugged states, by gathering, integrating, and combining biomolecular data. More particularly, the present teachings relate to methods and systems for profiling a state of a biological system, finding accessible biomarkers representative of the state of a biological system, and deriving insights into the biochemistry of a biological system for therapeutic, diagnostic, prognostic and other purposes.