Table 2 presents the median and the range of plasma levels of the investigated MMPs and CA 15 − 3. In case of BC patients the concentrations of MMP-7, MMP-26 and CA 15 − 3 were significantly higher when compared to healthy patients (for MMP-7 and MMP-26 p < 0.001; for CA 15 − 3 p = 0.002). Moreover, the median levels of MMP-7 in all BC stages were higher than in healthy group (for stage I p = 0.003; for stages II, III and IV p < 0.001). Interestingly, only in stage III and IV the median levels of MMP-26 and CA 15 − 3 were significantly higher in comparison to the healthy subjects (p < 0.001).
Table 2
Plasma levels of tested parameters in patients with BC, benign breast tumour and healthy patients.
| MMP-7 (ng/ml) | MMP-26 (ng/ml) | CA 15 − 3 (U/ml) |
Breast cancer group (median, range) |
Stage I | 2.2 (0.0–6.0)a | 9.0 (2.8–19.6) | 17.2 (6.2–50.3) |
Stage II | 2.0 (0.6–7.4)a, f | 12.4 (2.7–23.2) | 18.2 (4.4–48.1) |
Stage III + IV | 5.5 (0.3–10.4)a, b, c, d, f | 17.4 (5.8–27.2)a, b, c, d, f | 23.9 (8.9–251.0)a, b, c, d, f |
Total group | 3.2 (0.0-10.4)a, b, f | 12.6 (2.7–27.2)a, b, f | 19.4 (4.4–251.0)a, b, f |
Control groups (median, range) |
Benign breast tumour | 2.3 (0.3–7.2)e | 9.9 (2.7–15.3) | 15.0 (5.2–45.4) |
Healthy patients | 0.9 (0.3–5.2) | 8.3 (3.4–15.2) | 16.2 (6.7–29.2) |
Total group | 1.3 (0.3–7.2) | 9.0 (2.7–15.3) | 15.5 (5.2–45.4) |
Notes: |
a Statistically significant when patients with BC compared with healthy women. |
b Statistically significant when patients with BC compared with benign breast tumour group. |
c Statistically significant when patients with BC stages III and IV compared with patients with BC stage I. |
d Statistically significant when patients with BC stages III and IV compared with patients with BC stage II. |
e Statistically significant when patients with benign breast tumour compared with healthy women. |
f Statistically significant when patients with BC compared with total control group. |
When compared BC patients and benign breast tumour group similar relationship was observed. The median levels of MMP-7, MMP-26 and CA 15 − 3 in total BC group were higher than in benign breast tumour group (p = 0.013; p = 0.015; p = 0.003 respectively). Also, the concentrations of all tested parameters were significantly higher in stage III and IV in comparison to benign breast tumour patients (p < 0.001). However, regarding benign breast tumour patients the concentration of MMP-7 was higher in comparison to healthy subjects (p = 0.03).
Concentrations of tested parameters in BC patients were tumour stage dependent. The median levels of MMP-7, MMP-26 and CA 15 − 3 in stage III and IV were significantly higher in comparison to stage I (for MMPs p < 0.001; for CA 15 − 3 p = 0.003) and stage II (p < 0.001; p = 0.001; CA 15 − 3 p = 0.043, respectively).
The concentrations of MMP-7, MMP-26 and CA 15 − 3 in BC group were significantly higher than in total control group (benign breast tumour and healthy patients) (p < 0.001). The median levels of all tested parameters in stage III and IV were increased in comparison to control group (p < 0.001). Moreover, the concentrations of MMP-7 in stage II were statistically higher than in control group (p = 0.013).
Table 3 presents the diagnostic criteria: sensitivity (SE), specificity (SP), predictive value of a positive test result (PPV), and predictive value of a negative test result (NPV) in BC patients. The SE in the total BC group for MMP-7 and MMP-26 was the same for both enzymes (45.0%), and simultaneously was higher when compared to CA 15 − 3. The greatest SE was observed for combination of all investigated markers (MMP-7 + MMP-26 + CA 15 − 3) (63.6%).
Table 3
The diagnostic criteria of tested parameters in BC patients.
Tested parameters | Diagnostic criteria (%) | Breast cancer |
Stage I | Stage II | Stage III + IV | Total group |
MMP-7 | SE | 27.5 | 32.5 | 75.0 | 45.0 |
SP | 95.0 | 95.0 | 95.0 | 95.0 |
PPV | 84.6 | 86.7 | 93.7 | 96.4 |
NPV | 56.7 | 58.5 | 79.2 | 36.5 |
MMP-26 | SE | 20.0 | 37.5 | 77.5 | 45.0 |
SP | 95.0 | 95.0 | 95.0 | 95.0 |
PPV | 80.0 | 88.2 | 93.9 | 96.4 |
NPV | 54.3 | 60.3 | 80.9 | 36.5 |
CA 15 − 3 | SE | 12.5 | 27.5 | 57.5 | 32.5 |
SP | 95.0 | 95.0 | 95.0 | 95.0 |
PPV | 71.4 | 84.6 | 92.0 | 95.1 |
NPV | 52.1 | 56.7 | 69.1 | 31.9 |
MMP-7 + CA 15 − 3 | SE | 35.0 | 45.0 | 90.0 | 56.7 |
SP | 90.0 | 90.0 | 90.0 | 90.0 |
PPV | 77.8 | 81.8 | 92.3 | 94.4 |
NPV | 58.1 | 62.1 | 90.0 | 40.9 |
MMP-26 + CA 15 − 3 | SE | 27.5 | 50.0 | 87.5 | 55.0 |
SP | 90.0 | 90.0 | 90.0 | 90.0 |
PPV | 73.3 | 83.3 | 89.7 | 94.3 |
NPV | 55.4 | 64.3 | 87.8 | 40.0 |
MMP-7 + MMP-26 + CA 15 − 3 | SE | 40.0 | 57.5 | 92.5 | 63.3 |
SP | 85.0 | 85.0 | 85.0 | 85.0 |
PPV | 72.7 | 79.3 | 86.1 | 92.7 |
NPV | 58.6 | 66.7 | 87.2 | 43.6 |
The SE of the all tested parameters increased with the progression of the cancer. The SE of the tested parameters in stage I was the highest for MMP-7 (27.5%). Interestingly, in the stage II the highest SE was observed for MMP-26 (37.5%). In stage III and IV also higher SE was noticed for MMPs (for MMP-7 75.0%; for MMP-26 77.5%) than for CA 15 − 3 (57.5%). Moreover, increasing SE was observed in every stage of the cancer for combination of markers: MMP-7 + CA 15 − 3 (stage I: 35.0%; stage II: 45.0%; stage III + IV: 90.0%); MMP-26 + CA 15 − 3 (stage I: 27.5%; stage II: 50.0%; stage III + IV: 87.5%); MMP-7 + MMP-26 + CA 15 − 3 (stage I: 40.0%; stage II: 57.5%; stage III + IV: 92.5%).
The diagnostic SP for all tested parameters was very high in total group of cancer patients and in all stages of cancer (95.0%). The SP for the combination of MMPs with CA 15 − 3 was lower (85.0%) than for sets MMP-7 + CA 15 − 3 and MMP-26 + CA 15 − 3, where SP values was the same in both cases (90.0%).
The predictive value of a positive test result (PPV) in the group of BC patients, among tested parameters was slightly higher for MMPs (96.4% for MMP-7 and MMP-26) than for CA 15 − 3 (95.1%). The PPV in stage I was the highest for MMP-7 (84.6%), but for stage II was the highest for MMP-26 (88.2%). In stage III and IV the PPV were similar for both enzymes (MMP-7: 93.7%; MMP-26: 93.9%). Among all tested markers PPV was increased with the advanced stage of BC. The combined use of the tested parameters with CA15-3 resulted in an increase of PPV in every stage of tumour.
The predictive value of a negative test result (NPV) in the group of BC was higher for MMPs than for CA 15 − 3 (36.5%; 31.9% respectively). The NPV was the highest in stage II and IV for all tested parameters (MMP-7: 79.2%; MMP-26: 80.9%; CA 15 − 3: 69.1%). In stage I the highest NPV values was represented by MMP-7 (56.7%), in stage II MMP-26 (60.3%). The combined use of the tested parameters with CA15-3 resulted in an increase of NPV in every stage of tumour, but in stage III and IV the values of NPV were the highest (MMP-7 + CA 15 − 3: 90.0%; MMP-26 + CA 15 − 3: 87.8%; MMP-7 + MMP-26 + CA 15 − 3: 87.2%).
The relationship between the diagnostic SE and SP is illustrated by the ROC curve in Table 4. The AUC indicates the possible clinical usefulness of a tumour marker and therefore, its diagnostic power. In the total group of BC AUCs for all parameters were significantly higher in comparison to AUC = 0.5 (p < 0.001). The AUC for MMP-7 (0.7306) in entire group of BC was larger than for MMP-26 (0.6720) and CA 15 − 3 (0.6743). Using the set of markers, e.g. CA 15 − 3 with MMP-7 or MMP-26 resulted in an increase in AUC (0.7464; 0.7157 respectively). We have noticed that the AUC for set of markers CA 15 − 3 with MMP-7 was slightly larger than for combination CA15-3 with MMP-7 and MMP-26 (Fig. 1.).
Table 4
Diagnostic criteria of ROC curve for tested parameters in BC.
Tested parameters | AUC | SE | 95% C.I. (AUC) | P (AUC = 0.5) |
ROC criteria in breast cancer (total group) |
MMP-7 | 0.7306 | 0.0355 | (0.661-0.800) | < 0.001 |
MMP-26 | 0.6720 | 0.0375 | (0.599–0.745) | < 0.001 |
CA 15 − 3 | 0.6743 | 0.0378 | (0.600-0.748) | < 0.001 |
MMP-7 + CA 15 − 3 | 0.7464 | 0.0341 | (0.680–0.813) | < 0.001 |
MMP-26 + CA 15 − 3 | 0.7157 | 0.0357 | (0.646–0.786) | < 0.001 |
MMP-7 + MMP-26 + CA 15 − 3 | 0.7461 | 0.0339 | (0.680–0.813) | < 0.001 |
ROC criteria in breast cancer (I stage) |
MMP-7 | 0.6328 | 0.0538 | (0.527–0.738) | 0.0136 |
MMP-26 | 0.5259 | 0.0597 | (0.409–0.643) | 0.6638 |
CA 15 − 3 | 0.5988 | 0.0556 | (0.490–0.708) | 0.0755 |
MMP-7 + CA 15 − 3 | 0.6538 | 0.0535 | (0.549–0.759) | 0.0040 |
MMP-26 + CA 15 − 3 | 0.5856 | 0.0565 | (0.475–0.696) | 0.1297 |
MMP-7 + MMP-26 + CA 15 − 3 | 0.6413 | 0.0540 | (0.535–0.747) | 0.0090 |
ROC criteria in breast cancer (II stage) |
MMP-7 | 0.6697 | 0.0500 | (0.572–0.768) | 0.0007 |
MMP-26 | 0.6216 | 0.0620 | (0.500-0.743) | 0.0499 |
CA 15 − 3 | 0.6270 | 0.0568 | (0.516–0.738) | 0.0252 |
MMP-7 + CA 15 − 3 | 0.6745 | 0.0541 | (0.568–0.781) | 0.0013 |
MMP-26 + CA 15 − 3 | 0.6711 | 0.0599 | (0.554–0.788) | 0.0043 |
MMP-7 + MMP-26 + CA 15 − 3 | 0.6834 | 0.0551 | (0.575–0.791) | 0.0009 |
ROC criteria in breast cancer (III + IV stage) |
MMP-7 | 0.8894 | 0.0361 | (0.819–0.960) | < 0.001 |
MMP-26 | 0.8684 | 0.0419 | (0.786–0.951) | < 0.001 |
CA 15 − 3 | 0.7970 | 0.0433 | (0.712–0.882) | < 0.001 |
MMP-7 + CA 15 − 3 | 0.9109 | 0.0320 | (0.848–0.974) | < 0.001 |
MMP-26 + CA 15 − 3 | 0.8905 | 0.0375 | (0.817–0.964) | < 0.001 |
MMP-7 + MMP-26 + CA 15 − 3 | 0.9138 | 0.0325 | (0.850–0.977) | < 0.001 |
In stage I of BC the highest AUC value was noticed for combination of CA 15 − 3 with MMP-7 (0.6538; p = 0.004), and it was higher in comparison to set of CA 15 − 3, MMP7 and MMP-26 (0.6413; p = 0.009). Considering single markers, the highest AUC was observed for MMP-7 (0.6328; p = 0.0136) (Fig. 2.). In stage II of BC the highest AUC was for set of all tested parameters (0.6834; p = 0.0009). Slightly marked differences in areas under ROC curves were observed for combination of CA 15 − 3 with MMP-7 and MMP-26 (0.6745; p = 0.0013 and 0.6711; p = 0043, respectively). Regarding all tested parameters the highest AUC was presented by MMP-7 (0.6697; p = 0.0007), for MMP-26 and CA 15 − 3 values of AUC was very similar (0.6216; p = 0.0499 and 0.6270; p = 0.0252 respectively) (Fig. 3.). In stage III and IV of BC the AUC for MMP-7 (0.8894) was larger than for MMP-26 (0.8684) and CA 15 − 3 (0.7970). We have also observed that the AUC for combination of all studied parameters (0.9138) was the highest in comparison to the combination of CA 15 − 3 with MMP-7 and MMP-26 (0.9109; 0.8905, respectively). AUCs for all parameters were significantly larger in comparison to AUC = 0.5 (p < 0.001 in all cases) (Fig. 4.).