# 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 82.858 E:A[C>A]A 85.465 A:A[C>G]A 57.217 E:A[C>G]A 62.041 A:A[C>T]A 116.099 E:A[C>T]A 129.862 A:A[T>A]A 157.924 E:A[T>A]A 173.71 A:A[T>C]A 133.992 E:A[T>C]A 149.714 A:A[T>G]A 38.123 E:A[T>G]A 40.016 A:A[C>A]C 47.087 E:A[C>A]C 51.927 A:A[C>G]C 16.028 E:A[C>G]C 17.159 A:A[C>T]C 72.149 E:A[C>T]C 71.599 A:A[T>A]C 75.897 E:A[T>A]C 82.48 A:A[T>C]C 60.325 E:A[T>C]C 62.883 A:A[T>G]C 0.0 E:A[T>G]C 0.0 A:A[C>A]G 11.61 E:A[C>A]G 12.214 A:A[C>G]G 0.0 E:A[C>G]G 0.0 A:A[C>T]G 146.151 E:A[C>T]G 152.004 A:A[T>A]G 80.694 E:A[T>A]G 84.286 A:A[T>C]G 131.173 E:A[T>C]G 115.964 A:A[T>G]G 31.431 E:A[T>G]G 30.218 A:A[C>A]T 51.411 E:A[C>A]T 55.755 A:A[C>G]T 29.811 E:A[C>G]T 30.002 A:A[C>T]T 39.698 E:A[C>T]T 43.463 A:A[T>A]T 159.105 E:A[T>A]T 189.341 A:A[T>C]T 84.514 E:A[T>C]T 80.734 A:A[T>G]T 0.0 E:A[T>G]T 0.0 A:C[C>A]A 119.375 E:C[C>A]A 123.891 A:C[C>G]A 45.976 E:C[C>G]A 48.048 A:C[C>T]A 110.501 E:C[C>T]A 117.317 A:C[T>A]A 236.746 E:C[T>A]A 260.253 A:C[T>C]A 84.434 E:C[T>C]A 86.215 A:C[T>G]A 0.0 E:C[T>G]A 0.0 A:C[C>A]C 70.071 E:C[C>A]C 64.77 A:C[C>G]C 25.475 E:C[C>G]C 20.961 A:C[C>T]C 51.395 E:C[C>T]C 41.714 A:C[T>A]C 131.545 E:C[T>A]C 140.968 A:C[T>C]C 77.984 E:C[T>C]C 81.996 A:C[T>G]C 28.468 E:C[T>G]C 28.135 A:C[C>A]G 13.53 E:C[C>A]G 13.279 A:C[C>G]G 8.308 E:C[C>G]G 6.03 A:C[C>T]G 85.905 E:C[C>T]G 85.768 A:C[T>A]G 437.01 E:C[T>A]G 440.255 A:C[T>C]G 113.329 E:C[T>C]G 107.503 A:C[T>G]G 77.674 E:C[T>G]G 71.762 A:C[C>A]T 124.002 E:C[C>A]T 112.733 A:C[C>G]T 1.966 E:C[C>G]T 1.767 A:C[C>T]T 83.903 E:C[C>T]T 80.229 A:C[T>A]T 272.043 E:C[T>A]T 259.967 A:C[T>C]T 89.034 E:C[T>C]T 78.128 A:C[T>G]T 96.817 E:C[T>G]T 91.116 A:G[C>A]A 125.622 E:G[C>A]A 137.964 A:G[C>G]A 27.806 E:G[C>G]A 21.93 A:G[C>T]A 78.554 E:G[C>T]A 76.965 A:G[T>A]A 163.61 E:G[T>A]A 190.363 A:G[T>C]A 202.406 E:G[T>C]A 187.703 A:G[T>G]A 23.122 E:G[T>G]A 22.237 A:G[C>A]C 51.523 E:G[C>A]C 54.497 A:G[C>G]C 16.889 E:G[C>G]C 18.139 A:G[C>T]C 56.457 E:G[C>T]C 56.834 A:G[T>A]C 57.256 E:G[T>A]C 55.249 A:G[T>C]C 47.756 E:G[T>C]C 46.361 A:G[T>G]C 0.0 E:G[T>G]C 0.0 A:G[C>A]G 3.838 E:G[C>A]G 5.576 A:G[C>G]G 2.323 E:G[C>G]G 2.976 A:G[C>T]G 87.972 E:G[C>T]G 91.023 A:G[T>A]G 160.577 E:G[T>A]G 166.233 A:G[T>C]G 132.535 E:G[T>C]G 131.69 A:G[T>G]G 36.021 E:G[T>G]G 35.284 A:G[C>A]T 116.129 E:G[C>A]T 107.043 A:G[C>G]T 13.87 E:G[C>G]T 12.253 A:G[C>T]T 67.288 E:G[C>T]T 71.584 A:G[T>A]T 107.435 E:G[T>A]T 104.854 A:G[T>C]T 163.88 E:G[T>C]T 150.031 A:G[T>G]T 48.604 E:G[T>G]T 35.815 A:T[C>A]A 39.966 E:T[C>A]A 42.168 A:T[C>G]A 94.885 E:T[C>G]A 84.185 A:T[C>T]A 92.355 E:T[C>T]A 86.59 A:T[T>A]A 269.569 E:T[T>A]A 253.874 A:T[T>C]A 146.459 E:T[T>C]A 133.233 A:T[T>G]A 19.591 E:T[T>G]A 19.679 A:T[C>A]C 66.898 E:T[C>A]C 68.001 A:T[C>G]C 28.357 E:T[C>G]C 25.418 A:T[C>T]C 51.063 E:T[C>T]C 50.17 A:T[T>A]C 49.569 E:T[T>A]C 55.037 A:T[T>C]C 87.471 E:T[T>C]C 80.427 A:T[T>G]C 3.953 E:T[T>G]C 3.632 A:T[C>A]G 0.0 E:T[C>A]G 0.0 A:T[C>G]G 21.385 E:T[C>G]G 21.132 A:T[C>T]G 111.918 E:T[C>T]G 108.052 A:T[T>A]G 131.895 E:T[T>A]G 129.146 A:T[T>C]G 76.513 E:T[T>C]G 68.148 A:T[T>G]G 55.993 E:T[T>G]G 54.305 A:T[C>A]T 204.865 E:T[C>A]T 200.977 A:T[C>G]T 157.12 E:T[C>G]T 137.835 A:T[C>T]T 102.301 E:T[C>T]T 93.512 A:T[T>A]T 141.582 E:T[T>A]T 137.802 A:T[T>C]T 134.266 E:T[T>C]T 124.791 A:T[T>G]T 74.276 E:T[T>G]T 64.244 # 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 ESCC SBS25 C>A 262.0 226.0 242.02 244.03 0.2483978351828177 0.5798686088413598 8.895 5486.0 Lagging 1.159 0.992 1.169 1 262.0 242.02 210.0 280.0 [226, 253, 241, 252, 240, 240, 242, 251, 223, 226, 244, 236, 245, 254, 232, 239, 251, 258, 229, 248, 253, 238, 233, 241, 248, 231, 241, 248, 240, 253, 246, 227, 211, 271, 244, 247, 240, 280, 251, 264, 244, 275, 238, 237, 250, 251, 240, 236, 244, 242, 255, 250, 242, 229, 262, 233, 229, 233, 257, 217, 210, 233, 253, 237, 234, 241, 240, 246, 241, 249, 231, 233, 265, 237, 239, 231, 248, 257, 239, 245, 240, 242, 249, 223, 263, 240, 223, 226, 253, 231, 254, 221, 238, 235, 254, 236, 246, 261, 215, 242] 226.0 244.03 209.0 276.0 [272, 242, 250, 230, 239, 243, 236, 234, 259, 254, 251, 247, 243, 231, 249, 251, 243, 233, 257, 244, 232, 251, 250, 236, 240, 256, 239, 233, 250, 234, 232, 266, 264, 218, 236, 237, 249, 209, 240, 225, 240, 214, 249, 244, 233, 238, 247, 256, 248, 238, 221, 242, 249, 263, 232, 243, 246, 257, 237, 268, 255, 249, 237, 247, 248, 246, 242, 248, 252, 248, 251, 254, 237, 241, 258, 261, 238, 240, 248, 232, 249, 235, 234, 261, 217, 241, 263, 259, 229, 245, 225, 264, 239, 234, 239, 258, 248, 234, 276, 251] ESCC SBS25 C>G 0.0 0.0 0.0 0.0 1.0 1.0 0.0 5486.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] ESCC SBS25 C>T 0.0 0.0 0.0 0.0 1.0 1.0 0.0 5486.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] ESCC SBS25 T>A 2199.0 2280.0 2292.23 2239.88 0.1581035696878504 0.41283004645157056 81.644 5486.0 Leading 1.037 0.977 1.061 2199.0 2292.23 2202.0 2368.0 [2269, 2280, 2315, 2290, 2275, 2294, 2285, 2313, 2345, 2290, 2277, 2309, 2287, 2293, 2278, 2270, 2328, 2296, 2312, 2353, 2289, 2251, 2260, 2330, 2234, 2338, 2276, 2318, 2248, 2265, 2311, 2291, 2259, 2258, 2314, 2296, 2278, 2290, 2291, 2309, 2283, 2317, 2279, 2245, 2302, 2331, 2287, 2273, 2233, 2321, 2309, 2296, 2300, 2313, 2283, 2279, 2312, 2251, 2287, 2290, 2334, 2315, 2310, 2262, 2327, 2289, 2280, 2324, 2242, 2306, 2261, 2272, 2337, 2266, 2248, 2303, 2211, 2248, 2294, 2295, 2322, 2366, 2313, 2202, 2357, 2329, 2313, 2368, 2256, 2304, 2357, 2272, 2323, 2309, 2227, 2292, 2315, 2354, 2254, 2210] 2280.0 2239.88 2162.0 2335.0 [2240, 2243, 2222, 2257, 2284, 2256, 2240, 2228, 2219, 2262, 2269, 2220, 2209, 2234, 2261, 2248, 2223, 2264, 2224, 2162, 2251, 2294, 2268, 2206, 2264, 2201, 2247, 2224, 2258, 2286, 2235, 2253, 2284, 2265, 2190, 2235, 2246, 2222, 2267, 2232, 2251, 2213, 2257, 2277, 2220, 2210, 2240, 2261, 2271, 2190, 2267, 2214, 2211, 2238, 2283, 2230, 2226, 2273, 2251, 2204, 2199, 2234, 2214, 2246, 2199, 2252, 2250, 2214, 2262, 2224, 2282, 2276, 2228, 2224, 2262, 2218, 2297, 2282, 2227, 2203, 2205, 2173, 2205, 2335, 2193, 2174, 2231, 2176, 2282, 2202, 2189, 2310, 2218, 2226, 2300, 2235, 2252, 2196, 2284, 2329] ESCC SBS25 T>C 93.0 83.0 87.84 87.96 0.6688608329174367 1.0 3.208 5486.0 Lagging 1.12 0.999 1.122 1 93.0 87.84 71.0 105.0 [78, 83, 86, 86, 87, 77, 85, 78, 100, 78, 83, 83, 84, 90, 105, 95, 81, 93, 82, 100, 95, 82, 98, 81, 82, 98, 87, 94, 98, 82, 86, 104, 94, 90, 83, 94, 86, 77, 87, 85, 91, 91, 88, 83, 87, 87, 104, 88, 86, 81, 84, 92, 87, 88, 93, 86, 88, 89, 93, 88, 81, 79, 71, 76, 88, 88, 85, 91, 89, 97, 84, 87, 86, 93, 88, 89, 98, 80, 93, 89, 79, 86, 86, 89, 87, 96, 92, 73, 87, 91, 92, 87, 86, 85, 95, 97, 90, 79, 94, 90] 83.0 87.96 73.0 107.0 [98, 96, 87, 95, 88, 96, 93, 94, 73, 100, 88, 90, 90, 84, 73, 83, 94, 86, 91, 74, 80, 99, 83, 93, 90, 85, 94, 82, 82, 91, 91, 73, 85, 85, 89, 89, 92, 100, 85, 90, 84, 75, 87, 93, 92, 77, 73, 83, 90, 89, 89, 80, 84, 88, 87, 90, 84, 92, 87, 96, 95, 95, 107, 98, 85, 85, 82, 82, 89, 78, 91, 87, 86, 89, 91, 92, 80, 93, 87, 89, 89, 92, 86, 88, 88, 82, 85, 103, 88, 83, 87, 95, 85, 90, 88, 81, 84, 96, 81, 93] ESCC SBS25 T>G 183.0 160.0 171.94 167.66 0.4904771253940216 0.9179996677836765 6.252 5486.0 Lagging 1.144 1.026 1.115 1 183.0 171.94 147.0 195.0 [166, 169, 172, 175, 147, 170, 179, 160, 184, 169, 172, 183, 147, 177, 173, 174, 168, 169, 164, 169, 194, 177, 157, 181, 181, 161, 164, 195, 158, 184, 179, 170, 175, 176, 182, 190, 170, 174, 169, 166, 185, 183, 160, 173, 172, 159, 172, 180, 195, 164, 187, 160, 170, 185, 180, 174, 173, 159, 167, 171, 168, 186, 169, 174, 159, 170, 170, 165, 163, 174, 177, 173, 169, 161, 166, 167, 160, 175, 170, 186, 179, 166, 176, 160, 163, 170, 175, 176, 179, 179, 171, 177, 182, 166, 165, 169, 170, 175, 170, 165] 160.0 167.66 141.0 192.0 [172, 178, 167, 166, 192, 174, 151, 173, 158, 162, 168, 155, 176, 168, 167, 167, 173, 166, 169, 168, 151, 168, 174, 166, 154, 178, 168, 141, 188, 145, 166, 165, 162, 165, 154, 157, 169, 165, 173, 173, 159, 153, 177, 173, 172, 173, 157, 167, 158, 175, 152, 165, 170, 152, 158, 162, 167, 186, 167, 169, 164, 156, 175, 168, 174, 174, 174, 181, 177, 175, 172, 178, 168, 183, 179, 170, 188, 169, 167, 164, 158, 182, 156, 176, 160, 186, 160, 172, 158, 162, 170, 161, 164, 164, 177, 174, 167, 159, 166, 174] 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