Beethoven didn't have the musical gene.
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I seem to remember he wasn't a musical prodigy or anything. That was Mozart.
Beethoven had his father practice music day in and day out, and then beat the shit out of him if he wasn't perfect. I think injuries from his father's abuse have been attributed to his hearing loss later in life.
An important thing to remember is the term "significant" and its use in studies. In studies, the word does not mean "major" or "very important" but instead means, essentially, "does whatever we're looking at have a role in the outcome, and we're not looking at random chance here". It's just an issue of statistics.
So what they did was look at the genomes for 600k+ people, looked for associations with people with musical talent, and identified a 'beat synchronization' gene. Those who have it have a more innate ability to keep a musical beat than those who don't, which has a small influence in a person's musical ability.
However, this also seems to be something a person can compensate for. Such as, as Beethoven did, practice music a whole ton and brute forced the learning curve.
It can be a good example for training over talent.