Table 1 Patient characteristics for the 1485 study participants, stratified by lymphoedema and divided into training and validation sets.

From: Development and validation of a nomogram for breast cancer-related lymphedema

Characteristic

Total (n = 1485), N (%)

Training set (n = 1038), N (%)

Validation set (n = 447), N (%)

Lymphoedema (n = 360), N (%)

Non-lymphoedema (n = 1125), N (%)

P Le vs. non-le

Age (years)

  < 60

  ≥ 60

1308 (88.1)

177 (11.9)

915 (88.2)

123 (11.8)

393(87.9)

54 (12.1)

309 (85.8)

51 (14.2)

999 (88.8)

126 (11.2)

0.131

BMI (kg/m2)

  < 25

  ≥ 25

1080 (72.7)

405 (27.3)

708 (68.2)

330 (31.8)

372 (83.2)

75 (16.8)

213 (64.2)

129 (35.8)

849 (75.5)

276 (24.5)

 < 0.001

Hypertension

 Yes

 No

261 (17.6)

1224 (82.4)

207 (19.9)

831 (80.1)

54 (12.1)

393 (87.9)

69 (19.2)

291 (80.8)

192 (17.1)

933 (82.9)

0.362

Diabetes

 Yes

 No

135 (9.1)

1350 (9.1)

108 (10.4)

930 (89.6)

27 (6.0)

420 (94.0)

39 (10.8%)

321 (89.2%)

118 (10.5%)

1007 (89.5%)

0.853

Staging (UICC)

 0

 I

 II

 III

24 (1.6)

168 (11.3)

1035 (69.7)

258 (17.4)

18 (1.7)

132 (12.7)

780 (75.1)

108 (10.4)

6 (1.3)

36 (8.1)

255 (57.0)

150 (33.6)

6 (1.7)

30 (8.3)

240 (66.7)

84 (23.3)

18 (1.6)

146 (13.0)

738 (65.6)

223 (19.8)

0.084

Type of surgery

 Conservative

 Mastectomy

 Breast reconstruction

351 (23.6)

1104 (74.4)

30 (2.0)

243 (23.4)

777 (74.9)

18 (1.7)

114 (25.5)

321 (71.8)

12 (2.7)

81 (22.5)

270 (75.00)

9 (2.5)

276 (24.5)

828 (73.6)

21 (1.9)

0.582

Surgery dominant arm

 Yes

 No

840 (56.6)

645 (43.4)

603 (58.1)

435 (41.9)

237 (53.0)

210 (47.0)

198 (55.0)

162 (45.0)

642 (57.1)

483 (42.9)

0.491

Operation time (hours)

  < 2

  ≥ 2

1302 (43.4)

183 (12.3)

933 (89.9)

105 (10.1)

369 (82.6)

78 (17.4)

285 (79.2)

75 (20.8)

1017 (90.4)

108 (9.6)

 < 0.001

Number of lymph nodes dissected

  < 10

 10–20

  > 20

369 (24.8)

960 (64.6)

156 (10.5)

234 (22.5)

675 (65.0)

129 (12.4)

135 (30.2)

285 (63.8)

27 (6.0)

51 (14.2)

243 (67.5)

66 (18.3)

318 (28.3)

717 (63.7)

90 (8.0)

 < 0.001

Level of ALND

 I

 II

 III

99 (6.7)

741 (49.9)

645 (43.4)

72 (6.9)

528 (50.9)

438 (42.2)

27 (6.0)

213 (47.7)

207 (46.3)

3 (0.8)

120 (33.3)

237 (65.8)

96 (8.5)

621 (55.2)

408 (36.3)

 < 0.001

Surgical site infection

 Yes

 No

330 (22.2)

1155 (77.8)

240 (23.1)

798 (76.9)

90 (20.1)

357 (79.9)

123 (34.1)

237 (65.9)

207 (18.4)

918 (81.6)

 < 0.001

Chemotherapy

 Yes

 No

1410 (95.0)

75 (5.0)

972 (93.6)

66 (6.4)

438 (98.0)

9 (2.0)

345 (95.8)

15 (4.2)

1065 (94.6)

60 (5.4)

0.379

Radiotherapy

 Yes

 No

393 (26.5)

1092 (73.5)

261 (25.1)

777 (74.9)

132 (29.5)

315 (70.5)

147 (40.8)

213 (59.2)

246 (21.9)

879 (78.1)

 < 0.001

Hormonal therapy

 Yes

 No

486 (32.7)

999 (67.3)

312 (30.1)

726 (69.9)

174 (38.9)

273 (61.1)

129 (35.8)

231 (64.2)

357 (31.7)

768 (69.3)

0.149

  1. Le Lymphoedema, non-le non-lymphoedema, BMI body mass index, ALND axillary lymph node dissection.