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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.