Background
Methods
Ethics
Inclusion/exclusion criteria
Data acquisition
Immunohistochemistry
Microcalcifications on pathology
Statistical analysis
Results
Patient characteristics | n (%) | Mean (±SD) |
---|---|---|
Age | 58.1 (13.3) | |
Tumor Size | 2.5 (1.9) | |
Mammography Calcifications | ||
Yes |
287 (38.3)
| |
No |
462 (61.7)
| |
Recurrence | ||
Yes |
40 (7.9)
| |
No |
466 (92.1)
| |
Histology | ||
Ductal |
738 (81.3)
| |
Lobular |
86 (9.5)
| |
Other |
84 (9.3)
| |
Lymphovascular Invasion | ||
Yes |
156 (21.4)
| |
No |
574 (78.6)
| |
Node | ||
Positive |
274 (34.3)
| |
Negative |
526 (65.8)
| |
Tumor Grade | ||
1 |
221 (25.3)
| |
2 |
375 (43.0)
| |
3 |
277 (31.7)
| |
Density | ||
Almost entirely fatty |
252 (56.0)
| |
Scattered |
72 (16.0)
| |
Very dense |
17 (3.8)
| |
Extremely dense |
24 (5.3)
| |
Heterogeneously dense |
57 (12.3)
| |
Other |
28 (6.2)
| |
Bilaterality | ||
Yes |
18 (2.9)
| |
No |
599 (97.1)
| |
Architectural Distortion | ||
Yes |
90 (17.0)
| |
No |
438 (83.0)
| |
Focality | ||
Unifocal |
464 (81.7)
| |
Multifocal/Multicentric |
104 (18.3)
| |
Menopausal Status | ||
Pre |
229 (26.1)
| |
Peri |
29 (3.3)
| |
Post |
620 (70.6)
| |
Diabetes | ||
Yes |
51 (8.5)
| |
No |
548 (91.5)
| |
Family History of Breast Cancer | ||
Yes |
158 (35.1)
| |
No |
282 (64.1)
| |
Children | ||
Yes |
277 (59.0)
| |
Yes-1st pregnancy ≥ 30 years |
53 (11.7)
| |
Nulliparous |
124 (27.3)
| |
HER-2 | ||
Positive |
139 (16.3)
| |
Negative |
713 (83.4)
| |
ER | ||
Positive |
712 (78.2)
| |
Negative |
199 (21.8)
| |
PR | ||
Positive |
591 (64.9)
| |
Negative |
319 (35.1)
|
(a) Categorical variables | Microcalcifications | Test statistic | ||||
---|---|---|---|---|---|---|
No | Yes | |||||
n | (%) | n | (%) | χ2 | p-value | |
Recurrence | 1.28 |
0.258
| ||||
Yes |
21
|
(52.5)
|
19
|
(47.5)
| ||
No |
287
|
(61.6)
|
179
|
(38.4)
| ||
Histology
|
15.1
|
0.001
*
| ||||
Ductal |
357
|
(59.1)
|
247
|
(40.9)
| ||
Lobular |
58
|
(82.9)
|
12
|
(17.1)
| ||
Other |
44
|
(63.8)
|
25
|
(36.2)
| ||
Lymphovascular Invasion | 1.98 |
0.159
| ||||
Yes |
72
|
(57.6)
|
53
|
(42.4)
| ||
No |
334
|
(64.9)
|
181
|
(35.1)
| ||
Node Status | 0.08 |
0.782
| ||||
Positive |
134
|
(62.3)
|
81
|
(37.7)
| ||
Negative |
287
|
(63.8)
|
163
|
(36.2)
| ||
Tumor Grade | 5.74 |
0.057
| ||||
1 |
133
|
(69.3)
|
59
|
(30.7)
| ||
2 |
192
|
(60.2)
|
127
|
(39.8)
| ||
3 |
122
|
(58.7)
|
86
|
(41.3)
| ||
Density
|
12.32
|
0.031
| ||||
Almost entirely fatty |
164
|
(65.1)
|
88
|
(34.9)
| ||
Scattered |
44
|
(61.1)
|
28
|
(38.9)
| ||
Very dense |
10
|
(58.8)
|
7
|
(41.2)
| ||
Extremely dense |
16
|
(66.7)
|
8
|
(33.3)
| ||
Heterogeneously dense |
23
|
(40.4)
|
34
|
(59.7)
| ||
Other |
17
|
(60.7)
|
11
|
(39.3)
| ||
Bilaterality | 0.18 |
0.669
| ||||
Yes |
6
|
(50.0)
|
6
|
(50.0)
| ||
No |
320
|
(60.4)
|
210
|
(39.6)
| ||
Architectural Distortion | 0.81 |
0.369
| ||||
Yes |
47
|
(56.0)
|
37
|
(48.1)
| ||
No |
268
|
(61.9)
|
165
|
(38.1)
| ||
Focality
|
4.04
|
0.044
| ||||
Multifocal/Multicentric |
49
|
(52.1)
|
45
|
(47.9)
| ||
Unifocal |
271
|
(63.9)
|
153
|
(36.1)
| ||
Menopausal Status
|
8.86
|
0.012
| ||||
Pre |
111
|
(59.0)
|
77
|
(41.0)
| ||
Peri |
9
|
(36.0)
|
16
|
(64.0)
| ||
Post |
331
|
(64.1)
|
185
|
(35.9)
| ||
Diabetes | 0.00 |
0.999
| ||||
Yes |
26
|
(60.5)
|
17
|
(39.5)
| ||
No |
294
|
(60.1)
|
195
|
(39.9)
| ||
Family History | 1.66 |
0.198
| ||||
Yes |
91
|
(56.5)
|
52
|
(43.5)
| ||
No |
144
|
(63.6)
|
111
|
(36.4)
| ||
Children | 4.33 |
0.115
| ||||
Yes |
156
|
(62.7)
|
93
|
(37.3)
| ||
Yes-after age 30 |
25
|
(50.0)
|
25
|
(50.0)
| ||
No |
59
|
(53.6)
|
51
|
(46.4)
| ||
HER-2
|
12.9
|
<0.001
| ||||
Positive |
48
|
(47.1)
|
54
|
(52.9)
| ||
Negative |
399
|
(66.2)
|
204
|
(33.8)
| ||
ER | 0.36 |
0.549
| ||||
Positive |
89
|
(59.7)
|
60
|
(40.3)
| ||
Negative |
375
|
(62.8)
|
222
|
(37.2)
| ||
PR | 1.42 |
0.233
| ||||
Positive |
150
|
(59.1)
|
104
|
(40.9)
| ||
Negative |
314
|
(63.8)
|
178
|
(34.9)
| ||
(b) Continuous Variables | Microcalcification | Test Statistic | ||||
No | Yes | |||||
Mean | SD | Mean | SD | t | p-value | |
Age |
59.0
|
(13.2)
|
57.4
|
(12.3)
| 1.67 |
0.100
|
Tumor Size |
2.2
|
(1.8)
|
2.5
|
(2.1)
| −1.58 |
0.115
|
Tumor pathology
Breast biomarkers
Patient demographics
Mammographic characteristics
MCs on pathology
Categorical variables | Microcalcifications (Pathology) | Test statistic | ||||
---|---|---|---|---|---|---|
No | Yes | |||||
n | (%) | n | (%) | χ2 | p-value | |
Microcalcifications (Mammography) |
32.4
|
<0.001
| ||||
No |
134
|
(47.8)
|
147
|
(52.2)
| ||
Yes |
41
|
(21.4)
|
150
|
(78.5)
|