Precision dosing is essential in improving drug efficacy and minimizing adverse reactions, especially in liver impaired patients. However, there is no objective index to directly evaluate the body's ability to metabolize specific drugs. Many factors affect the activity of enzymes, and alter the systemic exposure of substrate drugs, like genetic polymorphism, drug-drug interactions and physiological/pathological state. So, quantifying the activities of enzymes dynamically would be helpful to make precision dosing. Recently, some endogenous substrates of enzymes, such as 6β-hydroxycortisol (6β-OH-cortisol)/cortisol and 6β-hydroxycortisone, have been identified to investigate variations in drug enzymes in humans. Clinical data obtained support their performance as surrogate probes in terms of reflecting the activities of corresponding enzyme. Therefore, a group of Monitored endogenous biomarkers in multiple points can address the uncertainty in drug metabolization in the preclinical phase and have the potential to fulfill precision dosing. This review focuses on recent progress in the contribution of endogenous substances to drug precision dosing, factors that influence enzyme activities, and drug exposure in vivo.