Supremacy, ascendancy denote the position of being first (as in rank, power, or influence).
Supremacy implies superiority over all others (as in utility, in quality, in efficiency, in desirability, or in prestige).
Ascendancy may or may not imply supremacy, but it always involves the idea of domination or of autocratic power.