Are cancer incidence rates higher among those around nuclear explosions? Yes. http://www.nrc.gov/about-nrc/radiation/health-effects/rad-ex...
Is there a plausible mechanism by which radiation exposure leads to cancer? yes. http://hss.energy.gov/healthsafety/ohre/roadmap/achre/intro_...
These two facts greatly increase the probability of linkage.