Introduction
Materials and methods
Study cohort characteristics
Immunohistochemistry
Statistical analysis
Results
MMP9 protein expression in BC
Parameters | MMP9 cytoplasmic (C+) expression | MMP9 stromal (S+) expression | ||||
---|---|---|---|---|---|---|
Negative/low expression n (%) | High expression n (%) | p value (χ2) | Negative/low expression n (%) | High expression n (%) | p value (χ2) | |
Age at diagnosis (years) | ||||||
< 50 | 172 (70.5) | 72 (29.5) | 0.740 (0.110) | 143 (58.0) | 101 (42.0) | 0.019 (5.543) |
≥ 50 | 309 (71.7) | 122 (28.3) | 212 (49.0) | 219 (51.0) | ||
Histological grade | ||||||
1 | 76 (84.0) | 14 (16.0) | < 0.0001 (20.570) | 61 (68.0) | 29 (32.0) | < 0.0001 (27.165) |
2 | 177 (78.0) | 51 (22.0) | 141 (62.0) | 87 (38.0) | ||
3 | 225 (64.0) | 125 (36.0) | 153 (44.0) | 197 (56.0) | ||
Stage | ||||||
I | 303 (74.0) | 105 (26.0) | 0.081 (6.743) | 226 (55.0) | 182 (46.0) | 0.012 (11.005) |
II | 138 (67.0) | 69 (33.0) | 106 (51.0) | 101 (19.0) | ||
III | 37 (70.0) | 16 30.0) | 23 (43.0) | 30 (57.0) | ||
Tumour size | ||||||
< 2.0 cm | 234 (74.0) | 81 (26.0) | 0.137 (2.206) | 170 (54.0) | 145 (46.0) | 0.604 (1.269) |
≥ 2.0 cm | 246 (69.0) | 110 (31.0) | 185 (52.0) | 171 (48.0) | ||
Histological type | ||||||
Ductal including NST* | 406 (69.2) | 181 (30.8) | 0.003 (11.586) | 300 (51.1) | 287 (48.9) | 0.092 (4.88) |
Lobular | 48 (87.0) | 7 (13.0) | 34 (62.0) | 21 (38.0) | ||
Special type | 22 (88.0) | 3 (12.0) | 17 (68.0) | 8 (32.0) | ||
IHC subtypes | ||||||
ER+/HER2-low proliferation | 115 (81.0) | 26 (19.0) | 0.002 (14.857) | 85 (60.3) | 56 (40.0) | 0.001 (15.879) |
ER+/HER2− high proliferation | 154 (72.0) | 60 (28.0) | 126 (59.0) | 88 (41.0) | ||
Triple negative | 80 (64.0) | 45 (36.0) | 51 (40.0) | 74 (60.0) | ||
HER2 + | 63 (62.0) | 39 (38.2) | 48 (47.0) | 54 (53.0) | ||
Nottingham Prognostic Index | ||||||
GPG | 155 (84.0) | 29 (16.0) | < 0.0001 (20.523) | 117 (63.0) | 67 (37.0) | 0.002 (12.257) |
MPG | 253 (68.0) | 122 (32.0) | 187 (49.0) | 188 (51.0) | ||
PPG | 72 (64.0) | 40 (36.0) | 51 (46.0) | 61 (56.0) | ||
Lymphovascular invasion (LVI) | ||||||
Negative/probable | 230 (73.0) | 86 (27.0) | 0.445 (0.584) | 180 (57.0) | 136 (43.0) | 0.031 (4.669) |
Definite | 157 (70.0) | 68 (30.0) | 107 (48.0) | 118 (52.0) |
Parameters | MMP9 cytoplasmic (C+) expression | MMP9 stromal (S+) expression | ||||
---|---|---|---|---|---|---|
Negative/low expression n (%) | High expression n (%) | p value (χ2) | Negative/low expression n (%) | High expression n (%) | p value (χ2) | |
Oestrogen (ER) status | ||||||
Negative | 107 (59.0) | 74 (41.0) | < 0.0001 (18.402) | 69 (38.0) | 112 (62.0) | < 0.0001 (20.194) |
Positive | 373 (76.0) | 118 (24.0) | 283 (58.0) | 208 (42.0) | ||
Progesterone (PR) status | ||||||
Negative | 182 (66.0) | 95 (34.0) | 0.005 (7.860) | 125 (45.0) | 152 (55.0) | 0.002 (9.936 |
Positive | 284 (76.0) | 91 (24.0) | 216 (58.0) | 159 (42.0) | ||
Human epidermal growth factor receptor 2 (HER2) | ||||||
Negative | 410 (74.0) | 146 (26.0) | 0.009 (6.784) | 302 (54.0) | 254 (46.0) | 0.150 (2.077) |
Positive | 63 (61.0) | 40 (39.0) | 48 (47.0) | 55 (53.0) | ||
Epidermal Growth Factor Receptor (EGFR) | ||||||
Negative | 385 (74.0) | 137 (26.0) | 0.024 (5.069) | 285 (55.0) | 237 (45.0) | 0.016 (5.856) |
Positive | 85 (64.0) | 48 (36.0) | 57 (43.0) | 76 (57.0) | ||
Phosphatidylinositol-4,5-bisphosphate 3-kinase, catalytic subunit alpha (PIK3CA) | ||||||
Negative | 93 (79.0) | 25 (21.0) | 0.052 (3.787) | 72 (61.0) | 46 (39.0) | 0.039 (4.271) |
Positive | 287 (70.0) | 125 (30.0) | 207 (50.0) | 205 (50.0) | ||
Ki67 | ||||||
Negative | 156 (77.0) | 47 (23.0) | 0.050 (3.858)) | 126 (62.0) | 77 (38.0) | 0.004 (8.474) |
Positive | 222 (69.0) | 100 31.0) | 158 (49.0) | 164 (51.0) | ||
Cytokeartin5/6 (CK5/6) | ||||||
Negative | 324 (71.0) | 127 (29.0) | 0.080 (3.071) | 241 (53.0) | 210 (47.0) | 0.099 (2.726) |
Positive | 57 (63.0) | 34 (37.0) | 40 (44.0) | 51 (56.0) | ||
Cytokeartin17 (CK17) | ||||||
Negative | 309 (73.0) | 113 (27.0) | 0.001 (10.888) | 225 (53.0) | 197 (47.0) | 0.395 (0.724) |
Positive | 42 (55.0) | 35 (45.0) | 37 (48.0) | 40 (52.0) | ||
Cell division cycle 42 (CDC42) | ||||||
Negative | 196 (76.0) | 60 (24.0) | 0.003 (9.046) | 138 (54.0) | 118 (46.0) | 0.892 (0.018) |
Positive | 126 (64.0) | 72 (36.0) | 108 (55.0) | 90 (45.0) | ||
Cluster of differentiation 44 (CD44) | ||||||
Negative | 109 (77.0) | 32 (23.0) | 0.025 (5.027) | 77 (55.0) | 64 (45.0) | 0.996 (0.001) |
Positive | 167 (67.0) | 84 (33.0) | 137 (55.0) | 114 (45.0) |
Variable | Breast cancer-specific survival | |||||
---|---|---|---|---|---|---|
Univariate | Multivariate | |||||
HR | 95%CI | p value | HR | 95%CI | p value | |
Whole cohort | ||||||
Stage | 2.7 | 1.8–3.2 | < 0.0001 | 2.4 | 1.8–3.2 | < 0.0001 |
Grade | 2.7 | 2.4–3.3 | < 0.0001 | 2.1 | 1.3- 3.3 | 0.001 |
Tumour size | 2.1 | 1.8–2.5 | < 0.0001 | 1.5 | 0.9–2.3 | 0.068 |
ER | 1.0 | 0.9–1.1 | < 0.0001 | 0.9 | 0.9–1.0 | 0.335 |
Ki67 | 2.6 | 2.1–3.3 | < 0.0001 | 1.5 | 0.8–2.4 | 0.155 |
MMP9(C+) | 1.5 | 1.1–2.0 | 0.013 | 1.6 | 1.1–2.3 | 0.026 |
MMP9 (S+) | 1.3 | 1.0–1.8 | 0.060 | 1.2 | 0.8–1.8 | 0.305 |
MMP9 genomic profiling
Parameters | METABRIC cohort | TCGA cohort | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
MMP9 copy number expression | MMP9 mRNA expression | MMP9 mRNA expression | ||||||||
Gain | Neutral | Loss | p value (χ2) | Negative/low Expression n (%) | High expression n (%) | p value (χ2) | Negative/low expression n (%) | High Expression n (%) | p value (χ2) | |
Histological grade | ||||||||||
1 | 8 (4.7) | 162 (95.3) | 0 (0.0) | 0.001 (23.12) | 119 (70.0) | 51 (30.0) | < 0.00001 (124.85) | 62 (69.7) | 27 (30.3) | < 0.00001 (29.23) |
2 | 93 (12.1) | 669 (86.9) | 8 (1.0) | 465 (60.4) | 305 (39.6) | 200 (53.3) | 175 (46.7) | |||
3 | 158 (16.6) | 789 (82.9) | 5 (0.5) | 352 (37.0) | 600 (63.0) | 141 (40.1) | 211 (59.9) | |||
Stage | ||||||||||
I | 48 (9.6) | 451 (90.0) | 2 (0.4) | 0.226 (8.171) | 257 (51.0) | 244 (49.0) | 0.296 (3.71) | 75 (47.0) | 84 (53.0) | 0.005 (10.51) |
II | 117 (14.2) | 702 (85.1) | 6 (0.7) | 403 (49.0) | 422 (51.0) | 232 (47.0) | 260 (53.0) | |||
III | 19 (16.1) | 98 (83.1) | 1 (0.8) | 49 (41.5) | 69 (58.5) | 115 (61.0) | 75 (39.0) | |||
Tumour size | ||||||||||
˂ 2.0 cm | 102 (11.9) | 752 (87.6) | 4 (0.5) | 0.067 (5.42) | 432 (51.0) | 426 (50.0) | 0.651 (0.21) | 112 (46.9) | 127 (53.1) | 0.253 (1.31) |
≥ 2.0 cm | 167 (15.2) | 925 (84.0) | 9 (0.8) | 543 (49.0) | 558 (50.0) | 315 (51.2) | 300 (48.8) | |||
PAM50 sub type | ||||||||||
Luminal A | 67 (9.3) | 646 (90.0) | 5 (0.7) | < 0.00001 (78.27) | 473 (65.9) | 245 (34.1) | < 0.00001 (267.44) | 257 (56.6) | 197 (43.4) | < 0.0001 (36.57) |
Luminal B | 122 (25.0) | 361 (74.0) | 5 (1.0) | 263 (53.9) | 225 (46.1) | 85 (55.0) | 70 (45.0) | |||
Basal | 33 (10.0) | 295 (89.7) | 1 (0.3) | 54 (16.4) | 275 (83.6) | 23 (36.0) | 41 (64.0) | |||
Her2 | 34 (14.2) | 205 (85.4) | 1 (0.4) | 73 (30.4) | 167 (69.6) | 47 (31.0) | 105 (69.0) | |||
ER | ||||||||||
Negative | 142 (32.3) | 295 (67.2) | 2 (0.5) | 0.029 (8.49) | 103 (23.5) | 336 (76.5) | < 0.00001 (161.47) | 59 (31.9) | 126 (68.1) | < .00001 (30.89) |
Positive | 223 (14.9) | 1265 (84.4) | 10 (0.7) | 868 (57.9) | 630 (42.1) | 352 (55.1) | 287 (44.9) | |||
PR | ||||||||||
Negative | 146 (15.5) | 791(84.1) | 3 (0.3) | 0.019 (8.02) | 349 (37.0) | 591 (63.0) | < 0.00001 (113.01) | 106 (39.0) | 166 (61.0) | 0.0001 (18.53) |
Positive | 125 (12.0) | 905 (87.0) | 10 (1.0) | 635 (61.0) | 405 (39.0) | 300 (54.9) | 246 (45.1) | |||
HER2 | ||||||||||
Negative | 233 (13.4) | 1488 (85.9) | 12 (0.7) | 0.626 (0.94) | 906 (52.3) | 827 (47.7) | < 0.00001 (37.06) | 284 (50.1) | 283 (49.9) | 0.179 (1.81) |
Positive | 38 (15.4) | 208 (84.2) | 1 (0.4) | 78 (31.6) | 169 (68.4) | 58 (43.6) | 75 (56.4) | |||
IC clusters | ||||||||||
1 | 50 (36.0) | 88 (63.3) | 1 (0.7) | < 0.00001 (140.98) | 62 (44.6) | 77(55.4) | < 0.00001 (227.16) | |||
2 | 10 (13.9) | 62 (86.1) | 0 (0.0) | 41 (56.9) | 31(43.1) | |||||
3 | 16 (5.5) | 274 (94.5) | 0 (0.0) | 200 (69.0) | 90 (31.0) | |||||
4 | 19 (5.5) | 324 (94.5) | 0 (0.0) | 141 (41.1) | 202 (58.9) | |||||
5 | 32 (16.8) | 157 (82.6) | 1(0.5) | 62 (32.6) | 128 (67.4) | |||||
6 | 21 (24.7) | 63 (74.1) | 1 (1.2) | 42 (49.4) | 43 (50.6) | |||||
7 | 30 (15.8) | 156 (82.1) | 4 (2.1) | 118 (62.1) | 72 (37.9) | |||||
8 | 29 (9.7) | 267 (89.3) | 3 (1.0) | 209 (69.9) | 90 (30.1) | |||||
9 | 37 (25.3) | 107 (73.3) | 2 (1.4) | 67 (45.9) | 79 (54.1) | |||||
10 | 27 (11.9) | 198 (87.6) | 1(0.4) | 42 (18.6) | 184 (81.4) | |||||
Nottingham Prognostic Index | ||||||||||
GPG | 70 (10.3) | 607 (89.3) | 3 (0.4) | 0.006 (14.45)) | 419 (61.6) | 261 (38.4) | < 0.00001 (61.01) | |||
MPG | 165 (15.0) | 929 (84.4) | 7 (0.6) | 488 (44.3) | 613 (55.7) | |||||
PPG | 36 (18.1) | 160 (80.4) | 3 (1.5) | 77 (38.7) | 122 (61.3) |
Parameters | METABRIC cohort | ||
---|---|---|---|
Negative/low Expression n (%) | High Expression n (%) | p value (χ2) | |
Matrix metallopeptidase 1 (MMP1) | |||
Negative | 820 (60.0) | 559 (40.0) | < 0.0001 (164.48) |
Positive | 169 (28.0) | 432 (72.0) | |
Matrix metallopeptidase 2 (MMP2) | |||
Negative | 604 (55.0) | 505 (45.0) | < 0.0001 (20.548) |
Positive | 385 (44.0) | 486 (56.0) | |
Matrix metallopeptidase 7(MMP7) | |||
Negative | 583 (59.0) | 407 (41.0) | < 0.0001 (63.291) |
Positive | 406 (41.0) | 584 (59.0) | |
Matrix metallopeptidase 11 (MMP11) | |||
Negative | 551 (56.0) | 439 (44.0) | < 0.0001 (25.796) |
Positive | 438 (44.0) | 552 (56.0) | |
Matrix metallopeptidase 14 (MMP14) | |||
Negative | 587 (54.0) | 503 (46.0) | 0.0001 (14.782) |
Positive | 402 (45.0) | 488 (55.0) | |
Matrix metallopeptidase 15 (MMP15) | |||
Negative | 671 (55.0) | 544 (45.0) | < 0.0001 (35.026) |
Positive | 318 (42.0) | 447 (58.0) | |
Collagen Type XXVII Alpha 1 (COL27A1) | |||
Negative | 524 (53.0) | 466 (47.0) | 0.008 (7.032) |
Positive | 465 (47.0) | 525 (53.0) | |
Collagen Type XXIII Alpha 1 (COL23A1) | |||
Negative | 598 (53.0) | 531 (47.0) | 0.003 (8.962) |
Positive | 391 (46.0) | 456 (54.0) | |
Collagen Type XXI Alpha 2 (COL11A2) | |||
Negative | 576 (51.0) | 534 (49.0) | 0.045 (4.019) |
Positive | 411 (47.0) | 457 (53.0) | |
Transforming Growth Factor Beta 1(TGFBeta1) | |||
Negative | 672 (67.0) | 338 (33.0) | < 0.0001 (226.83) |
Positive | 317 (32.0) | 653 (68.0) | |
Cell Division Cycle 42 (CDC42) | |||
Negative | 496 (53.0) | 431 (47.0) | 0.004 (8.325) |
Positive | 495 (47.0) | 558 (53.0) | |
Cell surface adhesion receptor (CD44) | |||
Negative | 498 (50.0) | 502 (50.0) | 0.893 (0.018) |
Positive | 491 (50.1) | 489 (49.9) |
Genomic investigation and pathway analysis
Ontology | Name | Genes in Ontology | Observed | Expected | Enrichment | p value | False discovery rate | Genes | |
---|---|---|---|---|---|---|---|---|---|
GO:0,031,012 | Extracellular Matrix | 496 | 37 | 10.065 | 3.6761 | < 0.0001 | < 0.0001 | CAN, AMTN, AZGP1, CDH2, CHAD, CILP, COCH, COL16A1, COL17A1, COL4A5 | |
GO:0,062,023 | Collagen-Containing Extracellular Matrix | 366 | 28 | 7.4269 | 3.7701 | < 0.0001 | < 0.0001 | CAN, AMTN, AZGP1, CDH2, CHAD, CILP, COCH, COL16A1, COL17A1, COL4A5 | |
GO:0,005,604 | Basement Membrane | 91 | 10 | 1.8466 | 5.454 | < 0.0001 | 0.003 | ACAN, AMTN, COL17A1, COL4A5, COL9A2, FBLN1, LAD1, LAMA3, NTN4, THBS4 | |
GO:0,005,788 | Endoplasmic Reticulum Lumen | 306 | 19 | 6.8182 | 3.0599 | < 0.0001 | 0.003 | AMTN, BCHE, CDH2, CESA, CHGB, COL16A1, COL17A1, COL4A5, COL9A2, ERAP2 | |
GO:0,044,430 | Cytoskeletal Part | 1620 | 57 | 32.873 | 1.7339 | < 0.0001 | 0.004 | ACTA1, ACTG2, ACTR3, AK5, AURKA, AURKB, BIRC5, CASP14, CCNB1, CCNE1 | |
GO:0,031,983 | Vesicle Lumen | 337 | 19 | 6.8385 | 2.7784 | < 0.0001 | 0.008 | CFD, FABP5, GGH, GLA, GNLY, LCN2, LYZ, PLFM4, ORM1, PNP | |
GO:0,032,133 | Chromosome Passenger Complex | 5 | 3 | 0.10146 | 29.568 | < 0.0001 | 0.009 | AURKA, AURKB, BIRC5 |