Cancer is like a bacterial infection, but with cells from the host. Of course if your lung has an infection of colon cells those don’t suddenly become lung cells.
I don’t see how that makes it different diseases. It is only treated that way because we aren’t attacking the root cause (i.e. the actual broken replication inhibitor in whatever line of cells).