We have recently developed a dedicated method ORFanage to address this specific issue in studies which already have detailed protein reference annotations (such as human, mouse, and other model organisms). Unlike other methods, it specifically aims to search for proteins that are most similar to those provided in the reference. Otherwise, if reference information is poor or unavailable, TD2 (successor to transdecoder) is a good choice!