Epidemiological studies have revealed links between exposure to certain PFAS and various health issues, including impaired immune and thyroid function, liver disease, lipid and insulin imbalances, kidney disease, adverse reproductive and developmental outcomes, and cancer [62]. The gene discussed is INS; the disease is cancer.