Positive association between PFOS, PFNA, PFDA, PFUnDA, and apolipoprotein B, total- and LDL cholesterol; positive association between total PFAS, PFOS, PFNA, PFDA, PFUnDA, and risk of dyslipidemia; positive association between total PFAS, PFHxS, PFOS, PFOA, and hypertension; positive association between PFHpS and PFHxS and risk of obesity. The gene discussed is APOB; the disease is hypertensive disorder.