These single candidate genes had been selected based on biological knowledge, but a more comprehensive investigation of pathways involving several inflammatory and oxidative stress genes led to limited results at either the gene or pathway level, including a suggestive interaction of the CRISP2 gene with the change in PM10 on lung function decline (Curjuric et al., 2012).