An important challenge in both de novo and database search analysis of MS/MS data arises in the detection and localization of PTMs. Many of the methods in of PTMs; however, an important caveat is that these methods typically require labeled training data corresponding to each type of PTM to be recognized. In practice, many of the tools have been trained to detect a relatively small set of types of PTMs, as follows: