Abstract. The aim of the study was to develop a data analysis strategy capable of discovering the genetic background of radiosensitivity. Radiosensitivity is the relative predisposition of cells, tissues, organs or organisms to the harmful effect of radiation. Effects of radiation include the mutation of DNA . Identification of polymorphisms and genes responsible for an organism's radiosensitivity increases the knowledge about the cell cycle and the mechanism of radiosensitivity, possibly providing the researchers with a better understanding of the process of carcinogenesis. To obtain this information, mathematical modelling and data mining methods were used