Will this still be possible if i combine them code in the way you suggest?
Certainly. Notice that I assume that the fade amount will be different.
Now, keep in mind that the code you are developing is going to fade one color at a time. The time taken to fade the LED up and down (or down and up) will vary, but a completely different approach is needed to fade the three colors at the same time.