A recent paper by Chun-Yuen Teng, Yu-Ru Lin & Lada A. Adamic on arXiv explores the network of relationships among ingredients in recipes. That leads to this web of coincident ingredients:
Unfortunately this doesn’t shed any light on whether pizza is really a vegetable.