Protein structure, amino acid composition and sequence determine proteome vulnerability to oxidation-induced damage.
Roger L ChangJulian A StanleyMatthew C RobinsonJoel W SherZhanwen LiYujia A ChanAshton R OmdahlRuddy WattiezAdam GodzikSabine Matallana-SurgetPublished in: The EMBO journal (2020)
Oxidative stress alters cell viability, from microorganism irradiation sensitivity to human aging and neurodegeneration. Deleterious effects of protein carbonylation by reactive oxygen species (ROS) make understanding molecular properties determining ROS susceptibility essential. The radiation-resistant bacterium Deinococcus radiodurans accumulates less carbonylation than sensitive organisms, making it a key model for deciphering properties governing oxidative stress resistance. We integrated shotgun redox proteomics, structural systems biology, and machine learning to resolve properties determining protein damage by γ-irradiation in Escherichia coli and D. radiodurans at multiple scales. Local accessibility, charge, and lysine enrichment accurately predict ROS susceptibility. Lysine, methionine, and cysteine usage also contribute to ROS resistance of the D. radiodurans proteome. Our model predicts proteome maintenance machinery, and proteins protecting against ROS are more resistant in D. radiodurans. Our findings substantiate that protein-intrinsic protection impacts oxidative stress resistance, identifying causal molecular properties.
Keyphrases
- amino acid
- oxidative stress
- reactive oxygen species
- dna damage
- cell death
- diabetic rats
- escherichia coli
- machine learning
- binding protein
- protein protein
- induced apoptosis
- mass spectrometry
- radiation induced
- small molecule
- endothelial cells
- staphylococcus aureus
- pseudomonas aeruginosa
- biofilm formation
- climate change
- signaling pathway
- gram negative
- fluorescent probe
- living cells
- heat stress