Specifically, for the PBMC module key drivers PRF1 and NKG7, their association with asthma was causally mediated by the nasal asthma key drivers G3BP1 and INADL. There was no evidence for the converse of PBMC key drivers causally mediating associations between nasal key drivers and asthma. This evidence concerns the gene NKG7 and asthma.