That was settled by the DNA evidence: the data show that non-African modern humans share 1-4% of their DNA with Neanderthals, so there was indeed some hanky-panky going on.
The only conclusion which is tenable is that there has never been any mixing of humans and Neanderthals, and that any similar genes anybody finds are just artifacts of same or similar low-level components being used by an original designer or designers.