I think that what you ascribe as “backfire” through the intake tract, is actually “misfire”. Spark plugs and spark plug wires might take care of that problem (whether it’s “backfire”, or “misfire”). If not, it’s, most likely, still spark production system.
This brings up an interesting question: Is it even possible for an engine to backfire at those higher rpms? I don’t think it is.