Clinical and Translational Research
Copyright ©The Author(s) 2024.
World J Gastrointest Surg. Jun 27, 2024; 16(6): 1791-1802
Published online Jun 27, 2024. doi: 10.4240/wjgs.v16.i6.1791
Table 1 Demographic characteristics, n (%)
Variable
Total cohort (n = 15838)
Training cohort (n = 11088)
Validation cohort (n = 4750)
χ2
P value
Race1.360.507
        Black people2303 (14.5)1590 (14.3)713 (15.0)
        White race12075 (76.2)8480 (76.5)3595 (75.7)
        Other1460 (9.2)1018 (9.2)442 (9.3)
Sex0.0270.869
        Male8560 (54.0)5988 (54.0)2572 (54.1)
        Female7278 (46.0)5100 (46.0)2178 (45.9)
Age at diagnosis (yr)1.730.188
        < 7010 735 (67.8)7480 (67.5)3255 (68.5)
        ≥ 705103 (32.2)3608 (32.5)1495 (31.5)
Primary tumor location0.2640.607
        Colon7063 (44.6)4930 (44.5)2133 (44.9)
        Rectum8775 (55.4)6158 (55.5)2617 (55.1)
Tumor differentiation0.0140.906
        Ⅰ-Ⅱ11127 (70.3)7793 (70.3)3334 (70.2)
        Ⅲ-Ⅳ4711 (29.7)3295 (29.7)1416 (29.8)
T staging0.080.777
        1-22079 (13.1)1461 (13.2)618 (13.0)
        3-413759 (86.9)9627 (86.8)4132 (87.0)
N stage0.5760.448
        04209 (26.6)2966 (26.7)1243 (26.2)
        1-211629 (73.4)8122 (73.3)3507 (73.8)
CEA status2.7210.099
        Masculine12378 (78.2)8705 (78.5)3673 (77.3)
        Feminine3460 (21.8)2383 (21.5)1077 (22.7)
Liver metastases0.2860.593
        No4731 (29.9)3298 (29.7)1433 (30.2)
        Yes11107 (70.1)7790 (70.3)3317 (69.8)
Lung metastases2.2020.138
        No12673 (80.0)8838 (79.7)3835 (80.7)
        Yes3165 (20.0)2250 (20.3)915 (19.3)
Bone metastases0.7240.395
        No15226 (96.1)10669 (96.2)4557 (95.9)
        Yes612 (3.9)419 (3.8)193 (4.1)
Brain metastases1.0320.31
        No15682 (99.0)10973 (99.0)4709 (99.1)
        Yes156 (1.0)115 (1.0)41 (0.9)
Surgical0.0140.906
        No3495 (22.1)2444 (22.0)1051 (22.1)
        Yes12343 (77.9)8644 (78.0)3699 (77.9)
Chemotherapy0.0260.872
        None/unknown4235 (26.7)2969 (26.8)1266 (26.7)
        Yes11603 (73.3)8119 (73.2)3484 (73.3)
Table 2 Multivariate analysis of COX based on training cohorts
Variable
Multivariate analysis
HR (95%CI)
P value
Race
        Black people1
        White race0.894 (0.834-0.959)0.002
        Other0.835 (0.752-0.928)0.001
Sex
        Male1
        Female0.965 (0.918-1.015)0.17
Age at diagnosis (yr)
        < 701
        ≥ 701.162 (1.099-1.228)< 0.001
Primary tumor location
        Colon1
        Rectum0.715 (0.678-0.754)< 0.001
Tumor differentiation
        Ⅰ-Ⅱ1
        Ⅲ-Ⅳ1.721 (1.630-1.817)< 0.001
T staging
        1-21
        3-41.085 (0.999-1.179)0.053
N stage
        01
        1-21.304 (1.226-1.386)< 0.001
CEA status
        Masculine1
        Feminine0.699 (0.655-0.746)< 0.001
Liver metastases
        No1
        Yes1.406 (1.326-1.490)< 0.001
Lung metastases
        No1
        Yes1.341 (1.260-1.426)< 0.001
Bone metastases
        No1
        Yes1.621 (1.438-1.827)< 0.001
Brain metastases
        No1
        Yes1.718 (1.370-2.155)< 0.001
Surgical
        No1
        Yes0.459 (0.429-0.492)< 0.001
Chemotherapy
        None/unknown1
        Yes0.368 (0.348-0.390)< 0.001
Table 3 Regression coefficients and estimated scores for building a Nomogram prediction model based on a training cohort
Variable
Nomogram
Regression coefficients
Estimated score
Race
        Black people17.84626118
        White race6.9607467
        Other00
Age at diagnosis (yr)
        < 7000
        ≥ 7014.5583615
Primary tumor location
        Colon32.7688133
        Rectum00
Tumor differentiation
        Ⅰ-Ⅱ00
        Ⅲ-Ⅳ54.3928954
N stage
        000
        1-227.3879427
CEA status
        Masculine35.5605136
        Feminine00
Liver metastases
        No00
        Yes34.1221334
Lung metastases
        No00
        Yes29.096529
Bone metastases
        No00
        Yes49.3078749
Brain metastases
        No00
        Yes54.3587954
Surgical
        No75.07475
        Yes00
Chemotherapy
        None/unknown100100
        Yes00
Range0-524.4740610-524
Score531.434807531
Table 4 Analyzes tumor-specific survival rates in patients with different risk classes, %
Variable
Low-risk group
Medium-risk group
High-risk group
(n = 8140)
(n = 4737)
(n = 2013)
1 yr CSS86.1063.0031.50
2 yr CSS67.3038.0016.10
3 yr CSS49.7024.608.90
5 yr CSS31.3014.204.30
Median CSS36 months18 months5 months
95%CI34.987-37.01317.273-18.7274.503-5.497