If you really need that wide of frequency range, it will take at least two, maybe three capacitors in parallel, the lower frequency larger caps will need multiple RF coils in their path to stop propagation of energy from 18 ghz down to ?Xghz.
So layout a straight line with a high frequency cap in a straight line, then add a U shaped second line, or actually an O shaped second line that contains a larger low frequency cap in the center, and inductors on either side of the high frequency capacitor where the O shaped line meets the thru line. Do some circuit simulation with C and L values to optimize the transmission loss, especially at the crossover point where the straight thru C and O loog L C L have similar S21 losses, those components will have to be optimized for that area of frequency.
You might improve things by adding some quarter wave opens in the O loop to help out the loss characteristics.
I haven't done this, so it's just an idea, take this with a grain of salt please.
kch