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基于AWI和GCN的方面级情感分类模型 被引量:1
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作者 王泽 孔韦韦 +2 位作者 薛佳伟 平稳 李龙 《计算机工程与应用》 CSCD 北大核心 2023年第3期135-142,共8页
目前大多数方面级情感分类研究都忽略了方面词的建模,以及方面词与上下文之间的交互信息,并且难以体现语法上与方面词有直接联系上下文单词的重要程度。针对上述问题,提出基于方面词交互(aspect word interaction,AWI)和图卷积网络(grap... 目前大多数方面级情感分类研究都忽略了方面词的建模,以及方面词与上下文之间的交互信息,并且难以体现语法上与方面词有直接联系上下文单词的重要程度。针对上述问题,提出基于方面词交互(aspect word interaction,AWI)和图卷积网络(graph convolutional network,GCN)的方面级情感分类模型(AWI-GCN)。使用双向长短期记忆网络(bi-directional long short-term memory,Bi-LSTM)分别提取方面词和上下文的特征;采用GCN根据句法依存树进一步提取与方面词有直接语法联系的上下文情感特征;利用注意力机制学习方面词与上下文的交互信息,同时提取上下文中为方面词情感分类做出重要贡献的情感特征。针对3个公开数据集上的仿真实验结果表明,AWI-GCN模型相比当前代表模型取得了更好的情感分类效果。 展开更多
关键词 方面级情感分类 方面词交互 图卷积网络 注意力机制 句法依存树
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Expert Consensus on Nutritional Support for Children with Congenital Heart Disease(2023 Edition) 被引量:7
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作者 Xuming Mo Wei Cai +60 位作者 Jirong Qi Zhuoming Xu Ying Wang Weihui Yan Shoujun Li Nianguo Dong Xinxin Chen Jinfen Liu Qiang Shu Jimei Chen Haibo Zhang Hao Zhang Quansheng Xing Qi An Xiaofeng Li Xu Wang Yan He Junwu Su Taibing Fan Teng Ming Weibing Tang Li Hong Jinghao Zheng Ming Ye Guocheng Sun Yiqun Ding Liang Tao Yifeng Yang Zhongshi Wu Hua Cao Qiang Wang Keming Yang Libing Zhang ping wen Yanqin Cui Bo Zhai Yong Zou Qingya Tang Rui Chen Chun Wu Zhiyu Feng Caixia Liu Yaping Mi Rufang Zhang Ke Lin Xin Li Mingan Pi Xiangming Fan Shanshan Shi Peng Huang Zhengxia Pan Jiafeng Qi Renwei Chen Shuguang Tao Yaqin Shu Huifeng Zhang Lan Jiang Min Da Nishant Patel Liang Hu Cardiac Surgery Group of Pediatric Surgery Society of Chinese Medical Association and Parenteral Enteral Nutrition Society of Chinese Medical Association 《Congenital Heart Disease》 SCIE 2023年第6期571-593,共23页
The second edition of the expert consensus on pediatric nutrition was formed based on a global update of pedia-tric nutrition guidelines or consensus worldwide,the management of congenital heart disease,and the result... The second edition of the expert consensus on pediatric nutrition was formed based on a global update of pedia-tric nutrition guidelines or consensus worldwide,the management of congenital heart disease,and the results of multi-center clinical nutrition research for congenital heart disease following thefirst Chinese consensus edition of 2016.The consensus was also shaped by the results of three discussion sessions and two questionnaires con-ducted by the 13-member collaboration group.This process was informed by both clinical guidelines and expert consensus.The quality of literature,both in English and Chinese,and the level of recommendations were evaluated using the Grading of Recommendations Assessment,Development,and Evaluations(GRADE)system. 展开更多
关键词 Congenital heart disease NUTRITION ENTERAL PARENTERAL expert consensus
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Comparison between the Response of the Northwest Pacific Ocean and the South China Sea to Typhoon Megi(2010) 被引量:3
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作者 Zi-Liang LI ping wen 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2017年第1期79-87,共9页
The upper-ocean responses to Typhoon Megi (2010) are investigated using data from ARGO floats and the satellite TMI. The experiments are conducted using a three-dimensional Princeton Ocean Model (POM) to assess th... The upper-ocean responses to Typhoon Megi (2010) are investigated using data from ARGO floats and the satellite TMI. The experiments are conducted using a three-dimensional Princeton Ocean Model (POM) to assess the storm, which affected the Northwest Pacific Ocean (NWP) and the South China Sea (SCS). Results show that the upwelling and entrainment experiment together account for 93% of the SST anomalies, where typhoon-induced upwelling may cause strong ocean cooling. In addition, the anomalous SST cooling is stronger in the SCS than in the NWP. The most striking feature of the ocean response is the presence of a two-layer inertial wave in the SCS--a feature that is absent in the NWE The near-inertial oscillations can be generated as typhoon wakes, which have maximum flow velocity in the surface mixed layer and may last for a few days, after the typhoon's passage. Along the typhoon tracks, the horizontal currents in the upper ocean show a series of alternating negative and positive anomalies emanating from the typhoon. 展开更多
关键词 TYPHOON South China Sea Northwest Pacific UPWELLING ENTRAINMENT near-inertial oscillation
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Two new phenolic compounds from Ardisia gigantifolia 被引量:2
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作者 Zhu Yang ping wen +1 位作者 Nai Li Wang Xin Sheng Yao 《Chinese Chemical Letters》 SCIE CAS CSCD 2008年第6期693-695,共3页
Two new compounds were isolated from the 60% ethanol extract of the dried rhizome of Ardisia gigantifolia Stapf. The structures were elucidated on the basis of spectroscopic methods as (+)-5-(1,2-dihydroxypentyl)... Two new compounds were isolated from the 60% ethanol extract of the dried rhizome of Ardisia gigantifolia Stapf. The structures were elucidated on the basis of spectroscopic methods as (+)-5-(1,2-dihydroxypentyl)-benzene- 1,3-diol and (-)-5-(1,2- dihydroxypentyl)benzene- 1,3-diol. 展开更多
关键词 Ardisia gigantifolia Stapf Phenolic compounds 5-(1 2-Dihydroxypentyl)benzene-1 3-diol
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参七胶囊联合耳穴压豆法治疗冠心病心绞痛的疗效 被引量:7
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作者 文平 李娟 《现代电生理学杂志》 2018年第1期15-18,共4页
目的:观察参七胶囊联合耳穴压豆法治疗气虚血瘀型冠心病心绞痛的疗效。方法:将60例气虚血瘀型冠心病心绞痛患者,随机分为中西医结合组和西医组,每组30例,比较两组症状评分、血液流变学、心绞痛疗效和心电图疗效。结果:两组症状评分与治... 目的:观察参七胶囊联合耳穴压豆法治疗气虚血瘀型冠心病心绞痛的疗效。方法:将60例气虚血瘀型冠心病心绞痛患者,随机分为中西医结合组和西医组,每组30例,比较两组症状评分、血液流变学、心绞痛疗效和心电图疗效。结果:两组症状评分与治疗前比较明显降低;与西医组比较,中西医结合组降低更明显(P<0.05)。与治疗前比较,两组全血黏度(高切、低切)、还原黏度、血浆黏度及纤维蛋白原浓度均降低,中西医结合组降低更明显(P<0.05)。心绞痛疗效比较,中西医结合组总有效率为83.3%(25/30例),西医组为73.3%(22/30例)(P<0.05)。心电图疗效比较,中西医结合组总有效率为83.3%(25/30例),西医组为70.0%(21/30例)(P<0.05)。结论:参七胶囊联合耳穴压豆法治疗气虚血瘀型冠心病心绞痛的疗效优于西医对照组。 展开更多
关键词 参七胶囊 耳穴压豆 气虚 血瘀 冠心病 心绞痛
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Temperature-stable dielectric properties from 100 to 375℃ in system (K0.495Na0.495La0.01)(Nb0.997Cu0.0075)O3-Bi(Mg0.5Zr0.5)O3
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作者 Hua-Lei Cheng Li-Fang Zhao +4 位作者 Jian Xiao Peng Gao ping wen Wan-Cheng Zhou Hong-Liang Du 《Rare Metals》 SCIE EI CAS CSCD 2019年第12期1193-1198,共6页
(1-x)(K(0.495)Na(0.495)La(0.01))(Nb(0.997)Cu(0.0075))O3-xBi(Mg(0.5)Zr(0.5))O3(abbreviated as KNLNC-xBMZ) ceramics were designed and prepared.The phase transition,microstructure and electrical properties of the ceramic... (1-x)(K(0.495)Na(0.495)La(0.01))(Nb(0.997)Cu(0.0075))O3-xBi(Mg(0.5)Zr(0.5))O3(abbreviated as KNLNC-xBMZ) ceramics were designed and prepared.The phase transition,microstructure and electrical properties of the ceramics were investigated.The phase structures of the ceramics transform from orthorhombic to pseudocubic phases and the grain sizes decrease gradually with BMZ content(x) increasing.Additionally,BMZ additions can significantly enhance the dielectric temperature stability and decrease the dielectric loss of ceramics over a relatively broad temperature range.KNLNC-0.02 BMZ ceramics exhibit high dielectric permittivity(εr=1542) and small variation(Δεr/ε(r150℃)≤±15%)in dielectric permittivity from 100 to 375℃,and low dielectric loss(tanδ≤2%) in the temperature range of 100-350℃,which suggests that this ceramic is a candidate for high-temperature capacitor application. 展开更多
关键词 (K(0.5)Na(0.5))NbO3 LEAD-FREE Microstructure Dielectric properties Elevated temperature stability
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Protective Effect and Mechanism of Polysaccharides from Cordyceps cicadae on Acute Liver Injury Induced by D-GlaN in Mice
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作者 ping wen Shengduo CHEN +6 位作者 Bing ZHENG Haili LIANG Ting WANG Liying BAI Junxiu TAO Xian ZHANG Jiarui WANG 《Medicinal Plant》 CAS 2018年第4期102-106,共5页
[Objectives]To observe the protective effect of Cordyceps cicadae polysaccharides on acute liver injury induced by D-galactosamine( D-GlaN) in mice,and to explore its mechanism. [Methods] Seventy-five male Kunming mic... [Objectives]To observe the protective effect of Cordyceps cicadae polysaccharides on acute liver injury induced by D-galactosamine( D-GlaN) in mice,and to explore its mechanism. [Methods] Seventy-five male Kunming mice were randomly and evenly divided into 5 groups according to the digital table method: normal group( CK)( injected intraperitoneally with saline solution),model group( injected intraperitoneally with D-GlaN),low-dose C. cicadae polysaccharides group( administered with 0. 5 g/kg of C. cicadae polysaccharides solution by gavage),middle-dose C. cicadae polysaccharides group( administered with 1. 0 g/kg of C. cicadae polysaccharides solution by gavage) and high-dose C. cicadae polysaccharides group( administered with 2. 0 g/kg of C. cicadae polysaccharides solution by gavage). After 12 d of administration,the liver histopathological score,liver homogenate indexes( superoxide dismutase,SOD; malondialdehyde,MDA; glutathione peroxidase,GSH-Px; nitric oxide,NO) and serum markers( aspartate transaminase,AST; alanine transaminase,ALT; alkaline phosphatase,ALP; cholinesterase,CHE) of mice in each group were detected. The expression levels of nuclear factor-κB( NF-κB) and tumor necrosis factor-α( TNF-α) in liver tissues were detected by immunohistochemistry. [Results]The liver histopathological score and the MDA,NO,AST,ALT,ALP,NF-κB and TNF-α levels were significantly higher( P < 0. 05) and the SOD,GSH-Px and CHE levels were significantly lower( P <0. 05) in the model group compared with the normal group. Compared with those in the model group,the liver tissue histopathological scores in the low-,middle-and high-dose C. cicadae polysaccharides groups were all significantly reduced( P < 0. 05). With the increase of treatment dose,the liver tissue histopathological scores showed a significant decrease( P < 0. 05). Compared with the model group,the levels of MDA,NO,AST,ALT,ALP,NF-κB and TNF-α were significantly lower( P < 0. 05),and the levels of SOD,GSH-Px and CHE were significantly higher( P < 0. 05) in the low-,middle-and high-dose C. cicadae polysaccharides groups. With the increase of treatment dose,the levels of MDA,NO,AST,ALT,ALP,NF-κB and TNF-α declined significantly( P < 0. 05),while the levels of SOD,GSH-Px and CHE rose significantly( P < 0. 05). [Conclusions] C. cicadae polysaccharides have a significant protective effect on D-GlaN-induced acute liver injury in mice in a dose-dependent manner,and the mechanism may be related to the inhibition of NF-κB inflammatory signaling pathway. 展开更多
关键词 Cordyceps cicadae POLYSACCHARIDES Acute liver injury Nuclear transcription factor-κB Tumor necrosis factor-α
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树突状纤维黏液脂肪瘤的临床病理学研究 被引量:17
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作者 谭光明 ping wen 《中华病理学杂志》 CAS CSCD 北大核心 2003年第5期404-408,共5页
目的 探讨树突状纤维黏液脂肪瘤的临床病理特征 ,并讨论与其他易于混淆的软组织肿瘤的鉴别诊断。方法 收集 8例树突状纤维黏液脂肪瘤 ,观察和分析其临床和病理组织学特征 ,并通过免疫组织化学标记链霉素卵白素生物素 (LSAB)法 ,分析其... 目的 探讨树突状纤维黏液脂肪瘤的临床病理特征 ,并讨论与其他易于混淆的软组织肿瘤的鉴别诊断。方法 收集 8例树突状纤维黏液脂肪瘤 ,观察和分析其临床和病理组织学特征 ,并通过免疫组织化学标记链霉素卵白素生物素 (LSAB)法 ,分析其CD34、bcl 2、波形蛋白、细胞角蛋白(CK)、上皮膜抗原 (EMA)、S 10 0、HHF35和平滑肌肌动蛋白 (SMA)等的表达。结果 该肿瘤主要见于中老年男性皮下软组织或肌筋膜 ;主要分布在颈、背、肩及小腿 ,也可见于面部和足部。大体上边界清楚或有薄包膜 ,切面部分呈黏液样或胶冻状。该肿瘤在组织形态学上以成熟脂肪组织、增生的梭形细胞或星状细胞、黏液样及纤维化间质等为主要成分 ,在不同区域以不同的比例混杂构成。梭形细胞或星状细胞伸出细长分枝状胞质突起是其形态特征之一。无细胞异型性和核分裂象。此外 ,该肿瘤常有较丰富的丛状小血管和毛细血管 ,间质有肥大细胞、小淋巴细胞及浆细胞浸润。免疫组织化学染色梭形细胞显示CD34、bcl 2和波形蛋白强阳性 ,而HHF35、SMA和S 10 0阴性 ,肿瘤中所有成分对CK和EMA呈阴性反应。结论 树突状纤维黏液脂肪瘤在临床表现、病理组织学改变以及免疫组织化学反应等方面有其独自的特点。 展开更多
关键词 肿瘤 脂肪瘤 黏液 梭形细胞 树突 星状细胞 间质 免疫组织化学反应 异型 波形蛋白
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骨型化生性乳腺癌伴有破骨细胞样多核巨细胞一例 被引量:3
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作者 谭光明 ping wen 《中华病理学杂志》 CAS CSCD 北大核心 2003年第5期488-489,共2页
关键词 骨型 肿物 左侧 破骨细胞 乳腺癌 诊断 多核巨细胞 发现 皮肤颜色 体表
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Isolation and Identification of Cancer Stem-Like Cells from Murine Melanoma Cell Lines 被引量:25
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作者 Jun Dou Meng Pan +8 位作者 ping wen Yating Li Quan Tang Lili Chu Fengshu Zhao Chuilian Jiang Weihua Hu Kai Hu Ning Gu 《Cellular & Molecular Immunology》 SCIE CAS CSCD 2007年第6期467-472,共6页
In current study, cancer stem-like cells in the murine melanoma B16F10 cells were investigated. CD phenotypes of the B16F10 cells were analyzed by flow cytometry, and the specific CD phenotype cells from the B16F10 ce... In current study, cancer stem-like cells in the murine melanoma B16F10 cells were investigated. CD phenotypes of the B16F10 cells were analyzed by flow cytometry, and the specific CD phenotype cells from the B16F10 cells were isolated by MACS. Then we used colony formation assay in soft agar media, the cell growth assay in serum-free culture media as well as the tumorigenicity investigation of the specific CD phenotype cells in C57BL/6 mice, respectively, to identify cancer stem-like cells in the B16F10 cells. The results showed that the B16F10 cells could form spherical clones in serum-free culture media, and the rate of clonegenesis of CD133^+, CD44^+ and CD44^+CD133^+ cells was higher than that of CD133^-, CD44^- and CD44^+CD133^+ cells in soft agar media, respectively. The tumorigenic potential of CD133^+, CD44^+, CD44^+CD133^+ cells and CD44^+CD133^+CD24^+ cells was stronger than that of CD133^-, CD44^-, CD44^+CD133^- cells and CD44^+CD133^+CD24^- cells in mice, respectively. In conclusion, the CD44^+CD133^+CD24^+ cells have some biological properties of cancer stem-like cells or are highly similar to the characteristics of cancer stem cells (CSC). These results provide an important method for identifying cancer stem-like cells in B16F10 cells and for further cancer target therapy. Cellular & Molecular Immunology. 展开更多
关键词 B16F10 cancer stem-like cell MELANOMA cancer stem cell identification
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Lubricating properties of ester oil prepared from bio-based 2,5-furandicarboxylic acid 被引量:4
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作者 Mingjin FAN Jia Al +6 位作者 Shuai ZHANG Chenlu YANG Xin DU ping wen Xiangyuan YE Feng ZHOU Weiming LIU 《Friction》 SCIE CSCD 2020年第2期360-369,共10页
The depletion of petroleum resources and the intensification of environmental problems have necessitated the development of renewable products from bio-based chemicals instead of petroleum resources.Herein,a new kind ... The depletion of petroleum resources and the intensification of environmental problems have necessitated the development of renewable products from bio-based chemicals instead of petroleum resources.Herein,a new kind of ester lubricating oil,isooctyl furan dicarboxylate(isooctyl-FD),was prepared from bio-based 2,5-furandicarboxylic acid.The structure of isooctyl-FD was evaluated using nuclear magnetic resonance imaging and high-resolution mass spectroscopy.Its physicochemical and tribological properties including thermal and oxidation stabilities,flash point and pour point,viscosity and viscosity index,and friction-reducing and anti-wear properties were systematically evaluated.The results show that isooctyl-FD has comparable thermal and oxidation stability to the synthetic ester lubricating oil,isooctyl sebacate(isooctyl-S).Its friction-reducing and anti-wear properties are superior to isooctyl-S;however,its viscosity-temperature and low-temperature properties are inferior to isooctyl-S. 展开更多
关键词 2 5-furandicarboxylic acid synthetic ester bio-based platform compound lubricating oil
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Correlation between boson peak and thermal expansion manifested by physical aging and high pressure 被引量:3
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作者 Rongjie Xue Linzhi Zhao +6 位作者 Yunqi Cai Jiaojiao Yi Jinguang Cheng ping wen Weihua Wang Mingxiang Pan Haiyang Bai 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2022年第4期72-77,共6页
We investigate the effects of high pressure and physical aging on the boson peak and thermal expansion of a typical metallic glass. Specifically, the thermal expansion coefficient and boson peak intensity monotonicall... We investigate the effects of high pressure and physical aging on the boson peak and thermal expansion of a typical metallic glass. Specifically, the thermal expansion coefficient and boson peak intensity monotonically decrease during physical aging.With the increase of high pressure, the boson peak intensity and the thermal expansion coefficient coincidently experience an incipient decrease and then a subsequent increase. The boson peak intensity shows an approximately linear relationship with the thermal expansion coefficient. The thermal expansion can be affected by structural relaxation or rejuvenation, which can reflect the flow units variation and atomic packing of a metallic glass. Our results indicate a direct link between structural relaxation or rejuvenation and fast boson peak dynamics, providing insights into the boson peak behavior and structural heterogeneity of metallic glasses. 展开更多
关键词 metallic glass thermal expansion boson peak high pressure AGING
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Ti^(3+) self-doped TiO_(2) as a photocatalyst for cyclohexane oxidation under visible light irradiation 被引量:5
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作者 ping wen Ying Zhang +3 位作者 Guang Xu Di Ma ping Qiu Xiaoxia Zhao 《Journal of Materiomics》 SCIE EI 2019年第4期696-701,共6页
Most of TiO_(2) particles can be used as a photocatalyst for the selective oxidation of cyclohexane under ultraviolet light illumination.In this paper,Ti^(3+) self-doped TiO_(2) submicron-sized particles(i.e.,Ti^(3+)/... Most of TiO_(2) particles can be used as a photocatalyst for the selective oxidation of cyclohexane under ultraviolet light illumination.In this paper,Ti^(3+) self-doped TiO_(2) submicron-sized particles(i.e.,Ti^(3+)/TiO_(2) SMP)were used as a catalyst for visible-light driven photocatalytic cyclohexane oxidation.The microstructure and properties of the Ti^(3+)/TiO_(2) SMP were characterized by X-ray diffraction(XRD),UVevisible diffuse reflection(UVeVis DRS),scanning electron microscopy(SEM),electron paramagnetic resonance(EPR),solid-state photoluminescence spectroscopy(PLS)and X-ray photoelectron spectroscopy(XPS).The Ti^(3+)/TiO_(2) SMP exhibits good visible-light driven photocatalytic performances for cyclohexane oxidation with cyclohexanone as a dominate product.Effects of solvent,reaction temperature,reaction time and oxygen pressure on the formation of cyclohexanone were investigated.The cyclohexane oxidation over the Ti^(3+)/TiO_(2) SMP photocatalyst using carbon tetrachloride as a solvent under the optimal conditions presents a greater selectivity to cyclohexane(i.e.,95.1%).Based on the controlled experimental results with different radical scavengers,the hole(h^(+))is critical for the activation of cyclohexane. 展开更多
关键词 Ti^(3+)self-doped TiO_(2) Cyclohexane oxidation Photocatalysis SELECTIVITY
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A pH Self-Monitoring Heterogeneous Multicompartmental Proteinosome with Spatiotemporal Regulation of Insulin Transportation 被引量:1
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作者 ping wen Xueyi Wang +4 位作者 Haixu Chen Dietmar Appelhans Xiaoman Liu Lei Wang Xin Huang 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2021年第12期3386-3392,共7页
Inspired by the intricate eukaryotic cell structure,the spontaneously assembling multicompartments capable of spatiotemporally regulated biomacromolecules transportation is still a challenge.Here,a heterogeneous prote... Inspired by the intricate eukaryotic cell structure,the spontaneously assembling multicompartments capable of spatiotemporally regulated biomacromolecules transportation is still a challenge.Here,a heterogeneous proteinosome-based multicompartment was designed and constructed by combining aqueous two-phase system and Pickering emulsion methods.By loading PEGylated insulin with boronic acid group into the multicompartment and glucose oxidase(GOx)into the innermost microgel domain,a short-or long-term transportation pathway of the loaded insulin was constructed by responding to the concentration of glucose.Moreover,the diminution of dynamic boronic ester bonding,the hindrance of polyethylene oxide micro-chamber,electrostatic interaction and the swelling behavior of hydrogel triggered by GOx/glucose reaction resulted in spatiotemporally controlled multi-pathway transportation mode with the releasing of insulin loaded inside the innermost microgel at high concentration of glucose(10 mg·mL^(-1)).Specially,by incorporating rhodamine B and fluorescein labelled BSA into the multicompartment,the release procedure of the loaded insulin can be monitored by the fluorescence color-change.Overall,a multimode microcompartment is constructed which is then expected to provide a promising platform for further therapeutic protein,gene and drug delivery,as well as towards the design of complicated cell biomimetics. 展开更多
关键词 Multicompartment Vesicles Sensors Spatiotemporal regulation Drug delivery
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Low-viscosity oligoether esters(OEEs)as high-efficiency lubricating oils:Insight on their structure‒lubricity relationship
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作者 Hanwen WANG Ying WANG +4 位作者 ping wen Lin MA Mingjin FAN Rui DONG Chunhua ZHANG 《Friction》 SCIE EI CAS CSCD 2024年第6期1133-1153,共21页
Development of energy-efficient lubricants is a way to reduce energy consumption for transportation,with the tendency to design molecules that are beneficial in reducing the viscosity of synthetic oils.Oligoether este... Development of energy-efficient lubricants is a way to reduce energy consumption for transportation,with the tendency to design molecules that are beneficial in reducing the viscosity of synthetic oils.Oligoether esters(OEEs),as a low-viscosity ester base oil,have characteristics such as simple synthesis and excellent lubrication effect;however,the application of OEEs in tribology field has rarely been investigated.The objective of the present study is to investigate the effect of structure on the lubricating performance of OEEs and to develop a predictive model for OEEs based on quantitative structure‒property relationship(QSPR)through a combination of experiment and statistical modeling.Results showed that glycol chains contribute positively to lubrication with the ether functional groups increasing the sites of adsorption.Compared to branched-chain OEEs,straight-chain OEEs exhibited reduced wear,which was mainly due to the thicker adsorption film formed by the straight-chain structure.Furthermore,carbon films were detected on lightly worn surfaces,indicating that OEEs underwent oxidation during the friction process.Based on the results of principal component analysis(PCA)and partial least squares(PLS),it could be found that the predictive models of viscosity‒temperature performance,thermal stability performance,coefficient of friction(COF),and wear volume(WV)performed well and robustly.Among them,COF and WV can be best predicted with an R^(2) of about 0.90. 展开更多
关键词 oligoether esters(OEEs) low-viscosity ester friction wear quantitative structure-property relationship(QSPR)
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