The concentration of oxygen in blood vessels is fine being 99% but if an artery has a severe blockage, then that oxygen isn't going anywhere. The heart pumps oxygenated blood around your body, which means it is doing its job, but the heart obviously needs that fuel supply too.
So the simplest answer to your question is 'yes'.
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