# 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 3357.942 E:A[C>A]A 3534.121 A:A[C>G]A 1069.379 E:A[C>G]A 1112.225 A:A[C>T]A 913.777 E:A[C>T]A 961.791 A:A[T>A]A 9239.529 E:A[T>A]A 9494.671 A:A[T>C]A 212.727 E:A[T>C]A 217.981 A:A[T>G]A 7080.827 E:A[T>G]A 7203.03 A:A[C>A]C 804.065 E:A[C>A]C 822.019 A:A[C>G]C 227.333 E:A[C>G]C 238.328 A:A[C>T]C 3515.959 E:A[C>T]C 3656.571 A:A[T>A]C 2017.492 E:A[T>A]C 2062.03 A:A[T>C]C 269.184 E:A[T>C]C 275.07 A:A[T>G]C 692.715 E:A[T>G]C 708.561 A:A[C>A]G 165.879 E:A[C>A]G 165.197 A:A[C>G]G 0.0 E:A[C>G]G 0.0 A:A[C>T]G 1077.797 E:A[C>T]G 1089.863 A:A[T>A]G 135.41 E:A[T>A]G 136.577 A:A[T>C]G 496.374 E:A[T>C]G 487.633 A:A[T>G]G 407.501 E:A[T>G]G 404.389 A:A[C>A]T 1160.338 E:A[C>A]T 1191.167 A:A[C>G]T 1408.782 E:A[C>G]T 1406.222 A:A[C>T]T 3643.016 E:A[C>T]T 3667.564 A:A[T>A]T 31347.627 E:A[T>A]T 30890.4 A:A[T>C]T 1185.931 E:A[T>C]T 1173.66 A:A[T>G]T 0.0 E:A[T>G]T 0.0 A:C[C>A]A 115.099 E:C[C>A]A 120.269 A:C[C>G]A 153.651 E:C[C>G]A 164.088 A:C[C>T]A 1408.053 E:C[C>T]A 1457.122 A:C[T>A]A 2411.618 E:C[T>A]A 2445.363 A:C[T>C]A 4305.118 E:C[T>C]A 4353.175 A:C[T>G]A 1869.116 E:C[T>G]A 1854.471 A:C[C>A]C 1967.969 E:C[C>A]C 2034.407 A:C[C>G]C 968.554 E:C[C>G]C 989.358 A:C[C>T]C 3078.153 E:C[C>T]C 3127.141 A:C[T>A]C 7431.356 E:C[T>A]C 7397.827 A:C[T>C]C 2451.049 E:C[T>C]C 2420.395 A:C[T>G]C 3077.934 E:C[T>G]C 3131.927 A:C[C>A]G 1403.364 E:C[C>A]G 1451.041 A:C[C>G]G 155.918 E:C[C>G]G 150.804 A:C[C>T]G 4117.491 E:C[C>T]G 4134.731 A:C[T>A]G 781.994 E:C[T>A]G 759.268 A:C[T>C]G 1414.089 E:C[T>C]G 1378.702 A:C[T>G]G 1599.573 E:C[T>G]G 1523.914 A:C[C>A]T 11651.947 E:C[C>A]T 11318.014 A:C[C>G]T 2488.445 E:C[C>G]T 2413.926 A:C[C>T]T 10770.554 E:C[C>T]T 10578.657 A:C[T>A]T 25844.108 E:C[T>A]T 24785.499 A:C[T>C]T 25128.819 E:C[T>C]T 24329.622 A:C[T>G]T 9899.123 E:C[T>G]T 9370.132 A:G[C>A]A 678.431 E:G[C>A]A 717.34 A:G[C>G]A 161.245 E:G[C>G]A 167.831 A:G[C>T]A 118.908 E:G[C>T]A 124.33 A:G[T>A]A 1205.809 E:G[T>A]A 1208.419 A:G[T>C]A 0.0 E:G[T>C]A 0.0 A:G[T>G]A 1490.497 E:G[T>G]A 1507.4 A:G[C>A]C 358.218 E:G[C>A]C 360.181 A:G[C>G]C 352.765 E:G[C>G]C 347.481 A:G[C>T]C 4.259 E:G[C>T]C 4.279 A:G[T>A]C 1240.781 E:G[T>A]C 1235.767 A:G[T>C]C 309.938 E:G[T>C]C 302.407 A:G[T>G]C 1137.458 E:G[T>G]C 1093.356 A:G[C>A]G 0.0 E:G[C>A]G 0.0 A:G[C>G]G 87.934 E:G[C>G]G 88.218 A:G[C>T]G 64.082 E:G[C>T]G 63.55 A:G[T>A]G 0.0 E:G[T>A]G 0.0 A:G[T>C]G 158.739 E:G[T>C]G 152.014 A:G[T>G]G 4686.048 E:G[T>G]G 4408.034 A:G[C>A]T 419.134 E:G[C>A]T 397.622 A:G[C>G]T 949.105 E:G[C>G]T 926.715 A:G[C>T]T 360.335 E:G[C>T]T 350.084 A:G[T>A]T 10908.411 E:G[T>A]T 10447.218 A:G[T>C]T 3192.046 E:G[T>C]T 3057.224 A:G[T>G]T 5707.167 E:G[T>G]T 5522.725 A:T[C>A]A 1611.379 E:T[C>A]A 1616.058 A:T[C>G]A 1363.056 E:T[C>G]A 1377.472 A:T[C>T]A 8571.093 E:T[C>T]A 8690.174 A:T[T>A]A 10845.845 E:T[T>A]A 10617.871 A:T[T>C]A 14817.424 E:T[T>C]A 14546.624 A:T[T>G]A 12452.918 E:T[T>G]A 12297.189 A:T[C>A]C 7732.384 E:T[C>A]C 7805.63 A:T[C>G]C 3036.95 E:T[C>G]C 3063.84 A:T[C>T]C 7337.984 E:T[C>T]C 7321.824 A:T[T>A]C 15679.524 E:T[T>A]C 15284.457 A:T[T>C]C 11638.389 E:T[T>C]C 11309.056 A:T[T>G]C 9205.804 E:T[T>G]C 8883.976 A:T[C>A]G 0.0 E:T[C>A]G 0.0 A:T[C>G]G 6.403 E:T[C>G]G 6.601 A:T[C>T]G 22.582 E:T[C>T]G 22.406 A:T[T>A]G 6217.528 E:T[T>A]G 5976.267 A:T[T>C]G 6702.517 E:T[T>C]G 6419.795 A:T[T>G]G 6829.848 E:T[T>G]G 6502.67 A:T[C>A]T 3630.783 E:T[C>A]T 3527.407 A:T[C>G]T 9418.855 E:T[C>G]T 9012.339 A:T[C>T]T 1341.258 E:T[C>T]T 1297.531 A:T[T>A]T 146126.469 E:T[T>A]T 138278.315 A:T[T>C]T 42840.333 E:T[T>C]T 40365.278 A:T[T>G]T 29203.292 E:T[T>G]T 27423.562 # 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 SBS7c C>A 8265.0 7983.0 8175.83 8132.08 0.18712305450094124 0.47045108763406834 2.2 738393.0 Lagging 1.035 1.005 1.03 8265.0 8175.83 8017.0 8341.0 [8235, 8167, 8062, 8127, 8148, 8187, 8218, 8118, 8159, 8120, 8153, 8096, 8199, 8135, 8168, 8218, 8152, 8143, 8087, 8283, 8260, 8030, 8213, 8178, 8193, 8144, 8093, 8244, 8158, 8129, 8183, 8341, 8213, 8112, 8190, 8198, 8251, 8151, 8019, 8131, 8153, 8200, 8145, 8223, 8217, 8210, 8195, 8269, 8077, 8178, 8129, 8336, 8101, 8213, 8271, 8212, 8034, 8187, 8127, 8172, 8200, 8163, 8157, 8182, 8295, 8224, 8140, 8237, 8175, 8134, 8215, 8115, 8017, 8092, 8210, 8151, 8299, 8142, 8235, 8170, 8227, 8150, 8253, 8075, 8180, 8241, 8184, 8253, 8182, 8154, 8135, 8227, 8224, 8186, 8212, 8162, 8156, 8210, 8145, 8219] 7983.0 8132.08 7967.0 8314.0 [8098, 8194, 8297, 8184, 8123, 8146, 8097, 8193, 8115, 8206, 8195, 8197, 8055, 8108, 8147, 8128, 8154, 8184, 8187, 7994, 8050, 8314, 8128, 8153, 8046, 8189, 8184, 8044, 8141, 8198, 8155, 7967, 8025, 8164, 8117, 8072, 8025, 8118, 8272, 8178, 8178, 8151, 8112, 8085, 8173, 8079, 8075, 8006, 8256, 8151, 8255, 8043, 8186, 8058, 8061, 8121, 8235, 8166, 8209, 8119, 8128, 8129, 8143, 8121, 7990, 8068, 8169, 8054, 8018, 8122, 8074, 8196, 8270, 8212, 8086, 8124, 8054, 8115, 8096, 8124, 8133, 8151, 8087, 8226, 8154, 8109, 8094, 8113, 8124, 8136, 8196, 8083, 8131, 8086, 8129, 8133, 8156, 8164, 8164, 8085] Skin-Melanoma SBS7c C>G 6769.0 6463.0 6727.37 6553.03 0.4174806428085572 0.8371105271430942 1.792 738393.0 Lagging 1.047 1.027 1.02 6769.0 6727.37 6595.0 6929.0 [6675, 6804, 6813, 6773, 6719, 6771, 6714, 6720, 6649, 6688, 6680, 6833, 6752, 6709, 6675, 6740, 6685, 6687, 6701, 6764, 6707, 6755, 6703, 6782, 6744, 6773, 6759, 6703, 6705, 6723, 6732, 6703, 6865, 6873, 6775, 6725, 6725, 6660, 6777, 6830, 6773, 6677, 6834, 6741, 6683, 6701, 6722, 6768, 6685, 6728, 6755, 6626, 6807, 6752, 6608, 6715, 6742, 6767, 6746, 6692, 6762, 6595, 6929, 6673, 6620, 6660, 6604, 6728, 6675, 6681, 6716, 6739, 6742, 6664, 6872, 6720, 6677, 6754, 6787, 6643, 6714, 6644, 6695, 6697, 6679, 6805, 6726, 6699, 6740, 6717, 6610, 6821, 6681, 6799, 6750, 6696, 6670, 6621, 6789, 6850] 6463.0 6553.03 6385.0 6704.0 [6582, 6468, 6484, 6487, 6619, 6521, 6575, 6540, 6603, 6551, 6526, 6444, 6510, 6560, 6619, 6594, 6609, 6582, 6590, 6513, 6537, 6473, 6563, 6517, 6555, 6474, 6554, 6583, 6518, 6582, 6593, 6569, 6432, 6437, 6501, 6515, 6545, 6552, 6495, 6449, 6502, 6580, 6434, 6529, 6599, 6543, 6500, 6557, 6618, 6610, 6563, 6645, 6471, 6519, 6632, 6527, 6541, 6526, 6543, 6531, 6586, 6660, 6385, 6622, 6693, 6623, 6704, 6538, 6661, 6682, 6562, 6517, 6499, 6676, 6468, 6581, 6571, 6530, 6540, 6624, 6599, 6642, 6618, 6547, 6651, 6412, 6522, 6599, 6630, 6526, 6664, 6474, 6632, 6504, 6455, 6534, 6590, 6659, 6466, 6466] Skin-Melanoma SBS7c C>T 0.0 0.0 0.0 0.0 1.0 1.0 0.0 738393.0 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] 0.0 0.0 0.0 0.0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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 SBS7c T>A 243724.0 227557.0 242510.77 232093.7 1.8641750013981624e-09 1.1314200693233423e-08 63.825 738393.0 Lagging 1.071 1.045 1.025 243724.0 242510.77 241615.0 243319.0 [242796, 242635, 242351, 242235, 242356, 242454, 242377, 242143, 242232, 242393, 243001, 242611, 242362, 242954, 242307, 242977, 243122, 242508, 243201, 242300, 241615, 242682, 242227, 242827, 241935, 242537, 242372, 242677, 242648, 242200, 241847, 242551, 242513, 242561, 242796, 242700, 242448, 243154, 242166, 242817, 242977, 242814, 242816, 242304, 242197, 241873, 242372, 242779, 242540, 242187, 242603, 242222, 243238, 242989, 242080, 242799, 242552, 242421, 242784, 242610, 241830, 242982, 241876, 242026, 242373, 242829, 242566, 242212, 242648, 242576, 242332, 242750, 242749, 241998, 242903, 242622, 242480, 242835, 241848, 242100, 242586, 243226, 242159, 241948, 242793, 242351, 242582, 242532, 242424, 242140, 243025, 243319, 242753, 242736, 242275, 242558, 242297, 242435, 242710, 241948] 227557.0 232093.7 231059.0 233084.0 [232094, 232221, 232488, 232399, 232234, 232307, 231844, 232086, 232288, 232315, 232171, 232416, 232186, 231703, 232175, 231608, 231635, 231777, 231495, 232091, 232820, 232006, 232238, 231619, 232599, 231938, 232040, 232006, 231709, 232293, 232503, 232040, 232288, 232038, 231818, 231719, 232620, 231391, 232565, 232295, 231987, 231942, 231937, 232350, 232554, 232400, 232180, 232273, 232075, 232481, 231706, 232017, 231822, 231544, 232661, 231605, 231838, 231963, 231868, 232354, 232768, 231768, 232472, 232428, 231931, 231714, 231786, 232208, 232022, 232424, 232357, 231891, 231750, 232538, 231681, 232125, 231841, 231749, 233084, 232243, 232255, 231571, 232188, 232407, 231755, 232225, 232446, 232034, 232073, 232163, 231860, 231059, 231558, 232438, 231962, 231992, 232340, 232173, 231957, 232499] Skin-Melanoma SBS7c T>C 53050.0 49346.0 52785.92 50308.63 0.00596053139796849 0.02239360549482776 13.867 738393.0 Lagging 1.075 1.049 1.025 53050.0 52785.92 52331.0 53317.0 [53126, 53110, 52711, 52768, 52857, 52680, 52939, 52917, 52886, 52745, 52602, 52525, 52836, 52996, 52672, 52614, 52520, 52927, 52739, 53081, 52900, 52709, 52612, 52617, 52768, 52856, 52749, 52690, 52578, 52800, 52621, 52811, 53028, 52799, 52833, 52869, 53029, 52806, 52688, 52591, 52568, 52937, 52920, 52886, 52786, 52699, 52653, 52848, 53043, 52817, 52733, 52801, 52847, 52625, 52448, 52728, 52933, 52701, 52810, 53184, 52684, 52863, 52805, 52726, 52674, 52632, 53024, 52856, 53098, 52910, 52703, 52668, 52866, 53039, 52727, 52886, 52438, 52552, 52655, 53317, 52745, 52575, 52651, 52463, 52895, 52875, 52815, 52810, 52660, 53010, 52908, 52807, 52746, 52672, 52705, 52731, 52331, 52837, 53174, 52487] 49346.0 50308.63 49828.0 50844.0 [50028, 50137, 50566, 50301, 50270, 50362, 50168, 50156, 50259, 50179, 50524, 50531, 50445, 50150, 50466, 50485, 50612, 50199, 50417, 49828, 50006, 50341, 50205, 50378, 50295, 50231, 50181, 50205, 50343, 50223, 50296, 50235, 50302, 50418, 50209, 50267, 49934, 50150, 50300, 50545, 50501, 50103, 50276, 50459, 50400, 50241, 50494, 50220, 50113, 50291, 50417, 50322, 50068, 50565, 50512, 50364, 50061, 50306, 50287, 50031, 50297, 50400, 50340, 50637, 50442, 50584, 50153, 50207, 50015, 50275, 50299, 50400, 50237, 50010, 50383, 50207, 50669, 50574, 50423, 49974, 50342, 50496, 50431, 50718, 50334, 50121, 50157, 50210, 50539, 50058, 50259, 50365, 50411, 50470, 50382, 50337, 50844, 50222, 49921, 50542] Skin-Melanoma SBS7c T>G 69604.0 65632.0 69169.83 66973.77 0.0005636551672667091 0.0023857179944872958 18.315 738393.0 Lagging 1.061 1.033 1.027 69604.0 69169.83 68733.0 69818.0 [69169, 68762, 69241, 68893, 69072, 69264, 69230, 68955, 69139, 69041, 69326, 69171, 69077, 69249, 69285, 69044, 69184, 69014, 69041, 69589, 69145, 68733, 69487, 69225, 69656, 69334, 68846, 69003, 68997, 68895, 69460, 69126, 69084, 68844, 68914, 68982, 69263, 69048, 69239, 69153, 69280, 69194, 68945, 69228, 68806, 69173, 69128, 69285, 69047, 68952, 69422, 69353, 69209, 69006, 69285, 69355, 68868, 69242, 69818, 69303, 69383, 69410, 69061, 69386, 69480, 69353, 69074, 68943, 69312, 69169, 69137, 69120, 69307, 68933, 69056, 69340, 69269, 69368, 69208, 69074, 69366, 69248, 69057, 69057, 69366, 68888, 69575, 68848, 69162, 69128, 69299, 69001, 69185, 69150, 69182, 69165, 69416, 69177, 69042, 69209] 65632.0 66973.77 66405.0 67450.0 [66988, 67273, 67022, 67284, 67050, 66660, 67073, 67002, 66892, 66934, 66876, 66965, 66998, 66894, 66715, 67009, 67049, 67187, 67072, 66546, 66877, 67450, 66830, 67144, 66604, 66793, 67257, 67242, 67103, 67184, 66639, 67030, 67135, 67097, 67296, 67270, 66917, 66950, 66683, 67139, 66934, 66714, 67154, 66984, 67263, 67198, 67132, 66890, 66930, 67056, 66777, 66828, 66978, 67284, 66947, 66827, 67138, 66928, 66405, 66780, 66910, 66610, 66926, 66827, 66729, 66712, 66934, 67121, 67117, 66931, 67045, 67203, 66659, 67217, 67025, 66941, 66894, 66723, 67153, 66993, 66868, 66868, 66850, 67019, 66897, 67178, 66717, 67338, 67001, 66718, 66961, 67231, 66836, 66993, 66944, 67012, 66747, 67060, 67015, 67178] 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 SBS7c T>A Lagging [] 0 [] 0 [] 0 [] 0 [] 0 [] 0 ['Skin-Melanoma'] 1 SBS7c T>C Lagging [] 0 [] 0 [] 0 [] 0 [] 0 [] 0 ['Skin-Melanoma'] 1 SBS7c T>G Lagging [] 0 [] 0 [] 0 [] 0 [] 0 [] 0 ['Skin-Melanoma'] 1