| Literature DB >> 27399281 |
Lin Yang1,2,3, Liangping Xia1,2,3, Yan Wang1,2,3, Shaodong Hong1,2,3, Haiyang Chen4, Shaobo Liang5, Peijian Peng6, Yong Chen1,2,3.
Abstract
BACKGROUND: Poor nutritional status is associated with progression and advanced disease in patients with cancer. The prognostic nutritional index (PNI) may represent a simple method of assessing host immunonutritional status. This study was designed to investigate the prognostic value of the PNI for distant metastasis-free survival (DMFS) in patients with nasopharyngeal carcinoma (NPC).Entities:
Mesh:
Year: 2016 PMID: 27399281 PMCID: PMC4939954 DOI: 10.1371/journal.pone.0158853
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Clinical and laboratory characteristics of the patients in the training set and validation set.
| Characteristic | Training set | Validation set |
|---|---|---|
| Number of cases (%) | Number of cases (%) | |
| < 45 | 602 (51.5) | 403 (53.3) |
| ≥ 45 | 566 (48.5) | 353 (46.7) |
| Male | 853 (73) | 556 (73.5) |
| Female | 315 (27) | 200 (26.5) |
| Absent | 705 (60.4) | 498 (65.9) |
| Present | 463 (39.6) | 258 (34.1) |
| < 6.9 | 608 (52.1) | 413 (54.6) |
| ≥ 6.9 | 560 (47.9) | 343 (45.4) |
| < 4.1 | 601 (51.5) | 400 (52.9) |
| ≥ 4.1 | 567 (48.5) | 356 (47.1) |
| < 143 | 596 (51) | 369 (48.8) |
| ≥ 143 | 572 (49) | 387 (51.2) |
| < 20.6 | 585 (50.1) | 358 (47.4) |
| ≥ 20.6 | 583 (49.9) | 398 (52.6) |
| < 20.8 | 588 (50.3) | 377 (49.9) |
| ≥ 20.8 | 580 (49.7) | 379 (50.1) |
| < 66.7 | 591 (50.6) | 373 (49.3) |
| ≥ 66.7 | 577 (49.4) | 383 (50.7) |
| < 166 | 583 (49.9) | 379 (50.1) |
| ≥ 166 | 585 (50.1) | 377 (49.9) |
| < 1,000 | 500 (42.8) | 382 (50.5) |
| 1,000–9,999 | 230 (19.7) | 144 (19.1) |
| 10,000–99,999 | 281 (24.1) | 152 (20.1) |
| > 100,000 | 157 (13.4) | 78 (10.3) |
| < 1.49 | 583 (49.9) | 382 (50.5) |
| ≥ 1.49 | 585 (50.1) | 374 (49.5) |
| < 45.6 | 585 (50.6) | 350 (46.3) |
| ≥ 45.6 | 583 (49.9) | 406 (53.7) |
| CRT | 496 (42.5) | 498 (65.9) |
| IMRT + 3DCRT | 672 (57.5) | 258 (34.1) |
| Radiotherapy | 220 (18.8) | 182 (24.1) |
| CCRT | 494 (42.3) | 244 (32.2) |
| Neo + radiotherapy | 210 (18.0) | 152 (20.1) |
| Neo + CCRT | 244 (20.9) | 178 (23.5) |
| 1 | 76 (6.5) | 69 (9.1) |
| 2 | 300 (25.7) | 171 (22.6) |
| 3 | 547 (46.8) | 358 (47.4) |
| 4 | 245 (21.0) | 158 (20.9) |
| 0 | 246 (21.1) | 162 (21.4) |
| 1 | 425 (36.4) | 305 (40.3) |
| 2 | 310 (26.5) | 201 (26.6) |
| 3 | 187 (16.0) | 88 (11.6) |
| I | 29 (2.5) | 28 (3.7) |
| II | 199 (17) | 120 (15.9) |
| III | 620 (53.1) | 413 (54.6) |
| IV | 320 (27.4) | 195 (25.8) |
| Absent | 981 (84.0) | 627 (82.9) |
| Present | 187 (16.0) | 129 (17.1) |
| Live | 952 (81.5) | 632 (83.6) |
| Dead | 216 (18.5) | 124 (16.4) |
Abbreviations: WBC, white blood cells; HGB, hemoglobin; ALT, alanine transaminase; AST, aspartate transaminase; ALP, alkaline phosphatase; LDH, lactate dehydrogenase; CRP, C-reactive protein; ALB, albumin; PNI, prognostic nutritional index; EBV-DNA, Epstein-Barr virus DNA; DMFS, distant metastasis-free survival; RT, radiotherapy; CCRT, concurrent radiotherapy; Neo, neoadjuvant chemotherapy; CRT, conventional radiotherapy: 3D-CRT, three-dimensional conformal radiotherapy; IMRT, intensity-modulated radiation therapy;
Fig 1Hazard ratio (HR) for distant metastasis-free survival (DMFS) independent of the cutoff point for prognostic nutritional index (PNI) in patients with nasopharyngeal carcinoma.
The vertical line designates the optimal cutoff points with the most significant split (log-rank test). The plots were generated using Cutoff Finder.
Associations between PNI and clinicopathological features before and after propensity score matching.
| Characteristic | PNI (before matching) | PNI (after matching) | ||||
|---|---|---|---|---|---|---|
| Low | High | P | Low | High | P | |
| 0.002 | 0.953 | |||||
| < 45 | 78 (14.1%) | 474 (85.9%) | 78 (33.5%) | 155 (66.5%) | ||
| ≥ 45 | 129 (20.9%) | 487 (79.1%) | 129 (33.2%) | 259 (66.8%) | ||
| 0.009 | 1.000 | |||||
| Male | 136 (15.9%) | 717 (84.1%) | 136 (33.3%) | 272 (66.7%) | ||
| Female` | 71 (22.5%) | 244 (77.5%) | 71 (33.3%) | 142 (66.7%) | ||
| 0.761 | 0.954 | |||||
| Absent | 123 (17.4%) | 582 (82.6%) | 123 (33.4%) | 245 (66.6%) | ||
| Present | 84 (18.1%) | 379 (81.9%) | 84 (33.2%) | 169 (66.8%) | ||
| 0.042 | 0.646 | |||||
| < 6.9 | 121 (19.9%) | 487 (80.1%) | 121 (34.1%) | 234 (65.9%) | ||
| ≥ 6.9 | 86 (18.1%) | 474 (84.6%) | 86 (32.3%) | 180 (67.7%) | ||
| 0.817 | 0.210 | |||||
| < 4.1 | 105 (17.5%) | 496 (82.5%) | 105 (31.2%) | 232 (68.8%) | ||
| ≥ 4.1 | 102 (18.0%) | 465 (82.0%) | 102 (35.9%) | 182 (64.1%) | ||
| <0.001 | 0.812 | |||||
| < 143 | 135 (22.7%) | 461 (77.3%) | 135 (33.7%) | 266 (66.3%) | ||
| ≥ 143 | 72 (12.6%) | 500 (87.4%) | 72 (32.7%) | 148 (67.3%) | ||
| 0.002 | 0.490 | |||||
| < 20.6 | 124 (21.2%) | 461 (78.8%) | 124 (34.4%) | 236 (65.6%) | ||
| ≥ 20.6 | 83 (14.2%) | 500 (85.8) | 83 (31.8%) | 178 (68.2%) | ||
| 0.375 | 0.955 | |||||
| < 20.8 | 110 (18.7% | 478 (81.3%) | 110 (33.4%) | 219 (66.6%) | ||
| ≥ 20.8 | 97 (16.7%) | 483 (83.3%) | 97 (33.2%) | 195 (66.8%) | ||
| 0.100 | 0.460 | |||||
| < 66.7 | 94 (15.9%) | 497 (84.1%) | 94 (31.9%) | 201 (68.1%) | ||
| ≥ 66.7 | 113 (19.6%) | 464 (80.4%) | 113 (34.7%) | 213 (65.3) | ||
| 0.573 | 0.820 | |||||
| < 166 | 107 (18.4%) | 476 (81.6%) | 107 (33.8%) | 210 (66.2%) | ||
| ≥ 166 | 100 (17.1%) | 485 (82.9%)) | 100 (32.9%) | 204 (67.1%) | ||
| <0.001 | 0.560 | |||||
| < 1.49 | 77 (13.2%) | 506 (86.8%) | 77 (32.0%) | 164 (68.0%) | ||
| ≥ 1.49 | 130 (22.2%) | 455 (77.8%) | 130 (34.2%) | 250 (65.8%) | ||
| 0.196 | 0.987 | |||||
| < 1,000 | 76 (15.2%) | 424 (84.8%) | 76 (33.3%) | 152 (66.7%) | ||
| 1,000–9,999 | 41 (17.8%) | 189 (82.2%) | 41 (32.8%) | 84 (67.2%) | ||
| 10,000–99,999 | 59 (21.0%) | 222 (79.0%) | 59 (34.3%) | 113 (65.7%) | ||
| > 100,000 | 31 (19.7%) | 126 (80.3%) | 31 (32.3%) | 65 (67.7%) | ||
| 0.284 | 1.000 | |||||
| CRT | 81 (16.3%) | 415 (83.7%) | 81 (33.3%) | 162 (66.7%) | ||
| IMRT + 3DCRT | 126 (18.8%) | 546 (81.3%) | 126 (33.3%) | 252 (66.7%) | ||
| 0.116 | 0.692 | |||||
| Radiotherapy | 34 (15.5%) | 186 (84.5%) | 34 (35.4%) | 62 (64.6%) | ||
| CCRT | 81 (16.4%) | 413 (83.6%) | 81 (31.9%) | 173 (68.1%) | ||
| Neo radiotherapy | 49 (23.3%) | 161 (76.7%) | 49 (36.8%) | 84 (63.2%) | ||
| Neo + CCRT | 43 (17.6%) | 20 (82.4%) | 43 (31.2%) | 95 (68.8%) | ||
| 0.189 | 0.721 | |||||
| 1 | 9 (11.8%) | 67 (88.2%) | 9 (36.0%) | 16 (64.0%) | ||
| 2 | 49 (16.3%) | 251 (83.7%) | 49 (36.0%) | 87 (64.0%) | ||
| 3 | 96 (17.6%) | 451 (82.4%) | 96 (31.2%) | 212 (68.8%) | ||
| 4 | 53 (21.6%) | 192 (78.4%) | 53 (34.9%) | 99 (65.1%) | ||
| 0.034 | 0.951 | |||||
| 0 | 36 (14.6%) | 210 (85.4%) | 36 (35.0%) | 67 (65.0%) | ||
| 1 | 64 (15.1%) | 361 (84.9%) | 64 (32.2%) | 135 (67.8%) | ||
| 2 | 66 (21.3%) | 244 (78.7%) | 66 (34.2%) | 127 (65.8%) | ||
| 3 | 41 (21.9%) | 146 (78.1%) | 41 (32.5%) | 85 (67.5%) | ||
Abbreviations: WBC, white blood cells; HGB, hemoglobin; ALT, alanine transaminase; AST, aspartate transaminase; ALP, alkaline phosphatase; LDH, lactate dehydrogenase; CRP, C-reactive protein; ALB, albumin; PNI, prognostic nutritional index; EBV-DNA, Epstein-Barr virus DNA; DMFS, distant metastasis-free survival; RT, radiotherapy; CCRT, concurrent radiotherapy; Neo, neoadjuvant chemotherapy; CRT, conventional radiotherapy: 3D-CRT, three-dimensional conformal radiotherapy; IMRT, intensity-modulated radiation therapy;
Fig 2Prognostic value of the prognostic nutritional index (PNI) for distant metastasis-free survival (DMFS).
(A) In the training cohort before matching, (B) the validation cohort and (C) the training cohort after 2:1 ratio matching.
Univariable and multivariate analysis of associations with DMFS before propensity score matching.
| Characteristic | Uni. | Multi. | ||||
|---|---|---|---|---|---|---|
| HR | 95%CI | HR | 95% CI | |||
| 1.138 | 0.853–1.519 | 0.379 | ||||
| 0.673 | 0.473–0.958 | 0.028 | 0.660 | 0.460–0.947 | 0.024 | |
| 1.484 | 1.113–1.979 | 0.007 | ||||
| 1.180 | 0.885–1.573 | 0.260 | ||||
| 1.076 | 0.807–1.434 | 0.617 | ||||
| 1.260 | 0.944–1.683 | 0.117 | ||||
| 1.237 | 0.927–1.651 | 0.148 | ||||
| 1.148 | 0.861–1.530 | 0.348 | ||||
| 1.712 | 1.275–2.300 | <0.001 | 1.446 | 1.069–1.955 | 0.017 | |
| 1.875 | 1.392–2.525 | <0.001 | 1.436 | 1.054–1.955 | 0.022 | |
| <0.001 | 0.002 | |||||
| < 1,000 | 1.000 | 1.000 | ||||
| 1,000–9,999 | 1.190 | 0.764–1.854 | 0.443 | 0.938 | 0.599–1.469 | 0.779 |
| 10,000–99,999 | 1.799 | 1.238–2.615 | 0.002 | 1.197 | 0.811–1.767 | 0.366 |
| > 100,000 | 2.843 | 1.924–4.200 | <0.001 | 1.997 | 1.336–2.984 | 0.001 |
| 0.003 | 0.019 | |||||
| 1 | 1.000 | 1.000 | ||||
| 2 | 0.745 | 0.378–1.471 | 0.397 | 0.725 | 0.364–1.443 | 0.360 |
| 3 | 1.053 | 0.562–1.973 | 0.872 | 0.860 | 0.455–1.628 | 0.644 |
| 4 | 1.635 | 0.856–3.125 | 0.137 | 1.362 | 0.706–2.629 | 0.357 |
| <0.001 | <0.001 | |||||
| 0 | 1.000 | 1.000 | ||||
| 1 | 1.750 | 1.024–2.992 | 0.041 | 1.591 | 0.928–2.727 | 0.091 |
| 2 | 2.681 | 1.574–4.565 | <0.001 | 2.396 | 1.390–4.128 | 0.002 |
| 3 | 6.203 | 3.658–10.518 | <0.001 | 5.088 | 2.972–8.712 | <0.001 |
| 0.020 | ||||||
| Radiotherapy | 1.000 | |||||
| CCRT | 0.554 | 0.327–0.937 | 0.028 | |||
| Neo + radiotherapy | 1.009 | 0.693–1.470 | 0.961 | |||
| Neo + CCRT | 1.272 | 0.829–1.951 | 0.271 | |||
| 0.715 | 0.536–0.953 | 0.022 | 0.682 | 0.510–0.911 | 0.010 | |
| 2.238 | 0.992–5.049 | 0.052 | ||||
| 2.203 | 1.165–4.166 | 0.015 | 3.169 | 1.643–6.110 | 0.001 | |
| 0.005 | ||||||
| 0 | 1.000 | |||||
| 1 | 1.843 | 1.190–2.853 | 0.006 | |||
| 2 | 3.726 | 0.923–15.039 | 0.065 | |||
| 0.490 | 0.355–0.677 | <0.001 | 0.419 | 0.299–0.586 | <0.001 | |
| <0.001 | ||||||
| <42.1 | 1.000 | |||||
| 42.1–50.0 | 0.271 | 0.133–0.550 | <0.001 | |||
| 50.0–64.8 | 0.143 | 0.075–0.272 | <0.001 | |||
| >64.8 | 0.027 | 0.003–0.208 | 0.001 | |||
| 0.926 | 0.904–0.949 | <0.001 | ||||
Abbreviations: WBC, white blood cells; HGB, hemoglobin; ALT, alanine transaminase; AST, aspartate transaminase; ALP, alkaline phosphatase; LDH, lactate dehydrogenase; CRP, C-reactive protein; EBV-DNA, Epstein-Barr virus DNA; DMFS, distant-metastasis free survival; RT, radiotherapy; CCRT, concurrent radiotherapy; Neo, neoadjuvant chemotherapy; CRT, conventional radiotherapy: 3D-CRT, three-dimensional conformal radiotherapy; IMRT, intensity-modulated radiation therapy; Uni., univariable; Multi., multivariate; PNI, prognostic nutritional index; NLR, the neutrophil to lymphocyte ratio; PLR, the platelet to lymphocyte ratio; mGPS, modified Glasgow Prognostic Score.
* Not entered into multivariate Cox-regression analysis.
Fig 3Forest plot of subgroup effects for distant metastasis-free survival (DMFS) in 1,168 patients with nasopharyngeal carcinoma who underwent definitive radiotherapy.
Subgroups are defined by factors showing significant associations between the PNI and DMFS. Univariate hazard ratios and 95% CI (bars) are presented. WBC, white blood cell count; HGB, hemoglobin; ALT, alanine transaminase; AST, aspartate transaminase; ALP, alkaline phosphatase; LDH, lactate dehydrogenase; CRP, C-reactive protein; ALB, albumin; EBV, Epstein-Barr virus DNA; CRT, conventional radiotherapy: IMRT, intensity-modulated radiation therapy; 3D-CRT, three-dimensional conformal radiation therapy; RT, radiotherapy; chemo-radiotherapy, chemotherapy plus radiotherapy.
Univariable and multivariate analysis of associations with DMFS after 1:2 ratio propensity score matching.
| Characteristic | Uni. | Multi. | ||||
|---|---|---|---|---|---|---|
| HR | 95%CI | HR | 95% CI | |||
| 1.138 | 0.854–1.889 | 0.238 | ||||
| 0.551 | 0.355–0.856 | 0.008 | ||||
| 1.889 | 1.295–2.753 | 0.001 | 1.844 | 1.258–2.701 | 0.002 | |
| 1.183 | 0.811–1.724 | 0.383 | ||||
| 1.197 | 0.816–1.755 | 0.358 | ||||
| 1.267 | 0.870–1.846 | 0.217 | ||||
| 1.273 | 0.874–1.854 | 0.208 | ||||
| 1.148 | 0.792–1.687 | 0.452 | ||||
| 1.673 | 1.141–2.453 | 0.008 | 1.588 | 1.077–2.342 | 0.020 | |
| 1.803 | 1.189–2.734 | 0.006 | ||||
| <0.001 | 0.006 | |||||
| < 1,000 | 1.000 | |||||
| 1,000–9,999 | 1.135 | 0.595–2.163 | 0.701 | 1.094 | 0.573–2.089 | 0.786 |
| 10,000–99,999 | 2.332 | 1.406–3.868 | 0.001 | 1.845 | 1.100–3.096 | 0.020 |
| > 100,000 | 3.112 | 1.818–5.326 | <0.001 | 2.431 | 1.397–4.228 | 0.002 |
| 0.057 | ||||||
| 1 | 1.000 | |||||
| 2 | 3.863 | 0.520–28.723 | 0.187 | |||
| 3 | 4.151 | 0.574–30.042 | 0.159 | |||
| 4 | 6.433 | 0.882–46.921 | 0.066 | |||
| <0.001 | <0.001 | |||||
| 0 | 1.000 | |||||
| 1 | 2.304 | 1.012–5.246 | 0.047 | 2.082 | 0.911–4.761 | 0.082 |
| 2 | 2.796 | 1.239–6.308 | 0.013 | 2.195 | 0.961–5.016 | 0.062 |
| 3 | 6.061 | 2.701–13.602 | <0.001 | 4.953 | 2.176–11.274 | <0.001 |
| 0.133 | ||||||
| Radiotherapy | 1.000 | |||||
| CCRT | 1.221 | 0.653–2.283 | 0.532 | |||
| Neo + radiotherapy | 1.918 | 1.006–3.654 | 0.048 | |||
| Neo + CCRT | 1.262 | 0.642–2.478 | 0.500 | |||
| 0.868 | 0.593–1.269 | 0.464 | ||||
| 1.406 | 0.954–2.072 | 0.085 | ||||
| 1.518 | 1.116–2.065 | 0.008 | 2.192 | 1.276–3.764 | 0.004 | |
| 0.017 | ||||||
| 0 | 1.000 | |||||
| 1 | 1.702 | 1.097–2.641 | 0.018 | |||
| 2 | 3.300 | 0.816–13.340 | 0.094 | |||
| 0.490 | 0.355–0.677 | <0.001 | 0.458 | 0.328–0.639 | <0.001 | |
| <0.001 | ||||||
| <42.1 | 1.000 | |||||
| 42.1–50.0 | 0.296 | 0.145–0.602 | 0.001 | |||
| 50.0–64.8 | 0.156 | 0.082–0.298 | <0.001 | |||
| >64.8 | 0.029 | 0.004–0.227 | 0.001 | |||
| 0.930 | 0.906–0.955 | <0.001 | ||||
Abbreviations: WBC, white blood cells; HGB, hemoglobin; ALT, alanine transaminase;AST, aspartate transaminase; ALP, alkaline phosphatase; LDH, lactate dehydrogenase; CRP, C-reactive protein; EBV-DNA, Epstein-Barr virus DNA; DMFS, distant-metastasis free survival; RT, radiotherapy; CCRT, concurrent radiotherapy; Neo, neoadjuvant chemotherapy; CRT, conventional radiotherapy: 3D-CRT, three-dimensional conformal radiotherapy; IMRT, intensity-modulated radiation therapy; Uni., univariable; Multi., multivariate; PNI, prognostic nutritional index; NLR, the neutrophil to lymphocyte ratio; PLR, the platelet to lymphocyte ratio; mGPS, modified Glasgow Prognostic Score.
* Not entered into multivariate Cox-regression analysis.
Fig 4Comparisons of the area under the receiver operating curve (AUC) for predicting distant metastasis free survival (DMFS) by PNI, mGPS, PLR and NLR.
(A) At 1-year (AUC = 0.780, 0.705, 0.673 and 0.572, respectively), (B) 3-year (AUC = 0.793, 0.711, 0.653 and 0.542, respectively) and (C) 5-year (AUC = 0.812, 0.715, 0.642 and 0.530, respectively).NLR, neutrophil to lymphocyte ratio; PLR, the platelet to lymphocyte ratio; mGPS, the modified Glasgow Prognostic Score; PNI, prognostic nutritional index.