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Hybrid 1DCNN-Attention with Enhanced Data Preprocessing for Loan Approval Prediction
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作者 yaru liu Huifang Feng 《Journal of Computer and Communications》 2024年第8期224-241,共18页
In order to reduce the risk of non-performing loans, losses, and improve the loan approval efficiency, it is necessary to establish an intelligent loan risk and approval prediction system. A hybrid deep learning model... In order to reduce the risk of non-performing loans, losses, and improve the loan approval efficiency, it is necessary to establish an intelligent loan risk and approval prediction system. A hybrid deep learning model with 1DCNN-attention network and the enhanced preprocessing techniques is proposed for loan approval prediction. Our proposed model consists of the enhanced data preprocessing and stacking of multiple hybrid modules. Initially, the enhanced data preprocessing techniques using a combination of methods such as standardization, SMOTE oversampling, feature construction, recursive feature elimination (RFE), information value (IV) and principal component analysis (PCA), which not only eliminates the effects of data jitter and non-equilibrium, but also removes redundant features while improving the representation of features. Subsequently, a hybrid module that combines a 1DCNN with an attention mechanism is proposed to extract local and global spatio-temporal features. Finally, the comprehensive experiments conducted validate that the proposed model surpasses state-of-the-art baseline models across various performance metrics, including accuracy, precision, recall, F1 score, and AUC. Our proposed model helps to automate the loan approval process and provides scientific guidance to financial institutions for loan risk control. 展开更多
关键词 Loan Approval Prediction Deep Learning One-Dimensional Convolutional Neural Network Attention Mechanism Data Preprocessing
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Tumor-derived DEFB1 induces immune tolerance by inhibiting maturation of dendritic cell and impairing CD8+T cell function in esophageal squamous cell carcinoma
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作者 Jingjing Duan Haotian Wang +10 位作者 Minglu liu Yin Chen Ning Li Jieqiong liu Lingxiong Wang Lin Li yaru liu Pengfei Dong Xiuxuan Wang Zhongyi Fan Shunchang Jiao 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2024年第4期351-367,共17页
Objective:CD8+T cells are the key effector cells in the anti-tumor immune response.The mechanism underlying the infiltration of CD8+T cells in esophageal squamous cell carcinoma(ESCC)has not been clearly elucidated.Me... Objective:CD8+T cells are the key effector cells in the anti-tumor immune response.The mechanism underlying the infiltration of CD8+T cells in esophageal squamous cell carcinoma(ESCC)has not been clearly elucidated.Methods:Fresh ESCC tissues were collected and grouped according to the infiltration density of CD8+T cells.After the transcriptome sequencing on these samples and the combined analyses with The Cancer Genome Atlas(TCGA)ESCC data,a secreted protein DEFB1 was selected to explore its potential role in the infiltration of CD8+T cells.Bioinformatics analyses,histological verification and in vitro experiments were then performed.Results:DEFB1 was highly expressed in ESCC,and the high expression of DEFB1 was an independent risk factor for overall survival.Since the up-regulation or down-regulation of DEFB1 did not affect the proliferation,migration and apoptosis of ESCC cells,we speculated that the oncogenic effect of DEFB1 was achieved by regulating microenvironmental characteristics.Bioinformatics analyses suggested that DEFB1 might play a major role in the inflammatory response and anti-tumor immune response,and correlate to the infiltration of immature dendritic cell(imDC)in ESCC.Histological analyses further confirmed that there were less CD8+T cells infiltrated,less CD83+mature DC(mDC)infiltrated and more CD1a+imDC infiltrated in those ESCC samples with high expression of DEFB1.After the treatment with recombinant DEFB1 protein,the maturation of DC was hindered significantly,followed by the impairment of the killing effects of T cells in both 2D and 3D culture in vitro.Conclusions:Tumor-derived DEFB1 can inhibit the maturation of DC and weaken the function of CD8+T cells,accounting for the immune tolerance in ESCC.The role of DEFB1 in ESCC deserves further exploration. 展开更多
关键词 CD8+T cells DEFB1 dendritic cells esophageal squamous cell carcinoma tumor immune microenvironment
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基于Lewis酸-碱作用合成“看得见”的B←N键配位化合物在实验教学中的设计与探索
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作者 刘亚茹 贾玉娆 +2 位作者 徐兰 张盛 姚霖斌 《大学化学》 CAS 2023年第4期300-310,共11页
以缺电子硼(B)以及可以给出电子对的氮(N)为设计出发点,基于聚集诱导发光(AIE)原理选择B与N的有机载体,采用环保、节约、方便的“一锅法”,合成化合物晶体,表征结构,通过配体的变化调节化合物光学性质“有无”“颜色”“强弱”变化,体... 以缺电子硼(B)以及可以给出电子对的氮(N)为设计出发点,基于聚集诱导发光(AIE)原理选择B与N的有机载体,采用环保、节约、方便的“一锅法”,合成化合物晶体,表征结构,通过配体的变化调节化合物光学性质“有无”“颜色”“强弱”变化,体会结构决定性质的思想,真正感受到“看得见,摸得着”的化学理论。 展开更多
关键词 路易斯酸碱理论 聚集诱导发光(AIE)原理 榫卯结构 硼(B) 氮(N)
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Brightening of Dark Excitons in Single-Walled Carbon Nanotubes:Investigation by Many-Body Green’s Function Theory
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作者 Huabing Yin yaru liu Yuchen Ma 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2021年第6期861-866,I0004,共7页
Optical excitations of the hybrids,which are assembled by coupling single-walled carbon nanotubes(SWCNTs)with organic molecules through van der Waals interactions,are studied using ab initio manybody Green’s function... Optical excitations of the hybrids,which are assembled by coupling single-walled carbon nanotubes(SWCNTs)with organic molecules through van der Waals interactions,are studied using ab initio manybody Green’s function theory.We take the semiconducting(7,0)SWCNT,the squarylium and oligothiophene molecules as the example.The E11 and E22 absorption peaks of the(7,0)tube can be redshifted by tens of meV.Most importantly,the lowest dark exciton of the(7,0)tube at the lower-energy side of E11 can be brightened by the interaction between the nanotube and molecules.Position of this new satellite absorption peak is influenced by the type of adsorbed molecule.These findings may be useful for tuning the emission energy and emission efficiency of CNTs. 展开更多
关键词 EXCITON Carbon nanotube GW method Bethe-Salpeter equation Firstprinciples calculations
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Some Remarks on the Cultivation of the Craftsmanship Spirit in the Teaching of Practical Writing
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作者 Huizhen Wang Bin Zhang yaru liu 《Journal of Educational Theory and Management》 2017年第1期82-84,共3页
Focused on the cultivation of the craftsmanship spirit in the teaching process of the basic courses, the thesis analysis how to integrate the connotation of the craftsmanship spirit into the teaching of practical writ... Focused on the cultivation of the craftsmanship spirit in the teaching process of the basic courses, the thesis analysis how to integrate the connotation of the craftsmanship spirit into the teaching of practical writing. By the use of comparative analysis, case studies, transposition evaluation and other methods, it illustrates the vital importance of the craftsmanship spirit in students' practical writing, their future study, work and life, and also demonstrates how to foster their ingenuity. 展开更多
关键词 Craftsmanship SPIRIT TECHNICAL SCHOOL INGENUITY
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Two-component dimers of ultracold atoms with center-of-mass-momentum dependent interactions
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作者 yaru liu Shu Yang Peng Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第4期153-157,共5页
In a previous paper[Phys.Rev.A95,060701(R)(2017)],we demonstrated that a new type of two-body interaction,which depends on the center of mass(CoM)momentum,can be realized for ultracold atoms via laser-modulated magnet... In a previous paper[Phys.Rev.A95,060701(R)(2017)],we demonstrated that a new type of two-body interaction,which depends on the center of mass(CoM)momentum,can be realized for ultracold atoms via laser-modulated magnetic Feshbach resonance(MFR).Further studies(e.g.L He et al,Phys.Rev.Lett.120,045302(2018))show that various interesting phenomena,such as Fulde–Ferrell superfluids,can be induced by scattering between ultracold atoms with this interaction.In this work we investigate the shallow bound states of two ultracold atoms with this type of interaction.We show that when the magnetic field B is below the MFR point B0,two shallow bound states can appear in this system.Namely,a'two-component dimer'or a dimer with pseudo-spin 1/2 can be formed by two atoms.Furthermore,the dispersion curve of the dimer may have either single or double minimums in the CoM momentum space.The latter case can be explained as a result from significant pseudo-spin-orbital coupling(SOC)effects.Our results show that the ultracold gases with CoM momentum dependent interaction may be a candidate for quantum simulations with ultracold two-component molecules,especially the molecule gases with SOC. 展开更多
关键词 center-of-mass-momentum dependent interaction Raman-laser modulated MFR two-component dimer
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Eikonal approximation for Floquet scattering
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作者 yaru liu Peng Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第11期48-53,共6页
The eikonal approximation(EA)is widely used in various high-energy scattering problems.In this work we generalize this approximation from the scattering problems with time-independent Hamiltonian to the ones with peri... The eikonal approximation(EA)is widely used in various high-energy scattering problems.In this work we generalize this approximation from the scattering problems with time-independent Hamiltonian to the ones with periodical Hamiltonians,i.e.,the Floquet scattering problems.We further illustrate the applicability of our generalized EA via the scattering problem with respect to a shaking spherical square-well potential,by comparing the results given by this approximation and the exact ones.The generalized EA we developed is helpful for the research of manipulation of high-energy scattering processes with external field,e.g.the manipulation of atom,molecule or nuclear collisions or reactions via strong laser fields. 展开更多
关键词 Eikonal Approximation Floquet Scattering high-energy scattering
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Dual-engineered cartilage-targeting extracellular vesicles derived from mesenchymal stem cells enhance osteoarthritis treatment via miR-223/NLRP3/pyroptosis axis:Toward a precision therapy 被引量:1
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作者 Weixuan liu Anqi liu +9 位作者 Xujun Li Ziyang Sun Zhenghua Sun yaru liu Gang Wang Dan Huang Hao Xiong Shiyang Yu Xintao Zhang Cunyi Fan 《Bioactive Materials》 SCIE CSCD 2023年第12期169-183,共15页
Osteoarthritis(OA)is the most common disabling joint disease with no effective disease modifying drugs.Extracellular vesicles released by several types of mesenchymal stem cells could promote cartilage repair and amel... Osteoarthritis(OA)is the most common disabling joint disease with no effective disease modifying drugs.Extracellular vesicles released by several types of mesenchymal stem cells could promote cartilage repair and ameliorate OA pathology in animal models,representing a novel therapeutic strategy.In this study,we demonstrated that extracellular vesicles derived from human umbilical cord mesenchymal stem cells(hUC-EVs)could maintain chondrocyte homeostasis and alleviate OA,and further revealed a novel molecular mechanism of this therapeutic effect.miR-223,which could directly bind with the 3′UTR of NLRP3 mRNA,was found to be a key miRNA for hUC-EVs to exert beneficial effects on inflammation inhibiting and cartilage protecting.For enhancing the effect on mitigating osteoarthritis,exogenous miR-223 was loaded into hUC-EVs by electroporation,and a collagen II-targeting peptide(WYRGRL)was modified onto the surface of hUC-EVs by genetic engineering to achieve a more targeted and efficient RNA delivery to the cartilage.The dual-engineered EVs showed a maximal effect on inhibiting the NLRP3 inflammasome activation and chondrocyte pyroptosis,and offered excellent results for the treatment of OA.This study provides a novel theoretical basis and a promising therapeutic strategy for the application of engineered extracellular vesicles in OA treatment. 展开更多
关键词 OSTEOARTHRITIS Extracellular vesicles NLRP3 inflammasome PYROPTOSIS Cartilage-targeting
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CSF2 upregulates CXCL3 expression in adipocytes to promote metastasis of breast cancer via the FAK signaling pathway
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作者 Xi He Lieliang Wang +6 位作者 Honghui Li yaru liu Chang Tong Caifeng Xie Xiaohua Yan Daya Luo Xiangyang Xiong 《Journal of Molecular Cell Biology》 SCIE CAS CSCD 2023年第4期30-45,共16页
Recent studies have demonstrated that cancer-associated adipocytes (CAAs) in the tumor microenvironment are involved in the malignant progression of breast cancer. However, the underlying mechanism of CAA formation an... Recent studies have demonstrated that cancer-associated adipocytes (CAAs) in the tumor microenvironment are involved in the malignant progression of breast cancer. However, the underlying mechanism of CAA formation and its effects on the development of breast cancer are still unknown. Here, we show that CSF2 is highly expressed in both CAAs and breast cancer cells. CSF2 promotes inflammatory phenotypic changes of adipocytes through the Stat3 signaling pathway, leading to the secretion of multiple cytokines and proteases, particularly C–X–C motif chemokine ligand 3 (CXCL3). Adipocyte-derived CXCL3 binds to its specific receptor CXCR2 on breast cancer cells and activates the FAK pathway, enhancing the mesenchymal phenotype, migration, and invasion of breast cancer cells. In addition, a combination treatment targeting CSF2 and CXCR2 shows a synergistic inhibitory effect on adipocyte-induced lung metastasis of mouse 4T1 cells in vivo. These findings elucidate a novel mechanism of breast cancer metastasis and provide a potential therapeutic strategy for breast cancer metastasis. 展开更多
关键词 breast cancer metastasis cancer-associated adipocytes CSF2 CXCL3 FAK
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基于空泡系数法的小型CO2跨临界热泵热水器最佳充注量计算及实验 被引量:2
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作者 王栋 刘雅如 +3 位作者 陈卓 寇遵丽 钱付平 汪祥支 《过程工程学报》 CAS CSCD 北大核心 2021年第1期27-35,共9页
自然工质CO2具有良好的环境和热力学性能,在小型系统中得到了越来越广泛的应用。小型系统的充注量决定系统性能优劣,存在着一个最佳值。基于一套小型CO2水源热泵热水器实验台,选用6种典型的空泡系数模型,运用空泡系数法对其最佳充注量... 自然工质CO2具有良好的环境和热力学性能,在小型系统中得到了越来越广泛的应用。小型系统的充注量决定系统性能优劣,存在着一个最佳值。基于一套小型CO2水源热泵热水器实验台,选用6种典型的空泡系数模型,运用空泡系数法对其最佳充注量进行计算,通过实验研究不同充注量对系统性能的影响,并利用实验结果对各种模型的计算结果进行验证,判断其计算准确度。结果表明,6种模型计算结果均具有较高的准确度,最大误差为9.80%;本系统中,Hughmark模型对于最佳充注量的计算结果误差为2.59%,且这个误差对于系统制热性能系数EERheat几乎没有影响。 展开更多
关键词 空泡系数 最佳充注量 CO2 跨临界循环 数值分析
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Microstructure and properties of novel Al-Ce-Sc,Al-Ce-Y,Al-Ce-Zr and Al-Ce-Sc-Y alloy conductors processed by die casting,hot extrusion and cold drawing 被引量:5
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作者 Weiyi Wang Qinglin Pan +9 位作者 Geng Lin Xiaoping Wang Yuqiao Sun Xiangdong Wang Ji Ye Yuanwei Sun Yi Yu Fuqing Jiang Jun Li yaru liu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2020年第23期155-170,共16页
In order to overcome the trade-off between the strength and electrical conductivity of aluminum alloy conductors,the new Al-Ce-Sc,Al-Ce-Y,Al-Ce-Zr and Al-Ce-Sc-Y alloys were prepared by die casting,high temperature ho... In order to overcome the trade-off between the strength and electrical conductivity of aluminum alloy conductors,the new Al-Ce-Sc,Al-Ce-Y,Al-Ce-Zr and Al-Ce-Sc-Y alloys were prepared by die casting,high temperature homogenization treatment,hot extrusion and cold drawing.Adding Sc and Y eliminated the dendrite segregation of the as-cast Al-0.2 Ce alloy and promoted the formation of equiaxed grains with the average grain size of 142.5μm.The Al-0.2 Ce-0.2 Sc-0.1 Y alloy inherited the great tensile properties of Al-0.2 Ce-0.2 Sc alloy and the high electrical conductivity of Al-0.2 Ce-0.1 Y alloy simultaneously.After cold drawing and annealing at 200℃for 5 h,the ultimate tensile strength of Al-0.2 Ce-0.2 Sc-0.1 Y alloy reached 200 MPa and 198 MPa,the elongation reached 6.8%and 8.5%,and the electrical conductivity reached 61.01%and 61.77%,respectively.The main second phase of Al-0.2 Ce-0.2 Sc-0.1 Y alloy after hot extrusion were Al_(13)Fe_3 Ce containing a few Y and Si atoms.The larger size and proportion of the second phase greatly reduced the concentration of solute Fe and Si atoms and the addition of Y significantly decreased the density of defects after cold drawing compared to Al-0.2 Ce-0.2 Sc alloy,which improved electrical conductivity of the alloy.Furthermore,the dispersed and coherent nano-size Al_3 Sc precipitions of Al-0.2 Ce-0.2 Sc-0.1 Y alloy greatly improved strength,elongation and heat resistance.Compared with Al-0.2 Ce-0.2 Sc alloy,the lower density of dislocation,stacking fault and subgrain boundary and the larger size of Al_3 Sc precipitions with enrichment of Y atoms enable the Al-0.2 Ce-0.2 Sc-0.1 Y alloy to maintain high strength,elongation and electrical conductivity after annealing. 展开更多
关键词 Al-Ce-Sc-Y alloy Electrical conductivity Mechanical properties Second phase Nano-size precipitates
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Surface display of carbonic anhydrase on Escherichia coli for CO_(2) capture and mineralization 被引量:2
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作者 Yinzhuang Zhu yaru liu +1 位作者 Mingmei Ai Xiaoqiang Jia 《Synthetic and Systems Biotechnology》 SCIE 2022年第1期460-473,共14页
Mineralization catalyzed by carbonic anhydrase(CA)is one of the most promising technologies for capturing CO_(2).In this work,Escherichia coli BL21(DE3)was used as the host,and the N-terminus of ice nucleation protein... Mineralization catalyzed by carbonic anhydrase(CA)is one of the most promising technologies for capturing CO_(2).In this work,Escherichia coli BL21(DE3)was used as the host,and the N-terminus of ice nucleation protein(INPN)was used as the carrier protein.Different fusion patterns and vectors were used to construct CA surface display systems forα-carbonic anhydrase(HPCA)from Helicobacter pylori 26695 andα-carbonic anhydrase(SazCA)from Sulfurihydrogenibium azorense.The surface display system in which HPCA was fused with INPN via a flexible linker and intermediate repeat sequences showed higher whole-cell enzyme activity,while the enzyme activity of the SazCA expression system was significantly higher than that of the HPCA expression system.The pET22b vector with the signal peptide PelB was more suitable for the cell surface display of SazCA.Cell frac-tionation and western-blot analysis indicated that SazCA and INPN were successfully anchored on the cell’s outer membrane as a fusion protein.The enzyme activity of the surface display strain E-22b-I RL S(11.43 U⋅mL^(−1) OD 600−1)was significantly higher than that of the intracellular expression strain E-22b-S(8.355 U⋅mL^(−1) OD 600−1)under optimized induction conditions.Compared with free SazCA,E-22b-I RL S had higher thermal and pH stability.The long-term stability of SazCA was also significantly improved by surface display.When the engineered strain and free enzyme were used for CO_(2) mineralization,the amount of CaCO_(3) deposition catalyzed by the strain E-22b-I RL S on the surface(241 mg)was similar to that of the free SazCA and was significantly higher than the intracellular expression strain E-22b-S(173 mg).These results demonstrate that the SazCA surface display strain can serve as a whole-cell biocatalyst for CO_(2) capture and mineralization. 展开更多
关键词 Carbonic anhydrase Cell surface display Enzyme stability CO_(2)mineralization Ice nucleation protein
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