| Literature DB >> 33046995 |
Jian Liu1, Zhengru Liu1, Jiao Li1, Shan Tian1, Weiguo Dong1.
Abstract
Accurately estimating prognosis based on clinicopathologic variables could improve risk stratification for patients with early-onset colorectal cancer (EOCRC). Our primary goal was to create and validate a survival nomogram with adequate performance for predicting overall survival (OS) in patients with EOCRC. Least absolute shrinkage and selection operator (LASSO) Cox regression analysis was applied to identify clinical features statistically related to OS. Then we established and internally validated a survival nomogram based on surveillance, epidemiology and end results (SEER) database (N=23813). A cohort of 77 patients with EOCRC from Renmin Hospital of Wuhan University (RHWU) was employed to detect the external validity of the survival nomogram. Moreover, we compared the predictive accuracy of survival nomogram with TNM stage, and also compared the OS between endoscopy and surgery groups before and after propensity score matching (PSM) among EOCRC patients with early stage (Tis-T1N0M0). We selected seven informative indexes (N stage, M stage, perineural invasion, chemotherapy, surgery primary site, summary stage and tumor grade) for the construction of the survival nomogram. Then the survival nomogram exhibited good discrimination with C-index of 0.829, 0.841 and 0.796 in the SEER training, SEER validation and RHWU validation sets, respectively. Calibration curves showed good concordance between the survival nomogram predictions and actual outcomes for 1-year, 3-year and 5-year OS. Furthermore, the survival nomogram was superior to risk stratification by TNM stage in predicting OS among patients with EOCRC. Early-stage patients treated with endoscopy showed similar survival to those with surgery before and after PSM. We proposed a survival nomogram based on the extensively used parameters to precisely predict OS in EOCRC patients. This survival nomogram will contribute to aid oncologists better risk stratification and prognostication for patients with EOCRC. © The author(s).Entities:
Keywords: Early-onset colorectal cancer; Nomogram; Overall survival; Prognosis; TNM stage
Year: 2020 PMID: 33046995 PMCID: PMC7545680 DOI: 10.7150/jca.46871
Source DB: PubMed Journal: J Cancer ISSN: 1837-9664 Impact factor: 4.207
Figure 1The detailed selection process of patients with EOCRC.
Clinical features of EOCRC patients in SEER and RHWU sets
| Characteristics | SEER training set (n=16658) | SEER validation set (n=7155) | RHWU validation set (n=77) | |
|---|---|---|---|---|
| Age (years) | 42.4±6.2 | 42.4±6.2 | 43.2±4.9 | 0.396 |
| Sex, male | 8826 (53.0%) | 3725 (52.1%) | 34 (44.2%) | 0.138 |
| 0.011 | ||||
| White | 12327 (74.0%) | 5328 (74.5%) | 47 (61.0%) | |
| Black | 2385 (14.3%) | 981 (13.7%) | 13 (16.9%) | |
| Others | 1946 (11.7%) | 846 (11.8%) | 17 (22.1%) | |
| 0.429 | ||||
| Colon | 10717 (64.3%) | 4600 (64.3%) | 55 (71.4%) | |
| Rectum | 5941 (35.7%) | 2555 (35.7%) | 22 (28.6%) | |
| 0.670 | ||||
| Grade I/II | 13978 (83.9%) | 5971 (83.5%) | 65 (84.4%) | |
| Grade III/IV | 2680 (16.1%) | 1184 (16.5%) | 12 (15.2%) | |
| 0.216 | ||||
| Localized | 5680 (34.1%) | 2457 (34.3%) | 31 (40.3%) | |
| Regional | 6483 (38.9%) | 2837 (39.7%) | 30 (39.0%) | |
| Distant | 4495 (27.0%) | 1861 (26.0%) | 16 (20.8%) | |
| 0.724 | ||||
| Stage I | 4221 (25.3%) | 1782 (24.9%) | 11 (14.3%) | |
| Stage II | 2992 (18.0%) | 1333 (18.6%) | 20 (26.0%) | |
| Stage III | 5130 (30.8%) | 2243 (31.3%) | 30 (39.0%) | |
| Stage IV | 4315 (25.9%) | 1797 (25.1%) | 16 (20.8%) | |
| <0.001 | ||||
| T0/Tis/T1/T2 | 6645 (39.9%) | 2820 (39.4%) | 12 (15.6%) | |
| T3/T4 | 10013 (60.1%) | 4335 (60.6%) | 65 (84.4%) | |
| <0.001 | ||||
| N0/N1 | 13796 (82.8%) | 5907 (82.6%) | 31 (40.3%) | |
| N2/N3 | 2862 (17.2%) | 1248 (17.4%) | 46 (59.7%) | |
| 0.208 | ||||
| M0 | 12344 (74.1%) | 5358 (74.9%) | 55 (80.5%) | |
| M1 | 4314 (25.9%) | 1797 (25.1%) | 22 (19.5%) | |
| <0.001 | ||||
| <1 cm | 15810 (94.9%) | 6797 (95.0%) | 41 (53.2%) | |
| ≥1 cm | 848 (5.1%) | 358 (5.0%) | 36 (46.8%) | |
| 13642 (81.9%) | 5966 (83.4%) | 67 (87.0%) | 0.012 | |
| 4086 (24.5%) | 1775 (24.8%) | 1 (1.3%) | <0.001 | |
| 10219 (61.3%) | 4361 (61.0%) | 7 (9.1%) | <0.001 | |
| 1845 (11.1%) | 796 (11.1%) | 13 (16.9%) | 0.270 | |
| 27.0 (12.0, 50.1) | 27.1 (12.0, 50.0) | 45.0 (40.0, 47.0) | 0.156 |
EOCRC: early-onset colorectal cancer; TNM: tumor-node-metastasis; IQR: interquartile range.
Figure 2Selection of informative features using LASSO binary Cox regression model. (A) Profiles of LASSO coefficient for clinical and pathological features. (B) Identification of tuning parameter (λ) in the LASSO Cox model. (C) Each horizontal line represents a factor selection result for overall survival. Histogram shows the coefficients of individual features that contribute to the survival nomogram.
Figure 3A survival nomogram for predicting 1-year, 3-year and 5-year survival rates of EOCRC patients.
Figure 4The predictive performances of the survival nomogram for predicting 1-year, 3-year and 5-year overall survival in EOCRC. ROC curves displayed that this survival nomogram discriminated well in SEER training set (A), SEER validation set (B) and RHWU validation set (C).
Figure 5The calibration curves for predicting overall survival in SEER and RHWU sets. (A-C) Calibration plots of 1-year, 3-year and 5-year mortality in SEER training cohort; (D-F) calibration plots of 1-year, 3-year and 5-year mortality in SEER validation cohort; (G-I) calibration plots of 1-year, 3-year and 5-year mortality in RHWU validation cohort.
Figure 6Decision curves analysis (DCA) for the survival nomogram and TNM stage to predict overall survival. (A) The DCA of nomogram and TNM stage for overall survival in SEER training cohort; (B) the DCA of nomogram and TNM stage for overall survival in SEER validation cohort; (C) the DCA of the survival nomogram and TNM stage for overall survival in RHWU validation cohort.
Figure 7Compare the predictive accuracy of the survival nomogram with TNM stage. (A) Kaplan-Meier curves of the quartiles of EOCRC patients stratified by the survival nomogram predicted probabilities in SEER database. (B) Kaplan-Meier curves of four groups divided by each TNM stage.
Risk reclassification of overall survival by IDI and NRI in SEER training set
| Outcome | AUC | IDI | Total continuous NRI | |||||
|---|---|---|---|---|---|---|---|---|
| Biomaker | Biomaker+clinical model | Clinical modela | Value (95%CI) | Value (95%CI) | ||||
| Nomogram | 0.829 | 0.831 | 0.573 | <0.001 | 0.399 (0.382-0.415) | <0.001 | 0.573 (0.554-0.595) | <0.001 |
| TNM Stage | 0.774 | 0.786 | - | <0.001 | 0.333 (0.314-0.351) | <0.001 | 0.488 (0.461-0.510) | <0.001 |
| Nomogram +TNM | 0.834 | 0.837 | - | <0.001 | 0.463 (0.425-0.517) | 0.002 | 0.604 (0.587-0.622) | <0.001 |
AUC, area under the receiver-operating characteristic curve; IDI, integrated discrimination improvement; NRI, net reclassification index; OS, overall survival; TNM, tumor-node-metastasis;aThe clinical model for predicting OS are composed of age, gender, race, primary site, T stage, radiation and tumor size;
bBiomarker +clinical model versus clinical model.
Characteristics of early-stage patients with EOCRC before and after matching
| Characteristics | Before matching | After matching | ||||
|---|---|---|---|---|---|---|
| Surgical resection | Endoscopy | Surgical resection | Endoscopy | |||
| No. of patients | 1666 | 1681 | - | 967 | 967 | - |
| Age at diagnosis | 42.8±6.0 | 41.8±6.8 | <0.001 | 42.4±6.6 | 42.6±6.3 | 0.371 |
| 0.790 | 0.237 | |||||
| Male | 806 (48.4) | 821 (48.8) | 464 (48.0) | 490 (50.7) | ||
| Female | 960 (51.6) | 860 (51.2) | 503 (52.0) | 477 (49.3) | ||
| <0.001 | 0.641 | |||||
| White | 1281 (76.9) | 1153 (68.6) | 737 (76.2) | 715 (73.9) | ||
| Black | 213 (12.8) | 300 (17.8) | 99 (10.2) | 157 (16.2) | ||
| Others | 172 (10.3) | 228 (13.6) | 131 (13.5) | 95 (9.8) | ||
| 0.165 | 0.136 | |||||
| Hispanic or Latino | 255 (15.3) | 287 (17.1) | 166 (17.2) | 142 (14.7) | ||
| Not Hispanic or Latino | 1411 (84.7) | 1394 (82.9) | 801 (82.8) | 825 (85.3) | ||
| <0.001 | 0.290 | |||||
| Colon | 1204 (72.3) | 588 (35.0) | 544 (56.3) | 567 (58.6) | ||
| Rectum | 462 (27.7) | 1093 (65.0) | 423 (43.7) | 400 (41.4) | ||
| <0.001 | 0.058 | |||||
| G1/G2 | 1550 (93.0) | 1628 (96.8) | 902 (93.3) | 920 (95.1) | ||
| G3/G4 | 116 (7.0) | 53 (3.2) | 65 (6.7) | 47 (4.9) | ||
| 0.001 | 0.651 | |||||
| Tis | 205 (12.3) | 339 (20.2) | 194 (20.1) | 230 (23.8) | ||
| T1A | 1298 (77.9) | 1149 (68.4) | 689 (71.3) | 628 (64.9) | ||
| T1B | 163 (9.8) | 193 (11.5) | 84 (8.7) | 109 (11.3) | ||
| 0.001 | 0.057 | |||||
| <1 cm | 1635 (98.1) | 1671 (99.4) | 948 (98.0) | 958 (99.1) | ||
| ≥1 cm | 31 (1.9) | 10 (0.6) | 19 (2.0) | 9 (0.9) | ||
| <0.001 | 0.071 | |||||
| Yes | 112 (6.7) | 39 (2.3) | 55 (5.7) | 38 (3.9) | ||
| No/unknown | 1554 (93.3) | 1642 (97.7) | 912 (94.3) | 929 (96.1) | ||
| <0.001 | 0.079 | |||||
| Yes | 143 (8.6) | 50 (3.0) | 68 (7.0) | 49 (5.1) | ||
| No/unknown | 1523 (91.4) | 1631 (97.0) | 899 (93.0) | 918 (94.9) | ||
| 0.093 | 0.414 | |||||
| Yes | 7 (0.4) | 2 (0.1) | 4 (0.4) | 2 (0.2) | ||
| No/unknown | 1659 (99.6) | 1679 (99.9) | 963 (99.6) | 965 (99.8) | ||
| 41.0 (20.0, 61.0) | 37.0 (17.0, 58.0) | 0.008 | 41.0 (20.0, 61.0) | 38.0 (17.0, 59.0) | 0.066 | |
| 58 (3.5) | 73 (4.3) | 0.199 | 43 (4.4) | 56 (5.8) | 0.180 | |
Figure 8Comparison of overall survival in early-stage patients with EOCRC undergoing endoscopic resection and surgery before PSM (A) and after PSM (B).