# 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 22.693 E:A[C>A]A 23.908 A:A[C>G]A 937.112 E:A[C>G]A 975.989 A:A[C>T]A 1981.992 E:A[C>T]A 2086.429 A:A[T>A]A 51.758 E:A[T>A]A 53.306 A:A[T>C]A 2776.165 E:A[T>C]A 2834.411 A:A[T>G]A 1823.864 E:A[T>G]A 1850.691 A:A[C>A]C 437.915 E:A[C>A]C 449.096 A:A[C>G]C 1415.26 E:A[C>G]C 1503.161 A:A[C>T]C 488.498 E:A[C>T]C 508.255 A:A[T>A]C 504.395 E:A[T>A]C 514.969 A:A[T>C]C 1691.781 E:A[T>C]C 1716.173 A:A[T>G]C 1319.335 E:A[T>G]C 1348.597 A:A[C>A]G 92.561 E:A[C>A]G 90.976 A:A[C>G]G 425.951 E:A[C>G]G 433.166 A:A[C>T]G 1199.638 E:A[C>T]G 1201.93 A:A[T>A]G 1886.975 E:A[T>A]G 1883.522 A:A[T>C]G 3632.098 E:A[T>C]G 3598.034 A:A[T>G]G 5900.128 E:A[T>G]G 5818.245 A:A[C>A]T 1888.612 E:A[C>A]T 1927.3 A:A[C>G]T 1656.732 E:A[C>G]T 1645.136 A:A[C>T]T 12082.212 E:A[C>T]T 12177.451 A:A[T>A]T 19963.316 E:A[T>A]T 19669.956 A:A[T>C]T 18206.959 E:A[T>C]T 18022.311 A:A[T>G]T 7687.316 E:A[T>G]T 7443.331 A:C[C>A]A 11483.699 E:C[C>A]A 12012.446 A:C[C>G]A 805.149 E:C[C>G]A 861.835 A:C[C>T]A 13868.976 E:C[C>T]A 14313.675 A:C[T>A]A 900.313 E:C[T>A]A 906.137 A:C[T>C]A 4661.635 E:C[T>C]A 4680.487 A:C[T>G]A 713.853 E:C[T>G]A 707.094 A:C[C>A]C 1496.54 E:C[C>A]C 1541.246 A:C[C>G]C 93.444 E:C[C>G]C 95.735 A:C[C>T]C 997.414 E:C[C>T]C 1012.961 A:C[T>A]C 34.73 E:C[T>A]C 34.406 A:C[T>C]C 50.406 E:C[T>C]C 50.072 A:C[T>G]C 20.346 E:C[T>G]C 20.769 A:C[C>A]G 52.891 E:C[C>A]G 54.321 A:C[C>G]G 645.009 E:C[C>G]G 618.696 A:C[C>T]G 901.833 E:C[C>T]G 903.481 A:C[T>A]G 763.676 E:C[T>A]G 741.123 A:C[T>C]G 529.904 E:C[T>C]G 514.046 A:C[T>G]G 27.923 E:C[T>G]G 26.205 A:C[C>A]T 72.628 E:C[C>A]T 70.248 A:C[C>G]T 0.0 E:C[C>G]T 0.0 A:C[C>T]T 52.665 E:C[C>T]T 51.672 A:C[T>A]T 481.538 E:C[T>A]T 462.545 A:C[T>C]T 17975.873 E:C[T>C]T 17452.897 A:C[T>G]T 354.154 E:C[T>G]T 334.013 A:G[C>A]A 88.687 E:G[C>A]A 93.066 A:G[C>G]A 151.471 E:G[C>G]A 155.31 A:G[C>T]A 250.781 E:G[C>T]A 262.355 A:G[T>A]A 12.817 E:G[T>A]A 13.014 A:G[T>C]A 753.964 E:G[T>C]A 742.739 A:G[T>G]A 38.897 E:G[T>G]A 39.73 A:G[C>A]C 0.0 E:G[C>A]C 0.0 A:G[C>G]C 0.0 E:G[C>G]C 0.0 A:G[C>T]C 61.509 E:G[C>T]C 62.049 A:G[T>A]C 48.099 E:G[T>A]C 47.796 A:G[T>C]C 1503.297 E:G[T>C]C 1445.483 A:G[T>G]C 12.436 E:G[T>G]C 11.948 A:G[C>A]G 5.907 E:G[C>A]G 6.157 A:G[C>G]G 218.555 E:G[C>G]G 220.292 A:G[C>T]G 264.015 E:G[C>T]G 263.953 A:G[T>A]G 846.845 E:G[T>A]G 825.338 A:G[T>C]G 1593.412 E:G[T>C]G 1523.369 A:G[T>G]G 2762.536 E:G[T>G]G 2599.816 A:G[C>A]T 73.821 E:G[C>A]T 69.803 A:G[C>G]T 534.906 E:G[C>G]T 524.367 A:G[C>T]T 14789.992 E:G[C>T]T 14391.014 A:G[T>A]T 3797.426 E:G[T>A]T 3646.84 A:G[T>C]T 115980.022 E:G[T>C]T 111040.305 A:G[T>G]T 4507.232 E:G[T>G]T 4341.993 A:T[C>A]A 5434.324 E:T[C>A]A 5461.856 A:T[C>G]A 2112.978 E:T[C>G]A 2113.659 A:T[C>T]A 76.675 E:T[C>T]A 77.733 A:T[T>A]A 8938.162 E:T[T>A]A 8754.587 A:T[T>C]A 30400.162 E:T[T>C]A 29757.984 A:T[T>G]A 111.409 E:T[T>G]A 109.004 A:T[C>A]C 3192.135 E:T[C>A]C 3246.349 A:T[C>G]C 296.157 E:T[C>G]C 299.452 A:T[C>T]C 2292.951 E:T[C>T]C 2286.977 A:T[T>A]C 416.472 E:T[T>A]C 410.921 A:T[T>C]C 6157.19 E:T[T>C]C 5972.518 A:T[T>G]C 43.899 E:T[T>G]C 42.365 A:T[C>A]G 0.0 E:T[C>A]G 0.0 A:T[C>G]G 512.095 E:T[C>G]G 524.035 A:T[C>T]G 658.29 E:T[C>T]G 653.336 A:T[T>A]G 2093.692 E:T[T>A]G 2019.02 A:T[T>C]G 9044.381 E:T[T>C]G 8643.91 A:T[T>G]G 89.357 E:T[T>G]G 85.013 A:T[C>A]T 134.025 E:T[C>A]T 130.627 A:T[C>G]T 52.286 E:T[C>G]T 50.011 A:T[C>T]T 21294.078 E:T[C>T]T 20570.208 A:T[T>A]T 10997.936 E:T[T>A]T 10415.753 A:T[T>C]T 15292.833 E:T[T>C]T 14413.245 A:T[T>G]T 163.717 E:T[T>G]T 153.818 # 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 Skin-Melanoma SBS7d C>A 2682.0 2766.0 2682.1 2782.6 0.893371202084078 1.0 1.531 355948.0 Leading 1.031 1.037 0.994 2682.0 2682.1 2540.0 2797.0 [2540, 2647, 2670, 2736, 2747, 2677, 2665, 2691, 2659, 2649, 2651, 2681, 2797, 2760, 2660, 2685, 2614, 2703, 2653, 2687, 2742, 2736, 2763, 2658, 2671, 2713, 2699, 2649, 2673, 2678, 2699, 2694, 2655, 2699, 2677, 2640, 2698, 2659, 2688, 2725, 2676, 2747, 2708, 2722, 2668, 2723, 2663, 2644, 2701, 2707, 2619, 2652, 2673, 2691, 2725, 2666, 2670, 2690, 2691, 2659, 2653, 2607, 2653, 2731, 2709, 2710, 2720, 2735, 2697, 2621, 2704, 2699, 2671, 2654, 2709, 2694, 2663, 2725, 2636, 2704, 2641, 2640, 2727, 2723, 2673, 2679, 2722, 2593, 2685, 2662, 2671, 2675, 2610, 2627, 2650, 2677, 2682, 2673, 2709, 2713] 2766.0 2782.6 2670.0 2915.0 [2915, 2803, 2807, 2746, 2704, 2795, 2822, 2786, 2818, 2779, 2800, 2798, 2670, 2739, 2811, 2779, 2863, 2779, 2773, 2743, 2743, 2743, 2717, 2779, 2785, 2754, 2760, 2804, 2823, 2793, 2755, 2775, 2790, 2750, 2811, 2825, 2761, 2829, 2761, 2721, 2831, 2754, 2746, 2704, 2803, 2724, 2791, 2794, 2808, 2753, 2840, 2793, 2822, 2746, 2747, 2799, 2756, 2802, 2769, 2817, 2822, 2823, 2769, 2728, 2777, 2740, 2771, 2700, 2756, 2859, 2788, 2789, 2783, 2788, 2728, 2805, 2814, 2760, 2823, 2785, 2839, 2841, 2721, 2768, 2757, 2777, 2777, 2843, 2775, 2797, 2792, 2798, 2858, 2809, 2796, 2799, 2800, 2793, 2772, 2732] Skin-Melanoma SBS7d C>G 1317.0 1328.0 1313.47 1358.18 0.6607247455429351 1.0 0.743 355948.0 Leading 1.008 1.034 0.975 1317.0 1313.47 1241.0 1381.0 [1241, 1350, 1319, 1308, 1303, 1334, 1311, 1277, 1301, 1330, 1312, 1324, 1321, 1350, 1361, 1348, 1336, 1323, 1287, 1334, 1279, 1339, 1297, 1297, 1326, 1280, 1339, 1305, 1347, 1325, 1353, 1311, 1364, 1321, 1301, 1355, 1353, 1321, 1331, 1346, 1322, 1277, 1295, 1304, 1347, 1339, 1285, 1280, 1302, 1335, 1309, 1344, 1297, 1301, 1311, 1317, 1244, 1328, 1365, 1344, 1308, 1278, 1293, 1302, 1293, 1302, 1274, 1330, 1278, 1325, 1327, 1312, 1340, 1328, 1291, 1289, 1292, 1284, 1311, 1322, 1259, 1381, 1335, 1288, 1350, 1290, 1281, 1261, 1329, 1338, 1298, 1289, 1308, 1311, 1266, 1294, 1324, 1257, 1364, 1339] 1328.0 1358.18 1295.0 1424.0 [1409, 1327, 1336, 1353, 1363, 1362, 1350, 1392, 1347, 1357, 1360, 1347, 1355, 1314, 1357, 1327, 1358, 1338, 1376, 1335, 1424, 1366, 1375, 1362, 1340, 1392, 1348, 1359, 1317, 1333, 1301, 1373, 1307, 1342, 1359, 1342, 1342, 1334, 1362, 1342, 1366, 1397, 1365, 1378, 1326, 1325, 1370, 1399, 1381, 1337, 1371, 1335, 1372, 1363, 1354, 1360, 1423, 1350, 1336, 1343, 1363, 1410, 1401, 1363, 1381, 1371, 1400, 1320, 1370, 1334, 1338, 1339, 1324, 1364, 1388, 1384, 1373, 1386, 1361, 1327, 1409, 1307, 1326, 1364, 1331, 1397, 1362, 1398, 1350, 1328, 1351, 1391, 1379, 1358, 1383, 1343, 1351, 1415, 1295, 1349] Skin-Melanoma SBS7d C>T 0.0 0.0 0.0 0.0 1.0 1.0 0.0 355948.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] Skin-Melanoma SBS7d T>A 603.0 523.0 580.87 547.39 0.33197489442596684 0.7164979135535144 0.316 355948.0 Lagging 1.153 1.061 1.087 603.0 580.87 531.0 636.0 [603, 577, 538, 565, 586, 598, 601, 564, 582, 586, 586, 636, 596, 560, 589, 567, 596, 594, 612, 593, 552, 558, 588, 589, 570, 576, 544, 558, 571, 609, 548, 579, 610, 597, 595, 573, 555, 589, 585, 556, 555, 579, 574, 599, 595, 548, 569, 560, 578, 584, 551, 604, 568, 595, 565, 595, 612, 578, 602, 573, 552, 576, 603, 602, 609, 587, 572, 576, 584, 593, 575, 589, 588, 557, 600, 560, 584, 619, 603, 570, 589, 588, 540, 596, 570, 550, 592, 579, 592, 550, 594, 531, 607, 578, 575, 613, 585, 593, 588, 563] 523.0 547.39 507.0 602.0 [553, 544, 592, 555, 545, 543, 542, 557, 562, 560, 537, 507, 524, 571, 539, 543, 549, 530, 520, 542, 564, 562, 538, 552, 540, 548, 587, 557, 561, 518, 579, 550, 534, 538, 513, 549, 537, 520, 540, 575, 576, 566, 559, 515, 531, 580, 559, 554, 561, 538, 570, 525, 556, 523, 568, 539, 531, 556, 531, 567, 576, 551, 511, 534, 515, 524, 564, 545, 556, 533, 545, 527, 547, 561, 536, 576, 533, 544, 514, 562, 535, 544, 559, 525, 554, 566, 537, 555, 542, 573, 537, 602, 540, 548, 555, 539, 552, 531, 554, 555] Skin-Melanoma SBS7d T>C 169928.0 163269.0 170059.09 163571.86 0.8274129537069563 1.0 93.608 355948.0 Lagging 1.041 1.04 1.001 169928.0 170059.09 169015.0 170866.0 [170397, 169876, 169518, 170167, 169960, 170464, 170498, 170199, 169506, 170396, 169921, 170101, 170337, 169015, 170574, 170026, 170061, 170154, 169909, 170630, 169969, 170265, 170866, 170292, 170595, 170325, 169414, 170605, 169815, 169828, 169746, 169684, 169865, 170174, 169481, 170289, 169706, 170631, 170043, 170126, 169670, 169651, 169834, 169943, 169650, 170281, 169922, 169809, 170323, 170279, 170063, 170142, 170249, 169940, 170398, 170447, 170366, 170404, 169722, 169994, 170345, 170119, 169787, 169931, 170460, 169932, 170567, 170100, 169608, 169666, 169796, 170291, 170208, 169949, 170010, 170022, 170044, 170150, 169532, 169927, 169797, 170191, 170142, 169934, 170278, 170011, 169941, 169768, 170196, 170121, 170688, 170298, 169696, 169692, 169775, 170347, 170027, 169901, 169844, 170303] 163269.0 163571.86 162877.0 164485.0 [163205, 163857, 164064, 163356, 163763, 163336, 163148, 163182, 164012, 163392, 164023, 163279, 163625, 164485, 163352, 163678, 163598, 163067, 163835, 163028, 163702, 163290, 163024, 163247, 163098, 163552, 164175, 163528, 163535, 163594, 163625, 163718, 163680, 163080, 164013, 163074, 163833, 163421, 163526, 163808, 163886, 163790, 164039, 163621, 163964, 163474, 163967, 163586, 163486, 163362, 163483, 163261, 163456, 163523, 163557, 163255, 163454, 163249, 163545, 163701, 163137, 163470, 163632, 163689, 163333, 163665, 162877, 163425, 164126, 163928, 163936, 163500, 163182, 163770, 163473, 163725, 163718, 163344, 164176, 163643, 163763, 163382, 163470, 163664, 163333, 163577, 163683, 163767, 163509, 163825, 163175, 163168, 163897, 164032, 163855, 163087, 163717, 164039, 163861, 163166] Skin-Melanoma SBS7d T>G 6940.0 6592.0 6824.47 6714.11 0.14799116629556774 0.3925934672080308 3.802 355948.0 Lagging 1.053 1.016 1.036 6940.0 6824.47 6627.0 6973.0 [6803, 6756, 6850, 6874, 6795, 6813, 6845, 6856, 6846, 6973, 6863, 6873, 6885, 6870, 6831, 6705, 6799, 6855, 6795, 6812, 6730, 6812, 6796, 6731, 6857, 6759, 6847, 6832, 6875, 6827, 6854, 6852, 6787, 6807, 6773, 6825, 6824, 6854, 6720, 6809, 6822, 6627, 6834, 6967, 6934, 6851, 6892, 6812, 6787, 6859, 6832, 6769, 6807, 6901, 6739, 6875, 6846, 6777, 6941, 6722, 6805, 6744, 6854, 6917, 6670, 6703, 6782, 6833, 6913, 6724, 6891, 6874, 6835, 6920, 6784, 6899, 6837, 6853, 6805, 6806, 6844, 6840, 6795, 6908, 6896, 6831, 6868, 6950, 6764, 6773, 6803, 6831, 6854, 6823, 6801, 6758, 6833, 6775, 6885, 6702] 6592.0 6714.11 6545.0 6929.0 [6729, 6747, 6667, 6700, 6752, 6699, 6640, 6741, 6723, 6567, 6684, 6640, 6623, 6701, 6714, 6826, 6709, 6671, 6652, 6694, 6809, 6775, 6742, 6741, 6736, 6731, 6758, 6658, 6685, 6714, 6745, 6719, 6729, 6670, 6757, 6684, 6655, 6651, 6842, 6742, 6717, 6929, 6712, 6642, 6694, 6655, 6636, 6760, 6782, 6675, 6704, 6767, 6756, 6691, 6788, 6708, 6769, 6780, 6614, 6806, 6679, 6780, 6722, 6675, 6835, 6737, 6779, 6682, 6630, 6776, 6655, 6703, 6691, 6566, 6769, 6622, 6726, 6617, 6728, 6738, 6655, 6727, 6761, 6696, 6678, 6650, 6594, 6545, 6743, 6756, 6743, 6712, 6674, 6758, 6739, 6796, 6819, 6726, 6649, 6873] 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