| Literature DB >> 35281517 |
Xiangpeng Zhan1,2, Tao Chen1,2, Ming Jiang1,2, Wen Deng1,2, Xiaoqiang Liu1,2, Luyao Chen1,2, Bin Fu1,2.
Abstract
Purpose: To establish a prognostic model that estimates cancer-specific survival (CSS) probability for muscle-invasive bladder cancer patients undergoing partial cystectomy. Patients and Methods. 866 patients from the Surveillance, Epidemiology, and End Results (SEER) database (2004-2015) were enrolled in our study. These patients were randomly divided into the development cohort (n = 608) and validation cohort (n = 258) at a ratio of 7 : 3. A Cox regression was performed to select the predictors associated with CSS. The Kaplan-Meier method was used to analyze the survival outcome between different risk groups. The calibration curves, receiver operating characteristic (ROC) curves, and the concordance index (C-index) were utilized to evaluate the performance of the model.Entities:
Year: 2022 PMID: 35281517 PMCID: PMC8904911 DOI: 10.1155/2022/2665711
Source DB: PubMed Journal: J Oncol ISSN: 1687-8450 Impact factor: 4.375
Baseline demographical and clinicopathological characteristics of patients.
| Characteristics | Total cohort | Development cohort | Validation cohort |
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| Number of patients | 866 | 608 | 258 | |
| Median age (25th–75th percentile) | 72 (62–82) | 72 (62–82) | 72 (62–82) | 0.274 |
| Mean age | 71.03 | 71.32 | 70.35 | 0.281 |
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| <60 | 155 (17.9%) | 99 (16.3%) | 56 (21.7%) | 0.254 |
| 60–70 | 201 (23.2%) | 145 (23.8%) | 56 (21.7%) | |
| 70–80 | 240 (27.7%) | 168 (27.6%) | 72 (27.9%) | |
| >80 | 270 (31.2%) | 196 (32.2%) | 74 (28.7%) | |
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| Female | 239 (27.6%) | 170 (28.0%) | 69 (26.7%) | 0.714 |
| Male | 627 (72.4%) | 438 (72.0%) | 189 (73.3%) | |
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| White | 735 (84.9%) | 514 (84.5%) | 221 (85.7%) | 0.906 |
| Black | 73 (8.4%) | 52 (8.6%) | 21 (8.1%) | |
| Others | 58 (6.7%) | 42 (6.9%) | 16 (6.2%) | |
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| Married | 565 (65.2%) | 394 (64.8%) | 171 (66.3%) | 0.730 |
| SDW | 213 (24.6%) | 149 (24.5%) | 64 (24.8%) | |
| Single | 88 (10.2%) | 65 (10.7%) | 23 (8.9%) | |
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| Grade I or Grade II | 125 (14.4%) | 89 (14.6%) | 36 (14.0%) | 0.793 |
| Grade III or Grade IV | 741 (85.6%) | 519 (85.4%) | 222 (86.0%) | |
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| TCC | 694 (80.1%) | 484 (79.6%) | 210 (81.4%) | 0.610 |
| SCC | 60 (6.9%) | 41 (6.7%) | 19 (7.4%) | |
| Adenocarcinoma | 112 (12.9%) | 83 (13.7%) | 29 (11.2%) | |
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| T2 | 339 (39.1%) | 231 (38.0%) | 108 (41.9%) | 0.159 |
| T3 | 458 (52.9%) | 322 (53.0%) | 136 (52.7%) | |
| T4 | 69 (8.0%) | 55 (9.0%) | 14 (5.4%) | |
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| N0 | 785 (90.6%) | 550 (90.5%) | 235 (91.1%) | 0.773 |
| N1 or N2 or N3 | 81 (9.4%) | 58 (9.5%) | 23 (8.9%) | |
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| M0 | 835 (96.4%) | 587 (96.5%) | 248 (96.1%) | 0.760 |
| M1 | 31 (3.6%) | 21 (3.5%) | 10 (3.9%) | |
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| <3 cm | 414 (47.8%) | 291 (47.9%) | 123 (47.7%) | 0.960 |
| >3 cm | 452 (52.2%) | 317 (52.1%) | 135 (52.3%) | |
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| Single | 546 (63.0%) | 391 (64.3%) | 155 (60.1%) | 0.238 |
| Multiple | 320 (37.0%) | 217 (35.7%) | 103 (39.9%) | |
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| No/unknown | 760 (87.8%) | 531 (87.3%) | 229 (88.8%) | 0.559 |
| Yes | 106 (12.2%) | 77 (12.7%) | 29 (11.2%) | |
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| No/unknown | 588 (67.9%) | 410 (67.4%) | 178 (69.0%) | 0.653 |
| Yes | 278 (32.1%) | 198 (32.6%) | 80 (31.0%) | |
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| Non | 397 (45.8%) | 281 (46.2%) | 116 (45.0%) | 0.830 |
| 1–3 | 133 (15.4%) | 95 (15.6%) | 38 (14.7%) | |
| >3 | 336 (38.8%) | 232 (38.2%) | 104 (40.3%) | |
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| Mean | 50.76 | 48.63 | 55.78 | 0.033※ |
| Median (25th–75th percentile) | 38.5 (13–77.3) | 37 (13–73) | 41.5 (12.75–92.25) | 0.123 |
TCC: transitional cell carcinoma, SCC: squamous cell carcinoma; other races: American Indian, Alaska Native, Asian, and Pacific Islander; SDW: separated, divorced, or widowed; ※: statistical difference.
Univariate and multivariate regression analyses for CSM.
| Characteristics | Univariate analysis | Multivariate analysis | ||
|---|---|---|---|---|
| HR (95% CI) |
| HR (95% CI) |
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| <60 | Ref. | Ref. | ||
| 60–70 | 1.311 (0.862–1.994) | 0.206 | 1.143 (0.743–1.759) | 0.544 |
| 70–80 | 1.864 (1.249–2.782) | 0.002※ | 1.633 (1.075–2.479) | 0.021※ |
| >80 | 2.705 (1.841–3.975) | <0.001※ | 2.289 (1.525–3.434) | <0.001※ |
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| Female | Ref. | |||
| Male | 0.926 (0.719–1.192) | 0.551 | ||
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| White | Ref. | |||
| Black | 1.081 (0.731–1.599) | 0.697 | ||
| Others | 0.844 (0.529–1.346) | 0.476 | ||
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| Married | Ref. | |||
| SDW | 1.267 (0.968–1.657) | 0.084 | ||
| Single | 1.155 (0.804–1.659) | 0.436 | ||
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| Grade I or Grade II | Ref. | |||
| Grade III or Grade IV | 1.891 (1.281–2.793) | 0.001※ | ||
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| TCC | Ref. | Ref. | ||
| SCC | 1.787 (1.183–2.699) | 0.006※ | 2.447 (1.537–3.894) | <0.001※ |
| Adenocarcinoma | 0.440 (0.287–0.675) | <0.001※ | 0.818 (0.468–1.428) | 0.479 |
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| T2 | Ref. | Ref. | ||
| T3 | 3.102 (2.309–4.168) | <0.001※ | 3.395 (2.508–4.597) | <0.001※ |
| T4 | 5.288 (3.586–7.798) | <0.001※ | 3.956 (2.668–5.866) | <0.001※ |
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| N stage | 2.668–5.866 | |||
| N0 | Ref. | Ref. | ||
| N1 or N2 or N3 | 2.019 (1.449–2.813) | <0.001※ | 2.277 (1.568–3.308) | <0.001※ |
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| M0 | Ref. | Ref. | ||
| M1 | 6.426 (4.030–10.247) | <0.001※ | 4.872 (2.965–8.007) | <0.001※ |
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| <3 cm | Ref. | Ref. | ||
| >3 cm | 1.475 (1.169–1.861) | 0.001※ | 1.334 (1.055–1.688) | 0.016※ |
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| Single | Ref. | |||
| Multiple | 0.961 (0.756–1.223) | 0.749 | ||
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| No/unknown | Ref. | Ref. | ||
| Yes | 1.379 (1.003–1.895) | 0.048※ | 1.059 (0.761–1.473) | 0.734 |
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| No/unknown | Ref. | |||
| Yes | 0.908 (0.710–1.162) | 0.444 | ||
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| Non | Ref. | Ref. | ||
| 1–3 | 0.678 (0.522–0.879) | 0.003※ | 0.568 (0.396–0.815) | 0.002※ |
| >3 | 0.745 (0.540–1.029) | 0.074 | 0.538 (0.406–0.713) | <0.001※ |
TCC: transitional cell carcinoma, SCC: squamous cell carcinoma; other races: American Indian, Alaska Native, Asian, and Pacific Islander; SDW: separated, divorced, or widowed; ※: statistical difference
Figure 1Nomogram predicting 1-, 3-, and 5-year bladder cancer-specific survival probabilities for muscle-invasive bladder cancer patients undergoing partial cystectomy. The variables include age, histology, T stage, N stage, M stage, regional nodes examined, and tumour size. Its use is to locate patient values at each axis. Draw a vertical line to the “Point” axis to determine how many points are attributed for each variable value. Sum the points for all variables. Locate the sum on the “Total Points” line. Draw a vertical line towards the 1 Yrs.Surv. Prob, 3Yrs.Surv. Prob., and 5Yrs.Surv. Prob, and Prob. axes to determine the 1-, 3-, and 5-year survival probabilities.
Figure 2ROC curves of the nomogram predicting CSS for 1-year (a), 3-year (b), and 5-year (c) in the development cohort; ROC curves of the nomogram predicting CSS for 1-year (d), 3-year (e), and 5-year (f) in the validation cohort.
Figure 3Calibration plots of the nomogram for 1-year (a), 3-year (b), and 5-year (c) in the development cohort; calibration plots of the nomogram for 1-year (d), 3-year (e), and 5-year (f) in the validation cohort.
Nomogram scoring system.
| Variables | Points | Variables | Points | Variables | Points |
|---|---|---|---|---|---|
| Age | M stage | Regional nodes examined | |||
| <60 | 66.13 | M0 | 89.64 | Non | 0 |
| 60–70 | 59.53 | M1 | 0 | 1–3 | 37.77 |
| 70–80 | 26.86 | Tumor size | >3 | 42.05 | |
| >80 | 0 | <3 cm | T stage | ||
| Histology | >3 cm | T2 | 100 | ||
| TCC | 46.34 | N stage | T3 | 17.60 | |
| SCC | 0 | N0 | 52.62 | T4 | 0 |
| Adenocarcinoma | 82.92 | N1 or N2 or N3 | 0 | ||
| 1-year CSS probability | 3-year CSS probability | 5-year CSS probability | |||
| 0.1 | 70 | 0.1 | 150 | 0.1 | 171 |
| 0.2 | 117 | 0.2 | 191 | 0.2 | 218 |
| 0.3 | 142 | 0.3 | 215 | 0.3 | 243 |
| 0.4 | 170 | 0.4 | 241 | 0.4 | 263 |
| 0.5 | 192 | 0.5 | 257 | 0.5 | 283 |
| 0.6 | 219 | 0.6 | 282 | 0.6 | 311 |
| 0.7 | 238 | 0.7 | 302 | 0.7 | 331 |
| 0.8 | 270 | 0.8 | 331 | 0.8 | |
| 0.9 | 311 | 0.9 | 0.9 | ||
Figure 4Survival curves stratified by the score calculated by the nomogram in muscle-invasive bladder cancer patients undergoing partial cystectomy. Low-risk group (score>198); medium group (score 148–198); high-risk group (score <148).