Literature DB >> 28029656

Low lymphocyte-to-white blood cell ratio and high monocyte-to-white blood cell ratio predict poor prognosis in gastric cancer.

Fan Feng1, Li Sun1, Gaozan Zheng1, Shushang Liu1, Zhen Liu1, Guanghui Xu1, Man Guo1, Xiao Lian1, Daiming Fan1, Hongwei Zhang1.   

Abstract

Previous results regarding the prognostic value of the neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio (PLR) in gastric cancer are conflicting, and full analysis of other blood test parameters are lacking. We therefore examined the associations between various blood test parameters and prognosis in 3243 gastric cancer patients randomly divided into training (n=1621) and validation (n=1622) sets. Optimal cut-off values of 0.663 for neutrophil-to-white blood cell ratio (NWR), 0.288 for lymphocyte-to-white blood cell ratio (LWR), 0.072 for monocyte-to-white blood cell ratio (MWR), 2.604 for NLR, 0.194 for monocyte-to-lymphocyte ratio (MLR), and 130.675 for PLR were identified in the training set. Univariate and survival analyses revealed that high NWR, low LWR, high MWR, high NLR, high MLR, and high PLR are all associated with a poor prognosis in gastric cancer. However, multivariate analysis revealed that only LWR, and MWR are independent prognostic predictors, and prognostic value increased when LWR and MWR were considered in combination. These findings suggest that low LWR and high MWR are each predictive of a poor prognosis, and exhibit greater prognostic value when considered in combination.

Entities:  

Keywords:  blood test; gastric cancer; prognosis

Mesh:

Year:  2017        PMID: 28029656      PMCID: PMC5354908          DOI: 10.18632/oncotarget.14136

Source DB:  PubMed          Journal:  Oncotarget        ISSN: 1949-2553


INTRODUCTION

Although incidences have declined in recent decades, gastric cancer is still the fifth most common malignancy and the third leading cause of cancer-related mortality worldwide [1]. Surgical resection with extended lymph node clearance remains the only curative option for non-metastatic gastric cancer. Despite rapid advances in surgical techniques and adjuvant therapy, the prognosis for advanced gastric cancer is still poor [2]. Precise prognostic assessment is critical for optimizing treatment decisions and improving outcomes in gastric cancer patients. [3]. However, accurately predicting outcomes based on the current TNM staging system is difficult because prognosis varies among patients with the same TNM stage. Additional parameters are therefore needed to better identify prognostic factors in patients and to aid in the selection of tailored therapies. Inflammation is a critical component of tumor progression. Systemic inflammation promotes tumor progression and metastasis by inhibiting apoptosis and promoting angiogenesis [4]. NLR and PLR are simple and cost-effective strategies for evaluating systemic inflammation response and are associated with poor prognosis in various malignancies [5]. Previous reports have also demonstrated that NLR and PLR are associated with outcomes in gastric cancer [6, 7]. Immune response is another important prognostic factor in gastric cancer. Infiltration of tumors by B and Th1 cells is associated with favorable prognosis in gastric cancer patients [8]. High CD3+ levels in peripheral blood cells also predict better survival in gastric cancer patients [9]. Moreover, high frequencies of CD8+ status in CD3+ T cells and of Tregs expression in CD4+ T cells are both correlated with increased survival in gastric cancer patients [10]. Tumor-infiltrating lymphocyte recruitment is also associated with favorable prognosis in advanced gastric cancer [11], and higher numbers of lymphocyte subsets before surgery are associated with better prognosis in gastric cancer [12]. However, the prognostic value of LWR in gastric cancer has not yet been investigated. In this study, we investigated the prognostic value of various blood test parameters in gastric cancer patients.

RESULTS

2538 male (78.3%) and 705 female (21.7%) patients between 20 and 90 years old (median, 58; mean, 57.3) were included in this study. Follow up times ranged from 1 to 75 months (median, 24.9; mean, 28.1), and 1-, 3-, and 5-year overall survival rates were 88.9%, 65.8%, and 57.2%, respectively. Figure 1 shows overall survival in these gastric cancer patients.
Figure 1

Overall survival of gastric cancer patients

The training and validation sets consisted of 1621 and 1622 patients, respectively. Clinicopathological features were comparable between the training and validation sets (Table 1). The optimal cut-off value for predicting prognosis in training set gastric cancer patients was 0.663 for NWR (P<0.001), 0.288 for LWR (P<0.001), 0.072 for MWR (P=0.003), 2.604 for NLR (P<0.001), 0.194 for MLR (P<0.001), and 130.675 for PLR (P<0.001) (Figure 2).
Table 1

Comparison of clinicopathological characteristics of patients in the training set and validation set

CharacteristicsTraining setn=1621Validation setn=1622P value
Gender0.695
 Male12641274
 Female357348
Age0.506
 ≤60974956
 >60647666
Tumor location0.664
 Upper third522500
 Middle third256275
 Lower third708721
 Entire135126
Tumor size (cm)0.667
 ≤511181130
 >5503492
Pathological type0.484
 Well differentiated186179
 Moderately differentiated428399
 Poorly differentiated911955
 Signet ring cell or Mucinous9689
Tumor depth0.336
 T1305298
 T2266233
 T3578587
 T4472504
Lymph node metastasis0.956
 N0579583
 N1317306
 N2277285
 N3448448
Tumor stage0.403
 I406395
 II486460
 III729767
Figure 2

Cut-off values of NLR, MLR, PLR, NWR, LWR, and MWR in training set patients

NLR, MLR, PLR, NWR, LWR, and MWR were therefore examined in univariate and multivariate analysis to identify prognostic predictors in training set gastric cancer patients. Univariate analysis revealed that age, tumor size, pathological type, tumor depth, lymph node metastasis, tumor stage, lymphatic-vascular invasion, neural invasion, NWR, LWR, MWR, NLR, MLR, and PLR were risk factors for gastric cancer prognosis (Table 2). Specifically, high NLR, MLR, PLR, NWR, and MWR (all P<0.05) and low LWR (P<0.001) were associated with poor prognosis. Age, tumor size, tumor depth, lymph node metastasis, LWR, and MWR were independent risk factors for prognosis (Table 2). Overall survival in training set gastric cancer patients according to NLR, MLR, PLR, NWR, LWR, and MWR is shown in Figure 3.
Table 2

Univariate and multivariate analysis of risk factors for prognosis of gastric cancer patients in training set

Prognostic factorsβHazard ratio (95% CI)P valueβHazard ratio (95% CI)P value
Gender0.0171.017(0.818-1.264)0.878
Age0.3361.399(1.168-1.676)<0.0010.2621.299(1.031-1.638)0.027
Tumor location−0.0300.971(0.910-1.035)0.363
Tumor size1.1053.020(2.656-3.433)<0.0010.4871.628(1.280-2.070)<0.001
Pathological type0.4331.541(1.414-1.681)<0.001
Tumor depth0.7902.203(1.970-2.465)<0.0010.5271.694(1.422-2.019)<0.001
Lymph node metastasis0.6721.957(1.801-2.159)<0.0010.5681.764(1.557-1.999)<0.001
Tumor stage1.1573.181(2.727-3.711)<0.001
Lymphatic-vascular invasion1.0872.966(2.281-3.857)<0.001
Neural invasion1.0582.879(2.040-4.064)<0.001
NWR0.3641.439(1.189-1.741)<0.001
LWR−0.3970.672(0.561-0.806)<0.001−0.3160.729(0.626-0.858)0.042
MWR0.2361.266(1.056-1.518)0.0110.2721.312(1.036-1.662)0.024
NLR0.4171.517(1.260-1.827)<0.001
MLR0.4861.625(1.322-1.977)<0.001
PLR0.3711.449(1.210-1.736)<0.001
Figure 3

Overall survival of training set gastric cancer patients according to NLR, MLR, PLR, NWR, LWR, and MWR

The prognostic value of NLR, MLR, PLR, NWR, LWR, and MWR was also analyzed in the validation set patients using the cut-off values established in the training set (Table 3). The results obtained in validation set patients were similar to those obtained in the training set, and LWR and MWR were again identified as independent risk factors for prognosis in validation set patients. Overall survival in validation set gastric cancer patients according to NLR, MLR, PLR, NWR, LWR, and MWR is shown in Figure 4.
Table 3

Univariate and multivariate analysis of risk factors for prognosis of gastric cancer patients in validation set

Prognostic factorsβHazard ratio (95% CI)P valueβHazard ratio (95% CI)P value
Gender0.1281.137(0.916-1.410)0.244
Age0.1811.198(1.000-1.436)0.0050.2231.250(1.000-1.562)0.050
Tumor location0.0081.008(0.919-1.105)0.869
Tumor size1.0572.879(2.400-3.453)<0.0010.2831.327(1.045-1.684)0.020
Pathological type0.4151.515(1.340-1.711)<0.001
Tumor depth0.7992.224(1.983-2.494)<0.0010.4531.573(1.317-1.880)<0.001
Lymph node metastasis0.7502.117(1.944-2.305)<0.0010.5501.734(1.533-1.962)<0.001
Tumor stage1.3293.776(3.191-4.468)<0.001
Lymphatic-vascular invasion1.1743.234(2.475-4.226)<0.001
Neural invasion1.3894.012(2.699-5.964)<0.0010.4531.574(1.031-2.403)0.036
NWR0.3291.389(1.147-1.682)0.001
LWR−0.4260.653(0.545-0.783)<0.001−0.3890.678(0.540-0.851)0.001
MWR0.2471.281(1.068-1.536)0.0080.3341.397(1.112-1.755)0.004
NLR0.3961.486(1.232-1.791)<0.001
MLR0.4101.506(1.226-1.851)<0.001
PLR0.4351.545(1.289-1.852)<0.001
Figure 4

Overall survival of validation set gastric cancer patients according to NLR, MLR, PLR, NWR, LWR, and MWR

Next, we analyzed the prognostic value of LWR and MWR in the both the training and validation sets when patients were stratified by TNM stage. While LWR was only predictive of prognosis in stage III gastric cancer patients (Figure 5), MWR was predictive of prognosis in both stage II and III gastric cancer patients (Figure 6).
Figure 5

Overall survival according to LWR in training and validation set patients stratified by TNM stage

Figure 6

Overall survival according to MWR in training and validation set patients stratified by TNM stage

Finally, we evaluated the prognostic value of LWR and MWR in combination in both training and validation set gastric cancer patients. Patients with high LWR and low MWR were given a score of 0. Patients with high LWR and high MWR or with low LWR and low MWR were given a score of 1. Patients with low LWR and high MWR were given a score of 2. Figure 7 shows overall survival depending on score for the three score groups in training and validation set patients. Overall survival decreased as scores increased both in the training and validation sets individually and for the entire patient cohort combined. Moreover, LWR and MWR in combination were predictive of prognosis in both stage II and III gastric cancer patients.
Figure 7

Overall survival of training and validation set gastric cancer patients according to LWR and MWR in combination

DISCUSSION

Blood tests are simple, convenient, reproducible, and cost-effective. However, the prognostic value of NLR and PLR in gastric cancer remains controversial, and full analyses of the prognostic values of NLR, MLR, PLR, NWR, LWR, and MWR are lacking. Therefore, in the present study we investigated the prognostic value of these blood test parameters in gastric cancer patients. This is the largest analysis of associations between blood test results and gastric cancer prognosis to date. We found that high NLR, MLR, PLR, NWR, and MWR and low LWR were all associated with poor prognosis in gastric cancer patients. However, only LWR and MWR were independent prognostic factors specifically in stage III and stage II/III gastric cancer patients, respectively. Moreover, LWR and MWR in combination improved prognosis prediction in stage II/III gastric cancer patients. Peripheral neutrophil is a marker of acute and chronic inflammation [13], and upregulation of peripheral neutrophils in response to the production of hematopoietic cytokines by tumor cells is indicative of more aggressive tumors [14]. Here, we found that high NWR was associated with poor prognosis in gastric cancer patients. Previous reports have shown that neutrophils promote tumor growth and metastasis by secreting vascular endothelial growth factor [15], chemokines [16] and matrix metalloproteinase-9 [17]. Neutrophils also increase adhesion between end organs and circulating tumor cells, thus increasing the chances of metastatic seeding. Spicer et al. reported that neutrophils act as adhesive adapters between circulating tumor cells and metastatic targets [18]. In addition, elevated neutrophil levels in the vicinity of tumors may inhibit the antitumor effects of activated T cells and natural killer cells [19]. Lymphocytes play critical roles in host immune responses and possess potent anticancer activities that inhibit growth and metastasis in several tumors [20]. Furthermore, increased lymphocyte levels are associated with better prognosis in a variety of tumors [21]. Consistent with these results, we found here that high LWR was associated with better prognosis in gastric cancer patients. NLR, the most widely-used parameter for predicting prognosis in gastric cancer, reflects the balance between pro-tumor inflammatory status and anti-tumor immune status. Increased NLR, which may reflect increased inflammation and/or decreased immune reaction, is associated with poor prognosis in various tumors [5]. Two meta-analysis studies have demonstrated that elevated NLR is associated with poor prognosis in gastric cancer as well [6, 22]. We also found here that NLR was associated with prognosis in gastric cancer. However, NLR was not an independent prognostic factor. The inclusion of six blood test parameters in our univariate and multivariate analysis might explain this inconsistency between our study and previous reports. Platelets also play a critical role in tumor development and progression, and thrombocytosis is associated with poor prognosis in a variety of solid tumors [6]. Platelets promote tumor growth by increasing angiogenesis via cytokine vascular endothelial growth factor [23] and protect tumor cells against environmental stresses in the blood stream, including immune attack, shear force, and mechanical trauma [24]. Moreover, platelets promote tumor chemotaxis, adhesion, proliferation, and metastatic spread through extensive interactions with tumor cells [25]. For these reasons, PLR has been extensively investigated and is a valuable prognostic factor for several solid malignancies [5]. Here, we found that PLR was also associated with prognosis in gastric cancer, although it was not an independent prognostic factor. Although the underlying mechanisms remain unknown, monocyte levels are also associated with prognosis in a variety of tumors, including gastric cancer [26]. In the present study, we found that high MWR and MLR were both associated with poor prognosis in gastric cancer. Moreover, MWR was identified as an independent prognostic factor. Monocytes promote angiogenesis and tumorigenesis [27] and suppress host anticancer immune responses, which may explain why elevated monocyte levels were associated with poor prognosis [28]. Monocytes also promote the development of malignant cells by secreting soluble mediators [29]. In addition, cytokines and chemokines produced by tumor cells can trigger the differentiation of monocytes into tumor-associated macrophages [30], which in turn promote tumor cell growth, migration, and metastasis [31]. While treatments that specifically modify pre- and post-operative imbalances between inflammatory and immune status might improve long-term outcomes for patients with malignant tumors, no such therapies currently exist. In addition, inflammatory and immune response parameters might help predict responses to and toxicity resulting from different treatments; future studies are needed to examine these possibilities. Several limitations of the present study should be considered when interpreting the results. First, it was a retrospective study of patients from a single institution, and multi-center studies are needed to confirm the predictive value of the parameters identified here. Second, the cut-off values used in the present study differed from values used in our previous studies; standard cut-off values that are effective in prospectively predicting gastric cancer prognosis across studies should be identified. Third, the prognostic value of absolute differential white cell counts in gastric cancer patients was not examined here [32]. In conclusion, high NLR, MLR, PLR, NWR, and MWR and low LWR were all associated with poor prognosis in gastric cancer patients. However, only LWR and MWR were identified as independent prognostic factors specifically in stage III and stage II/III gastric cancer patients, respectively. Moreover, LWR and MWR combined was the best predictor of prognosis in stage II/III gastric cancer patients.

MATERIALS AND METHODS

This study was performed at the Xijing Hospital of Digestive Diseases affiliated with the Fourth Military Medical University. 3243 gastric cancer patients were enrolled in the study between September 2008 and March 2015. Patient inclusion criteria were as follows: 1. no other malignancy, 2. no distant metastasis, 3. no history of neoadjuvant chemotherapy, 4. had undergone radical D2 gastrectomy, 5. preoperative blood tests were available, 6. no signs of infection, 7. follow-up data were available. This study was approved by the Ethics Committee of Xijing Hospital, and written informed consent was obtained from all patients before surgery. Preoperative blood tests were performed within 7 days prior to surgery. Blood NLR was calculated by dividing neutrophil count (number of neutrophils/μL) by lymphocyte count (number of lymphocytes/μL). MLR, PLR, NWR, LWR, and MWR were calculated in the same way as NLR using the corresponding cell counts. Clinicopathological data, including gender, age, blood test results, tumor location, tumor size, pathological type, tumor depth, lymph node metastasis, tumor stage, lymphatic-vascular invasion, and neural invasion were collected. Follow-ups involving enhanced chest and abdominal CT and gastroscopy were conducted every 3 months until November 2015. Data were processed using SPSS 22.0 for Windows (SPSS Inc., Chicago, IL, USA). X-tile software [33] was used to randomly assign gastric cancer patients to the training and validation sets with a sample size ratio of 1:1. Optimal cut-off values for preoperative NLR, MLR, PLR, NWR, LWR, and MWR for predicting gastric cancer prognosis were calculated using X-tile software. Discrete variables were analyzed using Chi-square tests or Fisher's exact tests. Significant risk factors for prognosis in gastric cancer patients identified by univariate analysis were further assessed with multivariate analysis using the Cox's proportional hazards regression model. Overall survival was analyzed using the Kaplan-Meier method. P values of less than 5% were considered statistically significant.
  33 in total

Review 1.  The prognostic role of neutrophils to lymphocytes ratio and platelet count in gastric cancer: A meta-analysis.

Authors:  Zhang Xin-Ji; Liu Yong-Gang; Shi Xiao-Jun; Chen Xiao-Wu; Zhou Dong; Zhu Da-Jian
Journal:  Int J Surg       Date:  2015-07-29       Impact factor: 6.071

Review 2.  The diagnosis and management of gastric cancer.

Authors:  Sri G Thrumurthy; M Asif Chaudry; Daniel Hochhauser; Muntzer Mughal
Journal:  BMJ       Date:  2013-11-04

3.  Neutrophils contribute to inflammatory lymphangiogenesis by increasing VEGF-A bioavailability and secreting VEGF-D.

Authors:  Kar Wai Tan; Shu Zhen Chong; Fiona H S Wong; Maximilien Evrard; Sandra Min-Li Tan; Jo Keeble; D M Kemeny; Lai Guan Ng; Jean-Pierre Abastado; Véronique Angeli
Journal:  Blood       Date:  2013-10-10       Impact factor: 22.113

4.  Neutrophil granulocyte derived MMP-9 is a VEGF independent functional component of the angiogenic switch in pancreatic ductal adenocarcinoma.

Authors:  Dirk Bausch; Thomas Pausch; Tobias Krauss; Ulrich Theodor Hopt; Carlos Fernandez-del-Castillo; Andrew L Warshaw; Sarah P Thayer; Tobias Keck
Journal:  Angiogenesis       Date:  2011-03-26       Impact factor: 9.596

5.  Neutrophils promote liver metastasis via Mac-1-mediated interactions with circulating tumor cells.

Authors:  Jonathan D Spicer; Braedon McDonald; Jonathan J Cools-Lartigue; Simon C Chow; Betty Giannias; Paul Kubes; Lorenzo E Ferri
Journal:  Cancer Res       Date:  2012-07-02       Impact factor: 12.701

6.  The importance of T-lymphocyte subsets on overall survival of colorectal and gastric cancer patients.

Authors:  Vida Milasiene; Eugenijus Stratilatovas; Violeta Norkiene
Journal:  Medicina (Kaunas)       Date:  2007       Impact factor: 2.430

7.  Involvement of platelets in tumour angiogenesis?

Authors:  H M Pinedo; H M Verheul; R J D'Amato; J Folkman
Journal:  Lancet       Date:  1998-11-28       Impact factor: 79.321

8.  Impact of chemokine receptor CXCR3 on tumor-infiltrating lymphocyte recruitment associated with favorable prognosis in advanced gastric cancer.

Authors:  Kai Li; Zhengpeng Zhu; Jin Luo; Jingyi Fang; Huanhuan Zhou; Min Hu; Ninu Maskey; Guifang Yang
Journal:  Int J Clin Exp Pathol       Date:  2015-11-01

9.  Cantharidin and norcantharidin inhibit the ability of MCF-7 cells to adhere to platelets via protein kinase C pathway-dependent downregulation of α2 integrin.

Authors:  Liu-Mei Shou; Qiong-Yan Zhang; Wei Li; Xin Xie; Kai Chen; Lian Lian; Zhen-Yu Li; Fei-Ran Gong; Ke-Sheng Dai; Yi-Xiang Mao; Min Tao
Journal:  Oncol Rep       Date:  2013-07-08       Impact factor: 3.906

10.  Prognostic value of PLR in various cancers: a meta-analysis.

Authors:  Xin Zhou; Yiping Du; Zebo Huang; Jun Xu; Tianzhu Qiu; Jian Wang; Tongshan Wang; Wei Zhu; Ping Liu
Journal:  PLoS One       Date:  2014-06-26       Impact factor: 3.240

View more
  22 in total

1.  Preoperative Neutrophil to Lymphocyte Ratio and Lymphocyte to Monocyte Ratio are Prognostic Factors in Gastric Cancers Undergoing Surgery.

Authors:  Eva Lieto; Gennaro Galizia; Annamaria Auricchio; Francesca Cardella; Andrea Mabilia; Nicoletta Basile; Giovanni Del Sorbo; Paolo Castellano; Ciro Romano; Michele Orditura; Vincenzo Napolitano
Journal:  J Gastrointest Surg       Date:  2017-07-27       Impact factor: 3.452

2.  High postoperative neutrophil-lymphocyte ratio and low preoperative lymphocyte-monocyte ratio predict poor prognosis in gastric cancer patients receiving gastrectomy with positive lavage cytology: a retrospective cohort study.

Authors:  Sho Sato; Chikara Kunisaki; Masazumi Takahashi; Hirokazu Kubo; Nobuhiro Tsuchiya; Kei Sato; Hiroshi Miyamoto; Yuko Tamura; Hiroki Kondo; Yusaku Tanaka; Kohei Kasahara; Takashi Kosaka; Hirotoshi Akiyama; Yusuke Saigusa; Itaru Endo
Journal:  Langenbecks Arch Surg       Date:  2021-06-17       Impact factor: 3.445

3.  Peripheral venous blood neutrophil-to-lymphocyte ratio predicts survival in patients with advanced gastric cancer treated with neoadjuvant chemotherapy.

Authors:  Li Chen; Yanjiao Zuo; Lihua Zhu; Yuxin Zhang; Sen Li; Fei Ma; Yu Han; Hongjiang Song; Yingwei Xue
Journal:  Onco Targets Ther       Date:  2017-05-17       Impact factor: 4.147

4.  Clinicopathological and prognostic significance of high circulating lymphocyte ratio in patients receiving neoadjuvant chemotherapy for advanced gastric cancer.

Authors:  Yang Li; Yao Wei; Qi He; Xulin Wang; Chaogang Fan; Guoli Li
Journal:  Sci Rep       Date:  2018-04-18       Impact factor: 4.379

5.  Evaluation of the clinical value of hematological parameters in patients with urothelial carcinoma of the bladder.

Authors:  Yuzhen Luo; Xiang Shi; Wenchao Li; Lijun Mo; Zheng Yang; Xiaohong Li; Liuqun Qin; Wuning Mo
Journal:  Medicine (Baltimore)       Date:  2018-04       Impact factor: 1.889

6.  The values of applying classification and counts of white blood cells to the prognostic evaluation of resectable gastric cancers.

Authors:  Yin-Ling Wang; Xin-Xin Ge; Yi Wang; Meng-Dan Xu; Fei-Ran Gong; Min Tao; Wen-Jie Wang; Liu-Mei Shou; Kai Chen; Meng-Yao Wu; Wei Li
Journal:  BMC Gastroenterol       Date:  2018-06-28       Impact factor: 3.067

7.  Blood cell parameters as prognostic predictors of disease development for patients with advanced non-small cell lung cancer.

Authors:  Leirong Wang; Hongzong Si; Jing Wang; Lingxin Feng; Wenxin Zhai; Shenghua Dong; Zhuang Yu
Journal:  Oncol Lett       Date:  2020-05-21       Impact factor: 2.967

8.  Analysis of Clinical Characteristics and Poor Prognostic Predictors in Patients With an Initial Diagnosis of Autoimmune Encephalitis.

Authors:  Xiaowei Qiu; Haiqing Zhang; Dongxu Li; Jing Wang; Zhigang Jiang; Yuanzhong Zhou; Ping Xu; Jun Zhang; Zhanhui Feng; Changyin Yu; Zucai Xu
Journal:  Front Immunol       Date:  2019-06-07       Impact factor: 7.561

9.  Monocyte to lymphocyte ratio predicts survival in patients with advanced gastric cancer undergoing neoadjuvant chemotherapy.

Authors:  Li Chen; Ying Hao; Lihua Zhu; Sen Li; Yanjiao Zuo; Yuxin Zhang; Hongjiang Song; Yingwei Xue
Journal:  Onco Targets Ther       Date:  2017-08-10       Impact factor: 4.147

10.  Clinicopathological and prognostic significance of platelet-lymphocyte ratio (PLR) in gastric cancer: an updated meta-analysis.

Authors:  Xunlei Zhang; Wenjing Zhao; Yang Yu; Xue Qi; Li Song; Chenfei Zhang; Guoxing Li; Lei Yang
Journal:  World J Surg Oncol       Date:  2020-07-30       Impact factor: 2.754

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.