Research Article

Prognostic Models for Nonmetastatic Triple-Negative Breast Cancer Based on the Pretreatment Serum Tumor Markers with Machine Learning

Table 1

Baseline clinicopathological characteristics of the study population (n = 258).

CharacteristicsNo. of patientsPercent/%

Age at diagnosis/years old (median 51.5)#
<40228.5
40∼508733.7
50∼608934.5
≥606023.3

Side
Left13150.8
Right12648.8
Bilateral10.4

Histology
Nonspecific invasive cancer20378.7
Mixed3011.6
Other259.7

Grade
I62.3
II7729.9
III11042.6
Unknown6525.2

Ki-67
<30%4919.0
≥30%19374.8
Unknown166.2

T-stage
112849.6
29938.4
3166.2
431.2
Unknown124.6

N-stage
018370.9
14617.8
2187.0
3114.3

Stage
I10038.8
II11143.0
III3614.0
Unknown114.3

Surgery
Lumpectomy8031.0
Mastectomy17869.0

Chemotherapy
Yes23691.5
No145.4
Unknown83.1

Radiotherapy
Yes11444.2
No12448.1
Unknown207.7

No. of events total: n = 53 (20.5%)
Locoregional recurrence166.2
Distant metastasis##3112.0
Second primary cancer31.2
Death because of other reasons31.2

No. of deaths total: n = 28 (10.8%)
Death because of breast cancer238.9
Death because of other reasons51.9

#The age range takes the lower limit but not the upper limit. ## Some patients with distant metastasis were accompanied by locoregional recurrence, all of which were counted as distant metastasis.