In this cross-sectional analysis, we recruited 372 290 workers from the National Occupational Disease Surveillance Platform and utilised a mixed-effects model to explore the association of various air pollutants (including PM2.5, PM10, PMcoarse, O3, and NO2) with Hb concentration and the prevalence of anaemia. This evidence concerns the gene GSTM1 and anemia.