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Baseline neutrophil-lymphocyte ratio and platelet-lymphocyte ratio appear predictive of immune treatment related toxicity in hepatocellular carcinoma
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作者 Sirish Dharmapuri UmutÖzbek +34 位作者 Hiren Jethra Tomi Jun Thomas U Marron Anwaar Saeed Yi-Hsiang Huang Mahvish Muzaffar Matthias Pinter Lorenz Balcar Claudia Fulgenzi Suneetha Amara Arndt Weinmann Nicola Personeni Bernhard Scheiner Tiziana Pressiani Musharraf Navaid Bertram Bengsch Sonal Paul Uqba Khan Dominik Bettinger Naoshi Nishida Yehia Ibrahim Mohamed Arndt Vogel Anuhya Gampa James Korolewicz Antonella Cammarota Ahmed Kaseb Peter R Galle Anjana Pillai Ying-Hong Wan Alessio Cortellini Masatoshi Kudo Antonio D’Alessio Lorenza Rimassa David James Pinato Celina Ang 《World Journal of Gastrointestinal Oncology》 SCIE 2023年第11期1900-1912,共13页
BACKGROUND A well-recognized class effect of immune checkpoint inhibitors(ICI)is immune-related adverse events(IrAEs)ranging from low grade toxicities to life-threatening end organ damage requiring permanent discontin... BACKGROUND A well-recognized class effect of immune checkpoint inhibitors(ICI)is immune-related adverse events(IrAEs)ranging from low grade toxicities to life-threatening end organ damage requiring permanent discontinuation of ICI.Deaths are reported in<5%of patients treated with ICI.There are,however,no reliable markers to predict the onset and severity of IrAEs.We tested the association between neutrophil-lymphocyte ratio(NLR)and platelet-lymphocyte ratio(PLR)at baseline with development of clinically significant IrAEs(grade≥2)in hepatocellular carcinoma(HCC)patients treated with ICI.AIM To test the association between NLR and PLR at baseline with development of clinically significant IrAEs(grade≥2)in HCC patients treated with ICI.METHODS Data was extracted from an international database from a consortium of 11 tertiary-care referral centers.NLR=absolute neutrophil count/absolute lymphocyte count(ALC)and PLR=platelet count/ALC.Cutoff of 5 was used for NLR and 300 for PLR based on literature.We also tested the association between RESULTS Data was collected from 361 patients treated between 2016-2020 across the United States(67%),Asia(14%)and Europe(19%).Most patients received Nivolumab(n=255,71%).One hundred sixty-seven(46%)patients developed at least one IrAE,highest grade 1 in 80(48%),grade≥2 in 87(52%)patients.In a univariable regression model PLR>300 was significantly associated with a lower incidence of grade≥2 IrAEs(OR=0.40;P=0.044).Similarly,a trend was observed between NLR>5 and lower incidence of grade≥2 IrAEs(OR=0.58;P=0.097).Multivariate analyses confirmed PLR>300 as an independent predictive marker of grade≥2 IrAEs(OR=0.26;P=0.011),in addition to treatment with programmed cell death ligand 1(PD-1)/cytotoxic T lymphocyte-associated protein-4(OR=2.57;P=0.037)and PD-1/tyrosine kinase inhibitor(OR=3.39;P=0.01)combinations.Antibiotic use was not associated with IrAE incidence(OR=1.02;P=0.954).Patients treated with steroids had a>2-fold higher incidence of grade≥2 IrAEs(OR=2.74;P<0.001),although 74%were prescribed steroids for the treatment of IrAEs.CONCLUSION Given that high baseline NLR and PLR are associated with a decreased incidence of IrAEs,lower baseline NLR and PLR may be predictive biomarkers for the appearance of IrAEs in HCC treated with ICI.This finding is in keeping with several studies in solid tumors that have shown that baseline NLR and PLR appear predictive of IrAEs. 展开更多
关键词 neutrophil-lymphocyte ratio Platelet-lymphocyte ratio Inflammatory biomarkers Immunotherapy Immune toxicity
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Prognostic role of neutrophil-lymphocyte ratio in operable esophageal squamous cell carcinoma 被引量:13
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作者 Hao Duan Xu Zhang +9 位作者 Fei-Xiang Wang Mu-Yan Cai Guo-Wei Ma Hong Yang Jian-Hua Fu Zi-Hui Tan Yu-Qi Meng Xia-Yu Fu Qi-Long Ma Peng Lin 《World Journal of Gastroenterology》 SCIE CAS 2015年第18期5591-5597,共7页
AIM: To determine the prognostic significance of preoperative serum neutrophil-lymphocyte ratio(NLR) in esophageal squamous cell carcinoma(ESCC).METHODS: Data from 371 eligible patients with ESCC who had undergone sur... AIM: To determine the prognostic significance of preoperative serum neutrophil-lymphocyte ratio(NLR) in esophageal squamous cell carcinoma(ESCC).METHODS: Data from 371 eligible patients with ESCC who had undergone surgery with curative intent at our institution between October 2000 and May 2007 were retrospectively recruited for analysis. The cutoff value of NLR was 3.0 as determined by the receiver operating characteristic curve, which discriminated between survival and death; the area under the curve was 0.709, and the sensitivity and specificity were 66.1% and 69.1%, respectively, at the cutoff point. The correlation between the NLR and clinicopathological characteristics was analyzed using a χ2 test. The prognostic influence of the NLR and other clinicopathological factors on cancer-specific survival(CSS) and recurrence-free survival(RFS) was studied using the Kaplan-Meier method. To evaluate the independent prognostic value of NLR, multivariate Cox regression models were applied.RESULTS:The median age of the patients was 57.0years,and 276/371(74.4%)patients were male.The NLR was≤3.0 in 80.1%(297/371)of the patients,and the remaining 19.9%(74/371)had an NLR>3.0.Median postoperative follow-up was 66.0 mo[interquartile range(IQR):49.0-76.0 mo],with a follow-up rate of 94%.Follow-up was not significantly different between patients with an NLR≤and>3.0(63.13±1.64 vs 61.52±3.66,P=0.711).However,higher preoperative serum NLR was associated with significantly increased risks of higher pathological tumor status(P=0.007).A significant,independent association between high preoperative serum NLR and poor clinical outcome was identified in a multivariate analysis for CSS(HR=1.591;P=0.007)and RFS(HR=1.525;P=0.013).Moreover,when patients were stratified by pathological tumor-node-metastasis(TNM)staging,the adverse effects of preoperative serum NLR on CSS(HR=2.294;P=0.008)and RFS(HR=2.273;P=0.008)were greatest in those patients with stageⅢA disease.CONCLUSION:Preoperative serum NLR is a useful prognostic marker to complement TNM staging for operable ESCC patients,particularly in patients with stageⅢA disease. 展开更多
关键词 Esophageal SQUAMOUS cell carcinoma neutrophil-lymphocyte ratio Prognosis Radical ESOPHAGECTOMY
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Neutrophil-lymphocyte ratio predicts the prognosis of patients with hepatocellular carcinoma after liver transplantation 被引量:12
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作者 Guang-Qin Xiao Chang Liu +2 位作者 Da-Li Liu Jia-Yin Yang Lu-Nan Yan 《World Journal of Gastroenterology》 SCIE CAS 2013年第45期8398-8407,共10页
AIM:To determine whether an elevated neutrophillymphocyte ratio(NLR)is negatively associated with tumor recurrence in patients with hepatitis B virus(HBV)-related hepatocellular carcinoma(HCC)after liver transplantati... AIM:To determine whether an elevated neutrophillymphocyte ratio(NLR)is negatively associated with tumor recurrence in patients with hepatitis B virus(HBV)-related hepatocellular carcinoma(HCC)after liver transplantation(LT),and to determine the optimal predictive NLR cut-off value.METHODS:The data of HCC patients who had undergone LT came from the China Liver Transplant Registry database.We collected data from 326 liver cancer patients who had undergone LT at our medical center.We divided the patients into groups based on their NLRs(3,4 or 5).We then compared the clinicopathological data and long-time survival between these groups.Meanwhile,we used receiver operating characteristic analysis to determine the optimal NLR cut-off.RESULTS:Of 280 HCC patients included in this study,263 were HBV positive.Patients with an NLR<3 and patients with an NLR≥3 but<4 showed no significant differences in overall survival(OS)(P=0.212)or disease-free survival(DFS)(P=0.601).Patients with an NLR≥4 but<5 and patients with an NLR≥5also showed no significant differences in OS(P=0.208)or DFS(P=0.618).The 1-,3-and 5-year OS rates of patients with an NLR<4 vs an NLR≥4 were 87.8%,63.8%and 61.5%vs 73.9%,36.7%and 30.3%,respectively(P<0.001).The 1-,3-and 5-year DFS rates of patients with an NLR<4 vs NLR≥4 were 83.9%,62.9%and 60.7%vs 64.9%,30.1%and 30.1%,respectively(P<0.001).Univariate and multivariate analyses demonstrated that three factors,including NLR≥4(P=0.002),were significant predictors of tumor recurrence in HCC patients after LT.CONCLUSION:A preoperative elevated NLR significantly increased the risk for tumor recurrence in HCC patients after LT. 展开更多
关键词 HEPATOCELLULAR carcinoma Liver transplantation INFLAMMATORY reaction neutrophil-lymphocyte ratio HEPATITIS B virus
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Comparison of prognostic factors in different age groups and prognostic significance of neutrophil-lymphocyte ratio in patients with gastric cancer 被引量:2
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作者 Qiong Li Lin-Yi Huang Hui-Ping Xue 《World Journal of Gastrointestinal Oncology》 SCIE CAS 2020年第10期1146-1166,共21页
BACKGROUND Gastric cancer(GC)is one of the most common malignant tumors in the world.Although in recent years tremendous progress has been made in its early detection,the postoperative overall survival(OS)of GC patien... BACKGROUND Gastric cancer(GC)is one of the most common malignant tumors in the world.Although in recent years tremendous progress has been made in its early detection,the postoperative overall survival(OS)of GC patients remains extremely low.A number of studies have shown that age,to varying degrees,affects the prognosis of patients with GC.Therefore,this study retrospectively analyzed the clinical and pathologic data of patients with GC to explore the differences in the clinical characteristics and prognostic factors in different age groups.AIM To explore the difference in clinicopathological characteristics and prognostic factors in GC patients in different age groups.METHODS In this retrospective study,we analyzed 1037 GC patients admitted to Renji Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from May 2010 to January 2013.The patients were divided into two groups based on age:Younger group(less than 70 years old)and older group(no less than 70 years old).In the younger group,we subdivided the patients in two subgroups by a cutoff value of 45 years.The clinical features and prognostic factors were analyzed in both groups.Subsequently,we retrieved studies that evaluated the predictive role of neutrophil-lymphocyte ratio(NLR)by searching two medical databases,PubMed and EMBASE,to conduct a meta-analysis.Random-effects model was used to pool the data.RESULTS In the retrospective study,the mean OS time of the younger group(64.7 mo)was significantly longer than that of the older group(48.1 mo)(P<0.001).Among patients under 70 years of age,hospitalization time,tumor–node–metastasis(TNM)stage,vascular invasion,and preoperative low pre-albumin were independently associated with OS(P<0.005).In patients aged 70 years and above,TNM stage,esophageal invasion,histological type,and preoperative NLR were independent factors for OS(P<0.05).The OS of these older patients was also significantly shorter(P<0.05).In the meta-analysis,19 retrieved studies included a total of 8312 patients,among whom 3558 had elevated NLR values.The results showed that high NLR value was a risk factor for the prognosis of GC(P<0.01).CONCLUSION The OS of elderly patients is significantly worse than that of younger patients.There are significant differences in clinicopathological characteristics and prognostic factors between younger and older patients.NLR is a convenient,inexpensive,and reproducible marker that can be used as an important predictor of the prognosis of GC. 展开更多
关键词 Gastric cancer neutrophil-lymphocyte ratio Age PROGNOSIS Overall survival META-ANALYSIS
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Neutrophil-lymphocyte ratio:A prognostic tool in patients with inhospital cardiac arrest 被引量:5
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作者 Vishal H Patel Philip Vendittelli +6 位作者 Rajat Garg Susan Szpunar Thomas LaLonde John Lee Howard Rosman Rajendra H Mehta Hussein Othman 《World Journal of Critical Care Medicine》 2019年第2期9-17,共9页
BACKGROUND In-hospital cardiac arrest(IHCA) portends a poor prognosis and survival to discharge rate. Prognostic markers such as interleukin-6, S-100 protein and high sensitivity C reactive protein have been studied a... BACKGROUND In-hospital cardiac arrest(IHCA) portends a poor prognosis and survival to discharge rate. Prognostic markers such as interleukin-6, S-100 protein and high sensitivity C reactive protein have been studied as predictors of adverse outcomes after return of spontaneous circulation(ROSC); however; these variables are not routine laboratory tests and incur additional cost making them difficult to incorporate and less attractive in assessing patient's prognosis. The neutrophil-lymphocyte ratio(NLR) is a marker of adverse prognosis for many cardiovascular conditions and certain types of cancers and sepsis. We hypothesize that an elevated NLR is associated with poor outcomes including mortality at discharge in patients with IHCA.AIM To determine the prognostic significance of NLR in patients suffering IHCA who achieve ROSC.METHODS A retrospective study was performed on all patients who had IHCA with the advanced cardiac life support protocol administered in a large urban community United States hospital over a one-year period. Patients were divided into two groups based on their NLR value(NLR < 4.5 or NLR ≥ 4.5). This cutpoint was derived from receiving operator characteristic curve analysis(area under the curve = 0.66) and provided 73% positive predictive value, 82% sensitivity and42% specificity for predicting in-hospital death after IHCA. The primary outcome was death or discharge at 30 d, whichever came first.RESULTS We reviewed 153 patients with a mean age of 66.1 ± 16.3 years; 48% were female.In-hospital mortality occurred in 65%. The median NLR in survivors was 4.9(range 0.6-46.5) compared with 8.9(0.28-96) in non-survivors(P = 0.001). A multivariable logistic regression model demonstrated that an NLR above 4.55[odds ratio(OR) = 5.20, confidence interval(CI): 1.5-18.3, P = 0.01], older age(OR= 1.03, CI: 1.00-1.07, P = 0.05), and elevated serum lactate level(OR = 1.20, CI:1.03-1.40, P = 0.02) were independent predictors of death.CONCLUSION An NLR ≥ 4.5 may be a useful marker of increased risk of death in patients with IHCA. 展开更多
关键词 neutrophil-lymphocyte ratio In-hospital cardiac arrest Prognosis Lactate ASYSTOLE VENTRICULAR fibrillation Pulseless electrical ALTERNANS Pulseless VENTRICULAR tachycardia
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Value of neutrophil-lymphocyte ratio in evaluating response to percutaneous catheter drainage in patients with acute pancreatitis 被引量:1
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作者 Pankaj Gupta Gaurav Chayan Das +10 位作者 Akash Bansal Jayanta Samanta Harshal S Mandavdhare Vishal Sharma Shano Naseem Vikas Gupta Thakur Deen Yadav Usha Dutta Neelam Varma Manavjit Singh Sandhu Rakesh Kochhar 《World Journal of Clinical Cases》 SCIE 2022年第1期91-103,共13页
BACKGROUND Early prediction of response to percutaneous catheter drainage(PCD)of necrotic collections in acute pancreatitis(AP)using simple and objective tests is critical as it may determine patient prognosis.The rol... BACKGROUND Early prediction of response to percutaneous catheter drainage(PCD)of necrotic collections in acute pancreatitis(AP)using simple and objective tests is critical as it may determine patient prognosis.The role of white blood cell(WBC)count and neutrophil-lymphocyte ratio(NLR)has not been assessed as a tool of early prediction of PCD success and is the focus of this study.AIM To assess the value of WBC and NLR in predicting response to PCD in AP.METHODS This retrospective study comprised consecutive patients with AP who underwent PCD between June 2018 and December 2019.Severity and fluid collections were classified according to the revised Atlanta classification and organ failure was defined according to the modified Marshall Score.WBC and NLR were monitored 24 h prior PCD(WBC-0/NLR-0)and 24 h(WBC-1/NLR-1),48 h(WBC-2/NLR-2)and 72 h(WBC-3/NLR-3)after PCD.NLR was calculated by dividing the number of neutrophils by the number of lymphocytes.The association of success of PCD(defined as survival without the need for surgery)with WBC and NLR was assessed.The trend of WBC and NLR was also assessed post PCD.RESULTS One hundred fifty-five patients[median age 40±13.6(SD),64.5%males,53.5%severe AP]were included in the final analysis.PCD was done for acute necrotic collection in 99(63.8%)patients and walled-off necrosis in 56(36.1%)patients.Median pain to PCD interval was 24±69.89 d.PCD was successful in 109 patients(group 1)and 46 patients(group 2)who failed to respond.There was no significant difference in the baseline characteristics between the two groups except the severity of AP and frequency of organ failure.Both WBC and NLR showed an overall decreasing trend.There was a significant difference between WBC-0 and WBC-1(P=0.0001).WBC-1 and NLR-1 were significantly different between the two groups(P=0.048 and 0.003,respectively).The area under the curve of WBC-1 and NLR-1 for predicting the success of PCD was 0.602 and 0.682,respectively.At a cut-off value of 9.87 for NLR-1,the sensitivity and specificity for predicting the success of PCD were calculated to be 75%and 65.4%respectively.CONCLUSION WBC and NLR can be used as simple tests for predicting response to PCD in patients with acute necrotizing pancreatitis. 展开更多
关键词 Acute pancreatitis Percutaneous catheter drainage White blood cell neutrophil-lymphocyte ratio Necrotic collection
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Neutrophil-Lymphocyte Ratio as a Prognostic Factor in Incurable Stage IV Colorectal Cancer 被引量:1
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作者 Shinya Munakata Kiichi Sugimoto +7 位作者 Kumpei Honjo Masaya Kawai Shingo Kawano Hirohiko Kamiyama Masakazu Ouchi Makoto Takahashi Yuichi Tomiki Kazuhiro Sakamoto 《Open Journal of Gastroenterology》 2018年第2期45-56,共12页
Objectives: Our aim is investigating the predictive potential of these available and convenient laboratory dates in stage IV colorectal cancer (CRC) patients. Methods: We identified the cases of 114 consecutive patien... Objectives: Our aim is investigating the predictive potential of these available and convenient laboratory dates in stage IV colorectal cancer (CRC) patients. Methods: We identified the cases of 114 consecutive patients who underwent the surgery at our Hospital between January 2006 and December 2012 by using the multivariate analysis, the Cox proportional-hazard regression model. Results: Multivariate analysis for the predictors of survival showed metastatic lesion resection [hazard ratio (HR) = 3.2, 95% confidence interval (CI) 1.6 - 6.6;p = 0.007] and only primary lesion resection (HR = 1.9, 95% CI 1.1 - 4.0;p = 0.045) remained independently significant prognostic factors. Therefore, we divided in 3 groups, 1) metastatic lesion resection group with primary lesion resection (n = 52 in the Met/Prim lesion group), 2) primary lesion resection without metastatic lesion resection (n = 38 in the Primary lesion group) and 3) palliative operation (n = 24 in the Palliative group). Age was the only independent risk factor in the Met/Prim lesion group. In the Primary lesion group, Neutrophil lymphocyte ratio (NLR) > 5, elevated Alanine aminotransferase and patients without chemotherapy were correlated with poor survival. In the Palliative group, NLR > 5 and patients who could not be treated with chemotherapy remained independent predictors of worse survival. Conclusions: NLR is not only simple and convenient for classification of patients, but also one of the important predictors of mortality for stage IV incurable CRC patients. 展开更多
关键词 COLORECTAL Cancer neutrophil-lymphocyte ratio Surgery Prognosis METASTASIS
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Neutrophil-lymphocyte ratio in the management and prediction of outcomes in renal cell carcinoma 被引量:1
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作者 Tuck Y Yong Kareeann SF Khow 《World Journal of Clinical Urology》 2018年第1期1-6,共6页
Renal cell carcinoma(RCC) is one of the ten most common malignancies.The prognosis of RCC is poor when the disease is in advanced stages,with five-year survival of less than 10%.However current assessment approaches a... Renal cell carcinoma(RCC) is one of the ten most common malignancies.The prognosis of RCC is poor when the disease is in advanced stages,with five-year survival of less than 10%.However current assessment approaches are limited in their ability to prognosticate and guide therapeutic decision-making.Cellular-mediated inflammatory response is increasingly being recognised to have an important role in carcinogenesis of RCC.Various inflammatory markers have been found to identify patients with RCC at high risk of recurrence and predict survival.Neutrophil-lymphocyte ratio(NLR) is a simple and inexpensive inflammatory marker that has been shown to be of value in the assessment of patients with RCC.An elevated pretreatment NLR has been found to be associated with reduced overall survival,recurrence-free survival and progress-free survival and risk of recurrence in localized RCC.In addition,lower pretreatment NLR has been demonstrated to be associated with better clinical response to systemic therapy including vascular endothelial growth factor inhibitors,among patients with metastatic RCC.However,NLR has not been found to differentiate whether small renal masses of less than 40 mm are benign or malignant.Further research is needed to determine the cut-offs for NLR to predict different clinical outcomes and how post-treatment NLR can be used.In addition,more work is also needed to evaluate combining NLR with other biomarkers in a model to predict patients' clinical outcome or response to treatment for RCC. 展开更多
关键词 neutrophil-lymphocyte ratio PROGNOSIS RENAL cell carcinoma SURVIVAL
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Neutrophil-lymphocyte ratio in pregnancy-associated maternal complications: A review
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作者 Monalisa Biswas Vijetha Shenoy Belle +1 位作者 Nihaal Maripini Krishnananda Prabhu 《Asian pacific Journal of Reproduction》 2021年第6期252-261,共10页
Pregnancy associated diseases/disorders are associated with significant maternal and neonatal morbidities and mortalities.Devising/validating cost effective and easily accessible predictive,diagnostic and risk stratif... Pregnancy associated diseases/disorders are associated with significant maternal and neonatal morbidities and mortalities.Devising/validating cost effective and easily accessible predictive,diagnostic and risk stratification markers are critical to the management and improved outcome in these diseases.Inflammation forms the backbone of most of the routinely encountered maternal complications of pregnancy.Hematological markers can be considered as a direct reflection of the systemic inflammatory milieu.Recently,the neutrophil lymphocyte ratio has been explored for its potential to assess the severity of inflammation and thus the severity of the underlying disorder.The neutrophil-lymphocyte ratio has gained scientific attention as a potential prognostic/predictive marker of acute as well as chronic inflammatory diseases including gynecological and reproductive disorders.This present study reviews the mechanistic role of neutrophils and lymphocytes in fueling or propagating the inflammatory cascades in the three most common maternal complications of pregnancy and the evidence of clinical importance of the neutrophil to lymphocyte ratio in predicting,diagnosing,and prognosticating pregnancy-associated complications. 展开更多
关键词 neutrophil-lymphocyte ratio PREGNANCY PREECLAMPSIA Gestational diabetes mellitus Ectopic pregnancy INFLAMMATION
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Significance of preoperative peripheral blood neutrophil-lymphocyte ratio in predicting postoperative survival in patients with multiple myeloma bone disease
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作者 Zi-Yu Xu Xing-Chen Yao +1 位作者 Xiang-Jun Shi Xin-Ru Du 《World Journal of Clinical Cases》 SCIE 2022年第14期4380-4394,共15页
BACKGROUND The neutrophil-lymphocyte ratio(NLR)is often used to predict a poor prognosis in patients with tumors.This study investigated the preoperative peripheral blood NLR in predicting postoperative survival(POS)i... BACKGROUND The neutrophil-lymphocyte ratio(NLR)is often used to predict a poor prognosis in patients with tumors.This study investigated the preoperative peripheral blood NLR in predicting postoperative survival(POS)in patients with multiple myeloma bone disease(MMBD).AIM To evaluate whether NLR can be used to predict the prognosis of MMBD patients after surgery.METHODS The clinical data of 82 MMBD patients who underwent surgical treatments in Beijing Chao-yang Hospital were collected.The NLR was obtained from the absolute number of neutrophils and lymphocytes,calculated by the number of neutrophils and divided by the number of lymphocytes.The peripheral blood lymphocyte percentage was used as the major marker to analyze the change in characteristics of the immune statuses of multiple myeloma patients.RESULTS The NLR cut-off values of NLR≥3 patients and NLR≥4 patients were significantly correlated with POS.The 3-and 5-year cumulative survival rates of the high NLR group(NLR≥3 patients)were 19.1%and 0.0%,respectively,which were lower than those of the low NLR group(NLR<3 patients)(67.2%and 48.3%)(P=0.000).In the high NLR group,POS(14.86±14.28)was significantly shorter than that in the low NLR group(32.68±21.76).Univariate analysis showed that the lymphocyte percentage 1 wk after the operation(19.33±9.08)was significantly lower than that before the operation(25.72±11.02).Survival analysis showed that postoperative chemotherapy,preoperative performance status and preoperative peripheral blood NLR≥3 were independent risk factors for POS.CONCLUSION The preoperative peripheral blood NLR can predict POS in MMBD patients.MMBD patients with a high preoperative NLR(NLR≥3)showed poor prognosis. 展开更多
关键词 Multiple myeloma bone disease neutrophil-lymphocyte ratio Lymphocyte percentage Postoperative survival
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脓毒症患者外周血细胞因子,PCT和NLR表达水平及与临床预后价值研究
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作者 李蕊 杨柳 +1 位作者 周磊 刘家云 《现代检验医学杂志》 CAS 2024年第1期67-72,89,共7页
目的探讨细胞因子、降钙素原(procalcitonin,PCT)及中性粒细胞-淋巴细胞比值(neutrophil-lymphocyte ratio,NLR)在脓毒症患者早期诊断及预后评价中的价值。方法选取空军军医大学第一附属医院2020年1月~2023年1月收治的98例脓毒症患者作... 目的探讨细胞因子、降钙素原(procalcitonin,PCT)及中性粒细胞-淋巴细胞比值(neutrophil-lymphocyte ratio,NLR)在脓毒症患者早期诊断及预后评价中的价值。方法选取空军军医大学第一附属医院2020年1月~2023年1月收治的98例脓毒症患者作为研究对象,其中脓毒症休克组16例和非休克组82例;另根据患者28天的生存情况,将其分为生存组(n=82)和死亡组(n=16);选取同期95例非脓毒症感染者作为对照组。采集患者入院24h内的外周静脉血,检测白细胞介素(interleukin,IL)-1β,IL-2,IL-4,IL-5,IL-6,IL-8,IL-10,IL-12p70,IL-17,肿瘤坏死因子(tumor necrosis factor,TNF)-α,干扰素(interferon,IFN)-γ,IFN-α,PCT和NLR的表达水平。应用受试者工作特征(receiver operator characteristic,ROC)曲线分析各炎性指标对脓毒症患者诊断及不良预后的预测价值。结果(1)脓毒症组除IL-1β和IFN-γ外,其余炎性指标均高于非脓毒症感染组,差异具有统计学意义(Z=0.43~30.54,均P<0.05)。其中IL-8,NLR,PCT和IL-17预测脓毒症的能力较强,曲线下面积(area under curve,AUC)分别为0.78(95%CI:0.71~0.84),0.81(95%CI:0.75~0.87),0.83(95%CI:0.78~0.88),0.86(95%CI:0.81~0.92),联合检测四种指标AUC可达到0.90(95%CI:0.85~0.93),能有效提高诊断效能;(2)脓毒症血培养阳性组和阴性组的细胞因子,PCT和NLR表达水平差异均无统计学意义(P>0.05),提示这些炎性指标不受血培养检测结果影响;(3)脓毒症休克组IL-6[122.10(10.77~10000.00)ng/L]表达水平明显高于非休克组[25.56(1.02~9096.74)ng/L],差异具有统计学意义(Z=74.55,P=0.01),AUC为0.73(95%CI 0.59~0.87);死亡组IL-10[10.69(1.12~1338.00)ng/L],IL-2[12.52(0.86~280.42)ng/L]和IL-5[9.55(0.93~259.57)ng/L]的表达水平均高于生存组[2.55(0.34~695.13)ng/L,4.46(0.13~625.43)ng/L,2.75(0.01~117.88)ng/L],差异具有统计学意义(Z=3.64,6.37,4.74,均P<0.05),三者预测脓毒症预后的AUC分别为0.69(95%CI:(0.53~0.85),0.71(95%CI:0.56~0.85),0.72(95%CI:0.58~0.87)。结论IL-8,NLR,PCT和IL-17联合检测有助于脓毒症的早期鉴别诊断,IL-6表达水平的升高可以有效预警脓毒症休克的发生,IL-10,IL-2和IL-5的高表达则对脓毒症患者死亡具有较好的预测价值。 展开更多
关键词 脓毒症 细胞因子 降钙素原 中性粒细胞-淋巴细胞比值
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单独和联合NLR、TyG指数检测对COVID-19严重程度的预测价值
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作者 丁石婧 张美荣 +1 位作者 刘敏 兰丽珍 《标记免疫分析与临床》 CAS 2024年第1期81-87,共7页
目的 探讨中性粒细胞与淋巴细胞比值(NLR)联合三酰甘油-葡萄糖指数(TyG指数)与新冠病毒感染(COVID-19)组(n=56)和重度病例组(n=31),比较两组患者的一般情况、慢性病情况、血常规指标、生化指标、NLR和TyG指数。根据NLR和TyG指数的中位... 目的 探讨中性粒细胞与淋巴细胞比值(NLR)联合三酰甘油-葡萄糖指数(TyG指数)与新冠病毒感染(COVID-19)组(n=56)和重度病例组(n=31),比较两组患者的一般情况、慢性病情况、血常规指标、生化指标、NLR和TyG指数。根据NLR和TyG指数的中位数分组后,比较各组之间的结局、呼吸支持方式和病情严重程度。通过Logistics回归探索影响COVID-19严重程度的危险因素。通过受试者工作特征曲线分析NLR、TyG指数和二者联合后预测COVID-19进展为重度的价值。结果 重度病例组的NLR和TyG指数明显高于轻度病例组(NLR:P<0.001,TyG:P=0.028)。根据NLR和TyG指数中位数将研究对象分为4组后,高NLR,高TyG组的COVID-19患者病情更加严重(P<0.001),更容易使用呼吸机辅助呼吸(P=0.037)。在调整多种混杂因素之后,NLR仍是影响COVID-19严重程度的独立影响因素(P=0.001,OR=1.164,95%CI 1.066~1.271)。NLR和TyG指数预测新冠感染严重程度的曲线下面积(AUC)分别为0.759和0.643,两者联合预测的AUC高于单独预测(AUC=0.777)。结论 NLR、TyG指数与新冠感染严重程度关系密切,有望作为发展至重度病例的预测因子,两者联合后的预测价值更高,可能有助于早期制定个体化的治疗方案。 展开更多
关键词 新型冠状病感染 中性粒细胞-淋巴细胞比值 三酰甘油-葡萄糖指数
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老年急性脑梗死患者血清NLR、hs-CRP、CHI3L1水平与卒中相关性肺炎的关联性研究
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作者 于百洋 徐武 《中国临床新医学》 2024年第1期59-64,共6页
目的分析老年急性脑梗死(ACI)患者血清中性粒细胞/淋巴细胞比值(NLR)、超敏C反应蛋白(hs-CRP)、几丁质酶3样蛋白1(CHI3L1)水平与卒中相关性肺炎(SAP)的关联性。方法招募2020年8月至2022年3月泰兴市人民医院收治的487例老年ACI患者,根据... 目的分析老年急性脑梗死(ACI)患者血清中性粒细胞/淋巴细胞比值(NLR)、超敏C反应蛋白(hs-CRP)、几丁质酶3样蛋白1(CHI3L1)水平与卒中相关性肺炎(SAP)的关联性。方法招募2020年8月至2022年3月泰兴市人民医院收治的487例老年ACI患者,根据SAP发生情况将其分为SAP组(n=139)和非SAP组(n=348)。比较两组临床资料,采用多因素logistic回归分析探讨影响ACI患者发生SAP的因素。通过受试者工作特征(ROC)曲线评估血清NLR、hs-CRP、CHI3L1水平预测ACI患者发生SAP的效能。结果多因素logistic回归分析结果显示,较高水平的基线美国国立卫生研究院卒中量表(NIHSS)评分、NLR、hs-CRP、CHI3L1和发生吞咽困难是促进ACI患者发生SAP的独立危险因素(P<0.05),较高的基线舒张压(DBP)是抑制ACI患者发生SAP的保护因素(P<0.05)。ROC曲线分析结果显示,血清NLR、hs-CRP、CHI3L1水平均可有效预测ACI患者发生SAP(P<0.05),且三指标联合检测可进一步提高预测效能[AUC(95%CI)=0.825(0.783~0.868),P<0.001],灵敏度和特异度分别为77.04%、78.28%。结论血清NLR、hs-CRP和CHI3L1水平升高均是老年ACI患者发生SAP的独立影响因素,且三者联合检测具有更高的预测价值。 展开更多
关键词 急性脑梗死 卒中相关性肺炎 中性粒细胞/淋巴细胞比值 超敏C反应蛋白 几丁质酶3样蛋白1
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早期NLR、PLR、N/LP及其联合其他因素在预测重度创伤性颅脑损伤早期预后的研究 被引量:2
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作者 张健 张永惠 +3 位作者 曲成斌 杨傲然 胡耀峰 洪杨 《转化医学杂志》 2023年第1期35-39,14,共6页
目的探讨人外周血早期中性粒细胞-淋巴细胞比值(neutrophil to lymphocyte ratio,NLR)、血小板-淋巴细胞比值(platelet to lymphocyte ratio,PLR)和中性粒细胞-淋巴细胞和血小板比值(neutrophils to lymphocytes and platelets ratio,N/... 目的探讨人外周血早期中性粒细胞-淋巴细胞比值(neutrophil to lymphocyte ratio,NLR)、血小板-淋巴细胞比值(platelet to lymphocyte ratio,PLR)和中性粒细胞-淋巴细胞和血小板比值(neutrophils to lymphocytes and platelets ratio,N/LP)在重度创伤性颅脑损伤(severe traumatic brain injury,sTBI)患者早期结果中的预测价值。方法回顾性分析2014年6月-2016年12月中国医科大学第七临床学院神经外科收治的95例sTBI患者的临床资料。比较预后良好组(n=36)和预后不良组(n=59)患者的早期NLR、PLR和N/LP差异,分析影响预后相关危险因素并绘制森林图,采用多因素logsitic回归确定独立危险因素并构建临床预测模型;绘制出受试者工作特征曲线(receiver operating characteristic curve,ROC),分析并比较NLR、PLR和N/LP单独或联合其他指标构建出的不同临床预测模型的差异。结果sTBI预后良好组和预后不良组早期NLR、PLR和N/LP比较,差异均有统计学意义(P<0.05);多因素logsitic回归分析提示,年龄、入院格拉斯哥昏迷评分(Glasgow coma scale,GCS)、NLR、PLR和N/LP是影响sTBI患者早期结果的独立危险因素,差异有统计学意义(P<0.05)。根据多因素logstic回归分析构建出19个临床预后预测模型,其中NLR+PLR+N/LP及其联合指标(年龄和GCS)模型曲线下面积(area under curve,AUC)均高于同组其他模型,分别为0.912、0.935、0.933和0.954;Age+GCS+NLR+PLR+N/LP预测模型在所有组别中AUC最大,表明该模型预测患者预后的价值最高。结论NLR、PLR和N/LP的升高与sTBI不良预后相关;早期NLR、PLR及N/LP联合年龄和GCS评分在sTBI早期结果预测中具有重要价值。 展开更多
关键词 创伤性颅脑损伤 中性粒细胞-淋巴细胞比值 血小板-淋巴细胞比值 中性粒细胞-淋巴细胞和血小板比值 预测因素 预后
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卫气营血辨证结合中性粒细胞/淋巴细胞比值(NLR)与脓毒症病原学的关系研究 被引量:1
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作者 张国鹏 程序 +4 位作者 赵梦竹 刘梦华 魏琼 张冬梅 梁腾霄 《中国中医急症》 2023年第8期1332-1335,共4页
目的探讨中医卫气营血辨证结合中性粒细胞/淋巴细胞比值(NLR)与脓毒症患者病原学的相关性。方法采用回顾性病例对照研究,选取2019年1月至2022年5月北京王府中西医结合医院急诊科收治的脓毒症住院患者180例,根据卫气营血辨证为气分证73... 目的探讨中医卫气营血辨证结合中性粒细胞/淋巴细胞比值(NLR)与脓毒症患者病原学的相关性。方法采用回顾性病例对照研究,选取2019年1月至2022年5月北京王府中西医结合医院急诊科收治的脓毒症住院患者180例,根据卫气营血辨证为气分证73例、营分证48例、血分证59例。探讨中医证型与动态演变的中性粒细胞/淋巴细胞比值(NLR)相关性,及NLR在不同病原菌感染脓毒症患者中的特异性和敏感性。收集患者基本信息和临床资料,采用SPSS 20.0软件进行统计学分析,并使用Graphpad prism8.0对分析数据进行绘图整理。结果随着脓毒症病情的进展加重,不同证型的NLR数值动态演变,血分证中NLR值显著高于其他两组(P<0.05)。且动态演变的NLR在不同病原菌感染相比较,NLR在革兰阴性菌脓毒症患者中敏感性和特异性更高(P<0.05)。结论中医卫气营血辨证结合NLR在未明确病原菌学检测结果的脓毒症中,早期预测感染病原菌类型上具有优势。本结果可指导临床合理使用抗生素及中药干预。 展开更多
关键词 脓毒症 病原学 nlr 卫气营血辨证
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术前外周血SII、NLR、PLR对宫颈癌淋巴结转移的评估价值 被引量:2
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作者 陈志军 邓雪莉 陈慧 《中国妇幼健康研究》 2023年第4期33-39,共7页
目的探讨术前外周血系统免疫炎症指数(SII)、中性粒细胞与淋巴细胞比(NLR)、血小板与淋巴细胞比(PLR)与宫颈癌淋巴结转移的相关性,分析其预测价值。方法回顾性分析我院2016年1月至2020年1月收治的191例宫颈癌患者的临床资料,根据组织病... 目的探讨术前外周血系统免疫炎症指数(SII)、中性粒细胞与淋巴细胞比(NLR)、血小板与淋巴细胞比(PLR)与宫颈癌淋巴结转移的相关性,分析其预测价值。方法回顾性分析我院2016年1月至2020年1月收治的191例宫颈癌患者的临床资料,根据组织病理学淋巴结是否转移将其分为转移组(n=31)和未转移组(n=160)。采用单因素和多因素Logistic回归分析淋巴结转移的影响因素;通过受试者工作特征(ROC)曲线分析SII、NLR和PLR预测淋巴结转移的最佳界值和效能;分析SII、NLR和PLR与临床病理特征的关系。结果单因素分析显示,肿瘤≥4cm、脉管浸润、高SII、高NLR、高PLR的患者中淋巴结转移发生率较高(χ^(2)/Z值分别为4.532、8.342、14.363、4.837、11.478,P<0.05);多因素分析显示,肿瘤≥4cm(OR=2.347,95%CI:1.645~4.272)、脉管浸润(OR=1.924,95%CI:1.724~2.236)、高SII(OR=2.458,95%CI:1.557~1.968)、高PLR(OR=1.884,95%CI:1.418~8.654)是宫颈癌患者淋巴结转移的危险因素。ROC分析显示,SII、NLR和PLR预测宫颈癌淋巴结转移的界值分别为424.57、2.45和142.51,曲线下面积(AUC)分别为0.765、0.691、0.715,且三者联合的预测价值更高(AUC=0.836)。高SII组中高龄(≥50岁)、淋巴结转移、肿瘤≥4cm、ⅡA期、脉管浸润比例较高(P<0.05);高NLR和高PLR组中淋巴结转移、肿瘤≥4cm、脉管浸润比例较高(P<0.05)。结论SII、NLR和PLR是宫颈癌淋巴结转移的预测指标,三者联合的预测价值更高;高SII和高PLR是宫颈癌淋巴结转移的危险因素,具有一定的临床指导意义。 展开更多
关键词 宫颈癌 淋巴结转移 系统免疫炎症指数 中性粒细胞与淋巴细胞比 血小板与淋巴细胞比
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外周血NLR及LMR对局部晚期鼻咽癌长期生存预后的评估价值
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作者 赵洪韬 吴伟莉 +7 位作者 金风 李媛媛 龙金华 罗秀玲 唐红 陈宇 张芒 周湾 《贵州医科大学学报》 CAS 2023年第5期561-567,573,共8页
目的探讨外周血中性粒细胞与淋巴细胞比值(NLR)、淋巴细胞与单核细胞比值(LMR)对局部晚期鼻咽癌(NPC)患者预后评估的临床意义。方法回顾性分析200例完成诱导化疗联合同步放化疗治疗的局部晚期鼻咽癌患者(Ⅲ-Ⅳa期)的临床病理资料及随访... 目的探讨外周血中性粒细胞与淋巴细胞比值(NLR)、淋巴细胞与单核细胞比值(LMR)对局部晚期鼻咽癌(NPC)患者预后评估的临床意义。方法回顾性分析200例完成诱导化疗联合同步放化疗治疗的局部晚期鼻咽癌患者(Ⅲ-Ⅳa期)的临床病理资料及随访记录,收集患者行诱导化疗前的NLR、LMR,绘制受试者工作特征(ROC)曲线并计算曲线下面积(AUC);判定患者NLR、LMR的最佳临界值;使用Cox风险模型分析确定影响局部晚期鼻咽癌患者5年总生存率(OS)及无进展生存率(PFS)的独立危险因素;根据NLR、LMR的最佳临界值,将患者分为高风险组(NLR≥3.81且LMR<2.03)30例、中风险组(NLR<3.81且LMR<2.03,或NLR≥3.81且LMR≥2.03)35例及低风险组(NLR<3.81且LMR≥2.03)135例,通过Kaplan-Meier分析其对生存的影响,并对3组的T、N分期比较进行亚组分析。结果ROC曲线计算结果显示,NLR、LMR对局部晚期鼻咽癌患者5年OS率的最佳临界值分别为3.81和2.03;多因素Cox回归分析提示N分期(HR=0.425,95%CI为0.185~0.975,P<0.05)、NLR≥3.81(HR=0.117,95%CI为0.048~0.282,P<0.05)、LMR<2.03(HR=0.449,95%CI为0.212~0.952,P<0.05)是OS独立危险因素,同时N分期(HR=0.288,95%CI为0.141~0.589,P<0.05)、NLR≥3.81(HR=0.215,95%CI为0.110~0.420,P<0.05)是PFS的独立危险因素;高风险组、中风险组及低风险组患者的5年OS率分别为13.3%、68.6%、94.1%,差异具有统计学意义(χ^(2)=83.973,P<0.05),5年PFS率分别为6.7%、57.1%、84.4%,差异具有统计学意义(χ^(2)=47.286,P<0.05),3组的N分期为N3的患者数所占比率分别为低风险组35.6%、中风险组37.1%、高风险组80%,差异具有统计学分析意义(P<0.05)。结论局部晚期鼻咽癌患者治疗前外周血NLR和LMR对患者的5年OS及PFS有较好预测价值,且联合NLR和LMR预测的价值可能更大。 展开更多
关键词 局部晚期鼻咽癌 外周血 中性粒细胞与淋巴细胞比值 淋巴细胞与单核细胞比值 长期生存 预后
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乙型流感患者外周血NLR、PLR和SII的水平及其临床意义
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作者 彭素梅 孙力 +1 位作者 谢秋华 王海明 《标记免疫分析与临床》 CAS 2023年第12期2007-2011,共5页
目的探讨中性粒细胞/淋巴细胞比值(NLR)、血小板/淋巴细胞比值(PLR)、全身免疫炎症指数(SII)在乙型流感患者外周血中的水平变化及临床意义。方法选取2020年1月在上海市浦东新区公利医院门急诊就诊的有流感样症状的154例患者为研究对象,... 目的探讨中性粒细胞/淋巴细胞比值(NLR)、血小板/淋巴细胞比值(PLR)、全身免疫炎症指数(SII)在乙型流感患者外周血中的水平变化及临床意义。方法选取2020年1月在上海市浦东新区公利医院门急诊就诊的有流感样症状的154例患者为研究对象,根据乙型流感病毒抗原结果,分为阳性组74例和阴性组80例,另选取同期75例健康体检者为对照组。采集3组对象的静脉血检测血常规,计算NLR、PLR和SII;比较阳性组不同性别的血常规指标及NLR、PLR和SII的水平;采用受试者工作特征(ROC)曲线分析NLR、PLR和SII对乙型流感的预测价值。结果阳性组和阴性组NLR、PLR和SII水平显著高于对照组(H=88.48、58.61、42.16,均P<0.001)。乙型流感患者不同性别间的NLR、PLR和SII水平比较差异无统计学意义(P>0.05)。NLR,PLR和SII对乙型流感预测的ROC面积分别为0.917、0.847和0.793。NLR,PLR和SII的最佳临界值为2.46,134.41和600.45,其对应的灵敏度分别是89.2%、81.1%和68.9%;特异性分别是86.7%、84.0%和85.3%;准确度分别是87.9%、82.5%和77.2%。结论乙型流感患者外周血NLR、PLR和SII升高,NLR、PLR和SII可早期辅助诊断乙型流感。 展开更多
关键词 乙型流感 感染 中性粒细胞/淋巴细胞比值 血小板/淋巴细胞比值 全身免疫炎症指数
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外周血NLR与PLR对原发性胃癌患者生存状况的评估价值 被引量:8
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作者 陈志奇 刘朔婕 陈波 《中国生化药物杂志》 CAS 2015年第9期103-105,108,共4页
目的探讨原发性胃癌患者入院时中性粒细胞与淋巴细胞比值(neutrophil-to-lymphocyte ratio,NLR)和血小板与淋巴细胞比值(platelet-to-lymphocyte ratio,PLR)对胃癌患者生存预后的预测价值。方法分析132例原发性胃癌患者及30例健康对照... 目的探讨原发性胃癌患者入院时中性粒细胞与淋巴细胞比值(neutrophil-to-lymphocyte ratio,NLR)和血小板与淋巴细胞比值(platelet-to-lymphocyte ratio,PLR)对胃癌患者生存预后的预测价值。方法分析132例原发性胃癌患者及30例健康对照的临床资料,采用Kaplan-Meier、Log-rank检验、多元COX回归分析胃癌患者的生存状况。结果病例组NLR、PLR水平均明显高于健康对照组(t=6.67,P=0.000;t=13.23,P=0.000);年龄越高、肿瘤直径越大、临床分期越高、分化程度越差、出现淋巴结转移及未进行手术治疗NLR、PLR有升高的趋势(P<0.05);NLR与PLR呈明显的正相关关系(r=0.3164,P=0.0002);低NLR组生存时间为(57.59±2.23)月(中位生存时间为55个月),高NLR组生存时间为(35.22±3.09)月(中位生存时间为37个月),2者差异有统计学意义(χ2=6.298,P=0.0361);低PLR组生存时间为(54.09±2.66)月(中位生存时间为54个月),高PLR组生存时间为(35.22±2.75)月(中位生存时间为37个月),2者差异有统计学意义(χ2=5.879,P=0.0377)。胃癌患者总体生存期的独立影响因素有年龄、临床分期、有无淋巴结转移及NLR、PLR水平(P<0.05)。结论胃癌患者NLR、PLR显著升高,与患者的年龄、肿瘤大小、转移程度、临床分期等密切相关,并且对于患者的生存预后变差具有一定的预测价值。 展开更多
关键词 原发性胃癌 中性粒细胞与淋巴细胞比值(nlr) 血小板与淋巴细胞比值(PLR) 生存预后
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NLR和PLR与糖尿病肾脏病 被引量:9
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作者 王莹 王耀献 +2 位作者 刘玉宁 王梦迪 李维娜 《中国中西医结合肾病杂志》 2016年第10期870-873,共4页
目的:研究中性粒细胞与淋巴细胞比值(NLR)和血小板与淋巴细胞比值(PLR)与DKD患者主要实验室指标间的关系。方法:收集100例正常人和120例DKD患者的临床资料,将DKD患者根据e GFR分为早、中、晚期,NLR和PLR由全血细胞分析结果计算,进行统... 目的:研究中性粒细胞与淋巴细胞比值(NLR)和血小板与淋巴细胞比值(PLR)与DKD患者主要实验室指标间的关系。方法:收集100例正常人和120例DKD患者的临床资料,将DKD患者根据e GFR分为早、中、晚期,NLR和PLR由全血细胞分析结果计算,进行统计分析。结果:(1)与健康人相比,NLR在DKD患者中明显升高(P=0.000),且随着疾病的进展而逐渐升高(P=0.000);(2)NLR与DKD患者的年龄、收缩压、平均动脉压、血肌酐、尿素氮、24-UTP、ESR和IL-6呈正相关(P<0.01),与血红蛋白、白蛋白和e GFR呈负相关(P<0.01);PLR与DKD患者的年龄呈正相关(P<0.05),与血红蛋白和白蛋白呈负相关(PHGB<0.05,PALB<0.01);(3)逐步回归结果显示,NLR与24-UTP间的关系为y=0.874+0.237x(y为24-UTP,x为NLR,P<0.01),NLR与e GFR间关系为y=89.912-7.622x(y为e GFR,x为NLR,P<0.01)。结论:NLR作为一个廉价、易测的指标可以很好地评估DKD患者的尿蛋白和肾功能水平。 展开更多
关键词 糖尿病肾脏病 中性粒细胞与淋巴细胞比值 血小板与淋巴细胞比值
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