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Study on the Culture Conditions for Hairy Roots of Aconitum coreanum( Levl.) Raipaics
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作者 Lili LIU jun ai +1 位作者 Qingtian ZHANG Changyu LI 《Agricultural Biotechnology》 CAS 2015年第2期1-4,共4页
[Objective]This study aimed to investigate the culture conditions for hairy roots of Aconitum coreanum(Levl.)Raipaics and optimize the amplification culture conditions in bioreactors,thus providing basis for large-s... [Objective]This study aimed to investigate the culture conditions for hairy roots of Aconitum coreanum(Levl.)Raipaics and optimize the amplification culture conditions in bioreactors,thus providing basis for large-scale production of A.coreanum hairy roots.[Method]The effects of different p H,culture modes and culture vessels on the growth of hairy roots were compared to obtain the optimal culture conditions for A.coreanum hairy roots.Moreover,the effects of medium volume and inoculation mode on bioreactor culture of A.coreanum hairy roots were investigated to analyze the feasibility of amplification culture of hairy roots in bioreactors.[Result]After autoclaving,medium p H was reduced slightly and the clarity of medium varied.To be specific,A.coreanum hairy roots cultured in medium at p H 5.80 exhibited the best growth.A.coreanum hairy roots cultured in liquid medium displayed more rapid growth than hairy roots cultured in solid medium.Medium p H and electrical conductivity(EC)varied with the extension of culture time.The yield and propagation coefficient of A.coreanum hairy roots were positively correlated with the size of culture vessels.The growth of hairy roots cultured in bioreactors were influenced by medium volumes and inoculation modes.[Conclusion]The growth of A.coreanum hairy roots were significantly influenced by medium p H,culture modes and culture vessels.A.coreanum hairy roots cultured in bioreactors exhibited high yield and large propagation coefficient.According to the results,the relationship between ventilation volume and hairy root density is crucial to the amplification culture of A.coreanum hairy roots. 展开更多
关键词 roots Roots Aconitum varied displayed bioreactor inoculation cultured cultivated inoculated
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Identifying influential spreaders in complex networks based on density entropy and community structure
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作者 苏湛 陈磊 +2 位作者 艾均 郑雨语 别娜 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第5期765-774,共10页
In recent years,exploring the relationship between community structure and node centrality in complex networks has gained significant attention from researchers,given its fundamental theoretical significance and pract... In recent years,exploring the relationship between community structure and node centrality in complex networks has gained significant attention from researchers,given its fundamental theoretical significance and practical implications.To address the impact of network communities on target nodes and effectively identify highly influential nodes with strong propagation capabilities,this paper proposes a novel influential spreaders identification algorithm based on density entropy and community structure(DECS).The proposed method initially integrates a community detection algorithm to obtain the community partition results of the networks.It then comprehensively considers the internal and external density entropies and degree centrality of the target node to evaluate its influence.Experimental validation is conducted on eight networks of varying sizes through susceptible–infected–recovered(SIR)propagation experiments and network static attack experiments.The experimental results demonstrate that the proposed method outperforms five other node centrality methods under the same comparative conditions,particularly in terms of information spreading capability,thereby enhancing the accurate identification of critical nodes in networks. 展开更多
关键词 CORRIGENDUM electron impact ionization cross sections carbon monoxide
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富含硅的天然矿泉水降血脂活性研究 被引量:1
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作者 昭日格图 其布日 +3 位作者 鲍明明 娜日苏 领小 jun ai 《内蒙古石油化工》 CAS 2020年第8期15-19,共5页
探讨富含硅的天然矿泉水(富硅水)对大鼠饲喂高脂饲料造成的高脂血症预防作用。将成年雄性Wistar大鼠做模型测定各组大鼠的体重及肝指数,检测血清中丙氨酸氨基转移酶(ALT)、天门冬氨基转移酶(AST)、总胆固醇(TC)和甘油三酯(TG),并做肝脏... 探讨富含硅的天然矿泉水(富硅水)对大鼠饲喂高脂饲料造成的高脂血症预防作用。将成年雄性Wistar大鼠做模型测定各组大鼠的体重及肝指数,检测血清中丙氨酸氨基转移酶(ALT)、天门冬氨基转移酶(AST)、总胆固醇(TC)和甘油三酯(TG),并做肝脏病理学检查。结果表明,富硅水各剂量组血清甘油三酯显著降低(P<0.01);血清中ALT与AST极显著降低(P<0.01);均显著降低肝指数(3.99±0.19)%,(4.07±0.19)%,(3.97±0.29)%;同时病理组织学显示富硅水能明显改善大鼠的肝细胞脂肪变性。富硅水能够有效预防高脂模型引起的高脂血症的发生或发展。 展开更多
关键词 富硅水 高脂血症 TG ALT AST 肝脏组织切片
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Prevalence of Anti-endothelial Cell Antibodies in Patients with Pulmonary Arterial Hypertension Associated with Connective Tissue Diseases 被引量:7
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作者 Meng-tao Li jun ai +4 位作者 Zhuang Tian Quan Fang Wen-jie Zheng Xue-jun Zeng Xiao-feng Zeng 《Chinese Medical Sciences Journal》 CAS CSCD 2010年第1期27-31,共5页
Objective To investigate the prevalence of anti-endothelial cell antibodies (AECAs) in the sera of connective tissue diseases (CTD) patients with pulmonary arterial hypertension (PAH) and its correlation with clinical... Objective To investigate the prevalence of anti-endothelial cell antibodies (AECAs) in the sera of connective tissue diseases (CTD) patients with pulmonary arterial hypertension (PAH) and its correlation with clinical manifestations. Methods AECAs in sera of 39 CTD patients with PAH,22 CTD patients without PAH,and 10 healthy donors as controls were detected with Western blotting. The prevalence of different AECAs in different groups was compared and its correlation with clinical manifestations was also investigated. Results The prevalence of AECAs was 82.1% in CTD patients with PAH,72.7% in CTD patients without PAH,and 20.0% in healthy donors. Anti-22 kD AECA was only detected in CTD patients with PAH (15.4%). Anti-75 kD AECA was more frequently detected in CTD patients with PAH than in those without PAH (51.3% vs. 22.7%,P<0.05). In CTD patients with PAH,anti-75 kD AECA was more frequently detected in those with Raynaud’s phenomenon or with positive anti-RNP antibody. Conclusion AECAs could be frequently detected in CTD patients with or without PAH,while anti-22 kD and anti-75 kD AECA might be specific in CTD patients with PAH. 展开更多
关键词 connective tissue diseases pulmonary arterial hypertension anti-endothelial cell antibodies
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Automatic software fault localization based on artificial bee colony 被引量:2
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作者 Linzhi Huang jun ai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第6期1325-1332,共8页
Software debugging accounts for a vast majority of the financial and time costs in software developing and maintenance. Thus, approaches of software fault localization that can help automate the debugging process have... Software debugging accounts for a vast majority of the financial and time costs in software developing and maintenance. Thus, approaches of software fault localization that can help automate the debugging process have become a hot topic in the field of software engineering. Given the great demand for software fault localization, an approach based on the artificial bee colony (ABC) algorithm is proposed to be integrated with other related techniques. In this process, the source program is initially instrumented after analyzing the dependence information. The test case sets are then compiled and run on the instrumented program, and execution results are input to the ABC algorithm. The algorithm can determine the largest fitness value and best food source by calculating the average fitness of the employed bees in the iteralive process. The program unit with the highest suspicion score corresponding to the best test case set is regarded as the final fault localization. Experiments are conducted with the TCAS program in the Siemens suite. Results demonstrate that the proposed fault localization method is effective and efficient. The ABC algorithm can efficiently avoid the local optimum, and ensure the validity of the fault location to a larger extent. 展开更多
关键词 software debugging software fault localization arti-ficial bee colony (ABC) algorithm program instrumentation.
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Anthocyanin Biosynthesis Gene Analysis of Lonicera caerulea L. by RNA-seq and DGE 被引量:1
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作者 Qingtian ZHANG Changyu LI +2 位作者 Shutian FAN Yiming YANG jun ai 《Agricultural Biotechnology》 CAS 2019年第1期10-12,16,共4页
Fruit of Lonicera caerulea L. is a rich source of phenolic compounds such as phenolic acids as well as anthocyanins,proanthocyanidins and other flavonoids,which display potential health-promoting effects. However,its ... Fruit of Lonicera caerulea L. is a rich source of phenolic compounds such as phenolic acids as well as anthocyanins,proanthocyanidins and other flavonoids,which display potential health-promoting effects. However,its genetics and genomic information is limited. Transcriptome and digital gene expression( DGE) profiles of fruit at four different development stages were compared. Related genes with anthocyanin biosynthesis were compared using real-time quantitative PCR( qRT-PCR). RNA-Seq generated 6. 26-Gb clean reads,which was then de novo assembled into 45,656 UniG enes with a mean length 837 bp. A total of 7 928 unigenes were annotated into 32 known metabolic or signaling pathways in which a few primary,intermediate,and secondary metabolic pathways are directly related to fruit quality. The result of DGE and qRT-PCR indicates that UFGT( comp20132_c0) may play a key role in honeysuckle coloration. This provides a reference for the study of complicated metabolism in non-model perennial species. 展开更多
关键词 LONICERA caerulea L. RNA-SEQ DGE TRANSCRIPTOME
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Applying DNA Barcoding to Identify Actinidia in the Northeast of China 被引量:2
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作者 Haishuang LIU Hongyan QIN +6 位作者 jun ai Huifang SONG Yiming YANG Shutian FAN Peilei XU Guangli SHI Changyu LI 《Agricultural Biotechnology》 CAS 2018年第2期130-136,共7页
Identification of kiwifruit germplasm materials is the basis of protecting and utilizing these resources.However,identifying Actinidia arguta varieties based on morphology is difficult,especially for non-specialists.I... Identification of kiwifruit germplasm materials is the basis of protecting and utilizing these resources.However,identifying Actinidia arguta varieties based on morphology is difficult,especially for non-specialists.In this study,we collected 180 specimens comprising 60 varieties of three species(A.arguta,A.kolomikta,and A.polygama)from the Northeast of China.The emphasis of our study was on the feasibility of identifying A.arguta varieties.Here,we used common analysis methods(genetic distance,phylogenetic analysis and the DNA barcoding gap)and SNPs analysis to evaluate the discriminatory power of different DNA barcoding markers.The results revealed that common methods were insufficient to identify A.arguta varieties but SNPs analysis based on DNA barcoden was the potential method for identifying A.arguta varieties.Besides,Our study agree that DNA barcoding could be used to analysis the evaluation genetic relationship of the Actinidia plants. 展开更多
关键词 Actinidia arguta DNA barcoding SNP Identification
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Design and Implementation for Ladder Diagram in Hydropower Simulation System Based on All Paths Searching Algorithm
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作者 Bo LI Hai ZHAO +2 位作者 Chun-He SONG Hui LI jun ai 《International Journal of Communications, Network and System Sciences》 2009年第4期318-324,共7页
An approach to design and implement the control function of LD (Ladder Diagram) in the hydropower simulation system based on all paths searching algorithm is proposed in this paper. LD is widely used as a programming ... An approach to design and implement the control function of LD (Ladder Diagram) in the hydropower simulation system based on all paths searching algorithm is proposed in this paper. LD is widely used as a programming language for PLC (Programmable Logic Controller), but it doesn’t be executed automatically in the hydropower simulation system which is a software system, and there is no compiler or interpretation for LD in it. The approach in this paper is not only to present a graphical interface to design LD, but also implement its control function through transforming it to a corresponding undigraph, in which, all paths be-tween two vertexes (live wire and null line) are searched by the proposed algorithm. An application example is presented to verify the validity of the algorithm and shows that the algorithm is correct and practicable. In addition, how to implement the control function based on object-oriented thought is introduced. The running time is shown at last, which proves that the system with the algorithm can meet the real-time request in the hydropower simulation system. 展开更多
关键词 LADDER DIAGRAM OBJECT-ORIENTED THOUGHT Undigraph
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融合网络社团特征与矩阵分解的推荐算法
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作者 艾均 李贵平 +1 位作者 苏湛 苏杭 《建模与仿真》 2025年第4期699-715,共17页
为解决推荐系统在处理超大规模数据集时计算复杂度高、资源消耗大,以及推荐性能与可扩展性之间的矛盾,本文设计了一种融合用户相似性网络社团特征的快速并行梯度下降矩阵分解算法。首先,通过计算用户相似性,基于高相似度用户关系构建相... 为解决推荐系统在处理超大规模数据集时计算复杂度高、资源消耗大,以及推荐性能与可扩展性之间的矛盾,本文设计了一种融合用户相似性网络社团特征的快速并行梯度下降矩阵分解算法。首先,通过计算用户相似性,基于高相似度用户关系构建相似性网络,并采用模块度优化算法将用户划分为若干社团。同时,设计了一种用户补偿机制,在社团划分中引入指定数量的活跃用户,降低基于用户相似性社团划分的用户群内部数据的过度相似性。随后,针对每个用户群,采用并行梯度下降矩阵分解算法学习用户与物品的隐因子,以预测用户对未知物品的评分。该模型通过社团分组和并行计算,不仅减少了计算复杂度和资源消耗,还有效提升了推荐系统的准确性和算法学习效率。与现有领先算法相比,该模型在多个数据集上有效提高了推荐精度和召回率,降低了均方根误差和平均绝对误差。 展开更多
关键词 用户相似性网络社团发现 梯度下降矩阵分解 可扩展性 数据稀疏 推荐算法 社团检测算法
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融合画像约束和潜在特征的深度推荐算法
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作者 艾均 柏光耀 +1 位作者 苏湛 马菀言 《建模与仿真》 2025年第4期417-428,共12页
基于深度学习的推荐算法已成为推荐系统领域的研究趋势。然而,大多数现有工作仅考虑单一的用户与物品交互数据,限制了算法的预测性能。本文提出一种画像约束的编码方式,并融合隐因子模型中的潜在特征,丰富了推荐算法的输入以提升评分预... 基于深度学习的推荐算法已成为推荐系统领域的研究趋势。然而,大多数现有工作仅考虑单一的用户与物品交互数据,限制了算法的预测性能。本文提出一种画像约束的编码方式,并融合隐因子模型中的潜在特征,丰富了推荐算法的输入以提升评分预测的准确性。该算法利用矩阵分解得到潜在特征初始化用户与物品的嵌入,然后通过线性注意力机制增强模型对画像特征的敏感度,最后结合深度神经网络进行评分预测。通过本文算法与其他基线算法在MovieLens与Netflix数据集上进行对比,该算法与基线算法相比显著提高了评分预测的精度,并在推荐列表排序性能等方面表现出色。本文的研究揭示了加入用户与物品的画像约束和潜在特征,可以有效提升推荐系统的性能。 展开更多
关键词 推荐系统 深度学习 画像约束 隐因子模型 线性注意力
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融合共现网络特征与知识增强语义梯度提升电子邮件分类
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作者 艾均 邹智洋 +2 位作者 苏湛 耿爱国 马菀言 《建模与仿真》 2025年第3期222-237,共16页
本文针对现有电子邮件分类算法缺乏知识网络特征,并且训练复杂度较高的问题,应用复杂网络理论和知识增强语义模型,设计了一种基于电子邮件知识共现网络特征和知识增强语义的梯度提升算法,研究如何利用电子邮件知识网络和增强深度学习模... 本文针对现有电子邮件分类算法缺乏知识网络特征,并且训练复杂度较高的问题,应用复杂网络理论和知识增强语义模型,设计了一种基于电子邮件知识共现网络特征和知识增强语义的梯度提升算法,研究如何利用电子邮件知识网络和增强深度学习模型的知识表征来提升分类算法性能。首先,利用词汇共现度构建基于电子邮件知识的共现网络;其次,采用维瓦尔第算法将共现网络的节点映射到张量空间,生成对应知识节点空间嵌入;然后,计算共现网络模型的中心性特征并与维瓦尔第语义空间嵌入相结合,再融合知识增强语义模型生成的文本语义特征;最后,使用梯度增强算法实现电子邮件分类学习。在实验中,相较于现在的领先模型,本文算法在准确率、精确率和召回率等指标上均有明显提升,验证了其有效性,揭示了电子邮件知识网络特征能够有效增强现有模型的性能,提供了对其表征能力的有效补充。 展开更多
关键词 电子邮件分类 文本分类 ERNIE 复杂网络 XGBoost
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可解释推荐的混合方法:结合合成坐标
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作者 艾均 徐戈辉 +1 位作者 苏湛 苏杭 《建模与仿真》 2025年第5期13-30,共18页
近年来,可解释推荐因其不仅能提供个性化推荐,还能解释推荐原因而备受关注。基于Transformer的文本生成技术尽管可以生成高度自然的推荐解释,但其高模型复杂性和计算成本也带来了挑战。为应对这些问题,本文提出了一种基于Transformer架... 近年来,可解释推荐因其不仅能提供个性化推荐,还能解释推荐原因而备受关注。基于Transformer的文本生成技术尽管可以生成高度自然的推荐解释,但其高模型复杂性和计算成本也带来了挑战。为应对这些问题,本文提出了一种基于Transformer架构的混合可解释推荐模型。该模型结合了合成坐标和Kolmogorov-Arnold网络(KAN),通过将用户和物品映射至低维嵌入空间,利用空间关系引导解释生成,实现了高效的评分预测和解释生成。实验结果表明,该模型在评分预测和解释生成任务中均达到了最先进的水平,且在BLEU-4和USR等关键指标上取得了显著提升。研究还揭示了通过优化嵌入向量和模块化设计的结合,能够有效提升可解释推荐系统的性能,同时降低模型复杂性、计算难度及资源消耗。 展开更多
关键词 可解释推荐 合成坐标 Kolmogorov-Arnold Network TRANSFORMER
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融合多粒度社团特征与快速并行矩阵分解的复杂网络个性化推荐算法
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作者 李贵平 艾均 苏湛 《运筹与模糊学》 2025年第2期443-459,共17页
针对复杂网络环境下个性化推荐系统面临的数据稀疏性、计算效率及用户偏好动态性等挑战,本文提出了一种融合多粒度社团特征与快速并行矩阵分解的推荐算法。该算法首先构建基于用户相似度的复杂网络,并引入改进的社团检测算法实现多粒度... 针对复杂网络环境下个性化推荐系统面临的数据稀疏性、计算效率及用户偏好动态性等挑战,本文提出了一种融合多粒度社团特征与快速并行矩阵分解的推荐算法。该算法首先构建基于用户相似度的复杂网络,并引入改进的社团检测算法实现多粒度社团结构划分,生成粗细粒度不同的用户群体;随后,设计了一种基于用户活跃度的自适应层次选择机制,旨在根据用户行为特征动态选择合适的社团层次进行推荐,以缓解数据稀疏性问题并提升推荐精度。在此基础上,本文提出一种基于多层用户相似性网络的快速并行梯度下降矩阵分解模型,有效捕捉用户在不同粒度上的偏好特征,并结合用户全局偏好信息与局部社团特征。多个真实数据集上的实验结果表明,相较于传统推荐算法,融合多粒度社团特征与快速并行矩阵分解算法在准确性、精确率和召回率等指标上均有不同程度的提升,验证了该算法在提高推荐质量和可扩展性方面的有效性。 展开更多
关键词 用户相似性 多粒度层次划分 复杂网络 推荐算法 并行梯度下降矩阵分解 社团检测
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基于历史评论反馈建模的可解释推荐算法
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作者 徐戈辉 艾均 +1 位作者 苏湛 苏杭 《运筹与模糊学》 2025年第2期528-541,共14页
可解释推荐系统在提供个性化推荐的同时揭示推荐逻辑,已成为推荐系统领域的重要研究方向。尽管基于Transformer的文本生成技术能够产生流畅的自然语言解释,但其性能高度依赖于数据集的密度,在现实场景中普遍存在的稀疏数据条件下表现受... 可解释推荐系统在提供个性化推荐的同时揭示推荐逻辑,已成为推荐系统领域的重要研究方向。尽管基于Transformer的文本生成技术能够产生流畅的自然语言解释,但其性能高度依赖于数据集的密度,在现实场景中普遍存在的稀疏数据条件下表现受限。针对这一挑战,本文提出一种融合历史评论反馈建模的可解释推荐框架。该框架采用编码器–解码器架构,在特征提取阶段,对用户历史评论和物品关联评论进行深度语义建模,通过注意力机制提取评论中的隐含偏好特征与属性特征。在解释生成阶段,使用多任务联合学习范式,将评分预测任务与文本生成任务进行联合优化。通过在Amazon、Yelp等公开数据集上的实验验证,本模型在评分预测和解释生成任务中均达到了最先进水平,在多数指标上取得了显著的提升。本研究为平衡推荐系统可解释性与数据稀疏性问题提供了新的解决方案。 展开更多
关键词 可解释推荐 历史评论 反馈建模 表示学习 TRANSFORMER
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4-1BB (CD137) Ligand Enhanced Anti-Tumor Immune Response against Mouse Forestomach Carcinoma In Vivo 被引量:6
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作者 Qiaoxia Li jun ai +2 位作者 Zhenchuan Song Jie Liu Baoen Shan 《Cellular & Molecular Immunology》 SCIE CAS CSCD 2008年第5期379-384,共6页
Cancer occurrence and development has been demonstrated to be associated with escape from immune surveillance, and low eostimulatory molecules expression has been considered as one of the important reasons for cancer ... Cancer occurrence and development has been demonstrated to be associated with escape from immune surveillance, and low eostimulatory molecules expression has been considered as one of the important reasons for cancer evading the immune system. 4-1BB (CD137) is a costimulatory molecule expressed on the surface of activated T cells. Interaction of 4-1BB with its natural ligand (4-1BBL) expressed on antigen presenting cells (APCs) has been shown to amplify T-cell mediated immunity. We therefore examined whether murine cancer cells expressing 4-1BBL could produce antitumor effects in inoculated mice. Mouse forestomach carcinoma (MFC) cells were transfected with 4-1BBL gene (MFC/4-1BBL). The proliferation of the transduced cells in vitro was not different from that of parental cells. However, MFC/4-1BBL cells developed small tumors and induced higher cytotoxicity of tumor infiltration lymphocyte (TIL). Production of cytokines (IFN-γ TNF-α and IL-2) in serum and cytotoxic T lymphocyte (CTL) activity of splenocytes from mice immunized with mitomycin C (MMC)-treated MFC/4-1BBL cells were significantly higher than that from mice immunized with MMC-treated parental MFC and MFC/ pMKITneo cells. These results suggest that modification of cancer cells with 4-1BBL gene can produce antitumor immune responses. 展开更多
关键词 4-1BBL CTL antitumor TIL
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Stable and low-resistance polydopamine methacrylamide-polyacrylamide hydrogel for brain-computer interface 被引量:5
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作者 Lanlan Liu Yafeng Liu +4 位作者 Ruitao Tang jun ai Yinji Ma Ying Chen Xue Feng 《Science China Materials》 SCIE EI CAS CSCD 2022年第8期2298-2308,共11页
Signal drift and performance instability of brain-computer interface devices induced by the interface failure between rigid metal electrodes and soft human skin hinder the precise data acquisition of electroencephalog... Signal drift and performance instability of brain-computer interface devices induced by the interface failure between rigid metal electrodes and soft human skin hinder the precise data acquisition of electroencephalogram(EEG).Thus,it is desirable to achieve a robust interface for brain-computer interface devices.Here,a kind of polydopamine methacrylamide-polyacrylamide(PDMA-PAAM)hydrogel is developed.To improve the adhesion,dopamine is introduced into the polyacrylamide hydrogel,through the amino and catechol groups of dopamine in an organic-inorganic interface to build a covalent and non-covalent interaction.A strong attachment and an effective modulus transition system can be formed between the metal electrodes and human skin,so that the peeling force between the PDMAPAAM hydrogel and the porcine skin can reach 22 N m^(-1).In addition,the stable conductivity and long-term operating life of the PDMA-PAAM hydrogel for more than 60 days at room temperature are achieved by adding sodium chloride(NaCl)and glycerol,respectively.The PDMA-PAAM hydrogel membrane fabricated in this work is integrated onto a flexible Au electrode applied in a brain-computer interface.In comparison,the collected EEG signal intensity and waveform are consistent with that of the commercial counterparts.And obviously,the flexible electrode with PDMA-PAAM hydrogel membrane is demonstrated to enable a more stable and userfriendly interface. 展开更多
关键词 flexible electronics DOPAMINE HYDROGELS braincomputer interface ELECTROENCEPHALOGRAM
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基于模糊偏好向量和物品质量的推荐算法
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作者 艾均 孙浩 +1 位作者 苏湛 周越 《运筹与模糊学》 2024年第2期218-233,共16页
推荐系统能够快速有效地帮助人们在海量信息中进行筛选和过滤,为用户智能化地推荐其感兴趣的物品,因此具有重要的理论意义和广泛的应用价值。针对现有研究中推荐误差和推荐列表排序可以进一步优化的需求。本文应用模糊隶属度函数以计算... 推荐系统能够快速有效地帮助人们在海量信息中进行筛选和过滤,为用户智能化地推荐其感兴趣的物品,因此具有重要的理论意义和广泛的应用价值。针对现有研究中推荐误差和推荐列表排序可以进一步优化的需求。本文应用模糊隶属度函数以计算了多维物品品类向量上的用户偏好,并基于用户偏好特征和物品品类向量计算用户间相似性,然后,进一步基于相似性和用户相关性筛选构建用户相似性网络,利用用户相似性网络中的社区信息,对预测过程进行加权。同时,利用统计方法过滤物品的异常评分以度量物品质量排序,利用物品质量排序的优化结果辅助预测的误差修正。基于MovieLens的小型数据集进行了对比试验,与时下流行的几个算法进行对比,本文设计的算法有效地提高了预测准确性及推荐排序准确性,实验结果表明了利用用户模糊偏好、物品质量排序、相似性网络及误差修正手段,可以进一步挖掘推荐系统地潜在信息,在仅增加少量计算量的情况下,进一步提升了系统性能,并且保持了系统的可解释性。 展开更多
关键词 推荐系统 用户模糊偏好 物品质量排序 相似性网络 误差修正
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基于用户坐标距离与误差修正的推荐算法
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作者 艾均 孙逸帆 +1 位作者 苏湛 罗黔琴 《建模与仿真》 2024年第3期2000-2010,共11页
推荐系统是一种根据用户历史行为、社交关系等信息去判断用户感兴趣的物品的智能系统,它可以有效的解决互联网信息过载的问题,因此具有重要的研究意义和广泛应用价值。为了解决推荐算法存在准确性有待提升和可扩展性不足的问题,本文提... 推荐系统是一种根据用户历史行为、社交关系等信息去判断用户感兴趣的物品的智能系统,它可以有效的解决互联网信息过载的问题,因此具有重要的研究意义和广泛应用价值。为了解决推荐算法存在准确性有待提升和可扩展性不足的问题,本文提出了一种带有相似性选择和误差修正的用户坐标与评分距离推荐算法。该算法首先基于用户间相似性筛选出正相关的邻居,针对筛选后的邻居集合计算评分距离。然后建立用户间评分距离的合成坐标模型,与得到的用户坐标间距离进行评分预测。最后基于训练题设计误差修正算法,进一步提升预测准确度。通过本文算法与其他推荐算法在MovieLens数据集上进行对比,试验结果表明,该算法可以有效提高推荐算法的预测准确性和可扩展性。研究揭示了利用用户坐标距离进行预测的可行性,为进一步研究推荐系统的性能提升和运行机理提供了有效的依据。 展开更多
关键词 推荐系统 相似性网络 评分距离 合成坐标 误差修正
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Progress in ion detection and clinical diagnosis based on G-quadruplex combined with fluorescence properties
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作者 Ping Lu Gerile Aodeng jun ai 《Advanced Sensor and Energy Materials》 2024年第3期61-70,共10页
G-quadruplex is a high-level structure composed of folded DNA or RNA rich in tandem repeats of guanine(G).In recent years,G-quadruplex is widely used in various fields due to its unique structural properties.This arti... G-quadruplex is a high-level structure composed of folded DNA or RNA rich in tandem repeats of guanine(G).In recent years,G-quadruplex is widely used in various fields due to its unique structural properties.This article briefly introduces the structural properties of G-quadruplex,and provides a brief introduction to the research on DNA and RNA G-quadruplex in various detection and medical fields.It is hoped that this can provide some help to readers who want to understand G-quadruplex. 展开更多
关键词 G-QUADRUPLEX DNA G-quadruplex RNA G-quadruplex DETECTION MEDICAL
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Prevalence of Nontraumatic Osteonecrosis of the Femoral Head and its Associated Risk Factors in the Chinese Population: Results from a Nationally Representative Survey 被引量:199
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作者 De-Wei Zhao Mang Yu +23 位作者 Kai Hu Wei Wang Lei Yang Ben-Jie Wang Xiao-Hong Gao Yong-Ming Guo Yong-Qing Xu Yu-Shan Wei Si-Miao Tian Fan Yang Nan Wang Shi-Bo Huang Hui Xie Xiao-Wei Wei Hai-Shen Jiang Yu-Qiang Zang jun ai Yuan-Liang Chen Guang-Hua Lei Yu-Jin Li Geng Tia Zong-Sheng Li Yong Cao Li Ma 《Chinese Medical Journal》 SCIE CAS CSCD 2015年第21期2843-2850,共8页
Background: Nontraumatic osteonecrosis of the femoral head (NONFH) is a debilitating disease that represents a significant financial burden for both individuals and healthcare systems. Despite its significance, how... Background: Nontraumatic osteonecrosis of the femoral head (NONFH) is a debilitating disease that represents a significant financial burden for both individuals and healthcare systems. Despite its significance, however, its prevalence in the Chinese general population remains unknown. This study aimed to investigate the prevalence of NONFH and its associated risk factors in the Chinese population. Methods: A nationally representative survey of 30,030 respondents was undertaken from June 2012 to August 2013. All participants underwent a questionnaire investigation, physical examination of hip, and bilateral hip joint X-ray and/or magnetic resonance imaging exalnination. Blood samples were taken after overnight fasting to test serum total cholesterol, triglyceride, and high-density lipoprotein (HDL) and low-density lipoprotein (LDL) levels. We then used multivariate logistic regression analysis to investigate the associations between various metabolic, demographic, and lifestyle-related variables and NONFH. Results: NONFH was diagnosed in 218 subjects (0.725%) and the estimated NONFH cases were 8.12 million among Chinesepeople aged 15 years and over. The prevalence of NONFH was significantly higher in males than in females (1.02% vs. 0.51%, x^2 = 24.997, P 〈 0.001 ). Among NONFH patients, North residents were subjected to higher prevalence of NONFH than that of South residents (0.85% vs. 0.61%,x^2= 5.847, P = 0.016). Our multivariate regression analysis showed that high blood levels oftriglycerides, total cholesterol, LDL-cholesterol, and non-H DL-cholesterol, male, urban residence, family history of osteonecrosis of the femoral head. heavy smoking, alcohol abuse and glucocorticoid intake, overweight, and obesity were all significantly associated with an increased risk of NONFH. Conclusions: Our findings highlight that NONFH is a significantpublic health challenge in China and underscore the need for policy measures on the national level. Furthermore, NONFH shares a number of risk factors with atherosclerosis. 展开更多
关键词 Nontraumatic Osteonecrosis of the Femoral Head PREVALENCE Risk Factors
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