Kun Woo D Shin

The paper uses transfer learning to predict drug-target interactions for mitochondrial one-carbon metabolism enzymes with limited data, identifying potential repurposable drugs.

This study shows that mitochondrial one-carbon metabolism is essential for TGF-β-induced glycine synthesis and collagen production in lung fibroblasts, suggesting MTHFD2 inhibitors could treat IPF.

This study investigates the role of arginine and its metabolism in TGF-β-induced activation of lung fibroblasts, finding that arginine depletion inhibits mTORC1 activation and collagen production.

The paper shows HIF-1α regulates glycolytic shifts and mitochondrial function differently in bone marrow-derived macrophages compared to tissue-resident alveolar macrophages.

This study investigates how ATF4 and mTOR regulate metabolic reprogramming in TGF-β-treated lung fibroblasts, identifying their roles in amino acid homeostasis and glycolytic pathways.

This study shows that Gα12 and Gα13 proteins are essential for TGF-β-induced myofibroblast differentiation by regulating Smad phosphorylation and receptor expression.