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Challenges, opportunities and models

Serum samples were assayed for general clinical chemistry markers [i.e., glucose, total protein, blood urea nitrogen (BUN), creatinine, BUN/creatinine ratio, uric acid, aspartate aminotransferase (AST), alanine aminotransferase (ALT), creatine kinase (CK), lactate dehydrogenase (LDH), gamma glutamyl transferase (GGT), albumin, globulin, sodium, chloride, calcium, carbon dioxide, total bilirubin, alkaline phosphatase, triglycerides, cholesterol, high density lipoprotein (HDL), and lower density lipoprotein (LDL)]

In the perception stage, visual elements were automatically extracted using CNN-based semantic segmentation

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One example involves catalase, the enzyme that catalyzes the breakdown of hydrogen peroxide (H 2 O 2 ), which undergoes oxidative modification (nitration and chlorination) after airway allergen challenge and loses its enzymatic activity as a result (108)