Update information. By combining strategies of substrate trapping for PTPs and pupylation-based interaction tagging (PUP-IT) for protein-protein interaction, we develop a systematic proximity labeling methodology PEPSI in identifying novel substrate for PTPs. We apply this approach to SHP1 and surprisingly, identified THEMIS as an uncharacterized substrate for the phosphatase.