OGT
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O-GlcNAc transferase regulates H2O2 production via p38 MAPK
Idiopathic pulmonary fibrosis (IPF) is a progressive interstitial lung disease characterized by augmented transforming growth factor-{beta} (TGF-{beta}) signaling leading to excessive extracellular matrix (ECM) deposition. The fibroblast-to-myofibroblast-transition (FMT) and metabolic reprogramming of lung fibroblasts (HLFs) are essential to IPF pathogenesis, yet the connection between nutrient metabolism and fibrogenesis remains poorly defined. The O-linked N-acetylglucosamine (O-GlcNAc)...
AdventML: Advanced Enzyme Temperature Prediction with Transformer-Based Embeddings and Resampling Strategies
Accurate prediction of enzymes' optimal catalytic temperature (Topt) is crucial in biotechnology, as enzymes with extreme Topt values are highly desirable for reactions at extreme temperatures and for their general stability. However, experimental determination of Topt is costly, labor-intensive, and time-consuming. Meanwhile, existing computational methods suffer from small and imbalanced datasets, suboptimal predictions at extreme temperatures, and insufficient validation.