| Literature DB >> 27144432 |
Peizhan Chen1, Bin Li1,2,3, Yan Zhu4, Wei Chen5, Xin Liu5, Mian Li1, Xiaohua Duan1, Bin Yi2,3, Jinghan Wang6, Chen Liu2,3, Xiangji Luo2,3, Xiaoguang Li1, Jingquan Li1, Lijian Liang5, Xiaoyu Yin5, Hui Wang1,7,8, Xiaoqing Jiang2,3.
Abstract
As the conventional staging systems have poor prognosis prediction ability for patients with perihilar cholangiocarcinoma (pCCA), we established and validated an effective prognostic nomogram for pCCA patients based on their personal and tumor characteristics. A total of 235 patients who received curative intent resections at the Eastern Hepatobiliary Surgery Hospital from 2000 to 2009 were recruited as the primary training cohort. Age, preoperative CA19-9 levels, portal vein involvement, hepatic artery invasion, lymph node metastases, and surgical treatment outcomes (R0 or R1/2) were independent prognostic factors for pCCA patients in the primary cohort as suggested by the multivariate analyses and these were included in the established nomogram. The calibration curve showed good agreement between overall survival probability of pCCA patients for the nomogram predictions and the actual observations and the concordance index (C-index) was 0.68 (95% CI, 0.61-0.71). The C-index values and time-dependent ROC tests suggested that the nomogram is superior to the conventional staging systems including the Bismuth-Corlette, Gazzaniga, Memorial Sloan Kettering Cancer Center (MSKCC), American Joint Committee on Cancer (AJCC) TNM 7th edition, and Mayo Clinic. The nomogram also performed better than the traditional staging system in the internal cohort with 93 pCCA patients from the same institution and an external validation cohort including 84 pCCA patients from another institution in predicting the overall survival of the pCCA patients as suggested by the C-index values and the time-dependent ROC tests. In summary, the proposed nomogram has superior predictive accuracy of prognosis for resectable pCCA patients.Entities:
Keywords: nomogram; overall survival; perihilar cholangiocarcinoma
Mesh:
Substances:
Year: 2016 PMID: 27144432 PMCID: PMC5095079 DOI: 10.18632/oncotarget.9104
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Basic characteristics for the recruited participants in the primary training cohort (N = 235), internal validation cohort (N = 93), and external validation cohort (N = 84)
| Demographic or characteristic factor | Training cohort (N = 235) | Internal cohort (N = 93) | P-value | External cohort (N = 84) | P-value |
|---|---|---|---|---|---|
| Age, years (± SD) | 56.8 ± 11.2 | 58.7 ± 9.1 | 0.119 | 58.4 ± 11.9 | 0.298 |
| Sex (Male/Female) | 158/77 (67.2%/32.8%) | 54/39 (58.1%/41.9%) | 0.118 | 49/35 (58.3%/41.7%) | 0.142 |
| Tumor size, cm (± SD) | 2.75 ± 1.04 | 2.61 ± 1.17 | 0.323 | 3.09 ± 1.28 | 0.028 |
| Bismuth staging (I/II/IIIa/IIIb) | 17/52/56/110 (7.2%/22.1%/23.8%/46.8%) | 13/21/24/35 (14.0%/22.6%/25.8%/37.6%) | 0.284 | 2/13/32/37 (2.4%/15.5%/38.1%/44.0%) | 0.037 |
| Gazzaniga staging (I/II/III/IV) | 60/133/34/8 (25.5%/56.6%/14.5%/3.4%) | 18/55/20/0 (19.4%/59.1%/21.5%/0.0%) | 0.097 | 27/10/4/4 (60.0%/22.2%/8.9%/8.9%) | < 0.001 |
| MSKCC T staging (T1/T2/T3) | 179/25/31 (76.2%/10.6%/13.2%) | 75/7/11 (80.6%/7.5%/11.8%) | 0.628 | 29/10/6 (64.4%/22.2%/13.3%) | 0.093 |
| AJCC T staging (T1/T2/T3/T4) | 16/143/28/48 (6.8%/60.9%/11.9%/20.4%) | 2/61/15/15 (2.2%/65.6%/16.1%/16.1%) | 0.220 | 0/27/10/8 (0.0%/60.6%/22.2%/17.8%) | 0.104 |
| AJCC N staging (N0/N1-2) | 172/63 (73.2%/26.8%) | 67/26 (72.0%/28.0%) | 0.833 | 25/20 (55.6%/44.4%) | 0.018 |
| Differentiation (Low/Medium/High) | 26/199/10 (11.1%/84.7%/4.3%) | 1/90/2 (1.1%/96.8%/2.2%) | 0.007 | 7/33/5 (15.6%/73.3%/11.1%) | 0.103 |
| Portal vein invasion | |||||
| None | 178 (75.7%) | 75 (80.6%) | 56 (66.7%) | ||
| Ipsilateral portal vein branch | 25 (10.6%) | 7 (7.5%) | 9 (10.7%) | ||
| Bifurcation | 10 (4.3%) | 2 (2.2%) | 8 (9.5%) | ||
| Bifurcation plus portal vein branch | 10 (4.3%) | 2 (2.2%) | 5 (6.0%) | ||
| Main portal vein encasement | 13 (5.5%) | 7 (7.5%) | 0.571 | 6 (7.1%) | 0.355 |
| Hepatic artery invasion | |||||
| None | 203 (86.4%) | 70 (75.3%) | 62 (73.8%) | ||
| Hepatic artery branch | 26 (11.1%) | 19 (20.4%) | 22 (26.2%) | ||
| Main hepatic artery | 6 (2.6%) | 4 (4.3%) | 0.052 | 0 (0.0%) | 0.002 |
| Perineural invasion (No/Yes) | 116/119 (49.4%/50.6%) | 19/74 (20.4%/79.6%) | < 0.001 | 49/35 (58.3%/41.7%) | 0.158 |
| Liver invasion (No/Yes) | 208/27 (88.5%/11.5%) | 70/23 (75.3%/24.7%) | 0.003 | 67/17 (79.8%/20.2%) | 0.046 |
| Spigelian lobe resection (No/Yes) | 128/107 (54.5%/45.5%) | 53/40 (57.0%/43.0%) | 0.679 | 50/34 (59.5%/40.5%) | 0.423 |
| Radiotherapy (No/Yes) | 185/50 (78.7%/21.3%) | 82/11 (88.2%/11.8%) | 0.047 | 81/3 (96.4%/3.6%) | < 0.001 |
| Chemotherapy (No/Yes) | 187/48 (79.6%/20.4%) | 78/15 (83.9%/16.1%) | 0.373 | 76/8 (90.4%/9.6%) | 0.024 |
| Surgery treatment (R0/R1 or 2) | 177/58 (75.3%/24.7%) | 68/25 (73.1%/26.9%) | 0.679 | 59/25 (70.2%/29.8%) | 0.362 |
| ECOG status (0/1/2-3) | 19/138/78 (8.1%/58.7%/33.2%) | 3/62/28 (3.2%/66.7%/30.1%) | 0.199 | 21/47/16 (25.0%/56.0%/19.0%) | < 0.001 |
| CA19-9 level (≤73.5/73.6-325.0/≥325.1 U/ml) | 78/78/79 (33.2%/33.2%/33.6%) | 24/42/27 (25.8%/45.2%/29.0%) | 0.122 | 28/24/32 (33.3%/28.6%/38.1%) | 0.680 |
| Mayo Clinic (I/II/III-IV) | 12/107/116 (5.1%/45.5%/49.4%) | 0/46/47 (0%/49.5%/50.5%) | 0.083 | 6/19/59 (7.1%/22.6%/70.2%) | 0.001 |
| Vascular encasement (No/Yes) | 167/68 (71.1%/28.9%) | 63/30 (67.7%/32.3%) | 0.554 | 46/38 (54.8%/45.2%) | 0.007 |
| AJCC TNM staging (I/II/III/IV) | 14/113/54/54 (6.0%/48.1%/23.0%/23.0%) | 1/46/27/19 (1.1%/49.5%/29.0%/20.4%) | 0.197 | 5/23/33/23 (6.0%/27.4%/39.3%/27.4%) | 0.005 |
P-value for the comparison between training cohort and internal validation cohort.
P-value for the comparison between training cohort and external validation cohort.
Abbreviations: AJCC, American Joint Committee on Cancer; ECOG, Eastern Cooperative Oncology Group; MSKCC, Memorial Sloan Kettering Cancer Center; SD, Standard Deviation.
Univariate analysis for the associations between the personal and clinical characteristics and the OS for pCCA patients in the primary training cohort (N = 235)
| Demographic or characteristic factor | HR (95% CI) | P-value |
|---|---|---|
| Age (per year) | 1.02 (1.01-1.03) | 0.016 |
| Sex (Female vs. Male) | 0.99 (0.73-1.34) | 0.940 |
| Tumor size (per cm) | 1.08 (0.95-1.24) | 0.233 |
| Differentiation | ||
| Medium vs. Low | 0.70 (0.45-1.07) | 0.101 |
| High vs. Low | 0.44 (0.19-1.03) | 0.060 |
| Bismuth staging | ||
| II vs. I | 0.90 (0.51-1.61) | 0.730 |
| IIIa vs. I | 1.11 (0.93-1.97) | 0.712 |
| IIIb vs. I | 1.28 (0.75-2.18) | 0.368 |
| Gazzaniga staging | ||
| II vs. I | 1.30 (0.92-1.83) | 0.138 |
| III vs. I | 2.71 (1.70-4.32) | < 0.001 |
| IV vs. I | 2.40 (1.13-5.11) | 0.023 |
| MSKCC T staging | ||
| T2 vs. T1 | 1.03 (0.65-1.65) | 0.889 |
| T3 vs.T1 | 2.11 (1.40-3.18) | < 0.001 |
| AJCC T staging | ||
| T2 vs. T1 | 1.18 (0.67-2.05) | 0.568 |
| T3 vs. T1 | 1.27 (0.65-2.48) | 0.491 |
| T4 vs. T1 | 2.36 (1.28-4.35) | 0.006 |
| AJCC N staging (N1/2 vs. N0) | 1.61 (1.17-2.22) | 0.004 |
| Portal vein involvement | ||
| Ipsilateral portal vein branch vs. None | 1.04 (0.65-1.66) | 0.865 |
| Bifurcation vs. None | 1.20 (0.59-2.46) | 0.610 |
| Bifurcation plus portal vein branch vs. None | 1.68 (0.82-3.44) | 0.156 |
| With main portal vein encasement vs. None | 7.49 (4.02-13.95) | < 0.001 |
| Hepatic artery invasion | ||
| Branch vs. None | 1.78 (1.15-2.74) | 0.009 |
| Main hepatic artery vs. None | 4.63 (2.03-10.56) | < 0.001 |
| Perineural invasion (Yes vs. No) | 1.09 (0.82-1.44) | 0.571 |
| Liver invasion (Yes vs. No) | 0.85 (0.55-1.33) | 0.477 |
| Spigelian lobe resection (Yes vs. No) | 0.91 (0.68-1.21) | 0.498 |
| Radiotherapy (Yes vs. No) | 1.01 (0.71-1.43) | 0.966 |
| Chemotherapy (Yes vs. No) | 1.08 (0.77-1.52) | 0.662 |
| Surgery treatment outcome | ||
| R1/2 vs. R0 | 1.94 (1.41-2.66) | < 0.001 |
| ECOG status | ||
| I vs. 0 | 2.02 (1.09-3.76) | 0.026 |
| II-III vs. 0 | 2.08 (1.09-3.95) | 0.026 |
| CA19-9 level (U/ml) | ||
| Tertile 2 (73.5-325.0) vs. Tertile 1 (≤ 73.5) | 1.63 (1.14-2.32) | 0.008 |
| Tertile 3 (≥ 325.1) vs. Tertile 1 (≤ 73.5) | 2.39 (1.68-3.41) | < 0.001 |
| Vascular encasement | ||
| Yes vs. No | 1.65 (1.21-2.25) | 0.001 |
| AJCC TNM staging | ||
| II vs. I | 1.18 (0.65-2.16) | 0.586 |
| III vs. I | 1.63 (0.86-3.09) | 0.134 |
| IV vs. I | 2.44 (1.28-4.63) | 0.007 |
| Mayo Clinic | ||
| II vs. I | 1.81 (0.88-3.73) | 0.109 |
| III-IV vs. I | 2.31 (1.12-4.77) | 0.023 |
Abbreviations: 95% CI, 95% confidential interval; AJCC, American Joint Committee on Cancer; ECOG, Eastern Cooperative Oncology Group; HR, hazard ratio; MSKCC, Memorial Sloan Kettering Cancer Center.
Multivariate analysis for the primary training cohort (N = 235). The continuous variant, age, was transformed with the restricted cubic spline model with 3 knots
| Demographic or characteristic factor | HR (95% CI) | P-value |
|---|---|---|
| Age (≤ 57.5 years, per year) | 1.06 (1.02-1.09) | 0.001 |
| Age' (> 57.5 years, per year) | 0.94 (0.91-0.98) | 0.002 |
| Surgery treatment outcome (R1/2 vs. R0) | 1.52 (1.09-2.12) | 0.014 |
| Portal vein involvement | ||
| Main vs. Branch or None | 5.51 (2.88-10.55) | < 0.001 |
| Hepatic artery invasion | ||
| Branch vs. None | 1.58 (1.01-2.47) | 0.048 |
| Main hepatic artery vs. None | 3.75 (1.57-8.99) | 0.003 |
| AJCC N staging (N1/2 vs. N0) | 1.53 (1.10-2.12) | 0.012 |
| CA19-9 (U/ml) | ||
| Tertile 2 (73.6-325.0) vs. Tertile 1 (≤ 73.5) | 1.70 (1.18-2.44) | 0.004 |
| Tertile 3 (≥ 325.1) vs. Tertile 1 (≤ 73.5) | 2.30 (1.60-3.30) | < 0.001 |
Abbreviations: 95% CI, 95% confidential interval; AJCC, American Joint Committee on Cancer; HR, hazard ratio.
Figure 1The survival nomogram for the pCCA patients
(To use the nomogram, the individual patient's value is located on each variable axis, and a line is drawn upward to determine the risk score for each variant. The sum of these scores is located on the total points axis, and a line is drawn downward to the survival axes to determine the probability of 3- or 5-year survival).
Figure 2Calibration curves for predicting patient survival at
A. 3 years and B. 5 years in the primary cohort and at 3 years in the internal validation cohort C. or external validation cohort D. Nomogram-predicted probability of OS is plotted on the x-axis; actual OS is plotted on the y-axis.
Figure 3Comparison of the staging systems in the prediction of the OS for pCCA patients in primary training cohort
(A. Bismuth-Corlette; B. Gazzaniga; C. MSKCC; D. AJCC TNM (seventh edition); E. Mayo Clinic; F. Nomogram risk score).