1. Background
2. Objectives
3. Patients and Methods
3.1. Study Population
3.2. Imaging Modalities
3.3. Imaging Analysis
3.4. Histopathology of Breast Cancer
3.5. Data Analysis
4. Results
4.1. Clinicopathological Characteristics of the Patients
| Characteristics | Total (n = 137) | Age, y | P-value | |
|---|---|---|---|---|
| ≥ 60 (n = 78) | < 60 (n = 59) | |||
| Age, y | 63.1 ± 9.82 | 70.0 ± 7.34 | 54.1 ± 2.94 | |
| Breast density | < 0.001 | |||
| Fatty | 66 (48.2) | 56 (71.8) | 10 (16.9) | |
| Dense | 71 (51.8) | 22 (28.2) | 49 (83.1) | |
| Lesion type on MG | < 0.001 | |||
| Mass with or without calcifications | 102 (74.5) | 72 (92.3) | 30 (50.8) | |
| Calcifications only | 18 (13.1) | 5 (6.4) | 13 (22.0) | |
| Occult lesion | 17 (12.4) | 1 (1.3) | 16 (27.1) | |
| Surgery | 0.377 | |||
| BCS | 87 (63.5) | 52 (66.7) | 35 (59.3) | |
| Mastectomy | 50 (36.5) | 26 (33.3) | 24 (40.7) | |
| Estrogen receptor | 0.424 | |||
| Negative | 46 (33.6) | 24 (30.8) | 22 (37.3) | |
| Positive | 91 (66.4) | 54 (69.2) | 37 (62.7) | |
| Progesterone receptor | 0.611 | |||
| Negative | 57 (41.6) | 31 (39.7) | 26 (44.1) | |
| Positive | 80 (58.4) | 47 (60.3) | 33 (55.9) | |
| HER2 | 0.102 | |||
| Negative | 96 (70.1) | 59 (75.6) | 37 (62.7) | |
| Positive | 41 (29.9) | 19 (24.4) | 22 (37.3) | |
| Histological grade | 0.055 | |||
| Low | 16 (11.7) | 9 (11.5) | 7 (11.9) | |
| Intermediate | 66 (48.2) | 43 (55.1) | 23 (39.0) | |
| High | 39 (28.5) | 16 (20.5) | 23 (49.0) | |
| NA | 16 (11.7) | 10 (12.8) | 6 (10.2) | |
| DCIS component | 0.770 | |||
| Negative | 53 (38.7) | 31 (39.7) | 22 (37.3) | |
| Positive | 84 (61.3) | 47 (60.3) | 37 (62.7) | |
| Phenotype | 0.415 | |||
| Luminal A | 76 (55.5) | 46 (59.0) | 30 (50.8) | |
| Luminal B | 18 (13.1) | 8 (10.3) | 10 (16.9) | |
| HER2-enriched | 23 (16.8) | 11 (14.1) | 12 (20.3) | |
| Triple-negative | 20 (14.6) | 13 (16.7) | 7 (11.9) | |
| Histology | 0.423 | |||
| Invasive ductal carcinoma | 110 (80.3) | 64 (82.1) | 46 (78.0) | |
| Invasive lobular carcinoma | 9 (6.6) | 5 (6.4) | 4 (6.8) | |
| Invasive tubular carcinoma | 5 (3.6) | 2 (2.6) | 3 (5.1) | |
| Invasive micropapillary carcinoma | 4 (2.9) | 3 (3.8) | 1 (1.7) | |
| Mucinous carcinoma | 3 (2.2) | 0 (0.0) | 3 (5.1) | |
| Invasive solid papillary carcinoma | 3 (2.2) | 2 (2.6) | 1 (1.7) | |
| Medullary carcinoma | 1 (0.7) | 1 (1.3) | 0 (0.0) | |
| Invasive metaplastic carcinoma | 1 (0.7) | 0 (0.0) | 1 (1.7) | |
| Adenoid cystic carcinoma | 1 (0.7) | 1 (1.3) | 0 (0.0) | |
Abbreviations: BCS, breast-conserving surgery; DCIS, ductal carcinoma in situ; HER2, human epidermal growth factor receptor 2; MG, mammography; NA, not available.
aValues are expressed as mean ± SD or No. (%).
4.2. Analysis of Tumor Size Measurements
| Differences | Total | Age, y | Age + density | Age + density + lesion type | |||
|---|---|---|---|---|---|---|---|
| ≥ 60 | < 60 | ≥ 60 years | ≥ 60 years + mass | ||||
| Fatty | Dense | Fatty | Dense | ||||
| MG vs. pathology | |||||||
| Number | 120 | 77 | 43 | 56 | 21 | 53 | 19 |
| ≤ 0.5 | 73 (60.8) | 57 (74.0) | 16 (37.2) | 46 (82.1) | 11 (52.4) | 46 (86.8) | 10 (52.6) |
| > 0.5 | 47 (39.2) | 20 (26.0) | 27 (62.8) | 10 (17.9) | 10 (47.6) | 7 (13.2) | 9 (47.4) |
| P-value | < 0.001 | 0.008 | 0.004 | ||||
| US vs. pathology | |||||||
| Number | 136 | 78 | 58 | 56 | 22 | 53 | 19 |
| ≤ 0.5 | 83 (61.0) | 52 (66.7) | 31 (53.4) | 41 (73.2) | 11 (50.0) | 40 (75.5) | 9 (47.4) |
| > 0.5 | 53 (39.0) | 26 (33.3) | 27 (46.6) | 15 (26.8) | 11 (50.0) | 13 (24.5) | 10 (52.6) |
| P-value | 0.118 | 0.050 | 0.043 | ||||
| MRI vs. pathology | |||||||
| Number | 125 | 70 | 55 | 50 | 20 | 47 | 17 |
| ≤ 0.5 | 83 (66.4) | 53 (75.7) | 30 (54.5) | 42 (84.0) | 11 (55.0) | 42 (89.4) | 10 (58.8) |
| > 0.5 | 42 (33.6) | 17 (24.3) | 25 (45.5) | 8 (16.0) | 9 (45.0) | 5 (10.6) | 7 (41.2) |
| P-value | 0.013 | 0.011 | 0.011 | ||||
Abbreviations: MG, mammography; MRI, magnetic resonance imaging; US, ultrasound.
aUnit of size difference is centimeter.
bValues are expressed as No. (%)
| Agreement | Total | Age, y | Age + Density | Age + density + lesion type | |||
|---|---|---|---|---|---|---|---|
| ≥ 60 | < 60 | ≥ 60 years | ≥ 60 years + mass | ||||
| Fatty | Dense | Fatty | Dense | ||||
| MG | |||||||
| Number | 120 | 77 | 43 | 56 | 21 | 53 | 19 |
| Kappa | 0.485 | 0.560 | 0.356 | 0.697 | 0.200 | 0.747 | 0.329 |
| US | |||||||
| Number | 136 | 78 | 58 | 56 | 22 | 53 | 19 |
| Kappa | 0.577 | 0.708 | 0.420 | 0.794 | 0.505 | 0.820 | 0.553 |
| MRI | |||||||
| Number | 125 | 70 | 55 | 50 | 20 | 47 | 17 |
| Kappa | 0.611 | 0.818 | 0.386 | 0.822 | 0.800 | 0.898 | 0.881 |
Abbreviations: MG, mammography; MRI, magnetic resonance imaging; US, ultrasound.
aData include the number of cases and kappa coefficient of agreement.
| Diagnostic performance | Total | Age, y | Age + density | Age + density + lesion type | |||
|---|---|---|---|---|---|---|---|
| ≥ 60 | < 60 | ≥ 60 years | ≥ 60 years + mass | ||||
| Fatty | Dense | Fatty | Dense | ||||
| MG | |||||||
| Sensitivity | 0.756 | 0.731 | 0.790 | 0.882 | 0.444 | 0.875 | 0.500 |
| Specificity | 0.747 | 0.824 | 0.583 | 0.846 | 0.750 | 0.892 | 0.818 |
| Accuracy | 0.750 | 0.792 | 0.674 | 0.857 | 0.619 | 0.887 | 0.684 |
| US | |||||||
| Sensitivity | 0.729 | 0.769 | 0.682 | 0.882 | 0.556 | 0.875 | 0.625 |
| Specificity | 0.864 | 0.942 | 0.750 | 0.949 | 0.923 | 0.973 | 0.909 |
| Accuracy | 0.816 | 0.885 | 0.724 | 0.929 | 0.773 | 0.943 | 0.790 |
| MRI | |||||||
| Sensitivity | 0.905 | 1.000 | 0.800 | 1.000 | 1.000 | 1.000 | 1.000 |
| Specificity | 0.783 | 0.875 | 0.657 | 0.889 | 0.833 | 0.941 | 0.900 |
| Accuracy | 0.824 | 0.914 | 0.709 | 0.920 | 0.900 | 0.957 | 0.941 |
Abbreviations: MG, mammography; MRI, magnetic resonance imaging; US, ultrasound.
aPathology is considered as the gold standard.
4.3. Predictors of Tumor Size Differences
| Predictors | Estimate | Standard error | P-value | Odds ratio | 95% confidence interval | |
|---|---|---|---|---|---|---|
| Lower | Upper | |||||
| MG vs. pathology | ||||||
| Breast density | 1.151 | 0.516 | 0.025 | 3.163 | 1.151 | 8.688 |
| Lesion type (c/m) | 2.841 | 0.816 | < 0.001 | 17.136 | 3.462 | 84.820 |
| US vs. pathology | ||||||
| HG (3/1) | 2.184 | 0.949 | 0.021 | 8.888 | 1.384 | 57.083 |
| Lesion type (c/m) | 1.453 | 0.718 | 0.043 | 4.276 | 1.046 | 17.473 |
| MRI vs. pathology | ||||||
| Breast density | 1.407 | 0.582 | 0.016 | 4.086 | 1.306 | 12.783 |
| Lesion type (c/m) | 1.380 | 0.696 | 0.047 | 3.978 | 1.016 | 15.571 |
Abbreviations: HG, histological grade; MG, mammography; MRI, magnetic resonance imaging; US, ultrasound; c/m, ratio of calcification type to reference mass type; 3/1, ratio of histological grade 3 to reference grade 1.
aEstimates represent log-odds of > 0.5 vs. ≤ 0.5.
4.4. Comparison of Tumor Size in Respect of Breast Density and Lesion Type
A 67-year-old woman visited our hospital with a complaint of a left breast mass. A and B, The breast composition on mammography (MG) was almost entirely fatty. The left craniocaudal and mediolateral oblique views showed a round hyperdense mass with a microlobulated margin in the left upper outer breast; C, The transverse ultrasound revealed an irregular hypoechoic mass with a microlobulated and angular margin; D, Contrast-enhanced axial breast MRI showed an oval heterogeneous enhancing mass in the left deep portion of the breast near the pectoralis muscle. The patient underwent breast-conservation surgery, and the lesion was confirmed as invasive ductal carcinoma (IDC). The pathological size of the mass was 2.7 cm. The mass size was measured to be 2.7, 2.3, and 2.8 cm on MG, ultrasound, and breast MRI, respectively.
A 78-year-old woman visited our hospital due to abnormal mammographic findings. A and B, The breast composition on mammography (MG) was heterogeneously dense. The left craniocaudal and mediolateral oblique views showed grouped microcalcifications in the left outer central deep region of the breast (white arrows); C, The anti-radial ultrasound revealed an irregular hypoechoic mass with spiculated margins and microcalcifications; D, Contrast-enhanced sagittal breast MRI showed a regional heterogeneous non-mass enhancement in the left central portion of the breast. The patient underwent a modified radical mastectomy, and the lesion was confirmed as invasive ductal carcinoma (IDC) and ductal carcinoma in situ (DCIS). The pathological size of the lesion was 3 cm. The lesion size was measured to be 1.1, 1.7, and 3.5 cm on MG, ultrasound, and breast MRI, respectively.

