# 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 796.042 E:A[C>A]A 858.745 A:A[C>G]A 15.538 E:A[C>G]A 18.312 A:A[C>T]A 1.644 E:A[C>T]A 1.632 A:A[T>A]A 737.374 E:A[T>A]A 771.912 A:A[T>C]A 0.339 E:A[T>C]A 0.388 A:A[T>G]A 85.295 E:A[T>G]A 87.175 A:A[C>A]C 199.921 E:A[C>A]C 189.93 A:A[C>G]C 1.555 E:A[C>G]C 1.723 A:A[C>T]C 4.195 E:A[C>T]C 4.003 A:A[T>A]C 142.329 E:A[T>A]C 143.492 A:A[T>C]C 1722.703 E:A[T>C]C 1819.544 A:A[T>G]C 45.532 E:A[T>G]C 50.889 A:A[C>A]G 24.303 E:A[C>A]G 26.226 A:A[C>G]G 78.368 E:A[C>G]G 74.054 A:A[C>T]G 48.298 E:A[C>T]G 49.913 A:A[T>A]G 101.753 E:A[T>A]G 117.269 A:A[T>C]G 15.261 E:A[T>C]G 15.974 A:A[T>G]G 422.848 E:A[T>G]G 407.267 A:A[C>A]T 84.227 E:A[C>A]T 78.242 A:A[C>G]T 11.69 E:A[C>G]T 10.214 A:A[C>T]T 86.733 E:A[C>T]T 97.836 A:A[T>A]T 238.03 E:A[T>A]T 254.451 A:A[T>C]T 93.363 E:A[T>C]T 98.223 A:A[T>G]T 84.071 E:A[T>G]T 80.503 A:C[C>A]A 263.206 E:C[C>A]A 259.925 A:C[C>G]A 0.642 E:C[C>G]A 0.635 A:C[C>T]A 0.317 E:C[C>T]A 0.321 A:C[T>A]A 113.653 E:C[T>A]A 119.159 A:C[T>C]A 124.619 E:C[T>C]A 126.78 A:C[T>G]A 34.767 E:C[T>G]A 43.613 A:C[C>A]C 4.383 E:C[C>A]C 3.876 A:C[C>G]C 3.981 E:C[C>G]C 4.8 A:C[C>T]C 0.0 E:C[C>T]C 0.0 A:C[T>A]C 0.444 E:C[T>A]C 0.577 A:C[T>C]C 4581.021 E:C[T>C]C 4694.87 A:C[T>G]C 60.136 E:C[T>G]C 63.417 A:C[C>A]G 1.131 E:C[C>A]G 0.985 A:C[C>G]G 155.753 E:C[C>G]G 161.984 A:C[C>T]G 3.844 E:C[C>T]G 3.655 A:C[T>A]G 10.349 E:C[T>A]G 10.627 A:C[T>C]G 579.195 E:C[T>C]G 571.694 A:C[T>G]G 582.012 E:C[T>G]G 581.827 A:C[C>A]T 0.0 E:C[C>A]T 0.0 A:C[C>G]T 16.089 E:C[C>G]T 16.893 A:C[C>T]T 79.95 E:C[C>T]T 80.305 A:C[T>A]T 10.124 E:C[T>A]T 9.572 A:C[T>C]T 379.802 E:C[T>C]T 386.723 A:C[T>G]T 0.0 E:C[T>G]T 0.0 A:G[C>A]A 199.605 E:G[C>A]A 182.967 A:G[C>G]A 282.142 E:G[C>G]A 288.317 A:G[C>T]A 19.471 E:G[C>T]A 22.514 A:G[T>A]A 113.352 E:G[T>A]A 120.699 A:G[T>C]A 0.0 E:G[T>C]A 0.0 A:G[T>G]A 3487.007 E:G[T>G]A 3364.463 A:G[C>A]C 24.921 E:G[C>A]C 20.67 A:G[C>G]C 235.088 E:G[C>G]C 218.467 A:G[C>T]C 0.0 E:G[C>T]C 0.0 A:G[T>A]C 20.926 E:G[T>A]C 23.662 A:G[T>C]C 1187.553 E:G[T>C]C 1119.699 A:G[T>G]C 2492.11 E:G[T>G]C 2430.235 A:G[C>A]G 7.077 E:G[C>A]G 5.802 A:G[C>G]G 620.822 E:G[C>G]G 593.369 A:G[C>T]G 0.577 E:G[C>T]G 0.511 A:G[T>A]G 77.857 E:G[T>A]G 76.075 A:G[T>C]G 46.125 E:G[T>C]G 45.855 A:G[T>G]G 9595.283 E:G[T>G]G 9103.63 A:G[C>A]T 28.162 E:G[C>A]T 24.545 A:G[C>G]T 228.155 E:G[C>G]T 196.044 A:G[C>T]T 118.259 E:G[C>T]T 113.043 A:G[T>A]T 30.05 E:G[T>A]T 25.351 A:G[T>C]T 17.56 E:G[T>C]T 16.386 A:G[T>G]T 5584.766 E:G[T>G]T 5250.868 A:T[C>A]A 370.145 E:T[C>A]A 385.431 A:T[C>G]A 0.274 E:T[C>G]A 0.279 A:T[C>T]A 4.143 E:T[C>T]A 4.324 A:T[T>A]A 21.663 E:T[T>A]A 21.433 A:T[T>C]A 3.465 E:T[T>C]A 3.46 A:T[T>G]A 7.124 E:T[T>G]A 7.313 A:T[C>A]C 0.228 E:T[C>A]C 0.266 A:T[C>G]C 26.757 E:T[C>G]C 28.386 A:T[C>T]C 0.0 E:T[C>T]C 0.0 A:T[T>A]C 20.497 E:T[T>A]C 15.155 A:T[T>C]C 2599.977 E:T[T>C]C 2555.32 A:T[T>G]C 61.551 E:T[T>G]C 67.693 A:T[C>A]G 0.0 E:T[C>A]G 0.0 A:T[C>G]G 64.712 E:T[C>G]G 67.868 A:T[C>T]G 0.0 E:T[C>T]G 0.0 A:T[T>A]G 1.484 E:T[T>A]G 1.362 A:T[T>C]G 1.116 E:T[T>C]G 1.157 A:T[T>G]G 350.472 E:T[T>G]G 368.045 A:T[C>A]T 0.0 E:T[C>A]T 0.0 A:T[C>G]T 15.004 E:T[C>G]T 12.595 A:T[C>T]T 216.304 E:T[C>T]T 192.814 A:T[T>A]T 0.0 E:T[T>A]T 0.0 A:T[T>C]T 68.986 E:T[T>C]T 71.69 A:T[T>G]T 56.64 E:T[T>G]T 51.635 # 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 SBS43 C>A 1728.0 1798.0 1739.61 1798.29 0.9052738997066828 1.0 4.41 79958.0 Leading 1.041 1.034 1.007 1728.0 1739.61 1653.0 1805.0 [1762, 1752, 1722, 1744, 1758, 1774, 1757, 1745, 1678, 1798, 1761, 1754, 1756, 1771, 1724, 1653, 1671, 1771, 1723, 1751, 1699, 1717, 1702, 1747, 1749, 1669, 1746, 1761, 1691, 1718, 1690, 1710, 1727, 1740, 1750, 1777, 1720, 1736, 1734, 1734, 1800, 1751, 1701, 1749, 1735, 1802, 1805, 1738, 1697, 1747, 1756, 1721, 1711, 1703, 1774, 1786, 1720, 1747, 1746, 1769, 1778, 1759, 1757, 1750, 1761, 1722, 1782, 1721, 1725, 1780, 1712, 1753, 1774, 1777, 1731, 1698, 1762, 1708, 1737, 1757, 1752, 1715, 1708, 1727, 1717, 1741, 1747, 1736, 1751, 1710, 1731, 1699, 1750, 1755, 1768, 1763, 1721, 1794, 1699, 1733] 1798.0 1798.29 1722.0 1875.0 [1785, 1801, 1802, 1783, 1790, 1764, 1782, 1814, 1863, 1740, 1791, 1752, 1771, 1754, 1821, 1854, 1875, 1787, 1857, 1785, 1845, 1848, 1830, 1805, 1765, 1798, 1806, 1784, 1812, 1802, 1823, 1822, 1809, 1825, 1776, 1773, 1809, 1810, 1774, 1787, 1722, 1812, 1836, 1803, 1802, 1745, 1731, 1798, 1846, 1812, 1756, 1800, 1796, 1844, 1761, 1773, 1825, 1824, 1786, 1762, 1735, 1778, 1786, 1795, 1811, 1784, 1770, 1806, 1794, 1739, 1826, 1774, 1808, 1766, 1827, 1835, 1796, 1786, 1799, 1776, 1800, 1857, 1796, 1796, 1827, 1814, 1772, 1845, 1789, 1819, 1829, 1852, 1775, 1771, 1774, 1797, 1812, 1775, 1833, 1797] Skin-Melanoma SBS43 C>G 1800.0 1745.0 1765.4 1767.26 0.5056440462660194 0.934928561330544 4.434 79958.0 Lagging 1.032 0.999 1.033 1800.0 1765.4 1686.0 1846.0 [1788, 1807, 1778, 1786, 1770, 1756, 1713, 1777, 1846, 1740, 1817, 1785, 1768, 1794, 1771, 1769, 1735, 1792, 1761, 1824, 1736, 1746, 1736, 1787, 1744, 1753, 1784, 1738, 1737, 1779, 1737, 1753, 1791, 1725, 1796, 1752, 1765, 1759, 1737, 1756, 1783, 1778, 1754, 1728, 1790, 1779, 1791, 1719, 1760, 1796, 1733, 1718, 1734, 1788, 1788, 1797, 1753, 1745, 1800, 1779, 1787, 1770, 1709, 1740, 1804, 1804, 1759, 1771, 1771, 1741, 1713, 1778, 1787, 1812, 1763, 1718, 1770, 1795, 1816, 1805, 1753, 1770, 1764, 1723, 1737, 1749, 1805, 1762, 1759, 1767, 1765, 1780, 1817, 1740, 1743, 1775, 1745, 1686, 1729, 1757] 1745.0 1767.26 1705.0 1837.0 [1725, 1727, 1753, 1745, 1760, 1756, 1798, 1764, 1724, 1786, 1746, 1722, 1732, 1736, 1766, 1753, 1829, 1760, 1764, 1741, 1800, 1795, 1781, 1748, 1797, 1815, 1747, 1788, 1780, 1751, 1788, 1788, 1737, 1796, 1736, 1768, 1748, 1776, 1785, 1761, 1765, 1750, 1803, 1800, 1762, 1774, 1774, 1804, 1746, 1745, 1789, 1790, 1797, 1748, 1721, 1724, 1786, 1778, 1705, 1772, 1761, 1783, 1807, 1756, 1748, 1738, 1786, 1783, 1749, 1837, 1815, 1751, 1740, 1754, 1761, 1807, 1790, 1741, 1725, 1711, 1737, 1758, 1752, 1815, 1766, 1783, 1728, 1774, 1756, 1782, 1791, 1753, 1761, 1794, 1815, 1756, 1809, 1794, 1781, 1773] Skin-Melanoma SBS43 C>T 139.0 130.0 135.41 134.7 0.7958782424006687 1.0 0.336 79958.0 Lagging 1.069 1.005 1.064 139.0 135.41 110.0 153.0 [137, 124, 136, 150, 130, 129, 133, 130, 131, 144, 127, 143, 133, 128, 136, 136, 137, 135, 144, 119, 130, 137, 142, 138, 129, 141, 142, 127, 126, 131, 141, 137, 141, 146, 143, 131, 141, 153, 125, 134, 149, 138, 140, 116, 138, 139, 152, 133, 138, 132, 147, 132, 144, 144, 135, 152, 128, 145, 135, 128, 128, 136, 136, 131, 123, 139, 129, 110, 130, 139, 147, 142, 123, 138, 134, 139, 134, 152, 132, 132, 136, 132, 123, 132, 135, 113, 145, 144, 116, 144, 135, 147, 142, 140, 129, 133, 136, 126, 126, 151] 130.0 134.7 117.0 157.0 [135, 141, 134, 125, 142, 145, 137, 139, 130, 122, 144, 121, 136, 150, 132, 132, 131, 141, 129, 153, 133, 134, 127, 131, 141, 130, 122, 135, 143, 133, 123, 133, 131, 126, 137, 145, 130, 123, 145, 143, 124, 134, 132, 149, 135, 140, 117, 138, 125, 127, 119, 139, 125, 117, 137, 124, 146, 122, 136, 136, 140, 137, 131, 134, 147, 133, 145, 157, 143, 137, 122, 130, 142, 133, 140, 130, 144, 118, 140, 139, 131, 137, 144, 142, 137, 156, 131, 123, 143, 134, 142, 124, 127, 138, 141, 136, 123, 144, 146, 123] Skin-Melanoma SBS43 T>A 1197.0 1417.0 1306.54 1311.22 0.0030591073956772645 0.011941614051312182 3.269 79958.0 Leading 1.184 1.004 1.18 1 1197.0 1306.54 1247.0 1388.0 [1333, 1300, 1298, 1277, 1270, 1304, 1255, 1365, 1325, 1300, 1314, 1323, 1295, 1325, 1312, 1335, 1298, 1299, 1278, 1293, 1340, 1312, 1247, 1309, 1253, 1297, 1341, 1328, 1345, 1275, 1288, 1313, 1321, 1274, 1304, 1338, 1282, 1286, 1299, 1310, 1297, 1326, 1312, 1289, 1338, 1319, 1295, 1346, 1291, 1293, 1275, 1309, 1276, 1296, 1298, 1361, 1356, 1324, 1325, 1305, 1333, 1317, 1299, 1341, 1289, 1298, 1361, 1288, 1353, 1388, 1298, 1284, 1295, 1301, 1327, 1314, 1282, 1312, 1260, 1266, 1289, 1265, 1306, 1325, 1311, 1313, 1334, 1367, 1293, 1281, 1337, 1296, 1299, 1310, 1280, 1296, 1287, 1286, 1291, 1290] 1417.0 1311.22 1217.0 1381.0 [1291, 1323, 1316, 1300, 1372, 1317, 1350, 1261, 1298, 1336, 1290, 1293, 1310, 1319, 1290, 1272, 1298, 1340, 1328, 1315, 1295, 1289, 1353, 1322, 1332, 1312, 1307, 1316, 1266, 1349, 1314, 1290, 1283, 1338, 1320, 1297, 1317, 1324, 1347, 1328, 1286, 1295, 1303, 1330, 1274, 1289, 1342, 1265, 1324, 1326, 1340, 1316, 1381, 1314, 1335, 1282, 1290, 1319, 1289, 1330, 1285, 1309, 1363, 1298, 1330, 1312, 1254, 1342, 1269, 1217, 1342, 1319, 1335, 1307, 1304, 1295, 1321, 1264, 1358, 1338, 1317, 1344, 1306, 1299, 1322, 1304, 1314, 1261, 1302, 1287, 1261, 1320, 1313, 1303, 1331, 1323, 1329, 1316, 1327, 1333] Skin-Melanoma SBS43 T>C 11670.0 12233.0 11922.76 11879.76 0.005682218884339486 0.021419198002641943 29.894 79958.0 Leading 1.048 0.996 1.052 11670.0 11922.76 11708.0 12122.0 [12038, 11829, 11969, 11818, 11952, 11970, 11934, 12122, 11793, 11815, 11940, 11838, 11949, 11996, 11913, 11836, 11848, 11908, 11843, 11917, 11946, 12028, 11802, 11911, 12058, 11987, 12055, 11967, 11963, 11869, 11792, 11812, 11918, 11861, 12002, 11917, 11980, 11708, 11979, 11955, 12110, 11825, 11891, 11807, 12068, 12019, 12031, 12006, 11931, 12001, 11866, 11953, 11788, 11945, 11980, 11753, 11867, 12000, 11889, 11942, 12019, 11980, 11899, 11912, 11823, 11961, 11899, 11805, 12020, 11993, 12036, 11974, 11863, 11956, 11988, 11869, 11989, 12022, 11877, 11992, 11846, 11783, 11881, 11820, 11965, 11957, 11866, 11849, 12065, 11936, 11790, 11876, 11940, 11891, 11847, 11907, 11896, 11898, 11935, 12041] 12233.0 11879.76 11654.0 12066.0 [11797, 11990, 11870, 11933, 11882, 11866, 11797, 11739, 11957, 11944, 11861, 11867, 11911, 11869, 11881, 11985, 12013, 11910, 11933, 11888, 11812, 11829, 12008, 11905, 11756, 11868, 11826, 11891, 11803, 11896, 11933, 11976, 11912, 11992, 11820, 11911, 11842, 12042, 11968, 11847, 11654, 11875, 11897, 11922, 11730, 11862, 11813, 11888, 11821, 11773, 11907, 11859, 11994, 11771, 11833, 11945, 11854, 11910, 11876, 11812, 11778, 11900, 11871, 11854, 11951, 11823, 11924, 11961, 11774, 11822, 11704, 11803, 11888, 11800, 11761, 11903, 11921, 11769, 11960, 11896, 11984, 12066, 11931, 11938, 11829, 11802, 12001, 11976, 11876, 11804, 11923, 11886, 11874, 11885, 11926, 11870, 11950, 11917, 11948, 11801] Skin-Melanoma SBS43 T>G 23714.0 22387.0 23285.29 22546.85 0.05569603154524913 0.1725386108807183 57.657 79958.0 Lagging 1.059 1.033 1.026 23714.0 23285.29 23082.0 23520.0 [23158, 23253, 23364, 23468, 23404, 23520, 23158, 23180, 23129, 23286, 23212, 23159, 23389, 23137, 23373, 23208, 23252, 23402, 23154, 23278, 23301, 23427, 23185, 23185, 23300, 23336, 23303, 23401, 23330, 23453, 23151, 23150, 23194, 23210, 23242, 23298, 23369, 23472, 23361, 23344, 23278, 23230, 23120, 23214, 23082, 23185, 23372, 23386, 23259, 23160, 23118, 23261, 23427, 23240, 23320, 23189, 23203, 23436, 23209, 23324, 23380, 23143, 23517, 23264, 23377, 23402, 23379, 23209, 23218, 23265, 23383, 23410, 23263, 23311, 23214, 23370, 23245, 23165, 23136, 23317, 23186, 23218, 23227, 23206, 23283, 23307, 23396, 23113, 23367, 23471, 23211, 23296, 23316, 23187, 23505, 23308, 23363, 23354, 23436, 23302] 22387.0 22546.85 22269.0 22750.0 [22706, 22587, 22337, 22293, 22411, 22269, 22750, 22562, 22663, 22549, 22705, 22622, 22410, 22735, 22378, 22608, 22666, 22482, 22543, 22611, 22475, 22384, 22697, 22672, 22622, 22547, 22543, 22432, 22478, 22470, 22684, 22730, 22626, 22645, 22479, 22730, 22371, 22590, 22466, 22488, 22553, 22593, 22648, 22596, 22697, 22464, 22512, 22440, 22547, 22576, 22638, 22595, 22457, 22536, 22486, 22594, 22499, 22407, 22564, 22460, 22351, 22702, 22349, 22502, 22501, 22515, 22535, 22730, 22545, 22560, 22489, 22443, 22474, 22536, 22611, 22424, 22723, 22585, 22687, 22557, 22641, 22641, 22576, 22563, 22535, 22563, 22478, 22675, 22581, 22452, 22704, 22564, 22568, 22660, 22426, 22431, 22563, 22472, 22420, 22475] 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 SBS43 T>C Leading [] 0 [] 0 [] 0 [] 0 [] 0 [] 0 ['Skin-Melanoma'] 1