Mixed inhibitors are molecules that bind to an enzyme at a site distinct from the active site, affecting both the enzyme-substrate complex and the free enzyme, leading to changes in both the apparent Vmax and Km values. This type of inhibition can either increase or decrease the affinity of the enzyme for the substrate depending on whether it more closely resembles competitive or uncompetitive inhibition.