Back

Quantitative Substrate Kinetics Screening: One-Pot LC/MS Based Approach to Map Protease Specificity

Robinson, A. E.; Bland, G. D.; Chu, J.; Ireland, J.; Dao, L.; Pham, T.; Dong, M.; Demichev, V.; Johansen, E.; Schellenberger, V.

2025-10-06 biochemistry
10.1101/2025.10.06.680748 bioRxiv
Show abstract

Proteases play critical roles in many biological processes and diseases. Proteases tend to have limited and overlapping specificities, which hinders our understanding of their roles in physiology. We designed a naive protease substrate library with the aim of fully utilizing modern mass spectrometry proteomics tools to quantitatively map protease substrate specificity. A library of approximately 200,000 peptides was efficiently produced in E. coli with sufficient library diversity to identify cleavage efficiency of thousands of substrates for most proteases in a single assay. Each experiment results in ample substrate kinetics data to build a positional specificity matrix that quantitatively maps protease specificity. We apply this method to two different proteases, GluC commonly used as a proteomics tool, and Fibroblast Activation Protein Alpha that is overexpressed in activated fibroblasts of epithelial cancers and fibrotic diseases. This research quantitatively maps substrate specificity for GluC and FAP in a single assay and can be applied to map substrate specificity for most proteases. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=122 HEIGHT=200 SRC="FIGDIR/small/680748v1_ufig1.gif" ALT="Figure 1"> View larger version (44K): org.highwire.dtl.DTLVardef@1496d11org.highwire.dtl.DTLVardef@1979fc1org.highwire.dtl.DTLVardef@17967e8org.highwire.dtl.DTLVardef@194b741_HPS_FORMAT_FIGEXP M_FIG C_FIG

Matching journals

The top 2 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.