# Only cancer types with minimum 2000 mutations for SBS signatures and minimum 1000 mutations for DBS and ID signatures with average probability at least 0.75 are considered. # For real mutations on lagging:A and leading:E strands averaged across cancer types. MutationType Across_All_Cancer_Types A:A[C>A]A 272.793 E:A[C>A]A 295.267 A:A[C>G]A 20.755 E:A[C>G]A 25.365 A:A[C>T]A 59.96 E:A[C>T]A 60.934 A:A[T>A]A 19.889 E:A[T>A]A 22.313 A:A[T>C]A 43.537 E:A[T>C]A 47.231 A:A[T>G]A 26.253 E:A[T>G]A 24.648 A:A[C>A]C 186.012 E:A[C>A]C 208.524 A:A[C>G]C 20.592 E:A[C>G]C 19.424 A:A[C>T]C 47.808 E:A[C>T]C 53.463 A:A[T>A]C 17.481 E:A[T>A]C 17.758 A:A[T>C]C 10.521 E:A[T>C]C 11.287 A:A[T>G]C 9.93 E:A[T>G]C 11.04 A:A[C>A]G 108.538 E:A[C>A]G 108.765 A:A[C>G]G 4.731 E:A[C>G]G 6.254 A:A[C>T]G 5.344 E:A[C>T]G 6.085 A:A[T>A]G 18.821 E:A[T>A]G 19.964 A:A[T>C]G 11.865 E:A[T>C]G 12.281 A:A[T>G]G 7.72 E:A[T>G]G 8.574 A:A[C>A]T 216.907 E:A[C>A]T 202.75 A:A[C>G]T 16.252 E:A[C>G]T 16.983 A:A[C>T]T 50.688 E:A[C>T]T 52.124 A:A[T>A]T 24.911 E:A[T>A]T 26.782 A:A[T>C]T 14.36 E:A[T>C]T 14.413 A:A[T>G]T 39.606 E:A[T>G]T 43.683 A:C[C>A]A 213.438 E:C[C>A]A 247.979 A:C[C>G]A 12.351 E:C[C>G]A 19.258 A:C[C>T]A 40.93 E:C[C>T]A 39.988 A:C[T>A]A 22.039 E:C[T>A]A 23.801 A:C[T>C]A 19.753 E:C[T>C]A 19.829 A:C[T>G]A 10.418 E:C[T>G]A 13.419 A:C[C>A]C 273.565 E:C[C>A]C 340.18 A:C[C>G]C 25.206 E:C[C>G]C 28.31 A:C[C>T]C 50.518 E:C[C>T]C 43.242 A:C[T>A]C 16.467 E:C[T>A]C 18.363 A:C[T>C]C 16.451 E:C[T>C]C 16.119 A:C[T>G]C 5.081 E:C[T>G]C 5.735 A:C[C>A]G 83.888 E:C[C>A]G 80.46 A:C[C>G]G 4.654 E:C[C>G]G 4.736 A:C[C>T]G 21.727 E:C[C>T]G 22.11 A:C[T>A]G 74.612 E:C[T>A]G 68.609 A:C[T>C]G 24.503 E:C[T>C]G 24.144 A:C[T>G]G 20.384 E:C[T>G]G 19.838 A:C[C>A]T 164.892 E:C[C>A]T 171.226 A:C[C>G]T 28.829 E:C[C>G]T 26.303 A:C[C>T]T 34.616 E:C[C>T]T 38.814 A:C[T>A]T 65.66 E:C[T>A]T 65.862 A:C[T>C]T 30.086 E:C[T>C]T 28.122 A:C[T>G]T 52.547 E:C[T>G]T 46.604 A:G[C>A]A 441.312 E:G[C>A]A 442.179 A:G[C>G]A 16.098 E:G[C>G]A 20.613 A:G[C>T]A 173.318 E:G[C>T]A 203.718 A:G[T>A]A 14.471 E:G[T>A]A 15.319 A:G[T>C]A 36.094 E:G[T>C]A 36.126 A:G[T>G]A 3.938 E:G[T>G]A 6.522 A:G[C>A]C 889.604 E:G[C>A]C 955.376 A:G[C>G]C 38.659 E:G[C>G]C 45.136 A:G[C>T]C 238.861 E:G[C>T]C 238.035 A:G[T>A]C 20.279 E:G[T>A]C 24.476 A:G[T>C]C 32.595 E:G[T>C]C 29.678 A:G[T>G]C 13.794 E:G[T>G]C 11.654 A:G[C>A]G 325.171 E:G[C>A]G 324.457 A:G[C>G]G 11.337 E:G[C>G]G 14.233 A:G[C>T]G 118.019 E:G[C>T]G 124.253 A:G[T>A]G 23.877 E:G[T>A]G 22.859 A:G[T>C]G 17.924 E:G[T>C]G 17.599 A:G[T>G]G 9.078 E:G[T>G]G 10.787 A:G[C>A]T 404.912 E:G[C>A]T 388.289 A:G[C>G]T 17.263 E:G[C>G]T 19.145 A:G[C>T]T 127.421 E:G[C>T]T 136.917 A:G[T>A]T 14.295 E:G[T>A]T 12.897 A:G[T>C]T 37.077 E:G[T>C]T 38.219 A:G[T>G]T 21.419 E:G[T>G]T 19.072 A:T[C>A]A 297.789 E:T[C>A]A 318.531 A:T[C>G]A 32.305 E:T[C>G]A 31.922 A:T[C>T]A 27.545 E:T[C>T]A 28.031 A:T[T>A]A 52.479 E:T[T>A]A 56.233 A:T[T>C]A 14.27 E:T[T>C]A 12.652 A:T[T>G]A 0.795 E:T[T>G]A 0.835 A:T[C>A]C 455.23 E:T[C>A]C 482.467 A:T[C>G]C 48.343 E:T[C>G]C 44.387 A:T[C>T]C 85.98 E:T[C>T]C 79.454 A:T[T>A]C 42.689 E:T[T>A]C 38.721 A:T[T>C]C 27.24 E:T[T>C]C 24.05 A:T[T>G]C 13.849 E:T[T>G]C 16.668 A:T[C>A]G 59.119 E:T[C>A]G 64.893 A:T[C>G]G 7.369 E:T[C>G]G 8.661 A:T[C>T]G 9.603 E:T[C>T]G 9.808 A:T[T>A]G 24.156 E:T[T>A]G 23.936 A:T[T>C]G 16.305 E:T[T>C]G 16.149 A:T[T>G]G 18.767 E:T[T>G]G 16.561 A:T[C>A]T 202.896 E:T[C>A]T 203.899 A:T[C>G]T 42.614 E:T[C>G]T 37.286 A:T[C>T]T 51.027 E:T[C>T]T 45.963 A:T[T>A]T 21.342 E:T[T>A]T 18.238 A:T[T>C]T 24.79 E:T[T>C]T 26.494 A:T[T>G]T 30.193 E:T[T>G]T 29.014 # There must be at least 1000 mutations on the strands. # Signature and mutation type must have at least 5% of all signature mutations on the strands. # Odds ratio between fold change of real mutations and fold change of simulated mutations must be at least 1.1. cancer_type signature mutation_type Lagging_real_count Leading_real_count Lagging_mean_sims_count Leading_mean_sims_count lagging_versus_leading_p_value lagging_versus_leading_q_value percentage_of_mutations_on_strands signature_number_of_mutations_on_strands significant_strand FC_REAL FC_SIMS FC fold_change_1.1 fold_change_1.2 fold_change_1.3 fold_change_1.5 fold_change_1.75 fold_change_2+ Lagging_real_count.1 Lagging_mean_sims_count.1 Lagging_min_sims_count Lagging_max_sims_count Lagging_sims_count_list Leading_real_count.1 Leading_mean_sims_count.1 Leading_min_sims_count Leading_max_sims_count Leading_sims_count_list Liver-HCC SBS24 C>A 2840.0 3001.0 2932.2 2951.17 0.18968448655815234 0.47551030556043244 92.479 6316.0 Leading 1.057 1.006 1.05 2840.0 2932.2 2836.0 3019.0 [2980, 2963, 2871, 2949, 2910, 2921, 2961, 2935, 2958, 2887, 2945, 2921, 2922, 2958, 2892, 3019, 2928, 2975, 2942, 2916, 2904, 3012, 2909, 2972, 2907, 2884, 2948, 2905, 2910, 2844, 3009, 2893, 2965, 2937, 2920, 2961, 2935, 2929, 2957, 2984, 2978, 2931, 2899, 2914, 2927, 2924, 2948, 2933, 2896, 2936, 2989, 2875, 2968, 2942, 2928, 2920, 2948, 2932, 2930, 2945, 2989, 2916, 2859, 2992, 2915, 3006, 2893, 2881, 2925, 2944, 2917, 2934, 2873, 2971, 2903, 2881, 2887, 2902, 2961, 2959, 2941, 2967, 2886, 2869, 2941, 2950, 2952, 2901, 2943, 2836, 2969, 2928, 2966, 2916, 2980, 2907, 2942, 2957, 2917, 2943] 3001.0 2951.17 2843.0 3015.0 [2905, 2918, 2988, 2945, 2947, 2948, 2947, 2958, 2929, 2962, 2898, 2959, 2943, 2913, 2974, 2884, 2949, 2901, 2916, 2974, 2975, 2843, 2975, 2871, 2992, 2995, 2929, 2905, 3001, 3015, 2888, 3005, 2901, 2969, 3003, 2901, 2961, 2964, 2917, 2907, 2903, 2945, 2987, 2995, 2982, 2951, 2933, 2910, 3013, 2934, 2900, 2992, 2925, 2956, 2963, 2967, 2990, 2950, 2954, 2920, 2878, 2990, 3012, 2923, 2993, 2930, 2956, 3013, 2966, 2952, 2972, 2953, 3005, 2893, 3012, 3003, 3005, 2966, 2966, 2929, 2949, 2897, 3002, 3009, 2962, 2944, 2973, 2981, 2952, 2997, 2887, 2958, 2930, 2980, 2922, 2947, 2919, 2930, 2969, 2947] Liver-HCC SBS24 C>G 6.0 9.0 8.37 8.49 0.7223934721942916 1.0 0.237 6316.0 Leading 1.5 1.014 1.479 1 1 1 6.0 8.37 3.0 15.0 [10, 8, 8, 8, 11, 9, 9, 7, 10, 6, 12, 10, 6, 8, 6, 4, 10, 10, 8, 7, 12, 8, 10, 13, 13, 7, 9, 8, 9, 5, 11, 5, 8, 10, 8, 12, 6, 6, 10, 11, 6, 9, 12, 11, 5, 10, 6, 14, 11, 10, 8, 10, 3, 8, 7, 10, 8, 6, 11, 11, 8, 10, 7, 8, 7, 6, 7, 7, 8, 7, 3, 5, 8, 15, 8, 11, 8, 7, 9, 9, 8, 5, 9, 9, 6, 14, 6, 7, 7, 7, 6, 8, 9, 9, 7, 10, 7, 8, 9, 4] 9.0 8.49 2.0 14.0 [6, 10, 9, 8, 7, 9, 9, 9, 5, 10, 6, 8, 12, 7, 11, 13, 7, 6, 10, 10, 4, 10, 7, 5, 2, 11, 9, 8, 9, 13, 6, 13, 9, 8, 8, 6, 11, 7, 6, 4, 11, 6, 5, 7, 12, 7, 12, 4, 6, 5, 9, 7, 14, 8, 10, 7, 9, 11, 6, 7, 8, 7, 11, 9, 11, 12, 11, 9, 9, 10, 14, 12, 8, 3, 10, 6, 9, 10, 7, 8, 9, 10, 9, 7, 8, 4, 12, 10, 10, 10, 9, 9, 9, 6, 11, 7, 9, 9, 6, 10] Liver-HCC SBS24 C>T 203.0 257.0 231.21 232.35 0.08646785460643874 0.25263009951069393 7.283 6316.0 Leading 1.266 1.005 1.26 1 1 203.0 231.21 192.0 256.0 [250, 239, 229, 224, 236, 247, 233, 233, 224, 241, 224, 224, 231, 230, 226, 227, 229, 234, 237, 241, 228, 225, 240, 246, 220, 192, 247, 225, 233, 256, 248, 235, 212, 216, 234, 238, 231, 239, 232, 221, 235, 216, 230, 232, 230, 224, 241, 226, 235, 230, 231, 227, 236, 195, 247, 252, 236, 246, 228, 234, 223, 239, 230, 233, 229, 251, 234, 234, 233, 225, 230, 218, 223, 226, 232, 229, 237, 226, 217, 234, 234, 225, 220, 222, 230, 232, 217, 214, 238, 236, 236, 247, 237, 233, 224, 224, 237, 242, 239, 223] 257.0 232.35 205.0 268.0 [213, 233, 237, 243, 228, 221, 231, 225, 233, 233, 232, 238, 237, 226, 236, 242, 235, 228, 228, 232, 228, 243, 225, 214, 240, 268, 226, 238, 229, 205, 210, 226, 241, 249, 223, 223, 232, 227, 227, 234, 233, 253, 236, 227, 240, 236, 224, 242, 231, 244, 237, 230, 224, 259, 218, 216, 224, 220, 242, 233, 241, 227, 232, 236, 234, 214, 238, 231, 233, 236, 237, 253, 240, 243, 228, 217, 225, 236, 242, 218, 225, 233, 250, 240, 226, 234, 244, 247, 224, 222, 230, 225, 222, 232, 239, 240, 234, 225, 231, 243] Liver-HCC SBS24 T>A 0.0 0.0 0.0 0.0 1.0 1.0 0.0 6316.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] Liver-HCC SBS24 T>C 0.0 0.0 0.0 0.0 1.0 1.0 0.0 6316.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] Liver-HCC SBS24 T>G 0.0 0.0 0.0 0.0 1.0 1.0 0.0 6316.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] Summary across all cancer types signature mutation_type strand fold_change_1.1 len(fold_change_1.1_cancer_types) fold_change_1.2 len(fold_change_1.2_cancer_types) fold_change_1.3 len(fold_change_1.3_cancer_types) fold_change_1.5 len(fold_change_1.5_cancer_types) fold_change_1.75 len(fold_change_1.75_cancer_types) fold_change_2+ len(fold_change_2+_cancer_types) all_cancer_types_list len(all_cancer_types_list) avg_fold_change