If you don't eat some foods blame it on your gene: "If you do not like to eat certain foods you can blame it on your gene, a new study has found. Comparing the eating habits of thousands of pairs of twins, scientists in Britain have discovered that our food likes and dislikes may have more to do with genes than choice."