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. 2025 Nov 27;12:1588208. doi: 10.3389/fsurg.2025.1588208

Table 1.

Baseline patient data for training and validation groups.

Variable Level Training group (N = 40,527) Validation group (N = 801) P
Marital (%) Married 25,058 (61.83) 509 (63.55) 0.3406
Unmarried 15,469 (38.17) 292 (36.45)
Age (median [IQR]) NA 64.000 [55.000, 73.000] 64.000 [55.000, 73.000] 0.5425
Tumor.Size (median [IQR]) NA 41.000 [26.000, 67.000] 40.000 [26.000, 70.000] 0.7579
Race.ethnicity (%) Black 5,068 (12.51) 0 (0.00) <0.0001
Chinese 493 (1.22) 801 (100.00)
Other 3,197 (7.89) 0 (0.00)
White 31,769 (78.39) 0 (0.00)
Sex (%) Female 14,278 (35.23) 290 (36.20) 0.5934
Male 26,249 (64.77) 511 (63.80)
Sequence.number (%) More 13,360 (32.97) 245 (30.59) 0.1673
One primary only 27,167 (67.03) 556 (69.41)
Time [mean (SD)] NA 39.125 (30.668) 37.527 (30.902) 0.1443
Status (%) Alive 29,880 (73.73) 583 (72.78) 0.5749
Dead 10,647 (26.27) 218 (27.22)
Primary.Site (%) C64.9-Kidney 38,525 (95.06) 718 (89.64) <0.0001
C65.9-Renal pelvis 2,002 (4.94) 83 (10.36)
Grade (%) Moderately differentiated 13,895 (34.29) 296 (36.95) <0.0001
Poorly differentiated 8,519 (21.02) 239 (29.84)
Undifferentiated; anaplastic 3,210 (7.92) 63 (7.87)
Unknown 11,708 (28.89) 127 (15.86)
Well differentiated 3,195 (7.88) 76 (9.49)
Laterality (%) Left 20,044 (49.46) 391 (48.81) 0.0231
Other 77 (0.19) 5 (0.62)
Right 20,406 (50.35) 405 (50.56)
Pathological (%) 8,312/3: Renal cell carcinoma 7,381 (18.21) 136 (16.98) 0.0079
8,120/3: Transitional cell carcinoma, NOS 1,088 (2.68) 33 (4.12)
8,130/3: Papillary transitional cell carcinoma 995 (2.46) 26 (3.25)
8,260/3: Papillary adenocarcinoma, NOS 5,028 (12.41) 76 (9.49)
8,310/3: Clear cell adenocarcinoma 21,479 (53.00) 442 (55.18)
8,317/3: Renal cell carcinoma, chromophobe type 2,136 (5.27) 49 (6.12)
Other(n < 1,000) 2,420 (5.97) 39 (4.87)
T (%) T1 26,430 (65.22) 481 (60.05) 0.0238
T2 4,036 (9.96) 100 (12.48)
T3 8,075 (19.92) 174 (21.72)
T4 1,101 (2.72) 23 (2.87)
TX 885 (2.18) 23 (2.87)
N (%) N0 36,472 (89.99) 707 (88.26) 0.0142
N1 2,349 (5.80) 64 (7.99)
N2 195 (0.48) 0 (0.00)
NX 1,511 (3.73) 30 (3.75)
M (%) M0 35,653 (87.97) 678 (84.64) 0.005
M1 4,874 (12.03) 123 (15.36)
Surgery (%) Any nephrectomy in continuity with the resectiont 308 (0.76) 7 (0.87) 0.0034
Complete/total/simple nephrectomy 3,601 (8.89) 80 (9.99)
Local tumor destruction 2,000 (4.93) 51 (6.37)
Local tumor excision 852 (2.10) 30 (3.75)
No surgery of primary site 7,371 (18.19) 156 (19.48)
Partial/subtotal nephrectomy/partial ureterectomy 11,472 (28.31) 198 (24.72)
Radical nephrectomy 14,923 (36.82) 279 (34.83)
Radiation (%) None/Unknown 38,930 (96.06) 770 (96.13) 0.9922
Yes 1,597 (3.94) 31 (3.87)
Chemotherapy (%) None/Unknown 37,102 (91.55) 708 (88.39) 0.0019
Yes 3,425 (8.45) 93 (11.61)
Systemic (%) None/Unknown 38,183 (94.22) 743 (92.76) 0.0951
Yes 2,344 (5.78) 58 (7.24)