Scientists recently put this hypothesis to the test by creating a flavor map, a variant of which we have reproduced here. Lines connect foods that have components in common; thick lines mean many components are shared. Check out this interactive info-graphic: http://www.scientificamerican.com/article.cfm?id=flavor-connection-taste-map-interactive