From:  Boruta-based feature selection and machine learning classifiers for predicting two-year postoperative breast cancer recurrence in a Tanzanian cohort: a comparative evaluation

 Baseline demographic and clinical characteristics of the study cohort.

VariableOverall
(n = 139)
Non-recurrence
(n = 34)
Recurrence
(n = 105)
P-value
Marital status
    Unmarried6 (4.3%)0 (0.0%)6 (5.7%)0.014
    Married109 (78.4%)23 (67.6%)86 (81.9%)
    Divorced24 (17.3%)11 (32.4%)13 (12.4%)
Education level
    Primary27 (19.4%)2 (5.9%)25 (23.8%)
    Secondary80 (57.6%)22 (64.7%)58 (55.2%)
    Certificate1 (0.7%)1 (2.9%)0 (0.0%)
    Diploma2 (1.4%)0 (0.0%)2 (1.9%)
    Degree29 (20.9%)9 (26.5%)20 (19.0%)
Occupation
    Housewife65 (46.8%)19 (55.9%)46 (43.8%)0.395
    Entrepreneur35 (25.2%)6 (17.6%)29 (27.6%)
    Others39 (28.1%)9 (26.5%)30 (28.6%)
Insurance42 (30.2%)13 (38.2%)29 (27.6%)0.339
Alcohol consumption30 (21.6%)7 (20.6%)23 (21.9%)> 0.999
Smoking consumption8 (5.8%)2 (5.9%)6 (5.7%)> 0.999
Past history of other cancer12 (8.6%)3 (8.8%)9 (8.6%)> 0.999
Exposure to drug17 (12.2%)3 (8.8%)14 (13.3%)0.692
BC detection mode62 (44.6%)14 (41.2%)48 (45.7%)0.792
Chemotherapy133 (95.7%)33 (97.1%)100 (95.2%)> 0.999
Palliative2 (1.4%)2 (5.9%)0 (0.0%)0.094
Radiotherapy6 (4.3%)0 (0.0%)6 (5.7%)0.347
Hormonal therapy1 (0.7%)1 (2.9%)0 (0.0%)0.551
Name of operation
    Radical mastectomy124 (89.2%)31 (91.2%)93 (88.6%)0.521
    Simple mastectomy13 (9.4%)2 (5.9%)11 (10.5%)
    Partial mastectomy2 (1.4%)1 (2.9%)1 (1.0%)
Personal history of breast conditions
    Breast swollen34 (24.5%)10 (29.4%)24 (22.9%)0.677
    Breast mass97 (69.8%)22 (64.7%)75 (71.4%)
    Breast discharge6 (4.3%)1 (2.9%)5 (4.8%)
    Breast itching2 (1.4%)1 (2.9%)1 (1.0%)
Other surgical history25 (18.0%)7 (20.6%)18 (17.1%)0.843
Family history of BC19 (13.7%)4 (11.8%)15 (14.3%)0.932
Family history of other cancer11 (7.9%)3 (8.8%)8 (7.6%)> 0.999
Beginning period before 12 years17 (12.2%)5 (14.7%)12 (11.4%)0.837
Beginning menopause after 60 years17 (12.2%)3 (8.8%)14 (13.3%)0.692
Having first child after age 3015 (10.8%)4 (11.8%)11 (10.5%)> 0.999
Never been pregnant9 (6.5%)1 (2.9%)8 (7.6%)0.574
Received hormone therapy before menopause30 (21.6%)13 (38.2%)17 (16.2%)0.013
Received hormone therapy after menopause16 (11.5%)3 (8.8%)13 (12.4%)0.798
Tumour marker after surgery
    CA_15_379 (56.8%)20 (58.8%)59 (56.2%)0.271
    CA_27_2936 (25.9%)11 (32.4%)25 (23.8%)
    CA_12524 (17.3%)3 (8.8%)21 (20.0%)
Abdominopelvic imaging, n (%)80 (57.6%)22 (64.7%)58 (55.2%)0.441
Distant organ metastasis, n (%)42 (30.2%)8 (23.5%)34 (32.4%)0.446
Estrogen receptor (ER+), n (%)55 (39.6%)10 (29.4%)45 (42.9%)0.233
Progesterone receptor (PR+), n (%)48 (34.5%)10 (29.4%)38 (36.2%)0.607
HER2/neu overexpressed or amplified, n (%)65 (46.8%)15 (44.1%)50 (47.6%)0.875
Tumour grade
    Grade 160 (43.2%)27 (79.4%)33 (31.4%)< 0.001
    Grade 234 (24.5%)7 (20.6%)27 (25.7%)
    Grade 336 (25.9%)0 (0.0%)36 (34.3%)
    Grade 49 (6.5%)0 (0.0%)9 (8.6%)
Lymph node metastasis, n (%)86 (61.9%)6 (17.6%)80 (76.2%)< 0.001
Invasive ductal carcinoma, n (%)127 (91.4%)30 (88.2%)97 (92.4%)0.692
Invasive lobular carcinoma, n (%)6 (4.3%)3 (8.8%)3 (2.9%)0.316
Mixed ductal lobular, n (%)3 (2.2%)1 (2.9%)2 (1.9%)> 0.999
Age (years), median [IQR]55.0 [47.0, 63.5]56.0 [45.0, 63.0]55.0 [48.0, 64.0]0.553
BMI (kg/m2), median [IQR]32.7 [28.2, 36.7]32.3 [28.4, 36.5]32.7 [28.1, 36.7]0.899
Time since diagnosis (months), median [IQR]12.0 [6.0, 24.0]16.0 [9.8, 24.0]12.0 [6.0, 24.0]0.080
Hemoglobin (g/dL), median [IQR]11.6 [10.6, 12.6]11.4 [10.5, 12.4]11.8 [10.6, 12.7]0.263
RBC (× 1012/L), mean (SD)4.41 (0.70)4.38 (0.68)4.42 (0.71)0.763
WBC (× 109/L), median [IQR]5.0 [3.9, 6.9]4.7 [3.6, 6.0]5.0 [4.1, 7.2]0.214
NLR, median [IQR]1.74 [1.21, 2.48]1.71 [1.21, 2.50]1.76 [1.22, 2.42]0.788
PLR, median [IQR]282 [193, 377]256 [166, 363]287 [204, 393]0.449
Tumour size within 2 years (mm), median [IQR]25.0 [20.2, 30.0]26.0 [23.1, 30.0]24.5 [19.9, 30.0]0.029
Tumour size at diagnosis (mm), median [IQR]23.7 [12.9, 28.2]21.8 [10.4, 25.2]24.2 [15.9, 28.7]0.060
Number of lymph nodes involved, median [IQR]2.0 [0.0, 4.0]0.0 [0.0, 2.0]3.0 [1.0, 5.0]< 0.001
Number of positive nodes, median [IQR]2.0 [1.0, 4.0]1.0 [0.3, 3.0]3.0 [1.0, 4.0]0.014

ER: estrogen receptor; HER2: human epidermal growth factor receptor 2; IQR: interquartile range; PR: progesterone receptor; SD: standard deviation.