In other categories, glycolysis/gluconeogenesis and ABC transporters may directly relate to pneumonia phenotypes induced by NTHi, as they are involved in bacterial energy metabolism and substance transport, which could influence NTHi’s survival and pathogenic capability within host cells. This evidence concerns the gene ABCG2 and pneumonia.