Artherosclerosis is when plaque builds up occluding lumen of arteries, right. How does this affect blood pressure?

Atherosclerosis. A thickened atherosclerotic blood vessel becomes less compliant and can therefore result in a higher BP (same volume of blood traveling in smaller and stiffer pipes). Elevated BP is a potent risk factor for accelerating atherosclerosis.