We dissect how ribonucleotide challenge and cancer-associated mutations could adversely impact the ability of polβ to efficiently fill the one nucleotide gap repair intermediate which subsequently results in gap ligation by LIG1, leading to the formation of single-nucleotide deletion products. Here, POLB is linked to cancer.