Is it possible to link together 4 different colored LED lights at 20 mA?

I was going to try to hack my Xbox 360 wireless controller and I was wondering for the A,B,X,Y buttons if I can link the green, red, blue, and yellow LEDs all to one resistor at a selected Ohm. Is this possible?
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