Data sets are used for benchmarking, pChem, a modification-centric, blind-search tool to provide a streamlined pipeline for unbiased assessing of the performance of chemoproteomic probes. Data were produced from the IPM-based QTRP (quantitative thiol reactivity profiling) applications in various species, incData sets are used for benchmarking, pChem, a modification-centric, blind-search tool to provide a streamlined pipeline for unbiased assessing of the performance of chemoproteomic probes. Data were produced from the lysinome profiling experiments using amine-reactive probes as indicated, including STP and NHS, both with a clickable alkyne handle.