Background
Methods
Recruitment of patients from SEER database
Clinical variables extracted for analysis
Construction and validation of the nomogram
Results
Characterization of included cases
Variables | Total (n = 44,761) | Training cohort (n = 22,381) | Validation cohort (n = 22,380) | P# |
---|---|---|---|---|
Sex | 0.105 | |||
Male | 19,969 (44.6) | 10,070 (45.0) | 9899 (44.2) | |
Female | 24,792 (55.4) | 12,311 (55.0) | 12,481 (55.8) | |
Age | 0.953 | |||
< =76 | 18,287 (40.9) | 9148 (40.9) | 9139 (40.8) | |
77–86 | 19,901 (44.5) | 9937 (44.4) | 9964 (44.5) | |
> =87 | 6573 (14.7) | 3296 (14.7) | 3277 (14.6) | |
Marital status | 0.310 | |||
Unmarried | 21,287 (47.6) | 10,563 (47.2) | 10,724 (47.9) | |
Married | 20,927 (46.8) | 10,534 (47.1) | 10,393 (46.4) | |
Unknown | 2547 (5.7) | 1284 (5.7) | 1263 (5.6) | |
Tumor site | 0.530 | |||
Colon | 36,652 (81.9) | 18,352 (82.0) | 18,300 (81.8) | |
Rectum | 8109 (18.1) | 4029 (18.0) | 4080 (18.2) | |
Grade | 0.346 | |||
I | 3870 (8.6) | 1919 (8.6) | 1951 (8.7) | |
II | 29,426 (65.7) | 14,665 (65.5) | 14,761 (66.0) | |
III | 7478 (16.7) | 3781 (16.9) | 3697 (16.5) | |
IV | 1642 (3.7) | 806 (3.6) | 836 (3.7) | |
Unknown | 2345 (5.2) | 1210 (5.4) | 1135 (5.1) | |
SEER_stage | 0.994 | |||
Localized | 19,923 (44.5) | 9957 (44.5) | 9966 (44.5) | |
Regional | 19,512 (43.6) | 9758 (43.6) | 9754 (43.6) | |
Distant | 5326 (11.9) | 2666 (11.9) | 2660 (11.9) | |
AJCC_stage | 0.797 | |||
I | 12,173 (27.2) | 6065 (27.1) | 6108 (27.3) | |
II | 14,656 (32.7) | 7300 (32.6) | 7356 (32.9) | |
III | 13,071 (29.2) | 6581 (29.4) | 6490 (29.0) | |
IV | 4861 (10.9) | 2435 (10.9) | 2426 (10.8) | |
AJCC_T | 0.674 | |||
T1 | 7352 (16.4) | 3665 (16.4) | 3687 (16.5) | |
T2 | 6570 (14.7) | 3243 (14.5) | 3327 (14.9) | |
T3 | 23,269 (52.0) | 11,669 (52.1) | 11,600 (51.8) | |
T4 | 7570 (16.9) | 3804 (17.0) | 3766 (16.8) | |
AJCC_N | 0.271 | |||
N0 | 27,879 (62.3) | 13,893 (62.1) | 13,986 (62.5) | |
N1 | 10,677 (23.9) | 5410 (24.2) | 5267 (23.5) | |
N2 | 6205 (13.9) | 3078 (13.8) | 3127 (14.0) | |
AJCC_M | 0.893 | |||
M0 | 39,900 (89.1) | 19,946 (89.1) | 19,954 (89.2) | |
M1 | 4861 (10.9) | 2435 (10.9) | 2426 (10.8) | |
Bone metastasis | 0.990 | |||
No | 44,314 (99.0) | 22,158 (99.0) | 22,156 (99.0) | |
Yes | 119 (0.3) | 60 (0.3) | 59 (0.3) | |
Unknown | 328 (0.7) | 163 (0.7) | 165 (0.7) | |
Brain metastasis | 0.700 | |||
No | 44,375 (99.1) | 22,193 (99.2) | 22,182 (99.1) | |
Yes | 41 (0.1) | 22 (0.1) | 19 (0.1) | |
Unknown | 345 (0.8) | 166 (0.7) | 179 (0.8) | |
Liver metastasis | 0.978 | |||
No | 41,350 (92.4) | 20,677 (92.4) | 20,673 (92.4) | |
Yes | 3138 (7.0) | 1566 (7.0) | 1572 (7.0) | |
Unknown | 273 (0.6) | 138 (0.6) | 135 (0.6) | |
Lung metastasis | 0.586 | |||
No | 43,655 (97.5) | 21,837 (97.6) | 21,818 (97.5) | |
Yes | 784 (1.8) | 379 (1.7) | 405 (1.8) | |
Unknown | 322 (0.7) | 165 (0.7) | 157 (0.7) | |
Tumor size | 0.678 | |||
< =3.4 | 13,341 (29.8) | 6625 (29.6) | 6716 (30.0) | |
3.5–5.9 | 16,250 (36.3) | 8142 (36.4) | 8108 (36.2) | |
> =6 | 11,387 (25.4) | 5736 (25.6) | 5651 (25.3) | |
Unknown | 3783 (8.5) | 1878 (8.4) | 1905 (8.5) |
Establishment of the nomogram
Variables | Univariate analysis | Multivariate analysis | |
---|---|---|---|
P | HR (95% CI) | P | |
Sex | 0.060 | ||
Male | Reference | ||
Female | 0.786(0.752–0.822) | < 0.001 | |
Age | < 0.001 | ||
< =76 | Reference | ||
77–86 | 1.725(1.643–1.811) | < 0.001 | |
> =87 | 2.868(2.699–3.047) | < 0.001 | |
Marital status | < 0.001 | ||
Unmarried | Reference | ||
Married | 0.762(0.727–0.798) | < 0.001 | |
Unknown | 0.957(0.873–1.050) | 0.351 | |
Tumor site | < 0.001 | ||
Colon | Reference | ||
Rectum | 0.991(0.936–1.050) | 0.765 | |
Grade | < 0.001 | ||
I | Reference | ||
II | 1.114(1.022–1.215) | 0.014 | |
III | 1.315(1.195–1.447) | < 0.001 | |
IV | 1.413(1.247–1.601) | < 0.001 | |
Unknown | 1.146(1.005–1.307) | 0.042 | |
SEER_stage | < 0.001 | ||
Localized | Reference | ||
Regional | 1.047(0.973–1.126) | 0.222 | |
Distant | 1.181(0.975–1.431) | 0.088 | |
AJCC_stage | < 0.001 | ||
I | – | – | |
II | – | – | |
III | – | – | |
IV | – | – | |
AJCC_T | < 0.001 | ||
T1 | Reference | ||
T2 | 1.083(0.979–1.199) | 0.123 | |
T3 | 1.353(1.233–1.486) | < 0.001 | |
T4 | 2.173(1.953–2.418) | < 0.001 | |
AJCC_N | < 0.001 | ||
N0 | Reference | ||
N1 | 1.365(1.282–1.453) | < 0.001 | |
N2 | 1.975(1.845–2.113) | < 0.001 | |
AJCC_M | < 0.001 | ||
M0 | Reference | ||
M1 | 2.017(1.662–2.448) | < 0.001 | |
Bone metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.393(1.058–1.835) | 0.018 | |
Unknown | 1.507(0.909–2.500) | 0.112 | |
Brain metastasis | < 0.001 | ||
No | Reference | ||
Yes | 2.145(1.401–3.285) | < 0.001 | |
Unknown | 0.687(0.415–1.135) | 0.142 | |
Liver metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.329(1.209–1.462) | < 0.001 | |
Unknown | 0.962(0.684–1.352) | 0.822 | |
Lung metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.327(1.178–1.495) | < 0.001 | |
Unknown | 1.432(1.033–1.984) | 0.031 | |
Tumor size | < 0.001 | ||
< =3.4 | Reference | ||
3.5–5.9 | 1.026(0.968–1.088) | 0.379 | |
> =6 | 1.137(1.069–1.210) | < 0.001 | |
Unknown | 1.272(1.156–1.398) | < 0.001 |
Variables | Univariate analysis | Multivariate analysis | P |
---|---|---|---|
P | HR (95% CI) | ||
Sex | 0.644 | ||
Male | – | – | |
Female | – | – | |
Age | < 0.001 | ||
< =76 | Reference | ||
77–86 | 1.499(1.412–1.592) | < 0.001 | |
> =87 | 2.252(2.083–2.435) | < 0.001 | |
Marital status | < 0.001 | ||
Unmarried | Reference | ||
Married | 0.836(0.791–0.884) | < 0.001 | |
Unknown | 1.011(0.896–1.140) | 0.865 | |
Tumor site | < 0.001 | ||
Colon | Reference | ||
Rectum | 1.088(1.011–1.171) | 0.024 | |
Grade | < 0.001 | ||
I | Reference | ||
II | 1.061(0.943–1.194) | 0.326 | |
III | 1.324(1.168–1.502) | < 0.001 | |
IV | 1.417(1.212–1.657) | < 0.001 | |
Unknown | 1.100(0.916–1.321) | 0.308 | |
SEER_stage | < 0.001 | ||
Localized | Reference | ||
Regional | 1.492(1.343–1.657) | < 0.001 | |
Distant | 1.883(1.507–2.354) | < 0.001 | |
AJCC_stage | < 0.001 | ||
I | – | – | |
II | – | – | |
III | – | – | |
IV | – | – | |
AJCC_T | < 0.001 | ||
T1 | Reference | ||
T2 | 1.417(1.185–1.694) | < 0.001 | |
T3 | 2.244(1.912–2.634) | < 0.001 | |
T4 | 3.914(3.301–4.640) | < 0.001 | |
AJCC_N | < 0.001 | ||
N0 | Reference | ||
N1 | 1.561(1.444–1.687) | < 0.001 | |
N2 | 2.426(2.237–2.631) | < 0.001 | |
AJCC_M | < 0.001 | ||
M0 | Reference | ||
M1 | 2.160(1.743–2.677) | < 0.001 | |
Bone metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.360(1.021–1.812) | 0.036 | |
Unknown | 1.600(0.934–2.743) | 0.087 | |
Brain metastasis | < 0.001 | ||
No | Reference | ||
Yes | 2.424(1.564–3.756) | < 0.001 | |
Unknown | 0.602(0.346–1.049) | 0.073 | |
Liver metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.414(1.280–1.563) | < 0.001 | |
Unknown | 1.047(0.724–1.514) | 0.807 | |
Lung metastasis | < 0.001 | ||
No | Reference | ||
Yes | 1.359(1.200–1.539) | < 0.001 | |
Unknown | 1.439(1.020–2.029) | 0.038 | |
Tumor size | < 0.001 | ||
< =3.4 | Reference | ||
3.5–5.9 | 1.017(0.942–1.097) | 0.670 | |
> =6 | 1.186(1.095–1.283) | < 0.001 | |
Unknown | 1.394(1.221–1.592) | < 0.001 |
Nomogram validation
Survival | Training set | Validation set | |||||
---|---|---|---|---|---|---|---|
HR | 95%CI | P | HR | 95%CI | P | ||
OS | Nomogram | 0.726 | 0.720–0.732 | Reference | 0.722 | 0.716–0.728 | Reference |
SEER stage | 0.649 | 0.643–0.655 | < 0.001 | 0.65 | 0.644–0.656 | < 0.001 | |
7th edition TNM stage | 0.682 | 0.676–0.688 | < 0.001 | 0.681 | 0.675–0.687 | < 0.001 | |
CSS | Nomogram | 0.791 | 0.785–0.797 | Reference | 0.789 | 0.783–0.795 | Reference |
SEER stage | 0.728 | 0.721–0.735 | < 0.001 | 0.727 | 0.720–0.734 | < 0.001 | |
7th edition TNM stage | 0.77 | 0.763–0.777 | < 0.001 | 0.767 | 0.760–0.774 | < 0.001 |
Survival | AUC | ||||||
---|---|---|---|---|---|---|---|
Training set | Validation set | ||||||
1-year | 3-year | 5-year | 1-year | 3-year | 5-year | ||
OS | Nomogram | 0.760 | 0.774 | 0.766 | 0.758 | 0.768 | 0.760 |
SEER stage | 0.677 | 0.685 | 0.670 | 0.676 | 0.685 | 0.668 | |
7th edition TNM stage | 0.714 | 0.725 | 0.712 | 0.710 | 0.723 | 0.702 | |
CSS | Nomogram | 0.819 | 0.839 | 0.833 | 0.817 | 0.837 | 0.830 |
SEER stage | 0.746 | 0.764 | 0.763 | 0.742 | 0.764 | 0.758 | |
7th edition TNM stage | 0.790 | 0.817 | 0.817 | 0.785 | 0.814 | 0.810 |