1.On construction of learning guidance model for undergraduates in medical schools—an empirical analysis based on PLS-SEM model
Geng NI ; Zhiyuan ZHOU ; Yuhan WANG ; Yutong QIN ; Yongjie QIN
Chinese Journal of Medical Education Research 2021;20(6):621-627
Objective:To explore the learning guidance model and its influencing factors of undergraduates in medical schools.Methods:Based on the developmental learning guidance theory, 1 117 undergraduates from two undergraduate medical universities were selected as the research objects, through questionnaire surveys to collect their knowledge learning, curriculum learning and other core variables, and balanced guidance, compound guidance and other outcome variables, using Smart PLS 3.0 to test the validity of the samples.Results:There were statistical significance in the path relationship affecting the core variables and the outcome variables of the learning guidance model, P<0.05, indicating that the influencing factors of the learning guidance model had a significantly positive effect on the learning guidance model construction. Conclusion:Constructing a "balanced-compound-special" learning guidance model suitable for undergraduates' learning activities in medical universities provides a reference for the application and promotion of learning guidance model in medical undergraduate stage.
2.Analysis of related factors for gallstones related gallbladder intraepithelial neoplasia and establishment of prediction models
Qi LI ; Jian ZHANG ; Jingbo SU ; Zhechuan JIN ; Yuhan WU ; Zhiqiang CAI ; Shubin SI ; Yuan DENG ; Dong ZHANG ; Zhimin GENG
Chinese Journal of Surgery 2021;59(4):272-278
Objective:To evaluate the related factors of gallstones related gallbladder intraepithelial neoplasia(GBIN) and establish the prediction models for gallstones related GBIN.Methods:The clinicopathological data of 750 patients who underwent cholecystectomy for gallstones at Department of Hepatobiliary Surgery of the First Affiliated Hospital of Xi′an Jiaotong University from January 2013 to December 2018 and the postoperative pathological examination showed chronic cholecystitis or GBIN were analyzed retrospectively,including 150 cases of gallstones with GBIN and 600 cases of gallstones with chronic cholecystitis.There were 264 males and 486 females with age of (51.3±14.5) years (range: 18 to 90 years).The related factors for gallstones related GBIN were screened by χ 2 test and Logistic regression model,and the prediction models were established based on independent related factors and internal validation was conducted.The original data were randomly divided into a training cohort(526 cases) and a validation cohort(224 cases) at a ratio of 7∶3,and the nomogram and tree augmented na?ve Bayes were conducted to establish the prediction model for gallstones related GBIN.The consistency index(C-index),calibration chart,area under the receiver operating characteristic curve(AUC) and confusion matrix were used to evaluate the prediction performance of the two models. Results:Univariate analysis showed that age,gallstones history(years),gallbladder size,whether the gallbladder mucosa smooth or not,whether the gallbladder wall thickened or not,gallstones diameter,and number of gallstones were related factors for the occurrence of gallstones related GBIN (χ2=19.957,8.599,9.724,9.301,8.341,15.288,9.169,all P<0.05).Multivariate analysis showed that age ( OR=2.23,95% CI:1.50-3.31, P<0.01),gallbladder size ( OR=2.11,95% CI:1.17-3.80, P=0.013),whether the gallbladder mucosa smooth or not ( OR=1.80,95% CI:1.13-2.88, P=0.014),gallstones diameter( OR=2.98,95% CI:1.71-5.21, P<0.01),and number of gallstones ( OR=2.14,95% CI:1.34-3.42, P<0.01) were independent related factors for the occurrence of gallstones related GBIN; the C-index of the nomogram in training cohort and validation cohort were 0.708 and 0.696,respectively.The AUC of the two models in training cohort were 70.60% and 70.73%,and in validation cohort were 68.14% and 67.47%,respectively.The accuracy of the two models in training cohort were 69.96% and 70.72%,and in validation cohort were 66.96% and 67.41%,respectively. Conclusion:Age,gallbladder size,whether the gallbladder mucosa smooth or not,gallstones diameter and number of gallstones are independent related factors for the occurrence of gallstones related GBIN,and the nomogram and tree augmented na?ve Bayes prediction models based on the above factors can be used to predict the occurrence of GBIN.
3.Analysis of related factors for gallstones related gallbladder intraepithelial neoplasia and establishment of prediction models
Qi LI ; Jian ZHANG ; Jingbo SU ; Zhechuan JIN ; Yuhan WU ; Zhiqiang CAI ; Shubin SI ; Yuan DENG ; Dong ZHANG ; Zhimin GENG
Chinese Journal of Surgery 2021;59(4):272-278
Objective:To evaluate the related factors of gallstones related gallbladder intraepithelial neoplasia(GBIN) and establish the prediction models for gallstones related GBIN.Methods:The clinicopathological data of 750 patients who underwent cholecystectomy for gallstones at Department of Hepatobiliary Surgery of the First Affiliated Hospital of Xi′an Jiaotong University from January 2013 to December 2018 and the postoperative pathological examination showed chronic cholecystitis or GBIN were analyzed retrospectively,including 150 cases of gallstones with GBIN and 600 cases of gallstones with chronic cholecystitis.There were 264 males and 486 females with age of (51.3±14.5) years (range: 18 to 90 years).The related factors for gallstones related GBIN were screened by χ 2 test and Logistic regression model,and the prediction models were established based on independent related factors and internal validation was conducted.The original data were randomly divided into a training cohort(526 cases) and a validation cohort(224 cases) at a ratio of 7∶3,and the nomogram and tree augmented na?ve Bayes were conducted to establish the prediction model for gallstones related GBIN.The consistency index(C-index),calibration chart,area under the receiver operating characteristic curve(AUC) and confusion matrix were used to evaluate the prediction performance of the two models. Results:Univariate analysis showed that age,gallstones history(years),gallbladder size,whether the gallbladder mucosa smooth or not,whether the gallbladder wall thickened or not,gallstones diameter,and number of gallstones were related factors for the occurrence of gallstones related GBIN (χ2=19.957,8.599,9.724,9.301,8.341,15.288,9.169,all P<0.05).Multivariate analysis showed that age ( OR=2.23,95% CI:1.50-3.31, P<0.01),gallbladder size ( OR=2.11,95% CI:1.17-3.80, P=0.013),whether the gallbladder mucosa smooth or not ( OR=1.80,95% CI:1.13-2.88, P=0.014),gallstones diameter( OR=2.98,95% CI:1.71-5.21, P<0.01),and number of gallstones ( OR=2.14,95% CI:1.34-3.42, P<0.01) were independent related factors for the occurrence of gallstones related GBIN; the C-index of the nomogram in training cohort and validation cohort were 0.708 and 0.696,respectively.The AUC of the two models in training cohort were 70.60% and 70.73%,and in validation cohort were 68.14% and 67.47%,respectively.The accuracy of the two models in training cohort were 69.96% and 70.72%,and in validation cohort were 66.96% and 67.41%,respectively. Conclusion:Age,gallbladder size,whether the gallbladder mucosa smooth or not,gallstones diameter and number of gallstones are independent related factors for the occurrence of gallstones related GBIN,and the nomogram and tree augmented na?ve Bayes prediction models based on the above factors can be used to predict the occurrence of GBIN.
4.Clinical characteristics and prognosis related risk factors in nonalcoholic steatosis liver cirrhosis
Lei LI ; Zheng WANG ; Xinyue LYU ; Wenjuan WANG ; Wenjing GENG ; Yuhan CHEN ; Huiguo DING
Chinese Journal of Digestion 2018;38(2):115-120
Objective To investigate the clinical features and prognosis related risk factors in nonalcoholic steatosis liver cirrhosis(NASLC).Methods From January 1st,2006 to December 31st, 2013,in a prospective cohort of 12 489 patients with liver cirrhosis set,174 patients were with NASLC and 306 patients with hepatitis B were the control.The patients were followed up every three months. The clinical data of patients were collected,including gender,age,height,body weight,blood pressure, history of hypertension,history of diabetes,family history of tumor,blood glucose level,high density lipoprotein cholesterol(HDL-C)level,low density lipoprotein cholesterol(LDL-C)level,triglyceride level,white blood cell,platelet,prothrombin time activity,total bilirubin,albumin,cholinesterase,blood urea nitrogen,creatinine,alpha-fetoprotein,abdominal ultrasound,abdominal computer tomography and endoscopy.Body mass index(BMI)and Child-Pugh scores were calculated.The differences between the two groups were analyzed in the incidence of ascites,hepatic encephalopathy,hepatorenal syndrome, esophageal varices bleeding,liver failure,hepatocellular carcinoma and mortality.Chi square test and t test were performed for statistical analysis.logistic regression analysis was used to analyze the risk factors associated with hepatocellular carcinoma in patients with NASLC.Results The proportion of female in NASLC group was higher than that in posthepatic cirrhosis group(56.0%,47/84 vs 28.7%,49/171), and the difference was statistically significant(χ2 =17.653,P<0.01).BMI,systolic pressure,diastolic pressure,level of fasting blood glucose,LDL-C,triglyceride,prothrombin time activity,albumin, cholinesterase,cases number of hypertension,diabetes and metabolic syndrome of NASLC group were all significantly higher than those of posthepatic cirrhosis group(t=6.267,4.091,5.773,2.914,1.877, 2.044,2.326,1.935 and 2.023;χ2=7.241,9.399 and 81.367;all P<0.05),however,serum levels of HDL-C,total bilirubin and creatinine were significantly lower than those of posthepatic cirrhosis group (t=6.127,8.487 and 3.261;all P < 0.05).T he three-year accumulative incidences of hepatic encephalopathy,hepatorenal syndrome and liver failure of NASLC group(8.3%,7/84;1.2%,1/84;0) were all lower than those of posthepatic cirrhosis control group(22.2%,38/171;9.9%,17/171 and 5.8%, 10/171;χ2 = 5.751,3.862 and 3.927,all P< 0.05).The three-year accumulative incidence of hepatocellular carcinoma of NASLC was 8.3%(7/84).The three-year accumulative incidence of mortality was lower than that of posthepatic cirrhosis group(2.4%,2/84 vs 13.5%,23/171;χ2 = 3.884,P=0.049).The results of logistic regression analysis showed that BMI(odds ratio(OR)= 1.469,95%confidence interval(CI)1.093 to 2.176,P=0.016)and diabetes(OR=1.734,95% CI 1.269 to 2.388, P=0.012)were independent risk factors associated with hepatocellular carcinoma in NASLC patients. Conclusions NASLC occurrs mainly in female with good liver function.BMI and diabetes are the risk factors associated with hepatocellular carcinoma in patients with NASLC.
5.Clinical efficacy of transcatheter arterial chemoembolization combined with lenvatinib and camrelizumab in the treatment of advanced hepatocellular carcinoma
Xuexian ZHANG ; Yuhan DING ; Wei LI ; Qingwei LI ; Jun ZHANG ; Dan DUAN ; Yongle LI ; Jian LONG ; Jidong YANG ; Chenglong ZHANG ; Peng WU ; Huijuan SUN ; Geng WU
Journal of Interventional Radiology 2024;33(1):57-62
Objective To evaluate the safety and efficacy of transcatheter arterial chemoembolization(TACE)combined with lenvatinib and camrelizumab in the treatment of advanced hepatocellular carcinoma(HCC).Methods The clinical data of a total of 63 patients with advanced HCC,who received TACE combined with lenvatinib and camrelizumab(triple therapy)or TACE combined with lenvatinib(dual therapy)at the Jingmen Municipal People's Hospital of China between April 2020 and December 2021,were retrospectively analyzed.Triple therapy group had 30 patients,and dual therapy group had 33 patients.The post-treatment tumor response,disease progression-free survival(PFS),overall survival(OS),and the incidence of adverse drug reactions were recorded.Results The median follow-up period of the two groups was 14 months(range of 4-26 months).Compared with the dual therapy group,in the triple therapy group the objective response rate(ORR)was remarkably higher(83.3%vs.57.6%,P=0.026),the disease control rate(DCR)was obviously higher(93.3%vs.69.7%,P=0.039),the median PFS was significantly longer(8.0 months vs.5.0 months,P<0.01),and the median OS was strikingly longer(24.0 months vs.12.0 months,P=0.004).No statistically significant difference in the incidence of adverse drug reactions existed between the two groups(P>0.05).Conclusion For the treatment of advanced HCC,TACE combined with lenvatinib and camrelizumab is clinically safe and effective.(J Intervent Radiol,2024,32:57-62)
6.Application value of different lymph node staging system in predicting prognosis of patients with intrahepatic cholangiocarcinoma
Chen CHEN ; Yuhan WU ; Qi LI ; Hong WU ; Yinghe QIU ; Tianqiang SONG ; Xianhai MAO ; Yu HE ; Zhangjun CHENG ; Wenlong ZHAI ; Jingdong LI ; Zhimin GENG ; Zhaohui TANG
Chinese Journal of Surgery 2020;58(4):295-302
Objective:To examine the value of number of metastatic lymph nodes(NMLN), lymph node ratio(LNR) and log odds of metastatic lymph nodes(LODDS) in assessing the prognosis of patients with intrahepatic cholangiocarcinoma(ICC).Methods:The clinical and pathological data of 440 ICC patients who underwent curative-intent resection in 10 of Chinese hepatobiliary surgery centers from January 2010 to December 2018 were collected, and the deadline of follow-up was April 30th, 2019. Among them, 205 were males and 235 were females, with age of (57.0±9.9) years (range:23-83 years).Eighty-five cases (19.3%) had intrahepatic bile duct stones, and 98 cases (22.3%) had chronic viral hepatitis.The Kaplan-Meier method was used for survival analysis. The univariate and multivariate analysis were implemented respectively using the Log-rank test and Cox proportional hazard model.Results:A total of 440 patients underwent curative-intent resection and lymphadenectomy.R0 resection were achieved in 424 cases (96.4%) and R1 resection were in 16 cases (3.6%). The results of postoperative pathological examination showed that high, moderate and poor differentiation was 4.2%(18/426), 60.6%(258/426) and 35.2%(150/426), respectively.Adenocarcinoma was seen in 90.2%(397/440) and non-adenocarcinoma was seen in 9.8%(43/440), respectively. T stage: 2 cases (0.5%) with Tis, 83 cases(18.9%) with T1a, 97 cases(22.0%) with T1b, 95 cases(21.6%) with T2, 122 cases (27.7%) with T3 and 41 cases(9.3%) with T4.The overall median survival time was 24.0 months, and the 1-,3-, and 5-year survival rate was 74.3%, 37.7% and 18.3%, respectively. Lymphatic metastasis occurred in 175 patients(39.8%), the median total number of TNLE( M( Q R)) was 6(5), the median number of NMLN was 0(1), the median number of LNR was 0 (0.33) and the median number of LODDS was -0.70(-0.92). Rerults of univariate analysis showed that combined stones, pathological differentiation, vascular invasion, LODDS, margin and T staging affected the prognosis (all P<0.05). Rerults of multivariate analysis showed that pathological differentiation, LODDS, margin, and T staging were independent risk factors affecting the prognosis of ICC patients (all P<0.05). Conclusion:LODDS could be used as an optimal prognostic lymph node staging index for ICC, and it is also an independent risk factor for survival after curative intent resection.
7.Analysis of the relationship between the number of lymph nodes examined and prognosis for curatively resected gallbladder carcinoma: a multi-institutional study
Rui ZHANG ; Yuhan WU ; Dong ZHANG ; Yongjie ZHANG ; Yinghe QIU ; Ning YANG ; Tianqiang SONG ; Jianying LOU ; Jiangtao LI ; Xianhai MAO ; Shengping LI ; Shubin SI ; Zhiqiang CAI ; Chen CHEN ; Zhimin GENG ; Zhaohui TANG
Chinese Journal of Surgery 2020;58(4):303-309
Objective:To examine the role of the number of lymph nodes examined(NLNE) on the prognosis of patients with curatively resected gallbladder carcinoma(GBC).Methods:The clinicopathological data and prognosis of 401 patients with GBC who underwent radical surgery from six institutions of China from January 2013 to December 2017 were analyzed retrospectively. There were 153 males(38.2%) and 248 females(61.8%), with age of (62.0±10.5) years (range: 30-88 years). Fifty-three patients(22.2%) were accompanied by jaundice. All patients underwent radical resection+regional lymphadenectomy.R0 or R1 resection was confirmed by postoperative pathological examination.The different cut-off values of NLNE were determined by the X-tile software, the optimal cut-off values were identified by analyzing the relationship between different cut-off values of NLNE with survival rate. Kaplan-Meier method was used for survival analysis. Univariate and multivariate analysis were implemented respectively using the Log-rank test and Cox proportional hazard model.Results:Among the 401 patients enrolled, 135 cases (33.6%) had lymphatic metastasis, of which 98 cases were in N1 stage(24.4%) and 37 cases were in N2 stage(9.2%).A total of 2 794 NLNE were retrieved, with a median count of 6 (5).The median positive lymph nodes count was 0 (1), and the median positive lymph nodes ratio was 0 (IQR, 0-0.2). Since the 12 and 15 were determined as the cut-off values by X-tile, all patients were divided into three groups of 1-11, 12-15 and ≥16.The 3-year survival rate of the three groups was 45.2%, 74.5%, 12.0% respectively, with statistically significant difference between three groups (χ 2=10.94, P<0.01). The results of multivariate analysis showed that NLNE was an independent prognostic factor for overall survival ( P<0.05). Further analysis was performed specifically for subgroup of T stages. For T1b patients, the prognosis of the NLNE with 1-7 group was significantly better than that of the ≥8 group(χ 2=4.610, P<0.05). For T2 patients, the prognosis of the TLNE ≥7 group was significantly better than that of 1 -6 group (χ 2=4.287, P<0.05). For T3 and T4 patients, the prognosis of the TLNE with 12 - 15 group was significantly better than that of 1 -11 group (χ 2=5.007, P<0.01) and ≥16 group (χ 2=10.158, P<0.01). Conclusions:The NLNE is an independent factor affecting the prognosis of patients with GBC.For patients with stage T1b,8 lymph nodes should be retrieved; for patients with stage T2,extensive dissection of more than 6 lymph nodes can significantly improve the prognosis.For advanced patients (stages T3 and T4), extensive dissection with 12-15 lymph nodes is recommended. However, it fails to get more survival benefits by dissecting more than 16 lymph nodes.
8.A prognostic model of intrahepatic cholangiocarcinoma after curative intent resection based on Bayesian network
Chen CHEN ; Yuhan WU ; Jingwei ZHANG ; Yinghe QIU ; Hong WU ; Qi LI ; Tianqiang SONG ; Yu HE ; Xianhan MAO ; Wenlong ZHAI ; Zhangjun CHENG ; Jingdong LI ; Shubin SI ; Zhiqiang CAI ; Zhimin GENG ; Zhaohui TANG
Chinese Journal of Surgery 2021;59(4):265-271
Objective:To examine a survival prognostic model applicable for patients with intrahepatic cholangiocarcinoma (ICC) based on Bayesian network.Methods:The clinical and pathological data of ICC patients who underwent curative intent resection in ten Chinese hepatobiliary surgery centers from January 2010 to December 2018 were collected.A total of 516 patients were included in the study. There were 266 males and 250 females.The median age( M( Q R)) was 58(14) years.One hundred and sixteen cases (22.5%) with intrahepatic bile duct stones,and 143 cases (27.7%) with chronic viral hepatitis.The Kaplan-Meier method was used for survival analysis.The univariate and multivariate analysis were implemented respectively using the Log-rank test and Cox proportional hazard model.One-year survival prediction models based on tree augmented naive Bayesian (TAN) and na?ve Bayesian algorithm were established by Bayesialab software according to different variables,a nomogram model was also developed based on the independent predictors.The receiver operating characteristic curve and the area under curve (AUC) were used to evaluate the prediction effect of the models. Results:The overall median survival time was 25.0 months,and the 1-,3-and 5-year cumulative survival rates was 76.6%,37.9%,and 21.0%,respectively.Univariate analysis showed that gender,preoperative jaundice,pathological differentiation,vascular invasion,microvascular invasion,liver capsule invasion,T staging,N staging,margin,intrahepatic bile duct stones,carcinoembryonic antigen,and CA19-9 affected the prognosis(χ 2=5.858-54.974, all P<0.05).The Cox multivariate model showed that gender,pathological differentiation,liver capsule invasion, T stage,N stage,intrahepatic bile duct stones,and CA19-9 were the independent predictive factors(all P<0.05). The AUC of the TAN model based on all 19 clinicopathological factors was 74.5%,and the AUC of the TAN model based on the 12 prognostic factors derived from univariate analysis was 74.0%,the AUC of the na?ve Bayesian model based on 7 independent prognostic risk factors was 79.5%,the AUC and C-index of the nomogram survival prediction model based on 7 independent prognostic risk factors were 78.8% and 0.73,respectively. Conclusion:The Bayesian network model may provide a relatively accurate prognostic prediction for ICC patients after curative intent resection and performed superior to the nomogram model.
9.Application value of different lymph node staging system in predicting prognosis of patients with intrahepatic cholangiocarcinoma
Chen CHEN ; Yuhan WU ; Qi LI ; Hong WU ; Yinghe QIU ; Tianqiang SONG ; Xianhai MAO ; Yu HE ; Zhangjun CHENG ; Wenlong ZHAI ; Jingdong LI ; Zhimin GENG ; Zhaohui TANG
Chinese Journal of Surgery 2020;58(4):295-302
Objective:To examine the value of number of metastatic lymph nodes(NMLN), lymph node ratio(LNR) and log odds of metastatic lymph nodes(LODDS) in assessing the prognosis of patients with intrahepatic cholangiocarcinoma(ICC).Methods:The clinical and pathological data of 440 ICC patients who underwent curative-intent resection in 10 of Chinese hepatobiliary surgery centers from January 2010 to December 2018 were collected, and the deadline of follow-up was April 30th, 2019. Among them, 205 were males and 235 were females, with age of (57.0±9.9) years (range:23-83 years).Eighty-five cases (19.3%) had intrahepatic bile duct stones, and 98 cases (22.3%) had chronic viral hepatitis.The Kaplan-Meier method was used for survival analysis. The univariate and multivariate analysis were implemented respectively using the Log-rank test and Cox proportional hazard model.Results:A total of 440 patients underwent curative-intent resection and lymphadenectomy.R0 resection were achieved in 424 cases (96.4%) and R1 resection were in 16 cases (3.6%). The results of postoperative pathological examination showed that high, moderate and poor differentiation was 4.2%(18/426), 60.6%(258/426) and 35.2%(150/426), respectively.Adenocarcinoma was seen in 90.2%(397/440) and non-adenocarcinoma was seen in 9.8%(43/440), respectively. T stage: 2 cases (0.5%) with Tis, 83 cases(18.9%) with T1a, 97 cases(22.0%) with T1b, 95 cases(21.6%) with T2, 122 cases (27.7%) with T3 and 41 cases(9.3%) with T4.The overall median survival time was 24.0 months, and the 1-,3-, and 5-year survival rate was 74.3%, 37.7% and 18.3%, respectively. Lymphatic metastasis occurred in 175 patients(39.8%), the median total number of TNLE( M( Q R)) was 6(5), the median number of NMLN was 0(1), the median number of LNR was 0 (0.33) and the median number of LODDS was -0.70(-0.92). Rerults of univariate analysis showed that combined stones, pathological differentiation, vascular invasion, LODDS, margin and T staging affected the prognosis (all P<0.05). Rerults of multivariate analysis showed that pathological differentiation, LODDS, margin, and T staging were independent risk factors affecting the prognosis of ICC patients (all P<0.05). Conclusion:LODDS could be used as an optimal prognostic lymph node staging index for ICC, and it is also an independent risk factor for survival after curative intent resection.
10.Analysis of the relationship between the number of lymph nodes examined and prognosis for curatively resected gallbladder carcinoma: a multi-institutional study
Rui ZHANG ; Yuhan WU ; Dong ZHANG ; Yongjie ZHANG ; Yinghe QIU ; Ning YANG ; Tianqiang SONG ; Jianying LOU ; Jiangtao LI ; Xianhai MAO ; Shengping LI ; Shubin SI ; Zhiqiang CAI ; Chen CHEN ; Zhimin GENG ; Zhaohui TANG
Chinese Journal of Surgery 2020;58(4):303-309
Objective:To examine the role of the number of lymph nodes examined(NLNE) on the prognosis of patients with curatively resected gallbladder carcinoma(GBC).Methods:The clinicopathological data and prognosis of 401 patients with GBC who underwent radical surgery from six institutions of China from January 2013 to December 2017 were analyzed retrospectively. There were 153 males(38.2%) and 248 females(61.8%), with age of (62.0±10.5) years (range: 30-88 years). Fifty-three patients(22.2%) were accompanied by jaundice. All patients underwent radical resection+regional lymphadenectomy.R0 or R1 resection was confirmed by postoperative pathological examination.The different cut-off values of NLNE were determined by the X-tile software, the optimal cut-off values were identified by analyzing the relationship between different cut-off values of NLNE with survival rate. Kaplan-Meier method was used for survival analysis. Univariate and multivariate analysis were implemented respectively using the Log-rank test and Cox proportional hazard model.Results:Among the 401 patients enrolled, 135 cases (33.6%) had lymphatic metastasis, of which 98 cases were in N1 stage(24.4%) and 37 cases were in N2 stage(9.2%).A total of 2 794 NLNE were retrieved, with a median count of 6 (5).The median positive lymph nodes count was 0 (1), and the median positive lymph nodes ratio was 0 (IQR, 0-0.2). Since the 12 and 15 were determined as the cut-off values by X-tile, all patients were divided into three groups of 1-11, 12-15 and ≥16.The 3-year survival rate of the three groups was 45.2%, 74.5%, 12.0% respectively, with statistically significant difference between three groups (χ 2=10.94, P<0.01). The results of multivariate analysis showed that NLNE was an independent prognostic factor for overall survival ( P<0.05). Further analysis was performed specifically for subgroup of T stages. For T1b patients, the prognosis of the NLNE with 1-7 group was significantly better than that of the ≥8 group(χ 2=4.610, P<0.05). For T2 patients, the prognosis of the TLNE ≥7 group was significantly better than that of 1 -6 group (χ 2=4.287, P<0.05). For T3 and T4 patients, the prognosis of the TLNE with 12 - 15 group was significantly better than that of 1 -11 group (χ 2=5.007, P<0.01) and ≥16 group (χ 2=10.158, P<0.01). Conclusions:The NLNE is an independent factor affecting the prognosis of patients with GBC.For patients with stage T1b,8 lymph nodes should be retrieved; for patients with stage T2,extensive dissection of more than 6 lymph nodes can significantly improve the prognosis.For advanced patients (stages T3 and T4), extensive dissection with 12-15 lymph nodes is recommended. However, it fails to get more survival benefits by dissecting more than 16 lymph nodes.