Systems and methods for determining an abnormal glycemic event using surrogates for glucose are disclosed herein. In an embodiment, a medical system includes a medical device associated with a subject and a processor communicatively coupled to the medical device. The medical device is configured to sense a signal corresponding to a presence of a compound in at least one of: an exhalation breath, interstitial fluid, blood and urine, wherein the compound is a surrogate for glucose. The processor is configured to receive the signal corresponding to the presence of the compound; determine the presence of the compound based on the received signal; and determine the subject is experiencing an abnormal glycemic event in response to the determined presence of the compound.