# 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 585.718 E:A[C>A]A 658.049 A:A[C>G]A 34.556 E:A[C>G]A 30.476 A:A[C>T]A 92.612 E:A[C>T]A 102.001 A:A[T>A]A 54.474 E:A[T>A]A 60.82 A:A[T>C]A 100.202 E:A[T>C]A 88.814 A:A[T>G]A 18.372 E:A[T>G]A 18.975 A:A[C>A]C 189.773 E:A[C>A]C 193.579 A:A[C>G]C 32.795 E:A[C>G]C 39.184 A:A[C>T]C 56.142 E:A[C>T]C 61.647 A:A[T>A]C 34.025 E:A[T>A]C 30.177 A:A[T>C]C 28.133 E:A[T>C]C 38.385 A:A[T>G]C 4.337 E:A[T>G]C 9.099 A:A[C>A]G 38.572 E:A[C>A]G 46.976 A:A[C>G]G 5.001 E:A[C>G]G 6.044 A:A[C>T]G 127.709 E:A[C>T]G 148.636 A:A[T>A]G 36.763 E:A[T>A]G 37.123 A:A[T>C]G 67.719 E:A[T>C]G 73.872 A:A[T>G]G 12.605 E:A[T>G]G 12.545 A:A[C>A]T 483.737 E:A[C>A]T 461.058 A:A[C>G]T 41.143 E:A[C>G]T 35.061 A:A[C>T]T 73.97 E:A[C>T]T 69.855 A:A[T>A]T 63.728 E:A[T>A]T 66.367 A:A[T>C]T 87.917 E:A[T>C]T 91.554 A:A[T>G]T 21.679 E:A[T>G]T 20.509 A:C[C>A]A 1242.855 E:C[C>A]A 1383.241 A:C[C>G]A 24.123 E:C[C>G]A 13.974 A:C[C>T]A 119.745 E:C[C>T]A 129.26 A:C[T>A]A 23.965 E:C[T>A]A 26.492 A:C[T>C]A 30.698 E:C[T>C]A 30.193 A:C[T>G]A 8.912 E:C[T>G]A 9.459 A:C[C>A]C 466.114 E:C[C>A]C 443.426 A:C[C>G]C 23.406 E:C[C>G]C 20.381 A:C[C>T]C 143.123 E:C[C>T]C 124.976 A:C[T>A]C 18.531 E:C[T>A]C 23.701 A:C[T>C]C 32.626 E:C[T>C]C 40.346 A:C[T>G]C 6.539 E:C[T>G]C 4.536 A:C[C>A]G 117.792 E:C[C>A]G 124.242 A:C[C>G]G 2.905 E:C[C>G]G 5.449 A:C[C>T]G 85.468 E:C[C>T]G 80.891 A:C[T>A]G 40.224 E:C[T>A]G 33.313 A:C[T>C]G 31.28 E:C[T>C]G 37.6 A:C[T>G]G 13.4 E:C[T>G]G 13.803 A:C[C>A]T 1452.108 E:C[C>A]T 1434.618 A:C[C>G]T 37.071 E:C[C>G]T 40.516 A:C[C>T]T 109.313 E:C[C>T]T 107.699 A:C[T>A]T 46.189 E:C[T>A]T 38.693 A:C[T>C]T 48.009 E:C[T>C]T 37.627 A:C[T>G]T 18.287 E:C[T>G]T 17.817 A:G[C>A]A 1770.338 E:G[C>A]A 1770.007 A:G[C>G]A 15.21 E:G[C>G]A 17.108 A:G[C>T]A 65.972 E:G[C>T]A 76.498 A:G[T>A]A 10.021 E:G[T>A]A 13.076 A:G[T>C]A 51.823 E:G[T>C]A 48.247 A:G[T>G]A 0.667 E:G[T>G]A 2.051 A:G[C>A]C 467.423 E:G[C>A]C 502.297 A:G[C>G]C 19.642 E:G[C>G]C 21.108 A:G[C>T]C 74.595 E:G[C>T]C 70.905 A:G[T>A]C 12.379 E:G[T>A]C 16.131 A:G[T>C]C 24.98 E:G[T>C]C 23.386 A:G[T>G]C 3.152 E:G[T>G]C 6.687 A:G[C>A]G 98.966 E:G[C>A]G 98.626 A:G[C>G]G 2.384 E:G[C>G]G 1.454 A:G[C>T]G 102.71 E:G[C>T]G 108.565 A:G[T>A]G 15.461 E:G[T>A]G 20.102 A:G[T>C]G 37.697 E:G[T>C]G 25.253 A:G[T>G]G 20.318 E:G[T>G]G 19.305 A:G[C>A]T 1759.255 E:G[C>A]T 1700.164 A:G[C>G]T 24.581 E:G[C>G]T 24.665 A:G[C>T]T 81.089 E:G[C>T]T 68.578 A:G[T>A]T 22.06 E:G[T>A]T 19.175 A:G[T>C]T 47.629 E:G[T>C]T 45.992 A:G[T>G]T 7.584 E:G[T>G]T 9.268 A:T[C>A]A 3452.661 E:T[C>A]A 3468.189 A:T[C>G]A 69.762 E:T[C>G]A 81.316 A:T[C>T]A 239.56 E:T[C>T]A 228.987 A:T[T>A]A 46.88 E:T[T>A]A 46.316 A:T[T>C]A 55.041 E:T[T>C]A 54.742 A:T[T>G]A 16.746 E:T[T>G]A 15.917 A:T[C>A]C 1936.864 E:T[C>A]C 1922.845 A:T[C>G]C 51.465 E:T[C>G]C 42.222 A:T[C>T]C 139.59 E:T[C>T]C 142.109 A:T[T>A]C 19.265 E:T[T>A]C 17.603 A:T[T>C]C 38.964 E:T[T>C]C 33.136 A:T[T>G]C 8.413 E:T[T>G]C 11.301 A:T[C>A]G 320.82 E:T[C>A]G 318.655 A:T[C>G]G 5.165 E:T[C>G]G 7.617 A:T[C>T]G 64.61 E:T[C>T]G 75.239 A:T[T>A]G 20.358 E:T[T>A]G 16.143 A:T[T>C]G 21.725 E:T[T>C]G 29.571 A:T[T>G]G 19.301 E:T[T>G]G 22.5 A:T[C>A]T 4995.903 E:T[C>A]T 4782.409 A:T[C>G]T 162.471 E:T[C>G]T 130.172 A:T[C>T]T 174.697 E:T[C>T]T 156.549 A:T[T>A]T 55.517 E:T[T>A]T 46.071 A:T[T>C]T 52.84 E:T[T>C]T 47.188 A:T[T>G]T 25.882 E:T[T>G]T 36.229 # 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 Panc-Endocrine SBS36 C>A 19028.0 18263.0 18714.69 18738.33 0.003855340856746476 0.01489036466920435 86.348 43187.0 Lagging 1.042 0.999 1.043 19028.0 18714.69 18489.0 18923.0 [18615, 18773, 18859, 18615, 18764, 18675, 18639, 18677, 18565, 18684, 18728, 18782, 18730, 18776, 18738, 18596, 18804, 18786, 18867, 18804, 18734, 18803, 18754, 18615, 18756, 18809, 18781, 18713, 18645, 18680, 18654, 18688, 18830, 18797, 18673, 18793, 18782, 18747, 18785, 18805, 18693, 18694, 18654, 18695, 18650, 18833, 18567, 18675, 18571, 18681, 18768, 18798, 18732, 18607, 18628, 18736, 18847, 18651, 18799, 18728, 18561, 18651, 18742, 18765, 18731, 18570, 18690, 18633, 18578, 18774, 18489, 18736, 18690, 18609, 18809, 18923, 18769, 18541, 18751, 18821, 18702, 18721, 18744, 18681, 18739, 18790, 18569, 18717, 18602, 18797, 18699, 18551, 18713, 18601, 18908, 18893, 18664, 18674, 18859, 18684] 18263.0 18738.33 18507.0 18982.0 [18909, 18802, 18603, 18829, 18748, 18816, 18718, 18815, 18898, 18745, 18793, 18742, 18680, 18678, 18712, 18872, 18665, 18699, 18614, 18710, 18630, 18680, 18656, 18798, 18704, 18671, 18688, 18737, 18895, 18811, 18830, 18717, 18627, 18589, 18703, 18686, 18700, 18707, 18648, 18637, 18710, 18692, 18800, 18701, 18797, 18566, 18779, 18734, 18775, 18751, 18693, 18678, 18774, 18717, 18818, 18636, 18603, 18856, 18705, 18712, 18893, 18855, 18719, 18817, 18652, 18883, 18886, 18794, 18832, 18710, 18909, 18740, 18716, 18815, 18573, 18549, 18674, 18920, 18721, 18652, 18698, 18734, 18669, 18753, 18760, 18718, 18863, 18775, 18982, 18688, 18889, 18773, 18753, 18883, 18507, 18547, 18768, 18719, 18625, 18760] Panc-Endocrine SBS36 C>G 440.0 399.0 418.87 425.73 0.2422560260227576 0.5690574412976893 1.943 43187.0 Lagging 1.103 0.984 1.121 1 440.0 418.87 388.0 452.0 [442, 421, 404, 426, 417, 392, 404, 401, 438, 411, 426, 417, 439, 402, 421, 404, 434, 390, 427, 436, 430, 390, 420, 401, 431, 414, 411, 426, 437, 393, 418, 409, 403, 419, 426, 447, 416, 404, 433, 412, 416, 447, 398, 424, 419, 438, 414, 427, 403, 420, 407, 432, 409, 389, 417, 445, 427, 438, 407, 413, 445, 440, 406, 427, 417, 432, 434, 421, 409, 388, 432, 420, 413, 415, 432, 404, 419, 398, 401, 421, 448, 431, 435, 415, 431, 406, 389, 425, 410, 431, 424, 408, 411, 420, 420, 452, 400, 429, 421, 425] 399.0 425.73 380.0 464.0 [410, 421, 446, 429, 428, 464, 443, 430, 415, 420, 423, 423, 416, 440, 423, 443, 402, 452, 424, 410, 421, 456, 424, 430, 413, 442, 428, 431, 429, 454, 438, 436, 444, 423, 418, 404, 428, 427, 414, 431, 441, 394, 436, 418, 414, 420, 431, 416, 429, 421, 422, 402, 422, 444, 449, 398, 408, 416, 423, 427, 405, 422, 436, 420, 436, 416, 393, 414, 438, 450, 410, 426, 419, 437, 410, 453, 415, 443, 444, 420, 413, 424, 426, 433, 422, 420, 453, 438, 426, 425, 408, 430, 439, 436, 422, 380, 432, 404, 429, 422] Panc-Endocrine SBS36 C>T 1357.0 1391.0 1374.48 1392.32 0.8294460606822196 1.0 6.363 43187.0 Leading 1.025 1.013 1.012 1357.0 1374.48 1311.0 1454.0 [1388, 1422, 1377, 1392, 1358, 1359, 1311, 1389, 1370, 1406, 1396, 1379, 1404, 1400, 1393, 1431, 1378, 1373, 1413, 1345, 1390, 1330, 1362, 1352, 1358, 1426, 1357, 1379, 1368, 1339, 1392, 1420, 1412, 1454, 1374, 1372, 1386, 1390, 1367, 1358, 1406, 1371, 1411, 1377, 1363, 1389, 1382, 1334, 1380, 1380, 1352, 1364, 1359, 1392, 1375, 1413, 1371, 1351, 1403, 1337, 1359, 1335, 1362, 1357, 1364, 1343, 1397, 1363, 1349, 1360, 1340, 1408, 1348, 1356, 1372, 1401, 1346, 1405, 1372, 1358, 1347, 1329, 1375, 1365, 1360, 1371, 1368, 1326, 1377, 1406, 1356, 1352, 1399, 1395, 1405, 1387, 1361, 1376, 1371, 1347] 1391.0 1392.32 1319.0 1451.0 [1364, 1343, 1398, 1414, 1395, 1403, 1451, 1369, 1400, 1368, 1348, 1403, 1367, 1347, 1378, 1347, 1394, 1394, 1341, 1415, 1383, 1425, 1378, 1405, 1399, 1333, 1402, 1410, 1401, 1426, 1381, 1337, 1353, 1319, 1421, 1386, 1397, 1380, 1403, 1413, 1384, 1397, 1350, 1387, 1399, 1391, 1382, 1423, 1402, 1382, 1384, 1415, 1419, 1391, 1392, 1368, 1405, 1412, 1359, 1444, 1417, 1451, 1405, 1387, 1372, 1429, 1381, 1398, 1442, 1384, 1411, 1344, 1434, 1392, 1406, 1376, 1403, 1381, 1358, 1410, 1401, 1435, 1388, 1399, 1398, 1409, 1387, 1432, 1393, 1352, 1415, 1406, 1388, 1389, 1391, 1398, 1406, 1357, 1399, 1431] Panc-Endocrine SBS36 T>A 351.0 365.0 366.61 356.55 0.5273761795285916 0.9589506363399218 1.658 43187.0 Leading 1.04 0.973 1.069 351.0 366.61 340.0 395.0 [379, 395, 369, 377, 363, 389, 366, 356, 375, 363, 365, 372, 362, 367, 383, 369, 383, 354, 359, 363, 371, 389, 362, 384, 367, 379, 369, 366, 373, 346, 341, 344, 364, 373, 374, 346, 351, 361, 364, 358, 386, 366, 364, 371, 381, 373, 346, 374, 367, 363, 355, 368, 376, 348, 383, 350, 352, 366, 367, 373, 386, 378, 371, 384, 375, 371, 371, 355, 340, 372, 374, 360, 385, 351, 378, 379, 348, 342, 365, 368, 360, 380, 360, 374, 350, 380, 366, 360, 369, 352, 342, 356, 383, 364, 376, 367, 361, 360, 358, 370] 365.0 356.55 321.0 389.0 [345, 336, 361, 340, 357, 347, 346, 366, 349, 364, 368, 327, 365, 354, 327, 358, 345, 369, 370, 362, 365, 336, 360, 321, 359, 335, 360, 356, 350, 388, 388, 372, 370, 362, 343, 372, 382, 349, 366, 366, 353, 348, 359, 361, 333, 360, 374, 348, 366, 363, 369, 350, 353, 364, 350, 366, 368, 352, 354, 356, 346, 342, 356, 342, 366, 359, 359, 371, 387, 340, 338, 374, 344, 357, 346, 348, 364, 389, 367, 354, 360, 344, 357, 350, 382, 334, 354, 359, 345, 371, 377, 358, 327, 348, 341, 369, 361, 357, 363, 346] Panc-Endocrine SBS36 T>C 625.0 657.0 644.93 637.42 0.452967452711355 0.8799820939507084 2.968 43187.0 Leading 1.051 0.988 1.064 625.0 644.93 599.0 697.0 [665, 627, 657, 611, 641, 619, 643, 641, 648, 659, 643, 642, 652, 648, 638, 654, 605, 647, 625, 634, 625, 657, 652, 601, 640, 669, 634, 646, 650, 660, 630, 656, 625, 647, 636, 670, 626, 655, 634, 655, 644, 659, 674, 643, 676, 660, 627, 637, 655, 643, 619, 644, 666, 647, 646, 623, 687, 653, 650, 633, 697, 674, 667, 649, 665, 658, 620, 632, 599, 635, 658, 625, 633, 650, 657, 672, 676, 661, 611, 661, 646, 619, 670, 648, 641, 668, 642, 603, 617, 649, 662, 657, 662, 650, 624, 635, 665, 612, 663, 607] 657.0 637.42 582.0 680.0 [609, 657, 609, 680, 630, 656, 634, 645, 633, 633, 632, 636, 649, 627, 633, 636, 680, 651, 649, 652, 661, 636, 629, 678, 626, 607, 638, 627, 625, 627, 646, 620, 652, 639, 641, 604, 651, 621, 669, 625, 642, 643, 605, 640, 617, 648, 655, 630, 631, 652, 652, 658, 621, 638, 641, 672, 584, 624, 642, 639, 582, 621, 628, 635, 640, 604, 651, 651, 671, 641, 635, 641, 637, 630, 617, 629, 613, 617, 665, 641, 641, 670, 635, 627, 629, 630, 636, 672, 645, 647, 624, 635, 628, 635, 643, 645, 609, 672, 616, 667] Panc-Endocrine SBS36 T>G 156.0 155.0 163.39 157.86 0.8735976953276594 1.0 0.72 43187.0 Lagging 1.006 1.035 0.972 156.0 163.39 143.0 182.0 [144, 161, 167, 170, 153, 152, 165, 156, 145, 157, 177, 158, 162, 160, 167, 148, 163, 158, 154, 168, 171, 151, 157, 147, 171, 173, 166, 161, 180, 169, 179, 162, 164, 169, 175, 174, 164, 150, 158, 167, 161, 170, 162, 167, 158, 160, 170, 163, 148, 158, 174, 174, 169, 182, 166, 155, 143, 157, 156, 173, 154, 160, 174, 167, 157, 162, 176, 153, 176, 162, 169, 167, 149, 157, 180, 165, 169, 151, 171, 173, 150, 172, 182, 176, 168, 170, 160, 168, 163, 149, 163, 162, 157, 154, 157, 158, 155, 169, 175, 180] 155.0 157.86 132.0 180.0 [180, 157, 153, 140, 156, 171, 157, 161, 175, 152, 150, 156, 156, 169, 157, 170, 163, 152, 179, 152, 156, 167, 161, 176, 154, 153, 156, 163, 150, 155, 141, 161, 154, 165, 148, 149, 158, 176, 158, 158, 161, 155, 156, 161, 160, 155, 151, 156, 176, 165, 152, 156, 153, 136, 150, 157, 176, 161, 163, 150, 166, 169, 143, 163, 159, 158, 146, 160, 149, 161, 152, 156, 168, 162, 145, 159, 159, 165, 151, 147, 177, 146, 132, 144, 151, 158, 156, 160, 163, 171, 161, 160, 175, 165, 159, 167, 164, 146, 141, 137] 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 SBS36 C>A Lagging [] 0 [] 0 [] 0 [] 0 [] 0 [] 0 ['Panc-Endocrine'] 1