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基于深度强化学习的除草机器臂路径规划研究
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作者 杨卜 邬鑫 +1 位作者 张梦磊 冯松科 《农机化研究》 北大核心 2025年第5期15-21,共7页
针对智能除草机器人领域缺少主动避苗路径规划问题,提出了一种基于改进的深度确定性策略梯度除草机器人机械臂路径规划算法。通过引入奖励等势面的概念改进DDPG算法,并利用CoppeliaSim软件搭建仿真训练环境,对提出的算法进行训练与验证... 针对智能除草机器人领域缺少主动避苗路径规划问题,提出了一种基于改进的深度确定性策略梯度除草机器人机械臂路径规划算法。通过引入奖励等势面的概念改进DDPG算法,并利用CoppeliaSim软件搭建仿真训练环境,对提出的算法进行训练与验证。研究表明:改进的DDPG算法在仿真环境下除草成功率为93.36%,伤苗率为2.79%。同时,通过搭建测试平台,在实际温室环境下进行了田间除草试验,试验结果与仿真结果一致,实际除草成功率为91.50%、伤苗率为2.82%。研究结果表明:所提出的算法能够在实际环境中有效减少除草机器人除草作业时对作物幼苗的损伤。 展开更多
关键词 除草机器人 深度强化学习 路径规划 人工势场法
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基于多属性逆向拍卖的大型复杂工程项目承包商选择研究 被引量:6
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作者 方炜 戴晟 +1 位作者 杨步 腊智杰 《工业技术经济》 CSSCI 北大核心 2018年第6期117-127,共11页
本文引入多属性逆向拍卖理论来解决大型复杂工程项目承包商选择的问题,将承包商选择问题看作以工程建设业主为买方、承包商为卖方、拍卖物是承包建设服务的多属性逆向拍卖过程,从而建立多属性逆向拍卖模型。通过对模型的求解,得出多属... 本文引入多属性逆向拍卖理论来解决大型复杂工程项目承包商选择的问题,将承包商选择问题看作以工程建设业主为买方、承包商为卖方、拍卖物是承包建设服务的多属性逆向拍卖过程,从而建立多属性逆向拍卖模型。通过对模型的求解,得出多属性逆向拍卖中开发商和承包商各自的最优决策。 展开更多
关键词 大型复杂工程项目 多属性逆向拍卖 承包商选择 最优决策 非价格属性 期望收益
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Purmorphamine对神经干细胞分化的影响及其机制 被引量:3
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作者 黄志 张良明 +7 位作者 陈瑞强 杨阳 杨补 刘畅 陈振翔 刘灿 戎利民 刘斌 《中国组织工程研究》 CAS 北大核心 2018年第29期4675-4680,共6页
背景:神经干细胞的增殖及分化一直是研究的难点和热点,有效提高神经干细胞向神经细胞的分化效率具有重要的意义。据最近文献报道,小分子化合物purmorphamine在各类细胞增殖及分化实验中的应用越来越广泛。目的:探讨小分子化合物purmorph... 背景:神经干细胞的增殖及分化一直是研究的难点和热点,有效提高神经干细胞向神经细胞的分化效率具有重要的意义。据最近文献报道,小分子化合物purmorphamine在各类细胞增殖及分化实验中的应用越来越广泛。目的:探讨小分子化合物purmorphamine通过上调Shh信号通路对神经干细胞分化为各类神经细胞的促进作用。方法:从小鼠胚胎海马区分离培养得到原代神经干细胞,取第2-4代生长良好的细胞分为对照组及实验组。对照组用不添加purmorphamine的分化培养基培养,实验组用添加1μmol/L purmorphamine的分化培养基培养。培养7,14 d后,通过免疫细胞化学、RT-qPCR方法检测神经细胞标志物的表达量。结果与结论:(1)体外培养的神经干细胞生长良好,神经球中的大部分细胞表达特异性标志物nestin;(2)对照组及实验组均可见到TUJ1、GFAP、MAP2、MBP染色阳性;(3)RT-qPCR显示第7天实验组的TUJ1、GFAP、MAP2、MBP表达量均比对照组显著增高(P<0.05);第14天实验组的Smo、Ptc1、Gli-1表达量比对照组显著增高(P<0.05);GFAP、MAP2、MBP的表达量也比对照组显著增高(P<0.05);(4)以上数据表明purmorphmine能通过上调Shh信号通路来促进神经干细胞的分化。 展开更多
关键词 神经干细胞 Purmorphamine 分化 SHH信号通路 干细胞 国家自然科学基金 神经干细胞 细胞分化 组织工程
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Development of a machine learning-based model for predicting risk of early postoperative recurrence of hepatocellular carcinoma 被引量:4
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作者 Yu-Bo Zhang Gang yang +3 位作者 yang bu Peng Lei Wei Zhang Dan-yang Zhang 《World Journal of Gastroenterology》 SCIE CAS 2023年第43期5804-5817,共14页
BACKGROUND Surgical resection is the primary treatment for hepatocellular carcinoma(HCC).However,studies indicate that nearly 70%of patients experience HCC recurrence within five years following hepatectomy.The earlie... BACKGROUND Surgical resection is the primary treatment for hepatocellular carcinoma(HCC).However,studies indicate that nearly 70%of patients experience HCC recurrence within five years following hepatectomy.The earlier the recurrence,the worse the prognosis.Current studies on postoperative recurrence primarily rely on postoperative pathology and patient clinical data,which are lagging.Hence,developing a new pre-operative prediction model for postoperative recurrence is crucial for guiding individualized treatment of HCC patients and enhancing their prognosis.AIM To identify key variables in pre-operative clinical and imaging data using machine learning algorithms to construct multiple risk prediction models for early postoperative recurrence of HCC.METHODS The demographic and clinical data of 371 HCC patients were collected for this retrospective study.These data were randomly divided into training and test sets at a ratio of 8:2.The training set was analyzed,and key feature variables with predictive value for early HCC recurrence were selected to construct six different machine learning prediction models.Each model was evaluated,and the bestperforming model was selected for interpreting the importance of each variable.Finally,an online calculator based on the model was generated for daily clinical practice.RESULTS Following machine learning analysis,eight key feature variables(age,intratumoral arteries,alpha-fetoprotein,preoperative blood glucose,number of tumors,glucose-to-lymphocyte ratio,liver cirrhosis,and pre-operative platelets)were selected to construct six different prediction models.The XGBoost model outperformed other models,with the area under the receiver operating characteristic curve in the training,validation,and test datasets being 0.993(95%confidence interval:0.982-1.000),0.734(0.601-0.867),and 0.706(0.585-0.827),respectively.Calibration curve and decision curve analysis indicated that the XGBoost model also had good predictive performance and clinical application value.CONCLUSION The XGBoost model exhibits superior performance and is a reliable tool for predicting early postoperative HCC recurrence.This model may guide surgical strategies and postoperative individualized medicine. 展开更多
关键词 Machine learning Hepatocellular carcinoma Early recurrence Risk prediction models Imaging features Clinical features
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Depletion of MRPL35 inhibits gastric carcinoma cell proliferation by regulating downstream signaling proteins 被引量:1
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作者 Ling Yuan Jia-Xin Li +6 位作者 Yi yang Yan Chen Ting-Ting Ma Shuang Liang yang bu Lei Yu Yi Nan 《World Journal of Gastroenterology》 SCIE CAS 2021年第16期1785-1804,共20页
BACKGROUND Gastric carcinoma(GC)is a digestive system disease with high morbidity and mortality.However,early clinical detection is difficult,and the therapeutic effect for advanced disease is not satisfactory.Thus,fi... BACKGROUND Gastric carcinoma(GC)is a digestive system disease with high morbidity and mortality.However,early clinical detection is difficult,and the therapeutic effect for advanced disease is not satisfactory.Thus,finding new tumor markers and therapeutic targets conducive to the treatment of GC is imperative.MRPL35 is a member of the large subunit family of mitochondrial ribosomal protein.MRPL35 shows the characteristic of oncogene in colorectal cancer and esophageal cancer,which promotes the exploration of the correlation between MRPL35 and GC.We proposed that the expression of MRPL35 might be critical in GC.AIM To study the effect of MRPL35 knockdown on GC cell proliferation.METHODS The expression of MRPL35 in GC was evaluated based on data from the publictumor database UALCAN(www.ualcan.path.uab.edu).The effect of theexpression of MRPL35 on the prognosis was evaluated with KMplot(www.kmplot.com).The expression of MRPL35 was assessed on the tissuemicroarray by immunohistochemistry and the level of MRPL35 mRNA in 25 pairsof clinical GC tissues and matched adjacent tissues was detected by quantitativereverse transcription-polymerase chain reaction.Celigo cell count assay,colonyformation assay,and flow cytometry were used to assess the role of MRPL35 inGC cell proliferation and apoptosis in vitro.Additionally,tumor formationexperiment in BALB/c nude mice was utilized to determine the effect of MRPL35on GC cell proliferation.After knockdown of MRPL35,related proteins wereidentified by isobaric tags for relative and absolute quantification analysis,andthe expression of related proteins was detected by Western blot.RESULTSThe expression of MRPL35 was up-regulated in GC(P=1.77×10^(-4)).The Kaplan-Meier plots of the overall survival indicated that high expression of MRPL35 wasassociated with a poor survival in GC.Compared with adjacent tissues,theexpression of MRPL35 in GC tissues was increased,which was related to age(P=0.03),lymph node metastasis(P=0.007),and pathological tumor-node-metastasisstage(P=0.024).Knockdown of MRPL35 inhibited GC cell proliferation andcolony formation and induced apoptosis.Animal experiment results showed thatknockdown of MRPL35 inhibited tumor formation in BALB/c nude mice.Westernblotting analysis showed that after knockdown of MRPL35,the expression ofPICK1 and BCL-XL proteins decreased,and that of AGR2 protein increased.CONCLUSIONCollectively,our findings demonstrate that knockdown of MRPL35 inhibits GCcell proliferation through related proteins including PICK1,BCL-XL,and AGR2. 展开更多
关键词 Gastric carcinoma MRPL35 Apoptosis Proliferation Tissue microarray Isobaric tags for relative and absolute quantification
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企业个人数据保护困境与路径选择--基于调查数据的分析 被引量:2
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作者 陈婉怡 杨不 岑诗韵 《山东财经大学学报》 2022年第6期98-109,共12页
大数据时代背景下,个人数据安全问题也随之而来并受到社会广泛关注。研究通过问卷调查和深度访谈,探索企业个人数据保护的现状和发展困境,提出企业个人数据保护的措施建议。首先通过调查问卷从企业个人数据保护和认知现状做出总结,其次... 大数据时代背景下,个人数据安全问题也随之而来并受到社会广泛关注。研究通过问卷调查和深度访谈,探索企业个人数据保护的现状和发展困境,提出企业个人数据保护的措施建议。首先通过调查问卷从企业个人数据保护和认知现状做出总结,其次从成本收益角度分析企业面临数据保护的困境原因。最后分别从国家、社会和企业层面就推进个人数据保护提出建议。研究结论为丰富个人数据保护的研究成果、中国未来个人数据保护立法工作、企业推进合规进程提供重要借鉴。 展开更多
关键词 企业个人数据保护 问卷调查 大数据 数据安全 成本收益
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Endoscopic Ruler for varix size measurement:A multicenter pilot study
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作者 Yi-Fei Huang Sheng-Juan Hu +29 位作者 yang bu Yi-Ling Li Yan-Hong Deng Jian-Ping Hu Shao-Qi yang Qian Shen Mark McAlindon Rui-Chun Shi Xiao-Qin Li Tie-Ying Song Hai-Long Qi Tai-Wei Jiao Meng-Yuan Liu Fang He Jun Zhu Bin Ma Xiao-Bin Yu Jian-yang Guo Yue-Hua Yu Hai-Jiang Yong Wen-Tun Yao Ting Ye Hua Wang Wen-Fu Dong Jian-Guo Liu Qiang Wei Jing Tian Xiao-Guo Li Xavier Dray Xiao-Long Qi 《World Journal of Gastrointestinal Endoscopy》 2023年第9期564-573,共10页
BACKGROUND We invented Endoscopic Ruler,a new endoscopic device to measure the size of varices in patients with cirrhosis and portal hypertension.AIM To assess the feasibility and safety of Endoscopic Ruler,and evalua... BACKGROUND We invented Endoscopic Ruler,a new endoscopic device to measure the size of varices in patients with cirrhosis and portal hypertension.AIM To assess the feasibility and safety of Endoscopic Ruler,and evaluate the agreement on identifying large oesophageal varices(OV)between Endoscopic Ruler and the endoscopists,as well as the interobserver agreement on diagnosing large OV using Endoscopic Ruler.METHODS We prospectively and consecutively enrolled patients with cirrhosis from 11 hospitals,all of whom got esophagogastroduodenoscopy(EGD)with Endoscopic Ruler.The primary study outcome was a successful measurement of the size of varices using Endoscopic Ruler.The secondary outcomes included adverse events,operation time,the agreement of identifying large OV between the objective measurement of Endoscopic Ruler and the empirical reading of endoscopists,together with the interobserver agreement on diagnosing large OV by Endoscopic Ruler.RESULTS From November 2020 to April 2022,a total of 120 eligible patients with cirrhosis were recruited and all of them underwent EGD examinations with Endoscopic Ruler successfully without any adverse event.The median operation time of Endoscopic Ruler was 3.00 min[interquartile range(IQR):3.00 min].The kappa value between Endoscopic Ruler and the endoscopists while detecting large OV was 0.52,demonstrating a moderate agreement.The kappa value for diagnosing large OV using Endoscopic Ruler among the six independent observers was 0.77,demonstrating a substantial agreement.CONCLUSION The data demonstrates that Endoscopic Ruler is feasible and safe for measuring the size of varices in patients with cirrhosis and portal hypertension.Endoscopic Ruler is potential to promote the clinical practice of the two-grade classification system of OV. 展开更多
关键词 Oesophageal varices CIRRHOSIS Portal hypertension ESOPHAGOGASTRODUODENOSCOPY Endoscopic ruler
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民参军知识转移影响因素实证研究——基于军民融合协同创新视角 被引量:33
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作者 方炜 校利敏 +1 位作者 杨步 王莉丽 《科学学研究》 CSSCI CSCD 北大核心 2019年第4期664-678,共15页
在军民融合深度发展上升为国家战略的背景下,民参军成为了军民融合协同创新的重要模式。通过梳理相关文献,提炼出民参军知识转移的18个关键影响因素,并在此基础上利用探索性因子分析提取出融合环境、创新主体、运行机制、主体交互和合... 在军民融合深度发展上升为国家战略的背景下,民参军成为了军民融合协同创新的重要模式。通过梳理相关文献,提炼出民参军知识转移的18个关键影响因素,并在此基础上利用探索性因子分析提取出融合环境、创新主体、运行机制、主体交互和合作障碍5类主因子,构建了军民融合协同创新视角下民参军知识转移影响因素模型,并结合调查问卷数据运用结构方程模型和因子分析法进行验证假设和修正。研究结果表明:军民双方良好的融合环境、运行机制、创新主体、主体交互等影响因素对民参军知识转移绩效存在显著正向影响,合作障碍对知识转移绩效存在显著负向影响;运行机制对主体交互有正向影响;融合环境和运行机制对合作障碍具有负向影响;同时运行机制对民参军知识转移绩效的总效应最大,在转移过程中扮演着关键助推角色。 展开更多
关键词 军民融合 民参军 知识转移 影响因素 结构方程模型
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基于大模型的网络异常流量检测方法研究
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作者 黄伟 周发恒 +1 位作者 杨卜 李伟岸 《移动信息》 2025年第3期246-248,251,共4页
随着信息产业技术的迅猛发展,网络安全问题日益突出,网络异常流量检测成为保障网络安全的关键技术之一。文中针对现有网络异常流量检测方法的不足,提出了一种基于大模型的网络异常流量检测方法。通过对大语言模型的研究和分析,详细阐述... 随着信息产业技术的迅猛发展,网络安全问题日益突出,网络异常流量检测成为保障网络安全的关键技术之一。文中针对现有网络异常流量检测方法的不足,提出了一种基于大模型的网络异常流量检测方法。通过对大语言模型的研究和分析,详细阐述了基于大模型的网络流量检测方法的设计理念、关键技术及优势,为网络异常流量检测领域提供了一种新的方法和思路。 展开更多
关键词 网络异常流量 大模型 检测方法 网络安全
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Traditional Chinese medicine as supportive care for the management of liver cancer: Past, present, and future 被引量:21
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作者 Xia Liao yang bu Qingan Jia 《Genes & Diseases》 SCIE 2020年第3期370-379,共10页
Liver cancer is the sixth most commonly diagnosed cancer and the fourth leading cause of cancer death worldwide.Western medicine and therapies are the primary treatment strategies of hepatocellular carcinoma(HCC),but ... Liver cancer is the sixth most commonly diagnosed cancer and the fourth leading cause of cancer death worldwide.Western medicine and therapies are the primary treatment strategies of hepatocellular carcinoma(HCC),but the general prognosis for HCC patients is still dismal.Under these circumstances,HCC prevention is particularly important.Traditional Chinese medicine(TCM)encompasses a wealth of documented therapeutic resources,and“preventative treatment”is the principle of TCM.In China,TCM has been used for HCC prevention for thousands of years,and has also been demonstrated to be effective for the treatment of HCC in modern China.However,the TCM theory for prevention and treatment of HCC is more widely accepted in China than abroad.In this review,we first summarize the herbs and ancient formulas with therapeutic effects on HCC.We also review the research status of TCM in modern medicine as well as the current obstacles in its development.Finally,we discuss the future of TCM in the context of precision and integrated medicine.After reviewing the literature,we believe that TCM,through ancient development,is an advanced method of cancer treatment with positive curative effects,despite its surrounding controversy.Furthermore,precise analyses and systematic research methods provides novel approaches to modernize TCM for the future. 展开更多
关键词 Chinese herbal medicine Hepatocellular carcinoma Molecular mechanism Network pharmacology Traditional Chinese medicine
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Noncontrast-enhanced MRI-based Noninvasive Score for Portal Hypertension(CHESS1802):An International Multicenter Study 被引量:6
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作者 Yanna Liu Tianyu Tang +31 位作者 NecatiÖrmeci Yifei Huang Jitao Wang Xiaoguo Li Zhiwei Li Weimin An Dengxiang Liu Chunqing Zhang Changchun Liu Jinqiang Liu Chuan Liu Guangchuan Wang Cristina Mosconi Alberta Cappelli Antonio Bruno Seray Akçalar EmrecanÇelebioğlu EvrenÜstüner Sadık Bilgiç Zeynep Ellik ÖzgünÖmer Asiller Lei Li Haijun Zhang Ning Kang Dan Xu Ruiling He Yan Wang yang bu Ye Gu Shenghong Ju Rita Golfieri Xiaolong Qi 《Journal of Clinical and Translational Hepatology》 SCIE 2021年第6期818-827,共10页
Background and Aims:This study aimed to determine the performance of the non-invasive score using noncontrastenhanced MRI(CHESS-DIS score)for detecting portal hy-pertension in cirrhosis.Methods:In this international m... Background and Aims:This study aimed to determine the performance of the non-invasive score using noncontrastenhanced MRI(CHESS-DIS score)for detecting portal hy-pertension in cirrhosis.Methods:In this international multicenter,diagnostic study(ClinicalTrials.gov,NCT03766880),patients with cirrhosis who had hepatic venous pressure gradient(HVPG)measurement and noncontrast-enhanced MRI were prospectively recruited from four university hospitals in China(n=4)and Turkey(n=1)between December 2018 and April 2019.A cohort of patients was retrospectively recruited from a university hospital in Italy between March 2015 and November 2017.After segmentation of the liver on fat-suppressed T1-weighted MRI maps,CHESS-DIS score was calculated automatically by an in-house developed code based on the quantification of liver surface nodularity.Results:A total of 149 patients were included,of which 124 were from four Chinese hospitals(training cohort)and 25 were from two international hospitals(validation cohort).A positive correlation between CHESS-DIS score and HVPG was found with the correlation coefficients of 0.36(p<0.0001)and 0.55(p<0.01)for the training and validation cohorts,respectively.The area under the receiver operating characteristic curve of CHESS-DIS score in detection of clinically significant portal hypertension(CSPH)was 0.81 and 0.9 in the training and validation cohorts,respectively.The intra-class correlation coefficients for assessing the inter-and intra-observer agreement were 0.846 and 0.841,respectively.Conclusions:A non-invasive score using noncontrast-enhanced MRI was developed and proved to be significantly correlated with invasive HVPG.Besides,this score could be used to detect CSPH in patients with cirrhosis. 展开更多
关键词 Liver cirrhosis Advanced chronic liver disease Hepatic venous pressure gradient Liver surface nodularity Imaging
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Measuring Viscoelastic Properties of Living Cells 被引量:1
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作者 yang bu Long Li +2 位作者 Chendong yang Rui Li Jizeng Wang 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2019年第5期599-610,共12页
Precise measurement of mechanical properties of living cells is important in understanding their mechanics-biology relations.In this study,we adopted the atomic force microscope to measure the creep deformation and st... Precise measurement of mechanical properties of living cells is important in understanding their mechanics-biology relations.In this study,we adopted the atomic force microscope to measure the creep deformation and stress relaxation of six different human cell lines.We examined whether the measured creep and relaxation trajectories satisfy a verification relation derived based on the linear viscoelastic theory.We compared the traditional spring-dashpot and the newly developed power-law-type constitutive relations in fitting the experimental measurements.We found that the human normal liver(L02),hepatic cancer(HepG2),hepatic stellate(LX2)and gastric cancer(NCI-N87)cell lines are linear viscoelastic materials,and human normal gastric(GES-1)and gastric cancer(SGC7901)cell lines are nonlinear due to failing in satisfying the verification relation for linear viscoelastic theory.The three-parameter power-law-type const计utive relation can fit the experimentai measurements better than that of the five-parameter classical spring-dashpot. 展开更多
关键词 Atomic force MICROSCOPE LIVING cells Linear VISCOELASTICITY CREEP RELAXATION
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Comparison of prevention and treatment of portal vein thrombosis between proximal splenic vein ligation followed by postoperative transcatheter anticoagulant therapy and systemic anticoagulant therapy in patients with cirrhotic portal hypertension
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作者 yang bu Kejun Liu +5 位作者 Mingguo Tian Baoding Li Liyun Wang Dong Jia Yong yang Junhao Liu 《Portal Hypertension & Cirrhosis》 2023年第3期136-143,共8页
Aims:Splenectomy combined with pericardial devascularization is one of the important methods to treat hypersplenism,gastrointestinal bleeding,and other complications caused by liver cirrhosis;however,it is accompanied... Aims:Splenectomy combined with pericardial devascularization is one of the important methods to treat hypersplenism,gastrointestinal bleeding,and other complications caused by liver cirrhosis;however,it is accompanied by a high risk of portal vein thrombosis(PVT).This study aimed to explore the preventive and therapeutic effects of proximal splenic vein ligation(PSVL)with postoperative transcatheter anticoagulant therapy(TCAT)on PVT.Methods:This study retrospectively selected 143 patients with liver cirrhosis and portal hypertension,who received splenectomy combined with pericardial devascularization from June 30,2018 to June 30,2021.According to computed tomography photography,within 1 week before the operation,the patients were divided into a prevention group(without preoperative PVT,n=112)and a treatment group(preoperative PVT,n=31).Then,each group was subdivided based on the treatment and prevention measures into PSVL+TCAT(n=70)and systemic anticoagulant therapy(SAT)subgroups(n=73).The preventive and therapeutic effects of PSVL followed by TCAT on PVT were analyzed.Results:The operation time in the PSVL+TCAT subgroups was longer than that in the SAT subgroups(185±76 min vs.161±55 min;p<0.01).There was no difference between the two subgroups in terms of operative bleeding(345±82 mL vs.336±65 mL;p>0.50).There was no operative death,and all patients recovered uneventfully.In the prevention group,procedure-related complications occurred in two patients in the PSVL+TCAT subgroup(3.7%[2/54]),including one patient with slight pancreatitis and one patient with chylous leakage,owing to mobilization of the pancreas.The PVT incidence in the prevention group was significantly different between the two subgroups at postoperative 7th day,3rd month,and 6th month(PSVL+TCAT:0%,11.1%,and 5.6%vs.SAT:39.7%,31.0%,and 20.7%,respectively;all p<0.05).In the treatment group,the thrombus regression rate at postoperative 7th day and disappearance rates at the 3rd month and the 6th month of the PSVL+TCAT subgroup were significantly higher than those in the SAT subgroup after anticoagulant and thrombolysis therapy(PSVL+TCAT:75.0%,68.8%,and 87.5%vs.SAT:20.0%,26.7%,and 40.0%;all p<0.05).Conclusions:PSVL+TCAT reduces the risk of PVT after splenectomy and is safe and effective in treating PVT during surgery for portal hypertension. 展开更多
关键词 hypertension portal prevention SPLENECTOMY venous thrombosis
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