Moreover, in a sub-analysis, comparing never, current, and former smokers in the whole RA population, we observed significantly higher RF levels (all isotypes) and anti-CCP2 IgG levels in current and former smokers, compared to never smokers (p < 0.0001) (Additional file 9). This evidence concerns the gene AGBL2 and rheumatoid arthritis.