“…Additionally, PM 2.5 is a complex mixture of chemical constituents, mainly including secondary inorganic aerosols such as sulfate (SO 4 2− ), nitrate (NO 3 − ), ammonium (NH 4 + ), organic matter, and black carbon, 12 which may have varying health effects. 13 To accurately predict the effects of PM 2.5 on diabesity, it is necessary to investigate the contribution of each chemical constituent to their joint effects on diabesity. However, this may be difficult to achieve by the commonly used parametric regression, due to high correlations among those chemical constituents.…”