1. The survival prediction model of advanced gallbladder cancer based on Bayesian network: a multi-institutional study
Zhaohui TANG ; Zhimin GENG ; Chen CHEN ; Shubin SI ; Zhiqiang CAI ; Tianqiang SONG ; Peng GONG ; Li JIANG ; Yinghe QIU ; Yu HE ; Wenlong ZHAI ; Shengping LI ; Yingcai ZHANG ; Yang YANG
Chinese Journal of Surgery 2018;56(5):342-349
Objective:
To investigate the clinical value of Bayesian network in predicting survival of patients with advanced gallbladder cancer(GBC)who underwent curative intent surgery.
Methods:
The clinical data of patients with advanced GBC who underwent curative intent surgery in 9 institutions from January 2010 to December 2015 were analyzed retrospectively.A median survival time model based on a tree augmented naïve Bayes algorithm was established by Bayesia Lab software.The survival time, number of metastatic lymph nodes(NMLN), T stage, pathological grade, margin, jaundice, liver invasion, age, sex and tumor morphology were included in this model.Confusion matrix, the receiver operating characteristic curve and area under the curve were used to evaluate the accuracy of the model.A priori statistical analysis of these 10 variables and a posterior analysis(survival time as the target variable, the remaining factors as the attribute variables)was performed.The importance rankings of each variable was calculated with the polymorphic Birnbaum importance calculation based on the posterior analysis results.The survival probability forecast table was constructed based on the top 4 prognosis factors. The survival curve was drawn by the Kaplan-Meier method, and differences in survival curves were compared using the Log-rank test.
Results:
A total of 316 patients were enrolled, including 109 males and 207 females.The ratio of male to female was 1.0∶1.9, the age was (62.0±10.8)years.There was 298 cases(94.3%) R0 resection and 18 cases(5.7%) R1 resection.T staging: 287 cases(90.8%) T3 and 29 cases(9.2%) T4.The median survival time(MST) was 23.77 months, and the 1, 3, 5-year survival rates were 67.4%, 40.8%, 32.0%, respectively.For the Bayesian model, the number of correctly predicted cases was 121(≤23.77 months) and 115(>23.77 months) respectively, leading to a 74.86% accuracy of this model.The prior probability of survival time was 0.503 2(≤23.77 months) and 0.496 8(>23.77 months), the importance ranking showed that NMLN(0.366 6), margin(0.350 1), T stage(0.319 2) and pathological grade(0.258 9) were the top 4 prognosis factors influencing the postoperative MST.These four factors were taken as observation variables to get the probability of patients in different survival periods.Basing on these results, a survival prediction score system including NMLN, margin, T stage and pathological grade was designed, the median survival time(month) of 4-9 points were 66.8, 42.4, 26.0, 9.0, 7.5 and 2.3, respectively, there was a statistically significant difference in the different points(
2.The role of TNIP1 in the pathogenesis of myasthenia gravis among patients with thymoma.
Yingcai GENG ; ; Yu SONG ; Zhenming ZHANG ; Hanlu ZHANG ; Yi HUANG ; Yun WANG
Chinese Journal of Medical Genetics 2016;33(5):615-618
OBJECTIVETo explore the role of TNFα induced protein 3 interacting protein 1 (TNIP1) in the pathogenesis of myasthenia gravis (MG) among patients with thymoma.
METHODSFrom December 2014 to March 2015, 11 patients with MG associated thymoma (MGT) and 11 non-MG thymoma (NMGT) patients receiving thymectomy were selected. Thymus specimens were obtained during surgery, and peripheral venous blood samples were obtained before the surgery. For the MGT cohorts, peripheral venous blood samples were also collected at 3-6 months after the surgery. TNIP1 mRNA was determined with quantitative real-time PCR (qPCR), and its protein expression was evaluated by Western blotting.
RESULTSFor both thymus specimen and peripheral blood samples, the levels of TNIP1 mRNA and protein in the MGT group were both significantly lower than those of the NMGT patients (P<0.05). For the MGT group, the levels of TNIP1 mRNA and protein of the peripheral blood samples have increased following thymus resection compared with before the surgery.
CONCLUSIONReduced TNIP1 expression may have a role in the pathogenesis of MG for patients with thymoma. Thymectomy may help to recover the expression of TNIP1 among such patients.
Blotting, Western ; DNA-Binding Proteins ; genetics ; metabolism ; Female ; Gene Expression ; Genetic Predisposition to Disease ; genetics ; Humans ; Male ; Myasthenia Gravis ; complications ; genetics ; Reverse Transcriptase Polymerase Chain Reaction ; Thymectomy ; Thymoma ; complications ; surgery ; Thymus Neoplasms ; complications ; surgery
3.Application of robot-assisted minimally invasive esophagectomy for patients with esophageal cancer
ZHANG Hanlu ; CHEN Longqi ; GENG Yingcai ; ZHENG Yu ; WANG Zihao ; WANG Fuqiang ; LIN Yidan ; HU Yang ; YUAN Yong ; WANG Wenping ; WANG Yun
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2019;26(3):206-210
Objective To present the initial clinical experience of robot-assisted thoracoscopic esophagectomy for patients with esophageal cancer and to analyze the short-term outcomes of these patients. Methods Between February 2016 and December 2017, 148 patients with esophageal carcinoma underwent robotic esophagectomy and two-fields lymph node dissection. There were 126 males and 22 females at average age of 62.0±8.0 years. Demographic data, intraoperative characteristics and short-term surgical outcomes were collected and analyzed. Results 106 patients underwent McKeown esophagectomy and 42 patients underwent Ivor-Lewis esophagectomy. The mean operation time was 336.0±76.0 min, the mean intraoperative blood loss was 130.0±89.0 ml, the mean number of lymph nodes removed was 21.0±8.0 and the mean length of postoperative hospital-stay was 12.0±7.2 days. Postoperative complications included anastomotic fistula (n=8, 5.4%), pulmonary infection (n=13, 8.7%), hoarseness (n=23, 15.5%), tracheoesophageal fistula (n=1, 0.7%), chylothorax (n=4, 2.7%) and incision infection (n=2, 1.4%). There was no intra-operational massive hemorrhage or in-hospital mortality. Conclusion Both robot-assisted McKeown and Ivor-Lewis esophagectomy are safe and feasible with good early outcomes.
4.Clinical implementation of robot assisted trans-subxiphoid (extended) thymectomy
ZHANG Hanlu ; LIU Lunxu ; CHEN Longqi ; CHE Guowei ; LIN Yidan ; WANG Zihao ; ZHENG Yu ; GENG Yingcai ; WANG Fuqiang ; YUAN Yong ; MA Lin ; WANG Yun
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2017;24(10):742-747
Objective To present the preliminary clinical experience of robot assisted trans-subxiphoid (extended) thymectomy in patients with thymic neoplasms or myasthenia gravis. Methods A total of 62 patients (34 males and 28 females at an average age of 38±11 years) suffering from thymic neoplasms or myasthenia gravis who underwent robotic (extended) thymectomy via subxiphoid approach were included in our department between August 2016 and August 2017. All of the operation were completed through 4 ports. In details, the observation hole was created just below the xiphoid process, two ports for arm 1 and arm 2 were created below bilateral subcostal arch at the midclavicular line, and trocar for arm 3 was placed in the 5th or 6th intercostal space at the anterior axillary line, respectively. Patients with thymic neoplasms received thymectomy. Patients with myasthenia gravis received extended thymectomy. Results All the patients experienced uneventful operations. The mean operative time was 116.0±34.0 min. The mean intraoperative blood loss was 5.6±4.3 ml. The mean postoperative hospital stay was 4.0±2.2 days. There was no intra-operational massive hemorrhage, mortality, conversion or postoperative complication during the postoperative and follow-up period. Conclusion Robotic trans-subxiphoid thymectomy is safe and feasible, which is a promising technique for extensive application.