That is at least very disputable.

Look up “epigenetic effects of ionizing radiation” on scholar.google.com (that is a google service for searching academic papers).

There are also effects for which the current theories have no good explanation. For example, in Germany, several careful studies found that near nuclear plants, there is a larger risk for childs to develop leukemia. Similar results have emerged in other places of the world.