To demonstrate the reduction of low-density lipoprotein cholesterol (LDL-C) by a regimen of alirocumab including a starting dose of 150 mg every 4 weeks (Q4W) as add-on to non-statin lipid modifying background therapy or as monotherapy in comparison with placebo in participants with primary hypercholesterolemia not treated with a statin.