Of the main effects radiation associated QTLs investigated in this paper, Mrip2 and Mrip3 showed the most significant association with tumour multiplicity followed by Mrip1, Mrip4 and Mrip5. In silico and predictive methodologies were used to identify possible genes underlying these QTLs. This evidence concerns the gene AGAP4 and neoplasm.