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Establishment of Risk Prediction Model and Nomogram for Lymph Node Metastasis of Cervical Cancer: Based on SEER Database
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作者 Sufei Wang Shiwei Li +1 位作者 Yong Chen Ya Zhang 《Yangtze Medicine》 2023年第2期105-115,共11页
Objective: To predict the risk factors of lymph node metastasis in cervical cancer by using large sample clinical data, and to construct and verify the nomogram for predicting lymph node metastasis. Methods: A total o... Objective: To predict the risk factors of lymph node metastasis in cervical cancer by using large sample clinical data, and to construct and verify the nomogram for predicting lymph node metastasis. Methods: A total of 5940 patients with cervical cancer from 2004 to 2015 in the National Cancer Institute Surveillance Epidemiology and End Results database were retrospectively screened and randomly assigned to training group (n = 4172) and validation group (n = 1768). Multivariate Logistic regression analysis was used, and the optimal model was selected according to AIC or BIC and likelihood ratio test, and a nomogram was drawn. The accuracy and robustness of the prediction model were evaluated in three aspects: discrimination, calibration and clinical net benefit. Results: The prediction model based on race, tumor tissue differentiation degree, tumor histopathological type, distant metastasis of tumor, tumor diameter and other risk factors was successfully established and a nomogram was constructed. The AUCs of training group and validation group were: 0.736 and 0.714, respectively. And the p-values of the Hosmer-Lemeshow test were 0.28 and 0.11, respectively. The calibration curve was in good agreement with the ideal curve. It had high accuracy and applicability after internal verification. Conclusion: A prediction model is constructed based on the risk factors of lymph node metastasis of cervical cancer. The nomogram has a good effective prediction and can provide a theoretical basis for clinicians to assess the disease quickly before surgery. 展开更多
关键词 Cervical Cancer Lymph Node Metastasis seer database Logistic Regression NOMOGRAM
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Overall survival associated with surgery,radiotherapy,and chemotherapy in metastatic vulvar cancer:A retrospective cohort study based on the SEER database
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作者 Xiaolin Meng Shuaiqingying Guo +2 位作者 Xue Feng Jihui Ai Jie Yang 《Cancer Pathogenesis and Therapy》 2024年第3期195-204,共10页
Background:Large cancer registries help analyze the prognosis of rare malignancies,such as advanced vulvar cancer.This study aimed to compare the overall survival(OS)rates of patients with metastatic vulvar cancer who... Background:Large cancer registries help analyze the prognosis of rare malignancies,such as advanced vulvar cancer.This study aimed to compare the overall survival(OS)rates of patients with metastatic vulvar cancer who had undergone chemoradiotherapy and radiotherapy alone and identify prognostic factors using data from the Surveillance,Epidemiology,and End Results(SEER)registry.Methods:In this retrospective cohort study,we used the SEER database to identify patients with metastatic vulvar cancer diagnosed between 2000 and 2019.Propensity score matching was performed to balance the covariates.Kaplan–Meier curves and Cox models were used to analyze OS.Results:A total of 685 patients were included and divided into chemoradiotherapy and radiotherapy groups,and 400 patients were included after propensity score matching.The chemoradiotherapy group had higher OS in the matched cohort(hazard ratio[HR]=0.7367;95%confidence interval[CI]:0.5906–0.9190;P=0.0049)than the radiotherapy group,which was similar to that in the pre-matched cohort(P<0.0001).Patients who had undergone surgery+radiotherapy with or without chemotherapy showed higher OS rates than those who had received radiotherapy with or without chemotherapy for patients aged<75 years and local tumor excision/destruction or surgical removal of the primary site was the recommended surgical choice(P<0.05).Chemoradiotherapy is sufficient for patients 75 years of age.Conclusions:Patients with metastatic vulvar cancer should undergo surgery if they can tolerate it.Adjuvant chemoradiotherapy should be encouraged because this treatment modality was associated with higher OS than radiotherapy alone. 展开更多
关键词 Vulvar cancer METASTATIC Surveillance Epidemiology and End Results (seer)database Overall survival RADIOTHERAPY
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Prognostic Factors of Liver Transplantation for Hepatocellular Carcinoma: A Surveillance, Epidemiology, and End Results (SEER) Database Analysis
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作者 Jun-bo LI Yuan-yuan ZHAO +4 位作者 Chen DAI Dong CHEN Lai WEI Bo YANG Zhi-shui CHEN 《Current Medical Science》 SCIE CAS 2023年第2期329-335,共7页
Objective We aimed to identify new,more accurate risk factors of liver transplantation for liver cancer through using the Surveillance,Epidemiology,and End Results(SEER)database.Methods Using the SEER database,we iden... Objective We aimed to identify new,more accurate risk factors of liver transplantation for liver cancer through using the Surveillance,Epidemiology,and End Results(SEER)database.Methods Using the SEER database,we identified patients that had undergone surgical resection for non-metastatic hepatocellular carcinoma(HCC)and subsequent liver transplantation between 2010 and 2017.Overall survival(OS)was estimated using Kaplan-Meier plotter.Cox proportional hazards regression modelling was used to identify factors independently associated with recurrent disease[presented as adjusted hazard ratios(HR)with 95%CIs].Results Totally,1530 eligible patients were included in the analysis.There were significant differences in ethnicity(P=0.04),cancer stage(P<0.001),vascular invasion(P<0.001)and gall bladder involvement(P<0.001)between the groups that survived,died due to cancer,or died due to other causes.In the Cox regression model,there were no significant differences in OS at 5 years with different operative strategies(autotransplantation versus allotransplantation),nor at survival at 1 year with neoadjuvant radiotherapy.However,neoadjuvant radiotherapy did appear to improve survival at both 3 years(HR:0.540,95%CI:0.326–0.896,P=0.017)and 5 years(HR:0.338,95%CI:0.153–0.747,P=0.007)from diagnosis.Conclusion This study demonstrated differences in patient characteristics between prognostic groups after liver resection and transplantation for HCC.These criteria can be used to inform patient selection and consent in this setting.Preoperative radiotherapy may improve long-term survival post-transplantation. 展开更多
关键词 database analysis cohort study liver transplantation organ transplantation hepatocellular carcinoma seer database
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Nomogram model predicting the overall survival for patients with primary gastric mucosa-associated lymphoid tissue lymphoma
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作者 Dan Wang Xin-Lin Shi +1 位作者 Wei Xu Rui-Hua Shi 《World Journal of Gastrointestinal Oncology》 SCIE 2023年第3期533-545,共13页
BACKGROUND Increasingly extranodal marginal B-cell lymphoma of mucosa-associated lymphoid tissue,known as mucosa-associated lymphoid tissue(MALT)lymphoma,is a type of non-Hodgkin’s lymphoma.The prognosis of primary g... BACKGROUND Increasingly extranodal marginal B-cell lymphoma of mucosa-associated lymphoid tissue,known as mucosa-associated lymphoid tissue(MALT)lymphoma,is a type of non-Hodgkin’s lymphoma.The prognosis of primary gastric MALT(GML)patients can be affected by many factors.Clinical risk factors,including age,type of therapy,sex,stage and family hematologic malignancy history,also have significant effects on the development of the disease.The available data are mainly focused on epidemiology;in contrast,few studies have investigated the prognostic variables for overall survival(OS)in patients with primary GML.Based on the realities above,we searched a large amount of data on patients diagnosed with primary GML in the Surveillance,Epidemiology and End Results(SEER)database.The aim was to develop and verify a survival nomogram model that can predict the overall survival prognosis of primary GML by com-bining prognostic and determinant variables.AIM To create an effective survival nomogram for patients with primary gastric GML.METHODS All data of patients with primary GML from 2004 to 2015 were collected from the SEER database.The primary endpoint was OS.Based on the LASSO and COX regression,we created and further verified the accuracy and effectiveness of the survival nomogram model by the concordance index(C-index),calibration curve and timedependent receiver operating characteristic(td-ROC)curves.RESULTS A total of 2604 patients diagnosed with primary GML were selected for this study.A total of 1823 and 781 people were randomly distributed into the training and testing sets at a ratio of 7:3.The median follow-up of all patients was 71 mo,and the 3-and 5-year OS rates were 87.2%and 79.8%,respectively.Age,sex,race,Ann Arbor stage and radiation were independent risk factors for OS of primary GML(all P<0.05).The C-index values of the nomogram were 0.751(95%CI:0.729-0.773)and 0.718(95%CI:0.680-0.757)in the training and testing cohorts,respectively,showing the good discrimination ability of the nomogram model.Td-ROC curves and calibration plots also indicated satisfactory predictive power and good agreement of the model.Overall,the nomogram shows favorable performance in discriminating and predicting the OS of patients with primary GML.CONCLUSION A nomogram was developed and validated to have good survival predictive performance based on five clinical independent risk factors for OS for patients with primary GML.Nomograms are a low-cost and convenient clinical tool in assessing individualized prognosis and treatment for patients with primary GML. 展开更多
关键词 Primary gastric mucosa-associated lymphoid tissue lymphoma NOMOGRAM PROGNOSIS Overall survival seer database
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Clinical characteristics and treatment outcomes of Chinese diffuse large B-cell lymphoma patients in the era of rituximab(2005–2018) 被引量:3
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作者 Yuankai Shi Haizhu Chen +17 位作者 Yan Qin Jianliang Yang Peng Liu Xiaohui He Shengyu Zhou Liqiang Zhou Changgong Zhang Yongwen Song Yueping Liu Lin Gui Shulian Wang Jing Jin Hui Fang Shunan Qi Ning Li Yu Tang Xin Wang Sheng Yang 《Cancer Pathogenesis and Therapy》 2023年第1期3-11,共9页
Background Rituximab combined with cyclophosphamide,doxorubicin hydrochloride,vincristine,and prednisone(R-CHOP)regimen has improved the survival of diffuse large B-cell lymphoma(DLBCL)patients worldwide,compared with... Background Rituximab combined with cyclophosphamide,doxorubicin hydrochloride,vincristine,and prednisone(R-CHOP)regimen has improved the survival of diffuse large B-cell lymphoma(DLBCL)patients worldwide,compared with CHOP alone.Several limitations were seen in previous studies of Chinese DLBCL patients treated with R-CHOP or R-CHOP-like regimens.This study aimed to investigate the clinical characteristics and treatment outcomes of Chinese DLBCL patients treated with the standard first-line treatment.Methods Clinical data were collected from DLBCL patients who received frontline R-CHOP or R-CHOP-like regimens at the Cancer Hospital Chinese Academy of Medical Sciences&Peking Union Medical College(CHCAMS)between January 1,2005,and December 31,2018.The treatment outcomes were compared with those of patients diagnosed with DLBCL between 2004 and 2017 and who received immunochemotherapy from the United States Surveillance,Epidemiology,and End Results(SEER)database.Survival rates were estimated using the Kaplan-Meier method and compared using the log-rank test.Multivariate analysis of progression-free survival(PFS)and overall survival(OS)was performed using Cox proportional hazard regression.Results Overall,1084 patients from the CHCAMS and 4013 patients from the SEER database were included in the study.As of April 30,2022,the median follow-up period for the CHCAMS group was 87.3(range:0.5-195.4)months.For the CHCAMS group,the 5-year PFS and OS rates were 61.7%(95%confidence interval[CI]:58.8-64.7%)and 70.6%(95%CI:67.8-73.4%),respectively.For the SEER group,the 5-year OS rate was 66.5%(95%CI:65.0-68.0%),which was inferior to that of the CHCAMS group(P<0.001).After adjusting for clinical factors and treatment,no significant difference was observed in the OS between the CHCAMS and SEER groups(P=0.867).In the CHCAMS group,multivariate analysis showed that an Eastern Cooperative Oncology Group performance status score≥2,presence of B symptoms,Ann Arbor stage III-IV,elevated serumβ2-microglobulin levels,and bulky mass were independent adverse prognostic factors affecting PFS and OS(P<0.05).Additionally,patients aged over 60 years,elevated lactate dehydrogenase levels,and more than two extranodal sites were independent adverse prognostic factors for OS(P<0.05).Local radiotherapy was significantly associated with better PFS(P<0.001)and OS(P=0.001).Conclusion After adjusting for clinical and treatment-related factors,no significant difference was observed in the 5-year OS rate between Chinese DLBCL patients treated with standard first-line treatment and those from the SEER database. 展开更多
关键词 Diffuse large B-Cell lymphoma TREATMENT PROGNOSIS seer database
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The value of the lymph node ratio and total number of lymph nodes examined for resected pancreatic signet ring cell carcinoma:a retrospective cohort study
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作者 Chao Ren Feng Xue +1 位作者 Yinying Wu Zheng Wang 《Journal of Pancreatology》 2022年第2期87-95,共9页
Background:Pancreatic signet ring cell carcinoma(SRCC)is an exceedingly rare histological subtype of pancreatic cancer.Previous studies have focused on the trends of incidence and independent predictors of pancreatic ... Background:Pancreatic signet ring cell carcinoma(SRCC)is an exceedingly rare histological subtype of pancreatic cancer.Previous studies have focused on the trends of incidence and independent predictors of pancreatic SRCC.Our objectives of the study were to analyze the prognostic value of the lymph node ratio(LNR)and to explore the minimal number of lymph nodes examined to accurately evaluate the N stage in resected pancreatic SRCC.Method:We analyzed 120 patients diagnosed from January 1,1990,to December 31,2016,constituted the study cohort from the Surveillance,Epidemiology,and End Results(SEER)registry.We calculated the overall survival(OS)of these patients by using a Kaplan–Meier analysis.The Kaplan–Meier analysis was used to analyze the influence of various factors on the prognosis of patients in the univariate analysis.The multivariate Cox analysis were applied to find independent prognostic factors of patients with pancreatic SRCC.Receiver-operating characteristic curve(ROC)analysis to investigate the discriminatory ability of the total number of lymph nodes examined(TNLE)relative to whether lymph node metastasis was present.Results:The median number of lymph nodes examined among 120 patients with resected pancreatic SRCC was 14(interquartile range:6.25–20.0).According to the univariate analysis of OS,age,grade,chemotherapy,LNR,and TNLE were significantly different(P<.05).We demonstrated the prognostic benefit of chemotherapy in resected pancreatic SRCC,whereas radiotherapy was not associated with improved survival.The multivariate survival analysis showed that LNR and grade were independent prognostic indicators after pancreatic SRCC resection for OS.TNLE≥8 showed the highest discriminatory power for evaluating lymph node metastasis(Area under curve(AUC):0.656,95%confidence interval:0.564–0.741,Youden index:0.2533,sensitivity:78.67%,specificity:46.67%,P=.003).Conclusion:Our study indicated that the LNR was a valuable independent prognostic factor for resected pancreatic SRCC.Regional lymphadenectomy of at least 8 lymph nodes was necessary to accurately stage patients.An adequate number of lymph nodes examined are necessary for clinicians to accurately predict the significance of the LNR in resected pancreatic SRCC. 展开更多
关键词 Independent factor Lymph node ratio Pancreatic signet ring cell carcinoma seer database Total number of lymph nodes examined
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