it makes a difference
but a very minor difference
unless you are an elite athlete
and all other variables have been optimized

i find that other tire attributes are more important
like weight
width
pressure
and presence or lack of flat protection in the tire

and
ironically
having the lightest
narrowest
highest inflating
tires
is seldom the ideal choice for most riders