Certain bile acids, including novel bile acids, and derivatives thereof can be used to inhibit the germination of C. difficile spores and/or the growth of C. difficile cells. The methods and compositions of the invention are useful for preventing and treating C. difficile-associated diseases, including but not limited to C. difficile colitis.