Observational Study
Copyright ©The Author(s) 2025.
World J Clin Oncol. Feb 24, 2025; 16(2): 95910
Published online Feb 24, 2025. doi: 10.5306/wjco.v16.i2.95910
Table 1 Patient baseline characteristics, n (%)
Characteristics
Training cohort (n = 1406)
Internal validation cohort (n = 603)
External validation cohort (n = 257)
Age
< 50109 (7.8)56 (9.3)24 (9.3)
50-59267 (19.0)127 (21.1)80 (31.1)
60-69381 (27.1)153 (25.4)78 (30.4)
70-79358 (25.5)172 (28.5)61 (23.7)
≥ 80291 (20.7)95 (15.8)14 (5.4)
Sex
Female626 (44.5)274 (45.4)110 (42.8)
Male780 (55.5)329 (54.6)147 (57.2)
Race
White1075 (76.5)465 (77.1)0 (0)
Black107 (7.6)53 (8.8)0 (0)
Unknown224 (15.9)85 (14.1)257 (100)
SEER stage
Localized207 (14.7)79 (13.1)91 (35.4)
Regional795 (56.5)371 (61.5)57 (22.2)
Distant357 (25.4)130 (21.6)84 (32.7)
Unknown47 (3.3)23 (3.8)25 (9.7)
Surgery
No373 (26.5)155 (25.7)38 (14.8)
Surgical removal of primary site412 (29.3)201 (33.3)154 (59.9)
Radical surgery621 (44.2)247 (41.0)65 (25.3)
Radiation
No1123 (79.8)478 (79.3)249 (96.9)
Yes283 (20.1)125 (20.7)8 (3.1)
Chemotherapy
No762 (54.2)325 (53.9)167 (65.0)
Yes644 (45.8)278 (46.1)90 (35.0)
Bone metastasis
No1404 (99.9)598 (99.2)254 (98.8)
Yes2 (0.1)5 (0.8)3 (1.2)
Brain metastasis
No1402 (99.7)601 (99.7)257 (100)
Yes4 (0.3)2 (0.3)0 (0)
Liver metastasis
No1309 (93.1)557 (92.4)226 (87.9)
Yes97 (6.9)46 (7.6)31 (12.1)
Lung metastasis
No1378 (98.0)591 (98.0)250 (97.3)
Yes28 (2.0)12 (2.0)7 (2.7)
Tumor size
< 2 cm452 (32.1)185 (30.7)82 (31.9)
> 2 cm698 (49.6)322 (53.4)117 (45.5)
Unknown256 (18.2)96 (15.9)58 (22.6)
LNR
0468 (33.3)198 (32.8)175 (68.1)
0-0.5468 (33.3)220 (36.5)14 (5.4)
0.5-161 (4.3)20 (3.3)25 (9.7)
Unknown409 (29.1)165 (27.4)43 (16.7)
Marital status
Single235 (16.7)110 (18.2)3 (1.2)
Divorced127 (9.0)48 (8.0)6 (2.3)
Married769 (54.7)341 (56.6)237 (92.2)
Widowed220 (15.6)71 (11.8)11 (4.3)
Unknow55 (3.9)33 (5.5)0 (0)
Stage T
T1276 (19.6)107 (17.7)27 (10.5)
T2366 (26.0)171 (28.4)96 (37.4)
T3334 (23.8)152 (25.2)37 (14.4)
T4351 (25.0)140 (23.2)57 (22.2)
Unknown79 (5.6)33 (5.5)40 (15.6)
Stage N
N0775 (55.1)322 (53.4)135 (52.5)
N1583 (41.5)264 (43.8)50 (19.5)
Unknown48 (3.4)17 (2.8)72 (28.0)
Stage M
M01251 (89.0)543 (90.0)223 (86.8)
M1155 (11.0)60 (10.0)34 (13.2)
Extension
Localized131 (9.3)54 (9.0)40 (15.6)
Duodenal wall554 (39.4)244 (40.5)95 (40.0)
Pancreas346 (24.6)157 (26.0)52 (20.2)
Common bile duct88 (6.3)43 (7.1)27 (10.5)
Invasive tumor confined208 (14.8)72 (11.9)33 (12.8)
Extension to other adjacent organs79 (5.6)33 (5.5)10 (3.9)
Tumor differentiation
Well differentiated138 (9.8)65 (10.8)20 (7.8)
Moderately differentiated668 (47.5)288 (47.8)105 (40.9)
Poorly differentiated377 (26.8)160 (26.5)77 (30.0)
Undifferentiated16 (1.1)2 (0.3)27 (10.5)
Unknown207 (14.7)88 (14.6)28 (10.9)