PM can induce cancer through several biological mechanisms. It can cause oxidative stress, leading to DNA damage and mutations. The inflammatory response triggered by PM exposure can promote tumor growth and progression. Additionally, PM can contain carcinogenic compounds such as polycyclic aromatic hydrocarbons (PAHs) and metals, which can directly interact with cellular DNA and proteins.