57
Views
9
CrossRef citations to date
0
Altmetric
Original Research

Increased derived neutrophil-to-lymphocyte ratio and Breast Imaging-Reporting and Data System classification predict poor survival in patients with non-distant metastatic HER2+ breast cancer treated with neoadjuvant chemotherapy

, , &
Pages 3841-3847 | Published online: 24 Sep 2018

Abstract

Introduction

The prognostic role of the derived neutrophil-to-lymphocyte ratio (dNLR) in human patients with HER2+ breast cancer is not well understood. Here, we aimed to investigate the prognostic significance of dNLR in patients with HER2+ breast cancer undergoing neoadjuvant chemotherapy.

Methods

A total of 310 patients with non-distant metastatic HER2+ breast cancer who had received neoadjuvant chemotherapy in our hospital from May 2006 to November 2013 were retrospectively included in this study. Kaplan–Meier curves were used to assess overall survival (OS) and disease-free survival (DFS). The Cox regression model was used to evaluate the prognostic value of dNLR and Breast Imaging-Reporting and Data System (BI-RADS) classification, as well as other clinicopathological parameters in patients with HER2+ breast cancer treated with neoadjuvant chemotherapy.

Results

We found that dNLR prior to treatment was positively correlated with tumor size, tumor stage, lymphovascular invasion, and histological grade (P<0.05). The median OS of patients with high dNLR and low dNLR were 44.2 and 69.9, respectively (P<0.001), and the median DFS of patients with high dNLR and low dNLR were 15.3 and 22.1 months, respectively (P<0.001). Multivariate analysis showed that dNLR was an independent risk factor for OS (HR =1.726; 95% CI: 1.072–2.662; P=0.009) and DFS (HR =1.658; 95% CI: 1.125–2.426; P=0.026). Moreover, increased BI-RADS classification independently predicted short OS (HR =1.609; 95% CI: 1.216–2.351; P=0.015) and DFS (HR =1.925; 95% CI: 1.526–2.635; P=0.021).

Conclusion

dNLR prior to treatment and BI-RADS classification are independent prognostic factors in patients with HER2+ breast cancer receiving neoadjuvant chemotherapy.

Introduction

Breast cancer is the most common malignancy among women worldwide, including China.Citation1 Overexpression of HER2 is a poor prognostic factor in patients with breast cancer. Currently, drugs that target HER2, such as herceptin, lapatinib, ado-trastuzumab, emtansine, and pertuzumab, are primarily used to treat HER2+ breast cancer, thereby increasing the survival and quality of life of patients. However, the number of deaths per year due to HER2+ breast cancer remains high.Citation1 HER2+ breast cancer frequently recurs after first-line treatment, resulting in metastasis and ultimately death.Citation2 Therefore, it is particularly important to predict the prognosis of patients with HER2+ breast cancer. At present, prognostic factors in these patients mainly include age, tumor size, histological grade, and lymph node status. Although several novel prognostic factors, such as circulating-free DNA, lymphocyte infiltration, and circulating tumor cells, have been discovered in recent years,Citation3Citation6 the clinical application of these markers is limited due to the high cost associated with measuring them and lack of evidence regarding their prognostic value.

The increasing volume of evidence shows that systemic inflammation can be used to predict the prognosis of patients with a variety of cancer types, including breast cancer.Citation7Citation15 Systemic inflammation can be monitored using biochemical or hematological markers, such as elevated C-reactive protein, hypoalbuminemia, and leukocyte, neutrophil, and platelet cell numbers. Many studies have suggested that the levels of inflammation prior to first-line treatment represent prognostic factors in cancer. Among them, the elevation of peripheral blood neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio appear to be predictive of poor prognosis in lung cancer, breast cancer, pancreatic cancer, prostate cancer, hepatocellular carcinoma, colorectal cancer, gastric cancer, and endometrial cancer.Citation7Citation9,Citation16Citation23 The leukocyte minus neutrophil count was considered to be equivalent to the lymphocyte count. The derived NLR (dNLR) was defined as neutrophil count/leukocyte count minus neutrophil count; therefore, the high dNLR may be due to the increased neutrophil count or decreased lymphocyte count. Several other studies have used the dNLR (neutrophil/leukocyte minus neutrophil) as a prognostic indicator; their results have shown that elevated dNLR is associated with poor prognosis of patients with lung cancer, renal cell carcinoma, gastric cancer, hepatocellular carcinoma, colorectal cancer, urothelial carcinoma, pancreatic cancer, and lymphoma.Citation24Citation30 In breast cancer, the prognostic role of dNLR is controversial, particularly in patients with HER2+ breast cancer who have received neoadjuvant chemotherapy. Thus, we aimed to investigate the prognostic role of dNLR in this patient population.

Materials and methods

Patients and data collection

This study was approved by the Ethics Committee of The Third People’s Hospital of Bengbu. The Ethics Committee did not require written informed consent be obtained from all patients, as this was a retrospective study, and all data were anonymous. A total of 310 patients who were diagnosed with HER2+ breast cancer and received neoadjuvant chemotherapy in our hospital from May 2006 to November 2013 were retrospectively included in the study. Inclusion criteria were as follows: patients (1) had histologically confirmed HER2+ non-distant metastatic breast cancer and (2) received neoadjuvant chemotherapy followed by radical or breast-conserving surgery; and (3) data collection was performed prior to treatment for differential blood counts. Patients with the following conditions were excluded: (1) inflammatory or immune diseases that may affect peripheral blood cell counts, such as diabetes, hypertension, metabolic syndrome, coronary artery disease, kidney disease, and hematological diseases; (2) metastatic or inflammatory breast cancer; (3) use of anti-inflammatory or immunosuppressive drugs prior to enrollment; and (4) infectious disease within 1 month of the study start date.

Data for leukocyte count, neutrophil count, and lymphocyte count, as well as age, tumor size, lymph node metastasis, lymphovascular invasion, histological grade, Breast Imaging-Reporting and Data System (BI-RADS) classification, and antitumor treatment (eg, surgery, chemotherapy, radiotherapy, and targeted therapy), were collected. Patients received neo-adjuvant chemotherapy with four cycles of anthracyclines and cyclophosphamide, and four cycles of paclitaxel with or without herceptin. There were 189 (61%) patients who received postoperative radiotherapy, while 121 (39%) patients did not receive radiotherapy. The radiation dose was 50–60 Gy/25–30 fractions.

BI-RADS classification

We collected BI-RADS data based on the fifth edition of the BI-RADS classification. The definitions for each classification (1–6) are as follows: BI-RADS 6, a confirmed malignant tumor; BI-RADS 5, a tumor highly suggestive of malignancy and requires biopsy; BI-RADS 4, a tumor with suspected malignancy and requires biopsy; BI-RADS 3, a possibly benign tumor with reexamination recommended after 6 months; BI-RADS 2, a benign tumor; BI-RADS 1, tumor-negative.

Treatment and follow-up

All patients received neoadjuvant chemotherapy followed by surgery. Patients were regularly followed until death or discontinuation from the study. We performed the followup every 3 months after surgery. To assess disease status, ultrasound imaging, MRI, positron emission computed tomography, and computed tomography were used. During the follow-up, we evaluated the extent of disease progression, death, and discontinuation. The deadline for follow-up was January 30, 2018. Overall survival (OS) was defined as the time from pathological diagnosis to death, and disease-free survival (DFS) was defined as the time from surgery to the first instance of disease recurrence.

Statistical analysis

Data analysis was performed using SPSS version 21.0 software (IBM Corporation, Armonk, NY, USA). The dNLR was defined as neutrophil count/leukocyte count minus neutrophil count. Using the receiver operating characteristic (ROC) curve analysis, dNLR with the highest specificity and sensitivity was selected as the cutoff value to discriminate between long and short OS.Citation31,Citation32 Patients were divided into two groups based on the dNLR cutoff point: the low-dNLR group (dNLR < cutoff point) and the high-dNLR group (dNLR ≥ cutoff point). The relationship between dNLR and clinicopathological features was evaluated by Chi-squared and Fisher exact tests. The Kaplan–Meier method was used to evaluate OS and DFS. The differences in survival between patients from the two groups were compared by log-rank test. The Cox regression model was used for multivariate analysis to verify independent prognostic factors in patients with HER2+ breast cancer. Differences with P<0.05 were considered statistically significant.

Results

Patients’ characteristics

A total of 310 patients were included in the study. Among them, 156 patients underwent breast-conserving surgery and 154 patients underwent modified radical mastectomy. Further,159 cases were classified as BI-RADS 5, 148 cases were classified as BI-RADS 4, and three cases were classified as BI-RADS 3. All patients received preoperative neoadjuvant chemotherapy. According to the American Joint Committee on Cancer staging system, 42, 128, and 140 cases of patients had stage I, II, and III disease, respectively. There were 34, 152, and 106 patients with histopathological grade 1, 2, and 3 tumors, respectively, while the histological grade in 18 patients was unknown. The median follow-up time was 62.5 months (9.6–138.5 months). At the end of the follow-up, 270 patients had recurrent or metastatic disease, 246 patients had died, and 16 patients were lost to follow-up.

The average preoperative leukocyte count of the total patient population was 5.2±1.2 (109/L). The mean neutrophil count was 3.7±1.5 (109/L), and the average dNLR was 2.3±0.8. ROC curve analysis showed that the optimal cutoff value for dNLR was 2.7.

Relationship between dNLR and clinicopathological features

shows the association between dNLR and clinicopathological parameters. Tumor size, disease stage, lymphovascular invasion, and histopathological grade were higher in the high-dNLR group (dNLR ≥2.7) than in the low-dNLR group (dNLR <2.7) (P<0.05). Moreover, patients with a higher extent of lymph node metastasis had an increased dNLR (P=0.052).

Table 1 Relationship between dNLR and clinicopathological features in 310 patients with HER2+ breast cancer

High dNLR and BI-RADS classification predict poor survival

The median OS was 44.2 and 69.9 months in patients with high dNLR and low dNLR, respectively (P<0.001; ), while the median DFS in patients with high dNLR and low dNLR was 15.3 and 22.1 months, respectively (P<0.001; ). Patients with BI-RADS classification of 5 had poor OS and DFS compared with those who had BI-RADS classification of 3 or 4 (42.3 vs 71.2 months, P<0.001 and 13.4 vs 23.2 months, P<0.001, respectively; and ). Univariate analysis showed that several patient characteristics, including large tumor size, lymph node metastasis, high-histopathological grade tumors, lymphovascular invasion, high BI-RADS classification, and high dNLR, were correlated with poor OS and DFS (P<0.001; and ). Multivariate analysis showed that elevated dNLR independently predicted poor OS (HR =1.726, 95% CI: 1.072–2.662, P=0.009; ) and DFS (HR =1.658, 95% CI: 1.125–2.426, P=0.026; ). Furthermore, high BI-RADS classification independently predicted shorter OS (HR =1.609, 95% CI: 1.216–2.351, P=0.015; ) and DFS (HR =1.925, 95% CI: 1.526–2.635, P=0.021; ). We found that tumor size and histopathological grade were independent prognostic factors for patients with HER2+ breast cancer.

Table 2 Univariate and multivariate analyses of OS in HER2+ breast cancer

Table 3 Univariate and multivariate analyses of DFS in HER2+ breast cancer

Figure 1 Overall survival of patients with HER2+ breast cancer stratified by dNLR.

Abbreviation: dNLR, derived neutrophil-to-lymphocyte ratio.

Figure 1 Overall survival of patients with HER2+ breast cancer stratified by dNLR.Abbreviation: dNLR, derived neutrophil-to-lymphocyte ratio.

Figure 2 Disease-free survival of patients with HER2+ breast cancer stratified by dNLR.

Abbreviation: dNLR, derived neutrophil-to-lymphocyte ratio.

Figure 2 Disease-free survival of patients with HER2+ breast cancer stratified by dNLR.Abbreviation: dNLR, derived neutrophil-to-lymphocyte ratio.

Figure 3 Overall survival of patients with HER2+ breast cancer stratified by BI-RADS classification.

Abbreviation: BI-RADS, Breast Imaging-Reporting and Data System.

Figure 3 Overall survival of patients with HER2+ breast cancer stratified by BI-RADS classification.Abbreviation: BI-RADS, Breast Imaging-Reporting and Data System.

Figure 4 Disease-free survival of patients with HER2+ breast cancer stratified by BI-RADS classification.

Abbreviation: BI-RADS, Breast Imaging-Reporting and Data System.

Figure 4 Disease-free survival of patients with HER2+ breast cancer stratified by BI-RADS classification.Abbreviation: BI-RADS, Breast Imaging-Reporting and Data System.

Discussion

Several recent studies have shown that systemic inflammation plays an important role in tumorigenesis and disease progression, suggesting the potential utility of inflammation as a prognostic marker.Citation8,Citation9,Citation16,Citation33Citation35 Tumor-related inflammatory markers include biochemical and hematological indicators such as CA125, and leukocyte, neutrophil, and platelet cell count. Among them, neutrophils promote tumor development by remodeling the extracellular matrix and releasing ROS, nitric oxide, and arginase.Citation36Citation41 Previous reports have shown that neutrophils in circulating blood promote tumor growth and metastasis by producing tumor inflammatory mediators, while lymphocytes inhibit tumor progression through immune surveillance. Notably, tumor lymphocyte infiltration appears to be related to tumor prognosis.Citation5,Citation6,Citation42 T-cell activation status was positively associated with breast cancer patients’ OS.Citation32,Citation43 Besides, PD-L1+ tumor-infiltrating lymphocytes status showed an independent favorable prognostic value in patients with inflammatory breast cancer, suggesting that immune checkpoint immunotherapy should be explored and correlated with prognosis in these patients.Citation44

Several studies have shown that high dNLR was associated with poor prognosis in multiple cancer types.Citation28,Citation45Citation48 Among these, a few have investigated the role of dNLR in breast cancer; however, the results were inconsistent. Proctor et alCitation49 found that elevated dNLR was associated with poor prognosis in patients with breast cancer; however, this study did not take into account the clinical stage, tumor histopathological grade, hormone receptor status, and previous treatments received by the patients, thus making it impossible to assess whether dNLR was associated with prognosis post adjustment of other factors. In another study, Dirican et alCitation47 analyzed 1,527 cases of breast cancer and found a significant association between elevated dNLR and DFS and OS; however, their multivariate analysis did not show that dNLR could be used as an independent prognostic indicator for breast cancer. Although the sample size of this study was relatively large, it had a short follow-up period, necessitating further verification.

Our study provides evidence that dNLR is significantly associated with OS and DFS in patients with HER2+ breast cancer. This correlation with OS and DFS remained significant after adjusting for patients’ age, tumor size, lymph node metastasis, and histopathological grading. Our results suggest that elevated dNLR is independently correlated with high mortality, suggesting its potential utility as an independent prognostic indicator for patients with HER2+ breast cancer. In our study, patients with breast cancer underwent routine blood tests prior to first-line treatment. Consequently, the assessment of dNLR was readily available without any additional costs. Therefore, preoperative dNLR may be used as an indicator to predict the survival of patients with HER2+ breast cancer. Moreover, we found that increased BI-RADS classification independently correlated with OS and DFS.

Few studies have reported on the relationship between dNLR and the prognosis of patients with HER2+ breast cancer, particularly in the Chinese population. To our knowledge, our study had the largest sample size compared with any other studies that investigated the prognostic value of dNLR in Chinese patients with HER2+ breast cancer. However, our study also had some limitations. First, selection bias in the retrospective single-center study was inevitable. Second, there was no external validation used in our study. Despite these caveats, our study still provides strong evidence for the prognostic role of dNLR and BI-RADS classification in patients with HER2+ breast cancer who have received neoadjuvant chemotherapy.

Conclusion

This study shows that dNLR and BI-RADS classification may represent independent prognostic factors in patients with HER2+ breast cancer who have received neoadjuvant chemotherapy. Prospective studies with a large sample are still needed to confirm the prognostic value of these factors.

Disclosure

The authors report no conflicts of interest in this work.

References

  • FanLStrasser-WeipplKLiJJBreast cancer in ChinaLancet Oncol2014157e279e28924872111
  • ZhuXYingJWangFWangJYangHEstrogen receptor, progesterone receptor, and human epidermal growth factor receptor 2 status in invasive breast cancer: a 3,198 cases study at National Cancer Center, ChinaBreast Cancer Res Treat2014147355155525234844
  • SparanoJAGrayRJMakowerDFProspective Validation of a 21-Gene Expression Assay in Breast CancerN Engl J Med2015373212005201426412349
  • AliHRProvenzanoEDawsonSJAssociation between CD8+ T-cell infiltration and breast cancer survival in 12,439 patientsAnn Oncol20142581536154324915873
  • MuenstSSoysalSDGaoFObermannECOertliDGillandersWEThe presence of programmed death 1 (PD-1)-positive tumor-infiltrating lymphocytes is associated with poor prognosis in human breast cancerBreast Cancer Res Treat2013139366767623756627
  • MahmoudSMPaishECPoweDGAn evaluation of the clinical significance of FOXP3+ infiltrating cells in human breast cancerBreast Cancer Res Treat201112719910820556505
  • LiuCHuangZWangQUsefulness of neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio in hormone-receptor-negative breast cancerOnco Targets Ther201694653466027536129
  • KohCHBhoo-PathyNNgKLUtility of pre-treatment neutrophil-lymphocyte ratio and platelet-lymphocyte ratio as prognostic factors in breast cancerBr J Cancer2015113115015826022929
  • YaoMLiuYJinHPrognostic value of preoperative inflammatory markers in Chinese patients with breast cancerOnco Targets Ther201471743175225328407
  • NohHEommMHanAUsefulness of pretreatment neutrophil to lymphocyte ratio in predicting disease-specific survival in breast cancer patientsJ Breast Cancer2013161555923593082
  • YamagishiTFujimotoNNishiHPrognostic significance of the lymphocyte-to-monocyte ratio in patients with malignant pleural mesotheliomaLung Cancer201590111111726259877
  • SpolveratoGMaqsoodHKimYNeutrophil-lymphocyte and platelet-lymphocyte ratio in patients after resection for hepato-pancre-atico-biliary malignanciesJ Surg Oncol2015111786887425865111
  • PengBWangYHLiuYMMaLXPrognostic significance of the neutrophil to lymphocyte ratio in patients with non-small cell lung cancer: a systemic review and meta-analysisInt J Clin Exp Med2015833098310626064198
  • FerrucciPFGandiniSBattagliaABaseline neutrophil-to-lymphocyte ratio is associated with outcome of ipilimumab-treated metastatic melanoma patientsBr J Cancer2015112121904191026010413
  • PinatoDJShinerRJSecklMJStebbingJSharmaRMauriFAPrognostic performance of inflammation-based prognostic indices in primary operable non-small cell lung cancerBr J Cancer201411081930193524667648
  • PistelliMDe LisaMBallatoreZPre-treatment neutrophil to lymphocyte ratio may be a useful tool in predicting survival in early triple negative breast cancer patientsBMC Cancer20151519525884918
  • StotzMGergerAEisnerFIncreased neutrophil-lymphocyte ratio is a poor prognostic factor in patients with primary operable and inoperable pancreatic cancerBr J Cancer2013109241642123799847
  • LorenteDMateoJTempletonAJBaseline neutrophil-lymphocyte ratio (NLR) is associated with survival and response to treatment with second-line chemotherapy for advanced prostate cancer independent of baseline steroid useAnn Oncol201526475075525538172
  • KinoshitaAOnodaHImaiNComparison of the prognostic value of inflammation-based prognostic scores in patients with hepatocellular carcinomaBr J Cancer2012107698899322878374
  • LiMXLiuXMZhangXFPrognostic role of neutrophil-to-lymphocyte ratio in colorectal cancer: a systematic review and meta-analysisInt J Cancer2014134102403241324122750
  • LiuCWuSMengXPredictive value of peripheral regulatory T cells in non-small cell lung cancer patients undergoing radiotherapyOncotarget2017826434274343828624781
  • Xin-JiZYong-GangLXiao-JunSXiao-WuCDongZDa-JianZThe prognostic role of neutrophils to lymphocytes ratio and platelet count in gastric cancer: A meta-analysisInt J Surg201521849126225826
  • CummingsMMeroneLKeebleCPreoperative neutrophil: lymphocyte and platelet:lymphocyte ratios predict endometrial cancer survivalBr J Cancer2015113231132026079303
  • SongSLiCLiSGaoHLanXXueYDerived neutrophil to lymphocyte ratio and monocyte to lymphocyte ratio may be better biomarkers for predicting overall survival of patients with advanced gastric cancerOnco Targets Ther2017103145315428706446
  • FerrucciPFAsciertoPAPigozzoJBaseline neutrophils and derived neutrophil-to-lymphocyte ratio: prognostic relevance in metastatic melanoma patients receiving ipilimumabAnn Oncol201627473273826802161
  • GrenaderTNashSPlotkinYDerived neutrophil lymphocyte ratio may predict benefit from cisplatin in the advanced biliary cancer: the ABC-02 and BT-22 studiesAnn Oncol20152691910191626037798
  • DengQHeBLiuXPrognostic value of pre-operative inflammatory response biomarkers in gastric cancer patients and the construction of a predictive modelJ Transl Med2015136625885254
  • AbsengerGSzkanderaJPichlerMA derived neutrophil to lymphocyte ratio predicts clinical outcome in stage II and III colon cancer patientsBr J Cancer2013109239540023820252
  • DalpiazOLuefTSelesMCritical evaluation of the potential prognostic value of the pretreatment-derived neutrophil-lymphocyte ratio under consideration of C-reactive protein levels in clear cell renal cell carcinomaBr J Cancer20171161859027907929
  • RussoAFranchinaTRicciardiGRRBaseline neutrophilia, derived neutrophil-to-lymphocyte ratio (dNLR), platelet-to-lymphocyte ratio (PLR), and outcome in non small cell lung cancer (NSCLC) treated with Nivolumab or DocetaxelJ Cell Physiol20182331063376343
  • YangJCRischEZhangMHuangCHuangHLuLAssociation of tRNA methyltransferase NSUN2/IGF-II molecular signature with ovarian cancer survivalFuture Oncol201713221981199028829218
  • LuLBaiYWangZElevated T cell activation score is associated with improved survival of breast cancerBreast Cancer Res Treat2017164368969628488141
  • LiuCWangQSunBLow BMI is correlated with increased TGF-β and IL-10 mRNA levels in the peripheral blood of breast cancer patientsIUBMB Life201870323724529405562
  • JiaWWuJJiaHThe Peripheral Blood Neutrophil-To-Lymphocyte Ratio Is Superior to the Lymphocyte-To-Monocyte Ratio for Predicting the Long-Term Survival of Triple-Negative Breast Cancer PatientsPLoS One20151011e014306126580962
  • LiuCWangWMengXAlbumin/globulin ratio is negatively correlated with PD-1 and CD25 mRNA levels in breast cancer patientsOnco Targets Ther2018112131213929899663
  • AllenMDJonesLJThe role of inflammation in progression of breast cancer: Friend or foe? (Review)Int J Oncol201547379780526165857
  • HattarKFranzKLudwigMInteractions between neutrophils and non-small cell lung cancer cells: enhancement of tumor proliferation and inflammatory mediator synthesisCancer Immunol Immunother201463121297130625186613
  • DiakosCICharlesKAMcMillanDCClarkeSJCancer-related inflammation and treatment effectivenessLancet Oncol20141511e493e50325281468
  • GayLJFelding-HabermannBContribution of platelets to tumour metastasisNat Rev Cancer201111212313421258396
  • MantovaniAAllavenaPSicaABalkwillFCancer-related inflammationNature2008454720343644418650914
  • De LarcoJEWuertzBRFurchtLTThe potential role of neutrophils in promoting the metastatic phenotype of tumors releasing interleukin-8Clin Cancer Res200410154895490015297389
  • TaoHMimuraYAoeKPrognostic potential of FOXP3 expression in non-small cell lung cancer cells combined with tumor-infiltrating regulatory T cellsLung Cancer20127519510121719142
  • ShaoSRischEBurnerDLuLMinevBMaWIFNγ enhances cytotoxic efficiency of the cytotoxic T lymphocytes against human glioma cellsInt Immunopharmacol20174715916528410529
  • Arias-PulidoHCimino-MathewsAChaherNThe combined presence of CD20+B cells and PD-L1+tumor-infiltrating lymphocytes in inflammatory breast cancer is prognostic of improved patient outcomeBreast Cancer Res Treat2018171227328229858752
  • CoxSHurtCGrenaderTMukherjeeSBridgewaterJCrosbyTThe prognostic value of derived neutrophil to lymphocyte ratio in oesopha-geal cancer treated with definitive chemoradiotherapyRadiother Oncol2017125115415928893415
  • Krenn-PilkoSLangsenlehnerUStojakovicTThe elevated preoperative derived neutrophil-to-lymphocyte ratio predicts poor clinical outcome in breast cancer patientsTumour Biol201637136136826219894
  • DiricanAKucukzeybekBBAlacaciogluADo the derived neutrophil to lymphocyte ratio and the neutrophil to lymphocyte ratio predict prognosis in breast cancer?Int J Clin Oncol2015201708124532163
  • YingHQDengQWHeBSThe prognostic value of preoperative NLR, d-NLR, PLR and LMR for predicting clinical outcome in surgical colorectal cancer patientsMed Oncol2014311230525355641
  • ProctorMJMcMillanDCMorrisonDSFletcherCDHorganPGClarkeSJA derived neutrophil to lymphocyte ratio predicts survival in patients with cancerBr J Cancer2012107469569922828611