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Machine learning predicts portal vein thrombosis after splenectomy in patients with portal hypertension: Comparative analysis of three practical models 被引量:9
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作者 Jian Li Qi-Qi Wu +6 位作者 Rong-Hua Zhu xing lv Wen-Qiang Wang Jin-Lin Wang Bin-Yong Liang Zhi-Yong Huang Er-Lei Zhang 《World Journal of Gastroenterology》 SCIE CAS 2022年第32期4680-4696,共17页
BACKGROUND For patients with portal hypertension(PH),portal vein thrombosis(PVT)is a fatal complication after splenectomy.Postoperative platelet elevation is considered the foremost reason for PVT.However,the value of... BACKGROUND For patients with portal hypertension(PH),portal vein thrombosis(PVT)is a fatal complication after splenectomy.Postoperative platelet elevation is considered the foremost reason for PVT.However,the value of postoperative platelet elevation rate(PPER)in predicting PVT has never been studied.AIM To investigate the predictive value of PPER for PVT and establish PPER-based prediction models to early identify individuals at high risk of PVT after splenectomy.METHODS We retrospectively reviewed 483 patients with PH related to hepatitis B virus who underwent splenectomy between July 2011 and September 2018,and they were randomized into either a training(n=338)or a validation(n=145)cohort.The generalized linear(GL)method,least absolute shrinkage and selection operator(LASSO),and random forest(RF)were used to construct models.The receiver operating characteristic curves(ROC),calibration curve,decision curve analysis(DCA),and clinical impact curve(CIC)were used to evaluate the robustness and clinical practicability of the GL model(GLM),LASSO model(LSM),and RF model(RFM).RESULTS Multivariate analysis exhibited that the first and third days for PPER(PPER1,PPER3)were strongly associated with PVT[odds ratio(OR):1.78,95%confidence interval(CI):1.24-2.62,P=0.002;OR:1.43,95%CI:1.16-1.77,P<0.001,respectively].The areas under the ROC curves of the GLM,LSM,and RFM in the training cohort were 0.83(95%CI:0.79-0.88),0.84(95%CI:0.79-0.88),and 0.84(95%CI:0.79-0.88),respectively;and were 0.77(95%CI:0.69-0.85),0.83(95%CI:0.76-0.90),and 0.78(95%CI:0.70-0.85)in the validation cohort,respectively.The calibration curves showed satisfactory agreement between prediction by models and actual observation.DCA and CIC indicated that all models conferred high clinical net benefits.CONCLUSION PPER1 and PPER3 are effective indicators for postoperative prediction of PVT.We have successfully developed PPER-based practical models to accurately predict PVT,which would conveniently help clinicians rapidly differentiate individuals at high risk of PVT,and thus guide the adoption of timely interventions. 展开更多
关键词 Portal hypertension SPLENECTOMY Portal vein thrombosis Postoperative platelet elevation rate Practical model Machine learning
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A model to predict the risk of lethal nasopharyngeal necrosis after re-irradiation with intensity-modulated radiotherapy in nasopharyngeal carcinoma patients 被引量:5
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作者 Ya-Hui Yu Wei-Xiong Xia +9 位作者 Jun-Li Shi Wen-Juan Ma Yong Li Yan-Fang Ye Hu Liang Liang-Ru Ke xing lv Jing Yang Yan-Qun Xiang Xiang Guo 《Chinese Journal of Cancer》 SCIE CAS CSCD 2016年第11期617-624,共8页
Background:For patients with nasopharyngeal carcinoma(NPC) who undergo re-irradiation with intensity-modulated radiotherapy(IMRT),lethal nasopharyngeal necrosis(LNN) is a severe late adverse event.The purpose of this ... Background:For patients with nasopharyngeal carcinoma(NPC) who undergo re-irradiation with intensity-modulated radiotherapy(IMRT),lethal nasopharyngeal necrosis(LNN) is a severe late adverse event.The purpose of this study was to identify risk factors for LNN and develop a model to predict LNN after radical re-irradiation with IMRT in patients with recurrent NPC.Methods:Patients who underwent radical re-irradiation with IMRT for locally recurrent NPC between March 2001 and December 2011 and who had no evidence of distant metastasis were included in this study.Clinical characteristics,including recurrent carcinoma conditions and dosimetric features,were evaluated as candidate risk factors for LNN.Logistic regression analysis was used to identify independent risk factors and construct the predictive scoring model.Results:Among 228 patients enrolled in this study,204 were at risk of developing LNN based on risk analysis.Of the 204 patients treated,31(15.2%) developed LNN.Logistic regression analysis showed that female sex(P = 0.008),necrosis before re-irradiation(P = 0.008),accumulated total prescription dose to the gross tumor volume(GTV) ≥ 145.5 Gy(P = 0.043),and recurrent tumor volume >25.38 cm3(P = 0.009) were independent risk factors for LNN.A model to predict LNN was then constructed that included these four independent risk factors.Conclusions:A model that includes sex,necrosis before re-irradiation,accumulated total prescription dose to GTV,and recurrent tumor volume can effectively predict the risk of developing LNN in NPC patients who undergo radical re-irradiation with IMRT. 展开更多
关键词 Nasopharyngeal carcinoma RE-IRRADIATION Intensity-modulated radiotherapy NECROSIS
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Genome-wide analysis of NDR1/HIN1-like genes in pepper(Capsicum annuum L.)and functional characterization of CaNHL4 under biotic and abiotic stresses 被引量:3
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作者 Changyun Liu Haoran Peng +9 位作者 Xinyu Li Chaolong Liu xing lv Xuefeng Wei Aihong Zou Jian Zhang Guangjin Fan Guanhua Ma Lisong Ma Xianchao Sun 《Horticulture Research》 SCIE 2020年第1期1611-1625,共15页
Plant NDR1/HIN1-like(NHL)genes play an important role in triggering plant defenses in response to biotic stresses.In this study,we performed a genome-wide identification of the NHL genes in pepper(Capsicum annuum L.)a... Plant NDR1/HIN1-like(NHL)genes play an important role in triggering plant defenses in response to biotic stresses.In this study,we performed a genome-wide identification of the NHL genes in pepper(Capsicum annuum L.)and characterized the functional roles of these CaNHL genes in response to abiotic stresses and infection by different pathogens.Phylogenetic analysis revealed that CaNHLs can be classified into five distinct subgroups,with each group containing generic and specific motifs.Regulatory element analysis showed that the majority of the promoter regions of the identified CaNHLs contain jasmonic acid(JA)-responsive and salicylic acid(SA)-responsive elements,and transcriptomic analysis revealed that CaNHL genes are expressed in all the examined tissues of pepper.The CaNHL1,CaNHL4,CaNHL6,CaNHL10,CaNHL11,and CaNHL12 genes were significantly upregulated under abiotic stress as well as in response to different pathogens,such as TMV,Phytophthora capsici and Pseudomonas syringae.In addition,we found that CaNHL4 localizes to the plasma membrane.CaNHL4-silenced pepper plants display significantly increased susceptibility to TMV,Phytophthora capsici and Pseudomonas syringae,exhibiting reduced expression of JA-related and SA-related genes and reduced ROS production.However,transient overexpression of CaNHL4 in pepper increases the expression of JArelated and SA-related genes,enhances the accumulation of ROS,and inhibits the infection of these three pathogens.Collectively,for the first time,we identified the NHL genes in pepper and demonstrated that CaNHL4 is involved in the production of ROS and that it also regulates the expression of JA-related and SA-related genes in response to different pathogens,suggesting that members of the CaNHL family play an essential role in the disease resistance of pepper. 展开更多
关键词 PEPPER ANALYSIS FUNCTIONAL
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顺铂、氟尿嘧啶加或不加紫杉烷的诱导化疗对局部区域晚期鼻咽癌的影响:回顾性、倾向评分匹配分析 被引量:2
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作者 Guo-Ying Liu xing lv +12 位作者 Yi-Shan Wu Min-Jie Mao Yan-Fang Ye Ya-Hui Yu Hu Liang Jing Yang Liang-Ru Ke Wen-Ze Qiu Xin-Jun Huang Wang-Zhong Li Xiang Guo Yan-Qun Xiang Wei-Xiong Xia 《癌症》 SCIE CAS CSCD 2018年第9期402-412,共11页
背景与目的比较局部区域晚期鼻咽癌(nasopharyngeal carcinoma,NPC)不同诱导化疗(induction chemotherapy,IC)方案的文献中缺乏可用数据。本研究旨在评价接受紫杉烷、顺铂和5-氟尿嘧啶(taxane,cisplatin and 5?fuorouracil,TPF)或顺铂... 背景与目的比较局部区域晚期鼻咽癌(nasopharyngeal carcinoma,NPC)不同诱导化疗(induction chemotherapy,IC)方案的文献中缺乏可用数据。本研究旨在评价接受紫杉烷、顺铂和5-氟尿嘧啶(taxane,cisplatin and 5?fuorouracil,TPF)或顺铂和5-氟尿嘧啶(cisplatin and 5?fuorouracil,PF)方案的IC后进行同步放化疗(concurrent chemoradiotherapy,CCRT)的局部区域晚期鼻咽癌患者的结局。方法前瞻性维护数据库中共1879例接受了IC和CCRT治疗的局部区域晚期鼻咽癌患者被纳入此观察性研究。我们采用倾向评分法比较了总生存期(overall survival,OS)、疾病特异生存期(disease-specific survival,DSS)、无远处转移生存期(distant metastasis?free survival,DMFS)和无局部区域复发生存期。结果共1256例患者接受了TPF或PF作为IC方案。多因素分析中,TPF组比PF组表现出显著更好的OS[风险比(hazard ratio,HR)=0.660;95%置信区间(confdence interval,CI):0.442–0.986;P=0.042]、DSS(HR=0.624;95%CI:0.411–0.947;P=0.027)和DMFS(HR=0.589;95%CI:0.406–0.855;P=0.005)。倾向评分匹配在每个队列中确定了294例患者,并证实了TPF组比PF组表现出显著改善的5年OS率(88.1%vs. 80.7%;P=0.042)、DSS率(88.5%vs.80.7%;P=0.021)和DMFS率(87.9%vs. 78.6%;P=0.012)。匹配前后的局部区域无复发生存率无显著差异。结论在我们的研究中,与PF方案相比,TPF方案IC结合CCRT改善了局部区域晚期鼻咽癌患者的长期生存。然而,有必要进行前瞻性随机临床试验来验证这些发现。 展开更多
关键词 鼻咽癌 诱导化疗 倾向评分匹配 紫杉醇
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Characterization and expression analysis of genes encoding Taxol biosynthetic enzymes in Taxus spp. 被引量:1
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作者 Luyuan Jiang Kaikai Zhang +5 位作者 xing lv Liying Yang Shuai Wang Duanfen Chen Yanfang Yang Deyou Qiu 《Journal of Forestry Research》 SCIE CAS CSCD 2021年第6期2507-2515,共9页
Taxol(Paclitaxel),an important anticancer drug,is derived at very low yields from Taxus(yew)species that grow very slowly.In the present study,thirteen genes that encode enzymes involved in Taxol biosynthesis in Taxus... Taxol(Paclitaxel),an important anticancer drug,is derived at very low yields from Taxus(yew)species that grow very slowly.In the present study,thirteen genes that encode enzymes involved in Taxol biosynthesis in Taxus spp.were analyzed with bioinformatics methods,and their expression levels in different tissues and after cold and hormone treatments were also analyzed.The results indicated that many cis-elements related to abiotic stresses and hormones were found in the promoter sequences of the 8 genes involved in Taxol biosynthesis.Moreover,the 13 enzymes encoded by the target genes were located in different organelles and had many phosphorylation sites in the response proteins.The 13 genes were expressed highly either in roots or in stems,with lower transcripts in needles,and they were highly expressed after treatment with cold,gibberellin,methyl jasmonate or coronatine,consistent with predictions based on the bioinformatics analysis.These results suggest that the factors such as hormones and abiotic stresses stimulate taxane biosynthesis in yews,providing an important way to sustainably generate taxanes from yew trees or their cell cultures to improve Taxol yields. 展开更多
关键词 Gene expression Bioinformatics analysis Acyltransferase Cytochrome P450 Abiotic stress Hormone
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Occipital lymph node metastasis from nasopharyngeal carcinoma:a special case report and literature review
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作者 Jing Yang Wei-Xiong Xia +4 位作者 Yan-Qun Xiang xing lv Liang-Ru Ke Ya-Hui Yu Xiang Guo 《Chinese Journal of Cancer》 SCIE CAS CSCD 2016年第4期196-203,共8页
Cervical lymph node metastasis is common in patients with nasopharyngeal carcinoma(NPC),but occipital lymph node metastasis in NPC patients has not yet been reported.In this case report,we describe an NPC patient with... Cervical lymph node metastasis is common in patients with nasopharyngeal carcinoma(NPC),but occipital lymph node metastasis in NPC patients has not yet been reported.In this case report,we describe an NPC patient with occipital lymph node metastasis.The clinical presentation,diagnostic procedure,treatment,and outcome of this case were presented,with a review of the related literature. 展开更多
关键词 NASOPHARYNGEAL carcinoma OCCIPITAL LYMPH node LYMPHATIC metastasis CHEMORADIOTHERAPY Intensitymodulated radiation therapy
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基于内镜图像深度学习的鼻咽恶性肿瘤检测模型的建立与验证
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作者 Chaofeng Li Bingzhong Jing +34 位作者 Liangru Ke Bin Li Weixiong Xia Caisheng He Chaonan Qian Chong Zhao Haiqiang Mai Mingyuan Chen Kajia Cao Haoyuan Mo Ling Guo Qiuyan Chen Linquan Tang Wenze Qiu Yahui Yu Hu Liang Xinjun Huang Guoying Liu Wangzhong Li Lin Wang Rui Sun Xiong Zou Shanshan Guo Peiyu Huang Donghua Luo Fang Qiu Yishan Wu Yijun Hua Kuiyuan Liu Shuhui lv Jingjing Miao Yanqun Xiang Ying Sun Xiang Guo xing lv 《癌症》 SCIE CAS CSCD 2019年第7期317-328,共12页
背景与目的由于鼻咽部解剖位置隐匿且腺体增生频发,活检时恶性肿瘤的阳性率较低,从而导致初诊时鼻咽恶性肿瘤确诊延时或漏诊。本文旨在建立一种人工智能工具——基于深度学习的内镜检查,来检测鼻咽恶性肿瘤。方法建立了一种基于内镜图... 背景与目的由于鼻咽部解剖位置隐匿且腺体增生频发,活检时恶性肿瘤的阳性率较低,从而导致初诊时鼻咽恶性肿瘤确诊延时或漏诊。本文旨在建立一种人工智能工具——基于深度学习的内镜检查,来检测鼻咽恶性肿瘤。方法建立了一种基于内镜图像的鼻咽恶性肿瘤检测模型(endoscopic imagesbased nasopharyngeal malignancies detection model,eNPM-DM),该模型由基于空间结构的全卷积网络构成,采用单独训练集和验证集对分类和分割进行微调。总共收集了28,966张合格图像。其中,自2008年1月1日至2016年12月31日,从7951例个体中获得了27,536张经活检证实的图像,按照7∶1∶2的比例随机分为训练、验证和测试集。此外,将2017年1月1日到2017年3月31日获得的1430张图像纳入预测集,用以对建立模型的性能与肿瘤专家的评价进行比较。以鼻咽镜图像为背景,对自动分割和专家手工分割进行比较,采用dice相似系数(dice similarity coefficient,DSC)评价eNPM-DM从鼻咽部内镜图像的背景中自动分割出恶性肿瘤区域的效率。结果所有图像经过病理组织学验证,包括正常对照5713(19.7%)例、鼻咽癌(nasopharyngeal carcinoma,NPC)19,107(66.0%)例、其他恶性肿瘤335(1.2%)例和3811(13.2%)例良性病变。在测试集中,eNPM-DM检测恶性肿瘤的总准确率达88.7%[95%置信区间(confidence interval,CI):87.8%–89.5%]。在预测比较阶段,eNPM-DM表现优于专家:总准确率分别为88.0%(95%CI:86.1%–89.6%)和80.5%(95%CI:77.0%–84.0%)。eNPM-DM耗时更短(40 s vs. 110.0±5.8 min),且从背景中自动分割出鼻咽恶性肿瘤区域方面表现优秀,测试集和预测集中的平均DSC分别为0.78±0.24和0.75±0.26。结论 eNPM-DM在鼻咽肿块良性/恶性诊断分类方面优于肿瘤学家评估,并且实现了从鼻咽内镜图像背景中对恶性区域自动分割。 展开更多
关键词 鼻咽恶性肿瘤 深度学习 鉴别诊断 自动分割
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Observation on clinical application effect of ankle rehabilitation robot
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作者 xing lv Yu-Long Wang +3 位作者 Jian-Jun Long Xiao-Ping Li Li Wan Fei Yu 《Journal of Hainan Medical University》 2020年第10期61-64,共4页
Objective:The effect of ankle rehabilitation robot on joint movement of hemiplegic patients was studied and quantitatively evaluated.Methods 90 hemiplegic patients with lower limb dysfunction treated in our hospital f... Objective:The effect of ankle rehabilitation robot on joint movement of hemiplegic patients was studied and quantitatively evaluated.Methods 90 hemiplegic patients with lower limb dysfunction treated in our hospital from April 2017 to March 2019 were selected as subjects.The patients were randomly divided into two groups:control group(n=45)and observation group(n=45).The patients in the two groups received language training,physiotherapy,exercise therapy,spa,occupational therapy,massage and other comprehensive rehabilitation treatment,on the basis of which the observation group received the auxiliary intervention of ankle rehabilitation robot.The soft tissue compliance of the patients was evaluated by ankle metatarsal flexion moment before and after treatment,the metatarsal flexor tension was evaluated by modified Tardieu scale,and the clinical effect was evaluated by ankle active ankle dorsiflexion.Results After treatment,the ankle flexion angles(0°,10°,20°,30°)in the two groups were significantly lower than those in the control group(P<0.05).Results compared with before treatment,the ankle flexion angles(0°,10°,20°,30°)in the two groups were significantly lower than those in the control group(P<0.05).After treatment,the angle of R1 and R2 measured by modified Tardieu scale of ankle plantar flexor group increased significantly,and the difference of R2-R1 decreased significantly(P<0.05).The improvement degree of the observation group was significantly better than that of the control group(P<0.05).After treatment,the active ankle extension activity of the two groups was significantly higher than that before treatment(P<0.05),and the effective rate of the observation group was significantly higher than that of the observation group(P<0.05).Conclusion Auxiliary intervention with ankle rehabilitation robot system can effectively improve the compliance of ankle soft tissue in spastic hemiplegia,reduce the contracture of metatarsal flexor muscle and improve the disturbance of joint movement in a short time.At the same time,the degree of coordination and acceptance of patients and their families is high,which is an effective means to improve the therapeutic effect. 展开更多
关键词 Ankle joint Rehabilitation robot HEMIPLEGIA Modified Tardieu scale Quantitative study of rehabilitation
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Dual-stage ensemble approach using online knowledge distillation for forecasting carbon emissions in the electric power industry
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作者 Ruibin Lin xing lv +3 位作者 Huanling Hu Liwen Ling Zehui Yu Dabin Zhang 《Data Science and Management》 2023年第4期227-238,共12页
The electric power industry is the key to achieving the goals of carbon peak and neutrality.Accurate forecasting of carbon emissions in the electric power industry can aid in the prompt adjustment of power generation ... The electric power industry is the key to achieving the goals of carbon peak and neutrality.Accurate forecasting of carbon emissions in the electric power industry can aid in the prompt adjustment of power generation policies and the early achievement of carbon reduction targets.This study proposes a new approach that combines the decomposition-ensemble paradigm with knowledge distillation to forecast daily carbon emissions.First,seasonal and trend decomposition using locally weighted scatterplot smoothing(STL)is used to decompose the data into three subcomponents.Second,two heterogeneous deep neural network models are jointly trained to predict each subcomponent based on online knowledge distillation.During training,the two models learn and provide feedback to each other.The first model-ensemble stage is performed by synthesizing the predictions for each subcomponent of the two models.Finally,the second model-ensemble stage is performed.The predictions for each subcomponent are integrated using linear addition to obtain the final results.In addition,to avoid leakage of test data caused by decomposing the entire time series,a recursive forecasting strategy is applied.Multistep predictions are obtained by forecasting 7,15,and 30 days in the future.Experimental results using metaheuristic algorithms to optimize hyperparameters show that the proposed method evaluated on the daily carbon emissions dataset has better forecasting performance than all baselines. 展开更多
关键词 Carbon emissions Electric power Deep neural network Knowledge distillation Time series forecasting
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Minimally invasive surgery alone compared with intensity-modulated radiotherapy for primary stage I nasopharyngeal carcinoma 被引量:25
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作者 You-Ping Liu xing lv +17 位作者 Xiong Zou Yi-Jun Hua Rui You Qi Yang Le Xia Shao-Yan Guo Wen Hu Meng-Xia Zhang Si-Yuan Chen Mei Lin Yu-Long Xie Li-Zhi Liu Rui Sun Pei-Yu Huang Wei Fan Xiang Guo Ming-Huang Hong Ming-Yuan Chen 《Cancer Communications》 SCIE 2019年第1期634-644,共11页
Background:The National Comprehensive Cancer Network guidelines recommend intensity-modulated radiotherapy(IMRT)as the primary curative treatment for newly diagnosed nasopharyngeal carcinoma(NPC),but the radiation-rel... Background:The National Comprehensive Cancer Network guidelines recommend intensity-modulated radiotherapy(IMRT)as the primary curative treatment for newly diagnosed nasopharyngeal carcinoma(NPC),but the radiation-related complications and relatively high medical costs remain a consequential burden for the patients.Endoscopic nasopharyngectomy(ENPG)was successfully applied in recurrent NPC with radiation free and relatively low medical costs.In this study,we examined whether ENPG could be an effective treatment for localized stage I NPC.Methods:Ten newly diagnosed localized stage I NPC patients voluntarily received ENPG alone from June 2007 to September 2017 in Sun Yat-sen University Cancer Center.Simultaneously,the data of 329 stage I NPC patients treated with IMRT were collected and used as a reference cohort.The survival outcomes,quality of life(QOL),and medical costs between two groups were compared.Results:After a median follow-up of 59.0 months(95%CI 53.4-64.6),no death,locoregional recurrence,or distant metastasis was observed in the 10 patients treated with ENPG.The 5-year overall survival,local relapse-free survival,regional relapse-free survival,and distant metastasis-free survival among the ENPG-treated patients was similar to that among the IMRT-treated patients(100%vs.99.1%,100%vs.97.7%,100%vs.99.0%,100%vs.97.4%,respectively,P>0.05).In addition,compared with IMRT,ENPG was associated with decreased total medical costs($4090.42±1502.65 vs.$12620.88±4242.65,P<0.001)and improved QOL scores including dry mouth(3.3±10.5 vs.34.4±25.8,P<0.001)and sticky saliva(3.3±10.5 vs.32.6±23.3,P<0.001).Conclusions:ENPG alone was associated with promising long-term survival outcomes,low medical costs,and satisfactory QOL and might therefore be an alternative strategy for treating newly diagnosed localized stage I NPC patients who refused radiotherapy.However,the application of ENPG should be prudent,and prospective clinical tri-als were needed to further verify the results. 展开更多
关键词 Nasopharyngeal carcinoma Localized Early stage Endoscopic nasopharyngectomy Intensity-modulated radiotherapy Survival Medical cost Quality of life
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Development and validation of an endoscopic images-based deep learning model for detection with nasopharyngeal malignancies 被引量:15
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作者 Chaofeng Li Bingzhong Jing +34 位作者 Liangru Ke Bin Li Weixiong Xia Caisheng He Chaonan Qian Chong Zhao Haiqiang Mai Mingyuan Chen Kajia Cao Haoyuan Mo Ling Guo Qiuyan Chen Linquan Tang Wenze Qiu Yahui Yu Hu Liang Xinjun Huang Guoying Liu Wangzhong Li Lin Wang Rui Sun Xiong Zou Shanshan Guo Peiyu Huang Donghua Luo Fang Qiu Yishan Wu Yijun Hua Kuiyuan Liu Shuhui lv Jingjing Miao Yanqun Xiang Ying Sun Xiang Guo xing lv 《Cancer Communications》 SCIE 2018年第1期632-642,共11页
Background:Due to the occult anatomic location of the nasopharynx and frequent presence of adenoid hyperpla-sia,the positive rate for malignancy identification during biopsy is low,thus leading to delayed or missed di... Background:Due to the occult anatomic location of the nasopharynx and frequent presence of adenoid hyperpla-sia,the positive rate for malignancy identification during biopsy is low,thus leading to delayed or missed diagnosis for nasopharyngeal malignancies upon initial attempt.Here,we aimed to develop an artificial intelligence tool to detect nasopharyngeal malignancies under endoscopic examination based on deep learning.Methods:An endoscopic images-based nasopharyngeal malignancy detection model(eNPM-DM)consisting of a fully convolutional network based on the inception architecture was developed and fine-tuned using separate training and validation sets for both classification and segmentation.Briefly,a total of 28,966 qualified images were collected.Among these images,27,536 biopsy-proven images from 7951 individuals obtained from January 1st,2008,to December 31st,2016,were split into the training,validation and test sets at a ratio of 7:1:2 using simple randomiza-tion.Additionally,1430 images obtained from January 1st,2017,to March 31st,2017,were used as a prospective test set to compare the performance of the established model against oncologist evaluation.The dice similarity coef-ficient(DSC)was used to evaluate the efficiency of eNPM-DM in automatic segmentation of malignant area from the background of nasopharyngeal endoscopic images,by comparing automatic segmentation with manual segmenta-tion performed by the experts.Results:All images were histopathologically confirmed,and included 5713(19.7%)normal control,19,107(66.0%)nasopharyngeal carcinoma(NPC),335(1.2%)NPC and 3811(13.2%)benign diseases.The eNPM-DM attained an overall accuracy of 88.7%(95%confidence interval(CI)87.8%-89.5%)in detecting malignancies in the test set.In the prospective comparison phase,eNPM-DM outperformed the experts:the overall accuracy was 88.0%(95%CI 86.1%-89.6%)vs.80.5%(95%CI 77.0%-84.0%).The eNPM-DM required less time(40 s vs.110.0±5.8 min)and exhibited encouraging performance in automatic segmentation of nasopharyngeal malignant area from the background,with an average DSC of 0.78±0.24 and 0.75±0.26 in the test and prospective test sets,respectively.Conclusions:The eNPM-DM outperformed oncologist evaluation in diagnostic classification of nasopharyngeal mass into benign versus malignant,and realized automatic segmentation of malignant area from the background of nasopharyngeal endoscopic images. 展开更多
关键词 Nasopharyngeal malignancy Deep learning Differential diagnosis Automatic segmentation
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Effect of induction chemotherapy with cisplatin, fluorouracil, with or without taxane on locoregionally advanced nasopharyngeal carcinoma: a retrospective, propensity score-matched analysis 被引量:4
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作者 Guo-Ying Liu xing lv +12 位作者 Yi-Shan Wu Min-Jie Mao Yan-Fang Ye Ya-Hui Yu Hu Liang Jing Yang Liang-Ru Ke Wen-Ze Qiu Xin-Jun Huang Wang-Zhong Li Xiang Guo Yan-Qun Xiang Wei-Xiong Xia 《Cancer Communications》 SCIE 2018年第1期237-246,共10页
Background:Available data in the literature comparing different induction chemotherapy(IC)regimens on locoregionally advanced nasopharyngeal carcinoma(NPC)are scarce.The purpose of the present study was to evaluate th... Background:Available data in the literature comparing different induction chemotherapy(IC)regimens on locoregionally advanced nasopharyngeal carcinoma(NPC)are scarce.The purpose of the present study was to evaluate the outcomes of locoregionally advanced NPC patients who were treated with taxane,cisplatin and 5-fluorouracil(TPF)or cisplatin and 5-fluorouracil(PF)as IC followed by concurrent chemoradiotherapy(CCRT).Methods:In total,1879 patients with locoregionally advanced NPC treated with IC and CCRT from a prospectively maintained database were included in the present observational study.We compared overall survival(OS),disease-specific survival(DSS),distant metastasis-free survival(DMFS),and locoregional relapse-free survival,using the pro-pensity score method.Results:In total,1256 patients received TPF or PF as IC backbone.The TPF group showed significantly better OS(hazard ratio[HR],0.660;95%confidence interval[CI]0.442-0.986;P=0.042),DSS(HR,0.624;95%CI 0.411-0.947;P=0.027)and DMFS(HR,0.589;95%CI 0.406-0.855;P=0.005)compared with the PF group in multivariable analy-ses.Propensity score matching identified 294 patients in each cohort and confirmed that TPF was associated with significantly improved 5-year OS(88.1%vs.80.7%;P=0.042),DSS(88.5%vs.80.7%;P=0.021)and DMFS(87.9%vs.78.6%;P=0.012)rates compared with the PF group.There were no significant differences in locoregional relapse-free survival before or after matching.Conclusions:In our study,IC with the TPF regimen combined with CCRT showed improved long-term survival for the patients with locoregionally advanced NPC compared with the PF regimen.However,a prospective randomized clinical trial to validate these findings is necessary. 展开更多
关键词 Nasopharyngeal carcinoma Induction chemotherapy Propensity score-matching TAXANE
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Dysbindin promotes progression of pancreatic Juctal adenocarcinoma via direct activation of PI3 被引量:2
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作者 Cheng Fang Xin Guo +7 位作者 xing lv Ruozhe Yin Xiaohui lv Fengsong Wang Jun Zhao Quan Bai Xuebiao Yao Yong Chen 《Journal of Molecular Cell Biology》 SCIE CAS CSCD 2017年第6期504-515,共12页
Pancreatic ductal adenocarcinoma (PDAC) represents a biggest challenge in clinic oncology due to its invasiveness and lack of tar- geted therapeutics. Our recent study showed that schizophrenia susceptibility factor... Pancreatic ductal adenocarcinoma (PDAC) represents a biggest challenge in clinic oncology due to its invasiveness and lack of tar- geted therapeutics. Our recent study showed that schizophrenia susceptibility factor dysbindin exhibited significant higher level in serum of PDAC patients. However, the functional relevance of dysbindin in PDAC is still unclear. Here, we show that dysbindin pro- motes tumor growth both in vitro and in vivo by accelerating the G1/S phase transition in cell cycle via PI3K/AKT signaling path- way. Mechanistically, dysbindin interacts with PI3K and stimulates the kinase activity of PI3K. Moreover, overexpression of dysbindin in PDAC is correlated with clinicopathological characteristics significantly, such as histological differentiation (P = 0.011) and tumor size (P = 0.007). Kaplan-Meier survival curves show that patients with high dysbindin expression exhibit poorer overall survival, compared to those with low dysbindin expression (P 〈 0.001). Multivariate analysis reveals that dysbindin is an independ- ent prognostic factor for pancreatic ductal adenocarcinoma (P = 0.001). Thus, our findings reveal that dysbindin is a novel PI3K acti- vator and promotes PDAC progression via stimulation of PI3K/AKT. Dysbindin therefore represents a potential target for prognosis and therapy of PDAC. 展开更多
关键词 pancreatic ductal adenocarcinoma DYSBINDIN cell cycle PI3K prognostic factor
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Long noncoding RNA TARL promotes antibacterial activity and prevents bacterial escape in Miichthys miiuy through suppression of TAK1 downregulation 被引量:1
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作者 Weiwei Zheng xing lv +2 位作者 Shiying Xin Yuena Sun Tianjun Xu 《Science China(Life Sciences)》 SCIE CAS CSCD 2023年第6期1340-1357,共18页
Noncoding RNA(ncRNA)is an important regulatory factor that plays a major role in innate immunity.However,most studies on ncRNA have focused on mammals,resulting in a knowledge gap on nc RNA in lower vertebrates such a... Noncoding RNA(ncRNA)is an important regulatory factor that plays a major role in innate immunity.However,most studies on ncRNA have focused on mammals,resulting in a knowledge gap on nc RNA in lower vertebrates such as teleost fish.In this study,we identified a new long noncoding RNA(lncRNA),termed TAK1-related lnc RNA(TARL),which can play a positive role in the antibacterial immunity of Miichthys miiuy to Vibrio anguillarum and V.harveyi.We also found a novel micro RNA miR-2188-3p that could target TAK1 and inhibit the host antibacterial response and promote bacterial escape.We further found that the antibacterial effect inhibited by miR-2188-3p could be reversed with TARL.Moreover,V.anguillarum and V.harveyi are the two most susceptible Gram-negative pathogens of aquaculture fish,and the economic losses caused by these two bacteria are immeasurable every year.This study is the first to report on the ability of lnc RNA to prevent the escape of V.anguillarum and V.harveyi in fish through the competing endogenous RNA(ceRNA)mechanism.Our results not only elucidate the ce RNA mechanism of the lncRNA in antibacterial immune responses but also provide new insights into the impact of lnc RNA on host immunity and bacterial escape. 展开更多
关键词 lncRNA microRNA ceRNA innate immunity ANTIBACTERIAL
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LncRNA MIR144HG-derived miR-144 suppresses antibacterial signaling and facilitates bacteria escape in fish
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作者 Weiwei Zheng Junxia Cui +2 位作者 xing lv Shiying Xin Tianjun Xu 《Water Biology and Security》 2023年第1期72-85,共14页
Growing number studies show that lncRNA is an important regulatory factor and plays an irreplaceable role in innate immunity.However,most studies on lncRNA have focused on mammals and it is unknown in lower vertebrate... Growing number studies show that lncRNA is an important regulatory factor and plays an irreplaceable role in innate immunity.However,most studies on lncRNA have focused on mammals and it is unknown in lower vertebrates.In this study,we identify a new lncRNA,named MIR144HG,which can have a negative role in antibacterial immunity of Miichthys miiuy caused by Vibrio anguillarum and V.harveyi.MyD88,TAK1 and p65 are very important pathway genes in antibacterial innate immune responses,whether in mammals or lower vertebrates.Here,we found that miR-144–3p could target MyD88,TAK1 and p65,inhibit host antibacterial response and promote bacterial escape.Further studies found that miR-144–3p can be derived by MIR144HG,and finally enhance the inhibitory effect of miR-144–3p on host antibacterial immunity.Moreover,V.anguillarum and V.harveyi are the two most susceptible Gram-negative pathogens in aquaculture,and the economic losses caused by these two bacteria are immeasurable every year.Our results not only elucidate the mechanism of the lncRNAmiRNA-mRNA axis in antibacterial immune responses,but also provide new insights for understanding the impact of lncRNA on host immunity and bacteria escape. 展开更多
关键词 ANTIBACTERIAL FISH Innate immunity lncRNA microRNA PRECURSOR
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