Similarly, our multivariate analyses also suggested that an increase in Proteobacteria is potentially related to specific changes in the expression of IL1A. Significant increases in Proteobacteria have been associated with pediatric asthma [3, 11, 12, 62, 72]. Here, IL1A is linked to childhood onset asthma.