From: Mutational landscape differences between young-onset and older-onset breast cancer patients
Signature | Age group | Basal-like | HER2+ | Luminal A | Luminal B | Normal-like | p-value | Proposed Etiology |
---|---|---|---|---|---|---|---|---|
Signature 1 | Total | 107 (73%) | 56 (81%) | 330 (77%) | 139 (76%) | 14 (64%) | 0.45 | Spontaneous deamination of 5-methylcytosine |
Young | 14 (82%) | 2 (67%) | 28 (74%) | 11 (61%) | 1 (100%) | 0.65 | ||
Older | 93 (72%) | 54 (82%) | 302 (77%) | 128 (78%) | 13 (62%) | 0.27 | ||
Oldest | 36 (80%) | 20 (74%) | 175 (80%) | 61 (81%) | 4 (67%) | 0.80 | ||
Signature 2 | Total | 28 (19%) | 47 (68%) | 169 (39%) | 59 (32%) | 8 (36%) | < 0.01* | AID/APOBEC |
Young | 3 (18%) | 2 (67%) | 14 (37%) | 2 (11%) | 1 (100%) | 0.04* | ||
Older | 25 (19%) | 45 (68%) | 155 (40%) | 57 (35%) | 7 (33%) | < 0.01* | ||
Oldest | 12 (27%) | 19 (70%) | 82 (37%) | 22 (29%) | 3 (50%) | < 0.01* | ||
Signature 3 | Total | 134 (92%) | 46 (67%) | 252 (59%) | 136 (75%) | 15 (68%) | < 0.01* | Defective DNA double-strand break repair by homologous recombination |
Young | 17 (100%) | 1 (33%) | 20 (53%) | 14 (78%) | 1 (100%) | < 0.01* | ||
Older | 117 (91%) | 45 (68%) | 232 (59%) | 122 (74%) | 14 (67%) | < 0.01* | ||
Oldest | 41 (91%) | 18 (67%) | 125 (57%) | 55 (73%) | 3 (50%) | < 0.01* | ||
Signature 4 | Total | 26 (18%) | 4 (6%) | 48 (11%) | 24 (13%) | 3 (14%) | 0.11 | Smoking tobacco |
Young | 3 (18%) | 1 (33%) | 6 (16%) | 5 (28%) | 0 (0%) | 0.60 | ||
Older | 23 (18%) | 3 (5%) | 42 (11%) | 19 (12%) | 3 (14%) | 0.07 | ||
Oldest | 7 (16%) | 2 (7%) | 24 (11%) | 8 (11%) | 1 (17%) | 0.75 | ||
Signature 5 | Total | 17 (12%) | 18 (26%) | 145 (34%) | 50 (27%) | 3 (14%) | < 0.01* | Unknown |
Young | 1 (6%) | 0 (0%) | 13 (34%) | 7 (39%) | 0 (0%) | 0.08 | ||
Older | 16 (12%) | 18 (27%) | 132 (34%) | 43 (26%) | 3 (14%) | < 0.01* | ||
Oldest | 4 (9%) | 9 (33%) | 82 (37%) | 19 (25%) | 2 (33%) | < 0.01* | ||
Signature 6 | Total | 23 (16%) | 7 (10%) | 61 (14%) | 25 (14%) | 1 (5%) | 0.64 | Defective DNA mismatch repair |
Young | 3 (18%) | 0 (0%) | 8 (21%) | 4 (22%) | 0 (0%) | 1.00 | ||
Older | 20 (16%) | 7 (11%) | 53 (14%) | 21 (13%) | 1 (5%) | 0.75 | ||
Oldest | 4 (9%) | 4 (15%) | 34 (16%) | 10 (13%) | 0 (0%) | 0.78 | ||
Signature 7 | Total | 15 (10%) | 17 (25%) | 98 (23%) | 30 (16%) | 5 (23%) | < 0.01* | UV light |
Young | 2 (12%) | 1 (33%) | 6 (16%) | 2 (11%) | 0 (0%) | 0.75 | ||
Older | 13 (10%) | 16 (24%) | 92 (24%) | 28 (17%) | 5 (24%) | < 0.01* | ||
Oldest | 4 (9%) | 5 (19%) | 51 (23%) | 8 (11%) | 2 (33%) | 0.03* | ||
Signature 8 | Total | 27 (18%) | 11 (16%) | 86 (20%) | 39 (21%) | 4 (18%) | 0.90 | Unknown |
Young | 5 (29%) | 3 (100%) | 5 (13%) | 5 (28%) | 0 (0%) | 0.02* | ||
Older | 22 (17%) | 8 (12%) | 81 (21%) | 34 (21%) | 4 (19%) | 0.51 | ||
Oldest | 6 (13%) | 3 (11%) | 52 (24%) | 17 (23%) | 1 (17%) | 0.38 | ||
Signature 9 | Total | 24 (16%) | 9 (13%) | 63 (15%) | 34 (19%) | 6 (27%) | 0.38 | Polymerase η |
Young | 2 (12%) | 0 (0%) | 6 (16%) | 4 (22%) | 0 (0%) | 0.88 | ||
Older | 22 (17%) | 9 (14%) | 57 (15%) | 30 (18%) | 6 (29%) | 0.38 | ||
Oldest | 9 (20%) | 4 (15%) | 35 (16%) | 16 (21%) | 0 (0%) | 0.69 | ||
Signature 10 | Total | 5 (3%) | 2 (3%) | 25 (6%) | 11 (6%) | 3 (14%) | 0.28 | Defective polymerase POLE |
Young | 1 (6%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0.27 | ||
Older | 4 (3%) | 2 (3%) | 25 (6%) | 11 (7%) | 3 (14%) | 0.20 | ||
Oldest | 1 (2%) | 2 (7%) | 12 (5%) | 4 (5%) | 1 (17%) | 0.48 | ||
Signature 11 | Total | 5 (3%) | 4 (6%) | 33 (8%) | 13 (7%) | 0 (0%) | 0.34 | Alkylating agents (e.g. temozolomide) |
Young | 2 (12%) | 0 (0%) | 3 (8%) | 2 (11%) | 0 (0%) | 0.85 | ||
Older | 3 (2%) | 4 (6%) | 30 (8%) | 11 (7%) | 0 (0%) | 0.19 | ||
Oldest | 0 (0%) | 1 (4%) | 16 (7%) | 6 (8%) | 0 (0%) | 0.32 | ||
Signature 12 | Total | 10 (7%) | 6 (9%) | 59 (14%) | 17 (9%) | 3 (14%) | 0.14 | Unknown |
Young | 0 (0%) | 0 (0%) | 5 (13%) | 1 (6%) | 0 (0%) | 0.53 | ||
Older | 10 (8%) | 6 (9%) | 54 (14%) | 16 (10%) | 3 (14%) | 0.31 | ||
Oldest | 4 (9%) | 2 (7%) | 34 (16%) | 8 (11%) | 2 (33%) | 0.29 | ||
Signature 13 | Total | 50 (34%) | 42 (61%) | 113 (26%) | 46 (25%) | 9 (41%) | < 0.01* | AID/APOBEC |
Young | 5 (29%) | 2 (67%) | 8 (21%) | 2 (11%) | 1 (100%) | 0.07 | ||
Older | 45 (35%) | 40 (61%) | 105 (27%) | 44 (27%) | 8 (38%) | < 0.01* | ||
Oldest | 16 (36%) | 15 (56%) | 57 (26%) | 16 (21%) | 3 (50%) | < 0.01* | ||
Signature 14 | Total | 2 (1%) | 0 (0%) | 8 (2%) | 9 (5%) | 0 (0%) | 0.13 | Unknown |
Young | 0 (0%) | 0 (0%) | 4 (11%) | 4 (22%) | 0 (0%) | 0.27 | ||
Older | 2 (2%) | 0 (0%) | 4 (1%) | 5 (3%) | 0 (0%) | 0.38 | ||
Oldest | 0 (0%) | 0 (0%) | 1 (0%) | 4 (5%) | 0 (0%) | 0.05 | ||
Signature 15 | Total | 18 (12%) | 9 (13%) | 74 (17%) | 31 (17%) | 3 (14%) | 0.65 | Defective DNA mismatch repair |
Young | 1 (6%) | 0 (0%) | 9 (24%) | 2 (11%) | 0 (0%) | 0.43 | ||
Older | 17 (13%) | 9 (14%) | 65 (17%) | 29 (18%) | 3 (14%) | 0.84 | ||
Oldest | 8 (18%) | 4 (15%) | 33 (15%) | 15 (20%) | 0 (0%) | 0.77 | ||
Signature 16 | Total | 15 (10%) | 9 (13%) | 105 (24%) | 37 (20%) | 4 (18%) | < 0.01* | Unknown |
Young | 4 (24%) | 0 (0%) | 12 (32%) | 2 (11%) | 0 (0%) | 0.48 | ||
Older | 11 (9%) | 9 (14%) | 93 (24%) | 35 (21%) | 4 (19%) | < 0.01* | ||
Oldest | 4 (9%) | 4 (15%) | 48 (22%) | 16 (21%) | 1 (17%) | 0.30 | ||
Signature 17 | Total | 2 (1%) | 2 (3%) | 8 (2%) | 4 (2%) | 0 (0%) | 0.89 | Unknown |
Young | 1 (6%) | 0 (0%) | 1 (3%) | 0 (0%) | 0 (0%) | 0.53 | ||
Older | 1 (1%) | 2 (3%) | 7 (2%) | 4 (2%) | 0 (0%) | 0.71 | ||
Oldest | 0 (0%) | 0 (0%) | 2 (1%) | 3 (4%) | 0 (0%) | 0.23 | ||
Signature 18 | Total | 8 (5%) | 2 (3%) | 50 (12%) | 14 (8%) | 3 (14%) | 0.03* | Unknown |
Young | 0 (0%) | 0 (0%) | 5 (13%) | 1 (6%) | 0 (0%) | 0.53 | ||
Older | 8 (6%) | 2 (3%) | 45 (12%) | 13 (8%) | 3 (14%) | 0.08 | ||
Oldest | 2 (4%) | 1 (4%) | 26 (12%) | 4 (5%) | 0 (0%) | 0.28 | ||
Signature 19 | Total | 8 (5%) | 4 (6%) | 37 (9%) | 14 (8%) | 0 (0%) | 0.55 | Unknown |
Young | 1 (6%) | 1 (33%) | 1 (3%) | 1 (6%) | 0 (0%) | 0.22 | ||
Older | 7 (5%) | 3 (5%) | 36 (9%) | 13 (8%) | 0 (0%) | 0.40 | ||
Oldest | 4 (9%) | 1 (4%) | 21 (10%) | 5 (7%) | 0 (0%) | 0.87 | ||
Signature 20 | Total | 8 (5%) | 1 (1%) | 13 (3%) | 7 (4%) | 1 (5%) | 0.51 | Defective DNA mismatch repair |
Young | 2 (12%) | 0 (0%) | 1 (3%) | 0 (0%) | 0 (0%) | 0.31 | ||
Older | 6 (5%) | 1 (2%) | 12 (3%) | 7 (4%) | 1 (5%) | 0.66 | ||
Oldest | 5 (11%) | 1 (4%) | 8 (4%) | 4 (5%) | 0 (0%) | 0.30 | ||
Signature 21 | Total | 4 (3%) | 1 (1%) | 22 (5%) | 5 (3%) | 0 (0%) | 0.46 | Unknown |
Young | 0 (0%) | 0 (0%) | 3 (8%) | 1 (6%) | 0 (0%) | 0.84 | ||
Older | 4 (3%) | 1 (2%) | 19 (5%) | 4 (2%) | 0 (0%) | 0.58 | ||
Oldest | 3 (7%) | 0 (0%) | 10 (5%) | 0 (0%) | 0 (0%) | 0.16 | ||
Signature 22 | Total | 3 (2%) | 2 (3%) | 47 (11%) | 10 (5%) | 2 (9%) | < 0.01* | Aristolochic acid |
Young | 0 (0%) | 0 (0%) | 6 (16%) | 1 (6%) | 0 (0%) | 0.37 | ||
Older | 3 (2%) | 2 (3%) | 41 (10%) | 9 (5%) | 2 (10%) | < 0.01* | ||
Oldest | 1 (2%) | 1 (4%) | 23 (11%) | 2 (3%) | 0 (0%) | 0.11 | ||
Signature 23 | Total | 1 (1%) | 1 (1%) | 14 (3%) | 3 (2%) | 0 (0%) | 0.44 | Unknown |
Young | 0 (0%) | 0 (0%) | 0 (0%) | 1 (6%) | 0 (0%) | 0.51 | ||
Older | 1 (1%) | 1 (2%) | 14 (4%) | 2 (1%) | 0 (0%) | 0.35 | ||
Oldest | 0 (0%) | 0 (0%) | 7 (3%) | 2 (3%) | 0 (0%) | 0.79 | ||
Signature 24 | Total | 17 (12%) | 7 (10%) | 55 (13%) | 20 (11%) | 4 (18%) | 0.81 | Aflatoxin |
Young | 7 (41%) | 0 (0%) | 3 (8%) | 1 (6%) | 0 (0%) | 0.02* | ||
Older | 10 (8%) | 7 (11%) | 52 (13%) | 19 (12%) | 4 (19%) | 0.38 | ||
Oldest | 3 (7%) | 3 (11%) | 36 (16%) | 6 (8%) | 1 (17%) | 0.21 | ||
Signature 25 | Total | 13 (9%) | 4 (6%) | 54 (13%) | 12 (7%) | 3 (14%) | 0.11 | Unknown |
Young | 1 (6%) | 0 (0%) | 3 (8%) | 2 (11%) | 0 (0%) | 0.90 | ||
Older | 12 (9%) | 4 (6%) | 51 (13%) | 10 (6%) | 3 (14%) | 0.08 | ||
Oldest | 3 (7%) | 1 (4%) | 35 (16%) | 4 (5%) | 0 (0%) | 0.05* | ||
Signature 26 | Total | 12 (8%) | 2 (3%) | 30 (7%) | 12 (7%) | 2 (9%) | 0.63 | Defective DNA mismatch repair |
Young | 0 (0%) | 0 (0%) | 1 (3%) | 0 (0%) | 0 (0%) | 1.00 | ||
Older | 12 (9%) | 2 (3%) | 29 (7%) | 12 (7%) | 2 (10%) | 0.56 | ||
Oldest | 7 (16%) | 0 (0%) | 14 (6%) | 8 (11%) | 0 (0%) | 0.11 | ||
Signature 27 | Total | 1 (1%) | 0 (0%) | 6 (1%) | 0 (0%) | 2 (9%) | 0.03* | Unknown |
Young | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 1.00 | ||
Older | 1 (1%) | 0 (0%) | 6 (2%) | 0 (0%) | 2 (10%) | 0.03* | ||
Oldest | 0 (0%) | 0 (0%) | 4 (2%) | 0 (0%) | 0 (0%) | 0.84 | ||
Signature 28 | Total | 2 (1%) | 2 (3%) | 14 (3%) | 2 (1%) | 0 (0%) | 0.48 | Unknown |
Young | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 1.00 | ||
Older | 2 (2%) | 2 (3%) | 14 (4%) | 2 (1%) | 0 (0%) | 0.50 | ||
Oldest | 0 (0%) | 2 (7%) | 6 (3%) | 2 (3%) | 0 (0%) | 0.42 | ||
Signature 29 | Total | 19 (13%) | 10 (14%) | 92 (21%) | 32 (18%) | 4 (18%) | 0.19 | Chewing tobacco |
Young | 0 (0%) | 1 (33%) | 4 (11%) | 6 (33%) | 0 (0%) | 0.03* | ||
Older | 19 (15%) | 9 (14%) | 88 (23%) | 26 (16%) | 4 (19%) | 0.15 | ||
Oldest | 8 (18%) | 4 (15%) | 46 (21%) | 10 (13%) | 3 (50%) | 0.20 | ||
Signature 30 | Total | 18 (12%) | 2 (3%) | 58 (14%) | 20 (11%) | 4 (18%) | 0.07 | Unknown |
Young | 5 (29%) | 1 (33%) | 3 (8%) | 0 (0%) | 0 (0%) | 0.03* | ||
Older | 13 (10%) | 1 (2%) | 55 (14%) | 20 (12%) | 4 (19%) | 0.01* | ||
Oldest | 6 (13%) | 0 (0%) | 29 (13%) | 11 (15%) | 1 (17%) | 0.22 | ||
Total | Total | 146 (100%) | 69 (100%) | 429 (100%) | 182 (100%) | 22 (100%) | ||
Young | 17 (100%) | 3 (100%) | 38 (100%) | 18 (100%) | 1 (100%) | |||
Older | 129 (100%) | 66 (100%) | 391 (100%) | 164 (100%) | 21 (100%) | |||
Oldest | 45 (100%) | 27 (100%) | 219 (100%) | 75 (100%) | 6 (100%) |