Multiple exposures can indeed act synergistically to increase cancer risk. For example, the combined effect of smoking and asbestos exposure greatly increases the risk of lung cancer more than either exposure alone. Similarly, heavy alcohol consumption combined with smoking can dramatically increase the risk of cancers of the mouth, throat, and esophagus.
