We found that exposure to PM2.5, PM10, PMcoarse, O3, and NO2 was significantly associated with decreased Hb concentration and with increased odds of anaemia, albeit with variations across demographic characteristics and occupational factors. Here, GSTM1 is linked to anemia (phenotype).