Whole grains refer to grains that contain all parts of the grain kernel, including the bran, germ, and endosperm, making them richer in nutrients compared to refined grains, which have been processed to remove the bran and germ. Choosing whole grains over refined grains is crucial for promoting overall health and may play a significant role in cancer prevention due to their higher fiber content, vitamins, and antioxidants.