| Literature DB >> 27992611 |
Zhen-Yu Zhang1, Cong Li2, Wei Gao1, Xiao-Wei Yin3, Qi-Feng Luo1, Nan Liu1, Shiva Basnet1, Zhen-Ling Dai1, Hai-Yan Ge1.
Abstract
Increased lymph node count (LNC) has been associated with prolonged survival in colorectal cancer (CRC), but the underlying mechanisms are still poorly understood. The study aims to identify new predictors and develop a preoperative nomogram for predicting the probability of adequate LNC (≥ 12). 501 eligible patients were retrospectively selected to identify clinical-pathological factors associated with LNC ≥ 12 through univariate and multivariate logistic regression analyses. The nomogram was built according to multivariate analyses of preoperative factors. Model performance was assessed with concordance index (c-index) and area under the receiver operating characteristic curve (AUC), followed by internal validation and calibration using 1000-resample bootstrapping. Clinical validity of the nomogram and LNC impact on stage migration were also evaluated. Multivariate analyses showed patient age, CA19-9, circulating lymphocytes, neutrophils, platelets, tumor diameter, histology and deposit significantly correlated with LNC (P < 0.05). The effects were marginal for CEA, anemia and CRC location (0.05 < P < 0.1). The multivariate analyses of preoperative factors suggested decreased age, CEA, CA19-9, neutrophils, proximal location, and increased platelets and diameter were significantly associated with increased probability of LNC ≥ 12 (P < 0.05). The nomogram achieved c-indexes of 0.75 and 0.73 before and after correction for overfitting. The AUC was 0.75 (95% CI, 0.70-0.79) and the clinically valid threshold probabilities were between 10% and 60% for the nomogram to predict LNC < 12. Additionally, increased probability of adequate LNC before surgery was associated with increased LNC and negative lymph nodes rather than increased positive lymph nodes, lymph node ratio, pN stages or AJCC stages. Collectively, the results indicate the LNC is multifactorial and irrelevant to stage migration. The significant correlations with preoperative circulating markers may provide new explanations for LNC-related survival advantage which is reflected by the implication of regional and systemic antitumor immune responses.Entities:
Mesh:
Year: 2016 PMID: 27992611 PMCID: PMC5161509 DOI: 10.1371/journal.pone.0168156
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of patients with colorectal cancer.
| Lymph node count | |||
|---|---|---|---|
| Variables | <12/≥12 (n) | <12/≥12 (%) | |
| Preoperative variables | |||
| Age, year | 0.007 | ||
| Mean | 69.6/66.8 | — | |
| SD | 10.4/11.3 | — | |
| Sex | 0.158 | ||
| Female | 58/139 | 29.4/70.6 | |
| Male | 108/196 | 35.5/64.5 | |
| CEA, ng/mL | 0.034 | ||
| ≤ 4.4 | 73/181 | 28.7/71.3 | |
| > 4.4 | 93/154 | 37.7/62.3 | |
| CA19-9, U/mL | 0.028 | ||
| ≤ 6.7 | 29/88 | 24.8/75.2 | |
| > 6.7 | 137/247 | 35.7/64.3 | |
| CA50, U/mL | 0.077 | ||
| ≤ 8.9 | 122/220 | 35.7/64.3 | |
| > 8.9 | 44/115 | 27.7/72.3 | |
| CA72-4, U/mL | 0.086 | ||
| ≤ 1.2 | 45/68 | 39.8/60.2 | |
| > 1.2 | 121/267 | 31.2/68.8 | |
| Lymphocyte count, 106/mL | 0.035 | ||
| ≤ 1.2 | 30/89 | 25.2/74.8 | |
| > 1.2 | 136/246 | 35.6/64.4 | |
| White blood cell count, 106/mL | 0.191 | ||
| ≤ 6.7 | 112/206 | 35.2/64.8 | |
| > 6.7 | 54/129 | 29.5/70.5 | |
| Neutrophils, 106/mL | 0.018 | ||
| ≤ 2.2 | 6/32 | 15.8/84.2 | |
| > 2.2 | 160/303 | 34.6/65.4 | |
| Anemia | < 0.001 | ||
| No | 51/163 | 23.8/76.2 | |
| Yes | 115/172 | 40.1/59.9 | |
| Platelet, 106/mL | < 0.001 | ||
| ≤ 320 | 157/267 | 37.0/63.0 | |
| > 320 | 9/68 | 11.7/88.3 | |
| Location | 0.003 | ||
| Proximal colon | 35/117 | 23.0/77.0 | |
| Distal colon | 53/74 | 41.7/58.3 | |
| Rectum | 78/144 | 35.1/64.9 | |
| Diameter, cm | < 0.001 | ||
| Mean | 3.8/4.7 | — | |
| SD | 1.8/1.8 | — | |
| Surgery | 0.165 | ||
| Open | 141/299 | 32.0/68.0 | |
| Laparoscopy | 25/36 | 41.0/59.0 | |
| Pathological variables | |||
| Pathologist | 0.799 | ||
| Junior | 24/59 | 28.9/71.1 | |
| Senior | 142/276 | 34.0/66.0 | |
| Macroscopy | 0.785 | ||
| Polypoid type | 70/137 | 33.8/66.2 | |
| Ulcerative + Infiltrating type | 96/198 | 32.7/67.3 | |
| Differentiation | 0.034 | ||
| G1+G2 | 137/248 | 35.6/64.4 | |
| G3+G4 | 29/87 | 25.0/75.0 | |
| Histology | < 0.001 | ||
| Adenocarcinoma | 159/285 | 35.8/64.2 | |
| Poorly differentiated + Mucous + Signet ring | 7/50 | 12.3/87.7 | |
| Lymphovascular invasion | 0.775 | ||
| No | 85/167 | 33.7/66.3 | |
| Yes | 81/168 | 32.5/67.5 | |
| Perineural invasion | 0.239 | ||
| No | 95/210 | 31.1/68.9 | |
| Yes | 71/125 | 36.2/63.8 | |
| Deposit | < 0.001 | ||
| No | 122/305 | 28.6/71.4 | |
| Yes | 44/30 | 59.5/40.5 | |
| pT stage | 0.009 | ||
| T1 | 19/13 | 59.4/40.6 | |
| T2 | 29/58 | 33.3/66.7 | |
| T3 | 65/159 | 29.0/71.0 | |
| T4 | 53/105 | 33.5/66.5 | |
| PLNC | 0.157 | ||
| Median | 0/0 | — | |
| IQR | 0-1/0-2 | — | |
| pN stage | 0.081 | ||
| N0 | 90/180 | 33.3/66.7 | |
| N1 | 63/107 | 37.1/62.9 | |
| N2 | 13/48 | 21.3/78.7 | |
| Metastasis | 0.572 | ||
| M0 | 155/317 | 32.8/67.2 | |
| M1 | 11/18 | 37.9/62.1 | |
Abbreviations: SD, standard deviation; CEA, carcinoembryonic antigen; PLNC, positive lymph node count; IQR, interquartile range.
Univariate logistic regression analysis.
| Univariate analysis | ||
|---|---|---|
| Predictors for LNC ≥ 12 | OR (95% CI) | |
| Preoperative variables | ||
| Age, year | 0.98 (0.96–0.99) | 0.008 |
| Sex (Male v Female) | 0.76 (0.51–1.11) | 0.158 |
| CEA (> 4.4 v ≤ 4.4) | 0.67 (0.46–0.97) | 0.035 |
| CA19-9 (> 6.7 v ≤ 6.7) | 0.59 (0.37–0.95) | 0.029 |
| CA50 (> 8.9 v ≤ 8.9) | 1.45 (0.96–2.19) | 0.077 |
| CA72-4 (> 1.2 v ≤ 1.2) | 1.46 (0.95–2.25) | 0.087 |
| Lymphocyte count (> 1.2 v ≤ 1.2) | 0.61 (0.38–0.97) | 0.037 |
| White blood cell count (> 6.7 v ≤ 6.7) | 1.30 (0.88–1.92) | 0.191 |
| Neutrophils (> 2.2 v ≤ 2.2) | 0.36 (0.15–0.87) | 0.023 |
| Anemia (Yes v No) | 0.47 (0.32–0.69) | < 0.001 |
| Platelet (> 320 v ≤ 320) | 4.44 (2.16–9.15) | < 0.001 |
| Location (referent = Proximal colon) | ||
| Distal colon | 0.42 (0.25–0.70) | 0.001 |
| Rectum | 0.55 (0.35–0.88) | 0.013 |
| Diameter, cm | 1.37 (1.21–1.55) | < 0.001 |
| Surgery (Laparoscopy v Open) | 0.68 (0.39–1.17) | 0.166 |
| Pathological variables | ||
| Pathologist (Senior v Junior) | 0.79 (0.47–1.32) | 0.372 |
| Macroscopy (referent = Polypoid type) | ||
| Ulcerative + Infiltrating type | 1.05 (0.72–1.54) | 0.785 |
| Differentiation (referent = G1+G2) | ||
| G3+G4 | 1.66 (1.04–2.65) | 0.035 |
| Histology (referent = Adenocarcinoma) | ||
| Poorly differentiated + Mucous + Signet ring | 3.98 (1.76–9.00) | 0.001 |
| Lymphovascular invasion (Yes v No) | 1.06 (0.73–1.53) | 0.775 |
| Perineural invasion (Yes v No) | 0.80 (0.55–1.16) | 0.239 |
| Deposit (Yes v No) | 0.27 (0.16–0.45) | < 0.001 |
| pT stage (referent = T1) | ||
| T2 | 2.92 (1.27–6.73) | 0.012 |
| T3 | 3.58 (1.67–7.66) | 0.001 |
| T4 | 2.90 (1.33–6.31) | 0.007 |
| pN stage (referent = N0) | ||
| N1 | 0.85 (0.57–1.27) | 0.424 |
| N2 | 1.85 (0.95–3.58) | 0.070 |
| Metastasis (M1 v M0) | 0.80 (0.37–1.74) | 0.572 |
Abbreviations: LNC, lymph node count; CEA, carcinoembryonic antigen; OR, odds ratio; 95% CI, 95% confident interval.
Multivariate logistic regression analysis.
| Multivariate Model A | Multivariate Model B | |||
|---|---|---|---|---|
| Predictors for LNC ≥ 12 | OR (95% CI) | OR (95% CI) | ||
| Preoperative variables | ||||
| Age, year | 0.98 (0.96–0.99) | 0.019 | 0.98 (0.96–0.99) | 0.012 |
| CEA (> 4.4 v ≤ 4.4) | — | 0.062 | 0.64 (0.42–0.97) | 0.036 |
| CA19-9 (> 6.7 v ≤ 6.7) | 0.53 (0.32–0.89) | 0.017 | 0.56 (0.34–0.93) | 0.025 |
| Lymphocyte count (> 1.2 v ≤ 1.2) | 0.52 (0.31–0.88) | 0.015 | — | 0.071 |
| Neutrophils (> 2.2 v ≤ 2.2) | 0.29 (0.11–0.76) | 0.012 | 0.25 (0.10–0.62) | 0.003 |
| Anemia (Yes v No) | — | 0.067 | — | 0.097 |
| Platelet (> 320 v ≤ 320) | 3.58 (1.63–7.88) | 0.002 | 3.26 (1.50–7.08) | 0.003 |
| Location (referent = Proximal colon) | 0.056 | 0.034 | ||
| Distal colon | — | 0.020 | 0.47 (0.27–0.83) | 0.009 |
| Rectum | — | 0.385 | 0.67 (0.40–1.11) | 0.122 |
| Diameter, cm | 1.37 (1.19–1.58) | < 0.001 | 1.38 (1.20–1.59) | < 0.001 |
| Pathological variables | ||||
| Differentiation (referent = G1+G2) | ||||
| G3+G4 | — | 0.402 | — | — |
| Histology (referent = Adenocarcinoma) | ||||
| Poorly differentiated + Mucous + Signet ring | 3.42 (1.40–8.31) | 0.007 | — | — |
| Deposit (Yes v No) | 0.23 (0.13–0.42) | < 0.001 | — | — |
| pT stage (referent = T1) | 0.412 | |||
| T2 | — | 0.740 | — | — |
| T3 | — | 0.857 | — | — |
| T4 | — | 0.347 | — | — |
Abbreviations: LNC, lymph node count; CEA, carcinoembryonic antigen; OR, odds ratio; 95% CI, 95% confident interval.
Fig 1Nomogram to predict LNC > 11 before surgery.
CEA, carcinoembryonic antigen; NEU, neutrophils; PLT, platelets.
Fig 2(A) Calibration plot and (B) receiver operating characteristic (ROC) curve analysis. LNC, lymph node count; AUC, the area under the ROC curve; 95% CI, 95% confident interval.
Fig 3Decision curve analysis of the nomogram.
LNC, lymph node count.
Fig 4Violin plots and proportional stacked bar charts.
(A) lymph node count (LNC), (B) negative lymph node count (NLNC), (C) positive lymph node count (PLNC), (D) lymph node ratio (LNR), (E) LNC, (F) pT stages, (G) pN stages, (H) American Joint Committee on Cancer (AJCC) stages.