| Literature DB >> 26075713 |
Jing-lei Qu1, Xiu-juan Qu1, Zhi Li1, Jing-dong Zhang1, Jing Liu1, Yue-e Teng1, Bo Jin1, Ming-fang Zhao1, Ping Yu1, Jing Shi1, Ling-Yu Fu2, Zhen-ning Wang3, Yun-peng Liu1.
Abstract
Prognostic models are generally used to predict gastric cancer outcomes. However, no model combining patient-, tumor- and host-related factors has been established to predict outcomes after radical gastrectomy, especially outcomes of patients without nodal involvement. The aim of this study was to develop a prognostic model based on the systemic inflammatory response and clinicopathological factors of resectable gastric cancer and determine whether the model can improve prognostic accuracy in node-negative patients. We reviewed the clinical, laboratory, histopathological and survival data of 1397 patients who underwent radical gastrectomy between 2007 and 2013. Patients were split into development and validation sets of 1123 and 274 patients, respectively. Among all 1397 patients, 545 had node-negative gastric cancer; 440 were included in the development set, 105 were included in the validation set. A prognostic model was constructed from the development set. The scoring system was based on hazard ratios in a Cox proportional hazard model. In the multivariate analysis, age, tumor size, Lauren type, depth of invasion, lymph node metastasis, and the neutrophil--lymphocyte ratio were independent prognostic indicators of overall survival. A prognostic model was then established based on the significant factors. Patients were categorized into five groups according to their scores. The 3-year survival rates for the low- to high-risk groups were 98.9%, 92.8%, 82.4%, 58.4%, and 36.9%, respectively (P < 0.001). The prognostic model clearly discriminated patients with stage pT1-4N0M0 tumor into four risk groups with significant differences in the 3-year survival rates (P < 0.001). Compared with the pathological T stage, the model improved the predictive accuracy of the 3-year survival rate by 5% for node-negative patients. The prognostic scores also stratified the patients with stage pT4aN0M0 tumor into significantly different risk groups (P = 0.004). Furthermore, the predictive value of this model was validated in an independent set of 274 patients. This model, which included the systemic inflammatory markers and clinicopathological factors, is more effective in predicting the prognosis of node-negative gastric cancer than traditional staging systems. Patients in the high-risk group might be good candidates for adjuvant chemotherapy.Entities:
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Year: 2015 PMID: 26075713 PMCID: PMC4468084 DOI: 10.1371/journal.pone.0128540
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Patient characteristics of the development and validation set.
| Characteristics | Development set | Validation set | P value |
|---|---|---|---|
| (n = 1123) | (n = 274) | ||
| No of patients (%) | No of patients (%) | ||
| Age at diagnosis (median, range) | 59 (25–85) | 58 (26–82) | |
| < 65 | 763 (67.9) | 186 (67.9) | |
| ≥ 65 | 360 (32.1) | 88 (32.1) | 0.985 |
| Gender | |||
| Male | 802 (71.4) | 199 (72.6) | |
| Female | 321 (28.6) | 75 (27.4) | 0.690 |
| Tumor size (median, range) | 4.5 (0.3–18.0) | 4.0 (0.5–14.5) | |
| ≤ 4.5 cm | 605 (53.9) | 157 (57.3) | |
| > 4.5 cm | 518 (46.1) | 117 (42.7) | 0.307 |
| Tumor location | |||
| Lower 1/3 | 690 (61.4) | 171 (62.4) | |
| Middle 1/3 | 185 (16.5) | 50 (18.2) | |
| Upper 1/3 | 51 (4.5) | 11 (4.0) | |
| 2/3 or more | 197 (17.5) | 42 (15.3) | 0.750 |
| Lauren type | |||
| Intestinal | 453 (40.3) | 122 (44.5) | |
| Diffuse | 436 (38.8) | 106 (38.7) | |
| Mixed | 234 (20.8) | 46 (16.8) | 0.254 |
| Depth of invasion | |||
| T1 | 232 (20.7) | 56 (20.4) | |
| T2 | 159 (14.2) | 41 (15.0) | |
| T3 | 165 (14.7) | 44 (16.1) | |
| T4 | 567 (50.5) | 133 (48.5) | 0.909 |
| Metastatic LNs, No. | |||
| 0 | 440 (39.2) | 105 (38.3) | |
| 1–2 | 199 (17.7) | 37 (13.5) | |
| 3–6 | 194 (17.3) | 51 (18.6) | |
| 7–15 | 175 (15.6) | 51 (18.6) | |
| >15 | 115 (10.2) | 30 (10.9) | 0.414 |
| Histology grade | |||
| G1-G2 | 295 (26.3) | 73 (26.7) | |
| G3-G4 | 828 (73.7) | 200 (73.0) | 0.874 |
| Lymphovascular invasion | |||
| Negative | 792 (70.5) | 198 (72.3) | |
| Positive | 331 (29.5) | 76 (27.8) | 0.570 |
| WBC count (×103 mm-3) | |||
| ≤ 9.5 | 1022 (91.0) | 249 (90.9) | |
| > 9.5 | 101 (9.0) | 25 (9.1) | 0.946 |
| Neutrophil count (×103 mm-3) | |||
| ≤ 6.3 | 1012 (90.1) | 248 (90.5) | |
| > 6.3 | 111 (9.9) | 26 (9.5) | 0.844 |
| Lymophocyte count (×103 mm-3) | |||
| < 1.1 | 138 (12.3) | 24 (8.8) | |
| ≥ 1.1 | 985 (87.7) | 250 (91.2) | 0.102 |
| Platelet count (×103 mm-4) | |||
| ≤ 350 | 1045 (93.1) | 248 (90.5) | |
| > 350 | 78 (6.9) | 26 ((9.5) | 0.150 |
| NLR | |||
| ≤ 1.86 | 562 (50.0) | 143 (52.2) | |
| > 1.86 | 561 (50.0) | 131 (47.8) | 0.524 |
| PLR | |||
| ≤ 168 | 843 (75.0) | 210 (76.6) | |
| > 168 | 280 (24.9) | 64 (23.4) | 0.587 |
| Hemoglobin (g/l) | |||
| < 115 | 312 (27.8) | 66 (24.1) | |
| ≥ 115 | 811 (72.2) | 208 (75.9) | 0.217 |
| Serum albumin (g/l) | |||
| < 40 | 482 (42.9) | 116 (42.3) | |
| ≥ 40 | 641 (57.1) | 158 (57.7) | 0.861 |
| Plasma fibrinogen (mg/dl) | |||
| ≤ 400 | 555 (49.4) | 143 (52.2) | |
| > 400 | 568 (50.6) | 131 (47.8) | 0.411 |
Abbreviations: LNs, lymph nodes; G1, well differentiated; G2, moderately differentiated; G3, poorly differentiated; G4, undifferentiated; WBC, white blood cells; NLR, neutrophil—lymphocyte ratio; PLR, platelet—lymphocyte ratio; HR, hazard ratio; CI, confidence interval.
Univariate analysis for overall survival in the development set.
| Characteristics | HR | 95% CI | P value |
|---|---|---|---|
| Age at diagnosis (median, range) | |||
| < 65 | 1.000 | ||
| ≥ 65 | 1.597 | 1.258–2.028 | < 0.001 |
| Gender | |||
| Male | 1.000 | ||
| Female | 1.171 | 0.909–1.510 | 0.222 |
| Tumor size (median, range) | |||
| ≤ 4.5 cm | 1.000 | ||
| > 4.5 cm | 2.725 | 2.119–3.505 | < 0.001 |
| Tumor location | |||
| Lower 1/3 | 1.000 | ||
| Middle 1/3 | 1.236 | 0.876–1.745 | 0.228 |
| Upper 1/3 | 1.730 | 1.046–2.861 | 0.033 |
| 2/3 or more | 2.070 | 1.568–2.733 | < 0.001 |
| Lauren type | |||
| Intestinal | 1.000 | ||
| Diffuse | 1.657 | 1.262–2.176 | < 0.001 |
| Mixed | 1.706 | 1.228–2.370 | 0.001 |
| Depth of invasion | |||
| T1 | 1.000 | ||
| T2 | 6.344 | 2.402–16.753 | < 0.001 |
| T3 | 13.316 | 5.274–33.619 | < 0.001 |
| T4 | 21.167 | 8.715–51.409 | < 0.001 |
| Metastatic LNs, No. | |||
| 0 | 1.000 | ||
| 1–2 | 3.050 | 1.942–4.789 | < 0.001 |
| 3–6 | 4.140 | 2.685–6.385 | < 0.001 |
| 7–15 | 7.955 | 5.300–11.939 | < 0.001 |
| >15 | 10.688 | 7.030–16.248 | < 0.001 |
| Histology grade | |||
| G1-G2 | 1.000 | ||
| G3-G4 | 1.361 | 1.024–1.809 | 0.033 |
| Lymphovascular invasion | |||
| Negative | 1.000 | ||
| Positive | 2.549 | 2.014–3.227 | < 0.001 |
| WBC count (×103 mm-3) | |||
| ≤ 9.5 | 1.000 | ||
| > 9.5 | 1.440 | 0.991–2.093 | 0.056 |
| Neutrophil count (×103 mm-3) | |||
| ≤ 6.3 | 1.000 | ||
| > 6.3 | 1.438 | 0.999–2.069 | 0.050 |
| Lymophocyte count (×103 mm-3) | |||
| < 1.1 | 1.000 | ||
| ≥ 1.1 | 0.611 | 0.441–0.846 | 0.003 |
| Platelet count (×103 mm-4) | |||
| ≤ 350 | 1.000 | ||
| > 350 | 1.222 | 0.797–1.873 | 0.357 |
| NLR | |||
| ≤ 50th percentile | 1.000 | ||
| > 50th percentile | 1.648 | 1.296–2.095 | < 0.001 |
| PLR | |||
| ≤ 75th percentile | 1.000 | ||
| > 75th percentile | 1.762 | 1.372–2.264 | < 0.001 |
| Hemoglobin (g/l) | |||
| < 115 | 1.000 | ||
| ≥ 115 | 0.713 | 0.557–0.913 | 0.007 |
| Serum albumin (g/l) | |||
| < 40 | 1.000 | ||
| ≥ 40 | 0.674 | 0.533–0.853 | 0.001 |
| Plasma fibrinogen (mg/dl) | |||
| ≤ 400 | 1.000 | ||
| > 400 | 1.724 | 1.351–2.200 | < 0.001 |
Abbreviations: LNs, lymph nodes; G1, well differentiated; G2, moderately differentiated; G3, poorly differentiated; G4, undifferentiated; WBC, white blood cells; NLR, neutrophil—lymphocyte ratio; PLR, platelet—lymphocyte ratio; HR, hazard ratio; CI, confidence interval.
Multivariate analysis for overall survival in the development set and prognostic score of patients with gastric cancer.
| Variables | HR | 95% CI |
| Score |
|---|---|---|---|---|
| Age at diagnosis (years) | ||||
| < 65 | 1.000 | 0 | ||
| ≥ 65 | 1.445 | 1.129–1.850 | 0.003 | 1 |
| Tumor size | ||||
| ≤ 4.5 cm | 1.000 | 0 | ||
| > 4.5 cm | 1.345 | 1.030–1.756 | 0.030 | 1 |
| Lauren type | ||||
| Intestinal | 1.000 | 0 | ||
| Diffuse | 1.594 | 1.204–2.112 | 0.001 | 1 |
| Mixed | 1.435 | 1.026–2.006 | 0.035 | 1 |
| Depth of invasion | ||||
| T1 | 1.000 | 0 | ||
| T2 | 4.136 | 1.537–11.126 | 0.005 | 3 |
| T3 | 6.453 | 2.474–16.830 | < 0.001 | 5 |
| T4 | 7.567 | 2.974–19.253 | < 0.001 | 6 |
| Metastatic LNs, No. | ||||
| 0 | 1.000 | 0 | ||
| 1–2 | 1.675 | 1.053–2.667 | 0.030 | 1 |
| 3–6 | 2.173 | 1.387–3.404 | 0.001 | 2 |
| 7–15 | 3.774 | 2.456–5.799 | < 0.001 | 3 |
| >15 | 4.488 | 2.862–7.039 | < 0.001 | 3 |
| NLR | ||||
| ≤ 1.86 | 1.000 | 0 | ||
| > 1.86 | 1.379 | 1.082–1.758 | 0.009 | 1 |
Abbreviations: LNs, lymph nodes; NLR, neutrophil—lymphocyte ratio; HR, hazard ratio; CI, confidence interval.
Fig 1Survival curves based on risk groups for all patients who underwent gastrectomy and D2 lymphadenectomy in the development set (n = 1123).
Fig 2Survival curves based on risk groups for patients with node-negative gastric cancer in the development set (n = 440).
Fig 3ROC plot of 3-year survival rate based on established model and TNM stage for patients with node-negative gastric cancer in the development set (n = 440).
Fig 4Survival curves based on risk groups for patients with stage pT2-4N0M0 cancer in the development set (n = 232).
Fig 5Survival curves based on risk groups for patients with stage pT4aN0M0 cancer in the development set (n = 102).
Fig 6Survival curves based on risk groups for all patients who underwent gastrectomy and D2 lymphadenectomy in the validation set (n = 274).