Pepstatin-Based Probes for Photoaffinity Labeling of Aspartic Proteases and Application to Target Identification.
Suyuan ChenChunguang LiangHongli LiWeimeng YuMichaela ProthiwaDominik KopczynskiStefan LorochMarc FransenSteven H L VerhelstPublished in: ACS chemical biology (2023)
Aspartic proteases are a small class of proteases implicated in a wide variety of human diseases. Covalent chemical probes for photoaffinity labeling (PAL) of these proteases are underdeveloped. We here report a full on-resin synthesis of clickable PAL probes based on the natural product inhibitor pepstatin incorporating a minimal diazirine reactive group. The position of this group in the inhibitor determines the labeling efficiency. The most effective probes sensitively detect cathepsin D, a biomarker for breast cancer, in cell lysates. Moreover, through chemical proteomics experiments and deep learning algorithms, we identified sequestosome-1, an important player in autophagy, as a direct interaction partner and substrate of cathepsin D.
Keyphrases
- small molecule
- living cells
- deep learning
- fluorescence imaging
- single molecule
- machine learning
- endothelial cells
- fluorescent probe
- nucleic acid
- mass spectrometry
- cell death
- single cell
- oxidative stress
- photodynamic therapy
- endoplasmic reticulum stress
- cell therapy
- artificial intelligence
- convolutional neural network
- hepatitis c virus