Does an increase in frequency affect a capacitors value?
Yes the capacitance change with the frequency:

The dielectric constant is a function of frequency. Depending on the material used this could be negligible others may be problematic.

There is a series inductance of the capacitor. So the realcapacitor is a series L-C circuit.