142 results on '"HuiJuan Hu"'
Search Results
2. Novel immune classification based on machine learning of pathological images predicts early recurrence of hepatocellular carcinoma
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Tianhua Tan, Huijuan Hu, Wei Zhang, Ju Cui, Zhenhua Lu, Xuefei Li, and Jinghai Song
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hepatocellular carcinoma ,pathological images ,tumor microenvironment ,early recurrence ,prognostic model ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
IntroductionImmune infiltration within the tumor microenvironment (TME) plays a significant role in the onset and progression of hepatocellular carcinoma (HCC). Machine learning applied to pathological images offers a practical means to explore the TME at the cellular level. Our former research employed a transfer learning procedure to adapt a convolutional neural network (CNN) model for cell recognition, which could recognize tumor cells, lymphocytes, and stromal cells autonomously and accurately within the images. This study introduces a novel immune classification system based on the modified CNN model.MethodPatients with HCC from both Beijing Hospital and The Cancer Genome Atlas (TCGA) database were included in this study. Additionally, least absolute shrinkage and selection operator (LASSO) analyses, along with logistic regression, were utilized to develop a prognostic model. We proposed an immune classification based on the percentage of lymphocytes, with a threshold set at the median lymphocyte percentage.ResultPatients were categorized into high or low infiltration subtypes based on whether their lymphocyte percentages were above or below the median, respectively. Patients with different immune infiltration subtypes exhibited varying clinical features and distinct TME characteristics. The low-infiltration subtype showed a higher incidence of hypertension and fatty liver, more advanced tumor stages, downregulated immune-related genes, and higher infiltration of immunosuppressive cells. A reliable prognostic model for predicting early recurrence of HCC based on clinical features and immune classification was established. The area under the curve (AUC) of the receiver operating characteristic (ROC) curves was 0.918 and 0.814 for the training and test sets, respectively.DiscussionIn conclusion, we proposed a novel immune classification system based on cell information extracted from pathological slices, provides a novel tool for prognostic evaluation in HCC.
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- 2024
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3. Multi-Objective Constrained Optimization Model and Molten Iron Allocation Application Based on Hybrid Archimedes Optimization Algorithm
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Huijuan Hu, Shichao Shi, and He Xu
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molten iron allocation ,optimization algorithm ,iron and steel balance ,quadratic programming ,Mathematics ,QA1-939 - Abstract
The challenge of distributing molten iron involves the optimal allocation of blast furnace output to various steelmaking furnaces, considering the blast furnace’s production capacity and the steelmaking converter’s consumption capacity. The primary objective is to prioritize the distribution from the blast furnace to achieve a balance between iron and steel production while ensuring that the volume of hot metal within the system remains within a safe range. To address this, a constrained multi-objective nonlinear programming model is abstracted. A linear weighting method combines multiple objectives into a single objective function, while the Lagrange multiplier method addresses constraints. The proposed hybrid Archimedes optimization algorithm effectively solves this problem, demonstrating significant improvements in time efficiency and precision compared to existing methods.
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- 2024
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4. A Study of Discriminatory Speech Classification Based on Improved Smote and SVM-RF
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Chao Wu, Huijuan Hu, Dingju Zhu, Xilin Shan, Kai-Leung Yung, and Andrew W. H. Ip
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discrimination speech ,latent Dirichlet allocation ,support vector machine ,random forest ,integration method ,Technology ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 ,Chemistry ,QD1-999 - Abstract
The rapid development of the Internet has facilitated expression, sharing, and interaction on social networks, but some speech may contain harmful discrimination. Therefore, it is crucial to classify such speech. In this paper, we collected discriminatory data from Sina Weibo and propose the improved Synthetic Minority Over-sampling Technique (SMOTE) algorithm based on Latent Dirichlet Allocation (LDA) to improve data quality and balance. And we propose a new integration method integrating Support Vector Machine (SVM) and Random Forest (RF). The experimental results demonstrate that the integrated model exhibits enhanced precision, recall, and F1 score by 6.0%, 5.4%, and 5.7%, respectively, in comparison with SVM alone. Moreover, it exhibits the best performance in comparison with other machine learning methods. Furthermore, the positive impact of improved SMOTE and this integrated method on model classification is also confirmed in ablation experiments.
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- 2024
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5. Exploring deep learning techniques for the extraction of lit fishing vessels from Luojia1-01
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Huijuan Hu, Weifeng Zhou, Bohui Jiang, Jiaze Zhang, and Tianfei Cheng
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Identification of lit fishing vessel ,Luojia1-01 ,Deep learning ,YOLO-V5 ,Object detection ,Ecology ,QH540-549.5 - Abstract
Marine fishery resources are linked to global food security and the livelihoods of millions of people, but their sustainability is seriously affected by the overexpansion of fishing activities. The regulation of fishing activities of fishing vessels has been based on ineffective data sources. Fortunately, rapid developments in nighttime light remote sensing have provided effective data for the formulation of marine fisheries regulations. We conducted a series of experiments to explore the application of Luojia1-01 (LJ-01) nighttime light images for the extraction of information on fishing vessels to provide effective data support for the formulation of marine fisheries regulations. First, a series of preprocessing operations, including radiation correction and masking of the offshore oil and gas platforms were performed on the original image. The preprocessed single-band nighttime light image was combined with two stretching methods to form a triband image. Sample labelling of lit fishing boats was performed. Then, by comparing YOLOv5 metrics, YOLO-V5s was chosen as the base framework of the model, and a small-target detection layer was added to improve the detection of lit fishing vessels. The method developed in this study accurately and effectively detected lit fishing boats in LJ1-01 images with strong robustness and generalizability, and the accuracy of detection rate reached 96.6 %. The precision was improved by 10 % compared to the original YOLO-V5s model that used raw data. The recall rate was improved from 85.4 to 93 %, and the average accuracy(map@0.5) was improved from 85.4 to 93.1 %. The developed model can be successfully used for the extraction of lit fishing boats and for other applications based on medium- and high-resolution nighttime satellite data.
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- 2024
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6. Opportunities and challenges of digital twin technology in healthcare
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Mingbang Wang, Huijuan Hu, Song Wu, and Yuanyuan Ji
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Medicine - Published
- 2023
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7. Oligodendrocyte precursor cells stop sensory axons regenerating into the spinal cord
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Hyukmin Kim, Andy Skuba, Jingsheng Xia, Sung Baek Han, Jinbin Zhai, Huijuan Hu, Shin H. Kang, and Young-Jin Son
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CP: Neuroscience ,Biology (General) ,QH301-705.5 - Abstract
Summary: Primary somatosensory axons stop regenerating as they re-enter the spinal cord, resulting in incurable sensory loss. What arrests them has remained unclear. We previously showed that axons stop by forming synaptic contacts with unknown non-neuronal cells. Here, we identified these cells in adult mice as oligodendrocyte precursor cells (OPCs). We also found that only a few axons stop regenerating by forming dystrophic endings, exclusively at the CNS:peripheral nervous system (PNS) borderline where OPCs are absent. Most axons stop in contact with a dense network of OPC processes. Live imaging, immuno-electron microscopy (immuno-EM), and OPC-dorsal root ganglia (DRG) co-culture additionally suggest that axons are rapidly immobilized by forming synapses with OPCs. Genetic OPC ablation enables many axons to continue regenerating deep into the spinal cord. We propose that sensory axons stop regenerating by encountering OPCs that induce presynaptic differentiation. Our findings identify OPCs as a major regenerative barrier that prevents intraspinal restoration of sensory circuits following spinal root injury.
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- 2023
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8. Case report: Braid-like right coronary artery with chest pain
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Wenbo Wang, Lan Lan, and Huijuan Hu
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braid-like coronary artery ,woven coronary artery ,coronary variant ,coronary angiography ,thrombus recanalization ,coronary artery dissection introduction ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Braid-like coronary artery is very rare. It is featured by the division of the coronary artery into multiple tortuous small channels that later converge into a normal lumen at any segment of the coronary artery. We presented a case of a 27-year-old male patient with occasional chest pain. In coronary CT angiography (CCTA) and coronary angiography, a braid-like appearance was found in the right coronary artery. After multidisciplinary discussion, it was speculated to be a woven coronary artery (WCA). We conducted a literature review about woven coronary arteries.
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- 2023
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9. Multi-nighttime-light data comparison analysis based on image quality values and lit fishing vessel identification effect
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Weifeng Zhou, Huijuan Hu, and Tianfei Cheng
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lit fishing vessel identification ,DMSP/OLS ,VIIRS/DNB ,LJ1-01 ,remote sensing ,Environmental sciences ,GE1-350 - Abstract
Fisheries provide high-quality protein for many people, and their sustainable use is of global concern. Light trapping is a widely used fishing method that takes advantage of the phototropism of fish. Remote sensing technology allows for the monitoring of lit fishing vessels at sea from the air at night, which supports the sustainable management of fisheries. To investigate the potential of different nighttime light remote sensing data for lit fishing vessel identification and applications, we used the fuzzy evaluation method to quantitatively assess images in terms of their radiometric and geometric quality, and Otsu’s method to compare the effects of lit fishing vessel identification. Three kinds of nighttime lighting data from the Defense Meteorological Satellite Program/Operational Linescan System (DMSP/OLS), Visible infrared imaging radiometer suite day/night band (VIIRS/DNB), and Luojia1-01(LJ1-01) were analyzed, compared, and application pointers were constructed. The results are as follows. ①In the image radiation quality evaluation, the information entropy, clarity, and noise performance of the LJ1-01 image are higher than those of the DMSP/OLS and VIIRS/DNB images, where the information entropy value of the LJ1-01 image is nearly 10 times that of VIIRS/DNB and 23 times that of DMSP/OLS. The average gradient value is 14 times that of the image from VIIRS/DNB and 1,600 times that of DMSP/OLS, while its noise is only about 2/3 of the VIIRS/DNB image and 1/3 of the DMSP/OLS image. In the geometric quality assessment, the geometric positioning accuracy and ground sampling accuracy of the VIIRS/DNB image is the best among the three images, with a relative difference percentage of 100.1%, and the LJ1-01 and DMSP/OLS images are relatively lower, at 96.9% and 92.3%, respectively. ② The detection of squid fishing vessels in the Northwest Pacific is taken as an example to compare the identification effects of three types of data: DMSP/OLS, VIIRS/DNB, and LJ1-01. Among these data, DMSP/OLS can effectively identify the position of the lit fishing boat, and VIIRS/DNB images can accurately estimate the spatial position and number of lit fishing boats with large distances. However, in the case of fishing boats gathering or clustering, the number of fishing vessels could not be identified. This led to the detected number of lit fishing vessels being less than the real value. For the VIIRS/DNB and LJ1-01 images with a 5′×8′ span in the same spatiotemporal range using the same batch of pelagic squid fishing vessels, LJ1-01 extracted 18 fishing vessels. VIIRS/DNB extracted 15, indicating that LJ1-01 can distinguish multiple fishing vessels in the lighted overlapping area, thus accurately identifying the number of fishing vessels. The application pointing table generated based on the results of the three data analyses can provide a reference for sensor/image selection for nighttime light remote sensing fishery applications and a basis for more refined fishing vessel identification, extraction, and monitoring.
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- 2023
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10. TANK shapes an immunosuppressive microenvironment and predicts prognosis and therapeutic response in glioma
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Shasha Li, Youwei Guo, Huijuan Hu, Na Gao, Xuejun Yan, Quanwei Zhou, and Hui Liu
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glioma ,immunosuppressive microenvironment ,immune infiltration ,TANK ,prognosis ,Immunologic diseases. Allergy ,RC581-607 - Abstract
BackgroundGlioma, the most prevalent malignant intracranial tumor, poses a significant threat to patients due to its high morbidity and mortality rates, but its prognostic indicators remain inaccurate. Although TRAF-associated NF-kB activator (TANK) interacts and cross-regulates with cytokines and microenvironmental immune cells, it is unclear whether TANK plays a role in the immunologically heterogeneous gliomas.MethodsTANK mRNA expression patterns in public databases were analyzed, and qPCR and IHC were performed in an in-house cohort to confirm the clinical significance of TANK. Then, we systematically evaluated the relationship between TANK expression and immune characteristics in the glioma microenvironment. Additionally, we evaluated the ability of TANK to predict treatment response in glioma. TANK-associated risk scores were developed by LASSO-Cox regression and machine learning, and their prognostic ability was tested.ResultsTANK was specifically overexpressed in glioma and enriched in the malignant phenotype, and its overexpression was related to poor prognosis. The presence of a tumor microenvironment that is immunosuppressive was evident by the negative correlations between TANK expression and immunomodulators, steps in the cancer immunity cycle, and immune checkpoints. Notably, treatment for cancer may be more effective when immunotherapy is combined with anti-TANK therapy. Prognosis could be accurately predicted by the TANK-related risk score.ConclusionsHigh expression of TANK is associated with the malignant phenotype of glioma, as it shapes an immunosuppressive tumor microenvironment. Additionally, TANK can be used as a predictive biomarker for responses to various treatments and prognosis.
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- 2023
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11. Case report: The diagnostic challenge of primary cardiac intimal sarcoma
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Naili Ye, Lan Lan, Huijuan Hu, Jinping Liu, and Haibo Xu
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intimal sarcoma ,myxoma ,cardiovascular magnetic resonance ,CMR ,multimodality imaging ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Primary cardiac intimal sarcoma, an extremely rare cardiac tumor subtype, is often mis-diagnosed owing to its rarity and non-specific clinical and radiological features. We report a case of cardiac intimal sarcoma mimicking atrial myxoma in which the clinical presentation and multimodality imaging are described in detail, and diagnostic challenges are highlighted.
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- 2023
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12. Case report: Primary cardiac angiosarcoma with multiple metastases
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Xuan Li, Lan Lan, and Huijuan Hu
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cardiac angiosarcoma ,metastasis ,PET/CT ,MRI ,treatment ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
This reports outlines a rare case of primary right atrial angiosarcoma with multiple metastases. Multimodality imaging and histopathology confirmed the diagnosis of primary cardiac angiosarcoma and multiple metastases. We present the details of the presentation, multimodality imaging findings, and clinical management. The patient was followed up by cardiac MRI (CMRI) 2 months after therapy, the cardiac tumor and pulmonary metastases decreased markedly. Up to now, the patient has undergone four cycles of chemotherapy and immunotherapy.
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- 2022
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13. Artificial intelligence-based approaches for COVID-19 patient management
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Lan Lan, Wenbo Sun, Dan Xu, Minhua Yu, Feng Xiao, Huijuan Hu, Haibo Xu, and Xinghuan Wang
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Coronavirus disease 2019 ,Artificial intelligence ,COVID-19(Coronavirus disease 2019) ,Medical technology ,R855-855.5 - Abstract
During the highly infectious pandemic of coronavirus disease 2019 (COVID-19), artificial intelligence (AI) has provided support in addressing challenges and accelerating achievements in controlling this public health crisis. It has been applied in fields varying from outbreak forecasting to patient management and drug/vaccine development. In this paper, we specifically review the current status of AI-based approaches for patient management. Limitations and challenges still exist, and further needs are highlighted.
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- 2021
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14. Tumor Temporal Proteome Profiling Reveals the Immunological Triple Offensive Induced by Synthetic Anti-Cancer Salmonella
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Shuxin Yang, Wenjuan Zhao, Muchun Zhu, Huijuan Hu, Weijie Wang, Zhongsheng Zang, Meiling Jin, Jiacheng Bi, Jiandong Huang, Chenli Liu, Xuefei Li, Peng Yin, and Nan Li
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quantitative proteomics ,cancer immunotherapy ,engineered Salmonella ,blood coagulation ,phagocytosis ,antitumor T cell response ,Immunologic diseases. Allergy ,RC581-607 - Abstract
The engineered “obligate” anaerobic Salmonella typhimurium strain YB1 shows a prominent ability to repress tumor growth and metastasis, which has great potential as a novel cancer immunotherapy. However, the antitumor mechanism of YB1 remains unelucidated. To resolve the proteome dynamics induced by the engineered bacteria, we applied tumor temporal proteome profiling on murine bladder tumors after intravenous injection of either YB1 or PBS as a negative control. Our data suggests that during the two weeks treatment of YB1 injections, the cured tumors experienced three distinct phases of the immune response. Two days after injection, the innate immune response was activated, particularly the complement and blood coagulation pathways. In the meantime, the phagocytosis was initiated. The professional phagocytes such as macrophages and neutrophils were recruited, especially the infiltration of iNOS+ and CD68+ cells was enhanced. Seven days after injection, substantial amount of T cells was observed at the invasion margin of the tumor. As a result, the tumor shrunk significantly. Overall, the temporal proteome profiling can systematically reveal the YB1 induced immune responses in tumor, showing great promise for elucidating the mechanism of bacteria-mediated cancer immunotherapy.
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- 2021
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15. Downregulation of a Dorsal Root Ganglion‐Specifically Enriched Long Noncoding RNA is Required for Neuropathic Pain by Negatively Regulating RALY‐Triggered Ehmt2 Expression
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Zhiqiang Pan, Shibin Du, Kun Wang, Xinying Guo, Qingxiang Mao, Xiaozhou Feng, Lina Huang, Shaogen Wu, Bailing Hou, Yun‐Juan Chang, Tong Liu, Tong Chen, Hong Li, Thomas Bachmann, Alex Bekker, Huijuan Hu, and Yuan‐Xiang Tao
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Dorsal root ganglion ,DRG‐specifically enriched long noncoding RNA ,Ehmt2 ,G9a ,Neuropathic pain ,RALY ,Science - Abstract
Abstract Nerve injury‐induced maladaptive changes of gene expression in dorsal root ganglion (DRG) neurons contribute to neuropathic pain. Long non‐coding RNAs (lncRNAs) are emerging as key regulators of gene expression. Here, a conserved lncRNA is reported, named DRG‐specifically enriched lncRNA (DS‐lncRNA) for its high expression in DRG neurons. Peripheral nerve injury downregulates DS‐lncRNA in injured DRG due, in part, to silencing of POU domain, class 4, transcription factor 3, a transcription factor that interacts with the DS‐lncRNA gene promoter. Rescuing DS‐lncRNA downregulation blocks nerve injury‐induced increases in the transcriptional cofactor RALY‐triggered DRG Ehmt2 mRNA and its encoding G9a protein, reverses the G9a‐controlled downregulation of opioid receptors and Kcna2 in injured DRG, and attenuates nerve injury‐induced pain hypersensitivities in male mice. Conversely, DS‐lncRNA downregulation increases RALY‐triggered Ehmt2/G9a expression and correspondingly decreases opioid receptor and Kcna2 expression in DRG, leading to neuropathic pain symptoms in male mice in the absence of nerve injury. Mechanistically, downregulated DS‐lncRNA promotes more binding of increased RALY to RNA polymerase II and the Ehmt2 gene promoter and enhances Ehmt2 transcription in injured DRG. Thus, downregulation of DS‐lncRNA likely contributes to neuropathic pain by negatively regulating the expression of RALY‐triggered Ehmt2/G9a, a key neuropathic pain player, in DRG neurons.
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- 2021
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16. Direct Optical-Flow-Aware Computational Framework for 3D Reconstruction
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Huijuan Hu and Pei Chen
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Optical flow ,structure from motion ,fast guided interpolation ,the left-right consistency constraint ,the soft segment constraint ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
In this paper, a direct computational method is presented which combines optical flow and structure from motion (SfM) by putting the SfM problem in the framework of optical flow estimation. In other word, the optical flow is reparametrized in term of the camera's motion and scene's depth, resulting in a similar variation optimization as in optical flow estimation. Meanwhile, three techniques are proposed to improve the accuracy and robustness of the direct approach, including the fast guided interpolation (FGI), the left-right consistency constraint and the soft segment constraint. Experimental results on the Middlebury dataset and KITTI2012 dataset show that the proposed approach can achieve highly-accurate 3D reconstruction with the dense and smooth surface which results in a state-of-the-art performance in optical flow.
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- 2019
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17. Cardiac Involvement in Recovered Patients From COVID-19: A Preliminary 6-Month Follow-Up Study
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Xiaoyan Wu, Ke-Qiong Deng, Chenze Li, Zhaoxia Yang, Huijuan Hu, Huanhuan Cai, Chao Zhang, Tao He, Fang Zheng, Hairong Wang, Xin A. Zhang, Antoine Caillon, Yufeng Yuan, Xinghuan Wang, Haibo Xu, and Zhibing Lu
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cardiac magnetic resonance imaging ,fibrosis ,follow-up ,cardiac injury ,COVID-19 ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background: Accumulating evidence has revealed that coronavirus disease 2019 (COVID-19) patients may be complicated with myocardial injury during hospitalization. However, data regarding persistent cardiac involvement in patients who recovered from COVID-19 are limited. Our goal is to further explore the sustained impact of COVID-19 during follow-up, focusing on the cardiac involvement in the recovered patients.Methods: In this prospective observational follow-up study, we enrolled a total of 40 COVID-19 patients (20 with and 20 without cardiac injury during hospitalization) who were discharged from Zhongnan Hospital of Wuhan University for more than 6 months, and 27 patients (13 with and 14 without cardiac injury during hospitalization) were finally included in the analysis. Clinical information including self-reported symptoms, medications, laboratory findings, Short Form 36-item scores, 6-min walk test, clinical events, electrocardiogram assessment, echocardiography measurement, and cardiac magnetic resonance imaging was collected and analyzed.Results: Among 27 patients finally included, none of patients reported any obvious cardiopulmonary symptoms at the 6-month follow-up. There were no statistically significant differences in terms of the quality of life and exercise capacity between the patients with and without cardiac injury. No significant abnormalities were detected in electrocardiogram manifestations in both groups, except for nonspecific ST-T changes, premature beats, sinus tachycardia/bradycardia, PR interval prolongation, and bundle-branch block. All patients showed normal cardiac structure and function, without any statistical differences between patients with and without cardiac injury by echocardiography. Compared with patients without cardiac injury, patients with cardiac injury exhibited a significantly higher positive proportion in late gadolinium enhancement sequences [7/13 (53.8%) vs. 1/14 (7.1%), p = 0.013], accompanied by the elevation of circulating ST2 level [median (interquartile range) = 16.6 (12.1, 22.5) vs. 12.5 (9.5, 16.7); p = 0.044]. Patients with cardiac injury presented higher levels of aspartate aminotransferase, creatinine, high-sensitivity troponin I, lactate dehydrogenase, and N-terminal pro–B-type natriuretic peptide than those without cardiac injury, although these indexes were within the normal range for all recovered patients at the 6-month follow-up. Among patients with cardiac injury, patients with positive late gadolinium enhancement presented higher cardiac biomarker (high-sensitivity troponin I) and inflammatory factor (high-sensitivity C-reactive protein) on admission than the late gadolinium enhancement–negative subgroup.Conclusions: Our preliminary 6-month follow-up study with a limited number of patients revealed persistent cardiac involvement in 29.6% (8/27) of recovered patients from COVID-19 after discharge. Patients with cardiac injury during hospitalization were more prone to develop cardiac fibrosis during their recovery. Among patients with cardiac injury, those with relatively higher cardiac biomarkers and inflammatory factors on admission appeared more likely to have cardiac involvement in the convalescence phase.
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- 2021
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18. Store-Operated Calcium Channels in Physiological and Pathological States of the Nervous System
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Isis Zhang and Huijuan Hu
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store-operated calcium channels ,STIM ,Orai1 ,nervous system ,neuron ,glia ,Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Abstract
Store-operated calcium channels (SOCs) are widely expressed in excitatory and non-excitatory cells where they mediate significant store-operated calcium entry (SOCE), an important pathway for calcium signaling throughout the body. While the activity of SOCs has been well studied in non-excitable cells, attention has turned to their role in neurons and glia in recent years. In particular, the role of SOCs in the nervous system has been extensively investigated, with links to their dysregulation found in a wide variety of neurological diseases from Alzheimer’s disease (AD) to pain. In this review, we provide an overview of their molecular components, expression, and physiological role in the nervous system and describe how the dysregulation of those roles could potentially lead to various neurological disorders. Although further studies are still needed to understand how SOCs are activated under physiological conditions and how they are linked to pathological states, growing evidence indicates that SOCs are important players in neurological disorders and could be potential new targets for therapies. While the role of SOCE in the nervous system continues to be multifaceted and controversial, the study of SOCs provides a potentially fruitful avenue into better understanding the nervous system and its pathologies.
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- 2020
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19. Curcumin attenuates collagen-induced inflammatory response through the 'gut-brain axis'
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Yannong Dou, Jinque Luo, Xin Wu, Zhifeng Wei, Bei Tong, Juntao Yu, Ting Wang, Xinyu Zhang, Yan Yang, Xusheng Yuan, Peng Zhao, Yufeng Xia, Huijuan Hu, and Yue Dai
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Curcumin ,Collagen-induced arthritis ,Gut-brain axis ,Unilateral cervical vagotomy ,α7 nAChR ,Nodose ganglion neurons ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
Abstract Background Previous studies have demonstrated that oral administration of curcumin exhibited an anti-arthritic effect despite its poor bioavailability. The present study aimed to explore whether the gut-brain axis is involved in the therapeutic effect of curcumin. Methods The collagen-induced arthritis (CIA) rat model was induced by immunization with an emulsion of collagen II and complete Freund’s adjuvant. Sympathetic and parasympathetic tones were measured by electrocardiographic recordings. Unilateral cervical vagotomy (VGX) was performed before the induction of CIA. The ChAT, AChE activities, and serum cytokine levels were determined by ELISA. The expression of the high-affinity choline transporter 1 (CHT1), ChAT, and vesicular acetylcholine transporter (VAChT) were determined by real-time PCR and immunohistochemical staining. The neuronal excitability of the vagus nerve was determined by whole-cell patch clamp recording. Results Oral administration of curcumin restored the imbalance between the sympathetic and parasympathetic tones in CIA rats and increased ChAT activity and expression of ChAT and VAChT in the gut, brain, and synovium. Additionally, VGX eliminated the effects of curcumin on arthritis and ACh biosynthesis and transport. Electrophysiological data showed that curcumin markedly increased neuronal excitability of the vagus nerve. Furthermore, selective α7 nAChR antagonists abolished the effects of curcumin on CIA. Conclusions Our results demonstrate that curcumin attenuates CIA through the “gut-brain axis” by modulating the function of the cholinergic system. These findings provide a novel approach for mechanistic studies of anti-arthritic compounds with low oral absorption and bioavailability.
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- 2018
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20. Plant Diseases Identification through a Discount Momentum Optimizer in Deep Learning
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Yunyun Sun, Yutong Liu, Haocheng Zhou, and Huijuan Hu
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convolutional neural networks ,non-adaptive ,optimization ,hyper-parameter ,crop identification ,Technology ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 ,Chemistry ,QD1-999 - Abstract
Deep learning proves its promising results in various domains. The automatic identification of plant diseases with deep convolutional neural networks attracts a lot of attention at present. This article extends stochastic gradient descent momentum optimizer and presents a discount momentum (DM) deep learning optimizer for plant diseases identification. To examine the recognition and generalization capability of the DM optimizer, we discuss the hyper-parameter tuning and convolutional neural networks models across the plantvillage dataset. We further conduct comparison experiments on popular non-adaptive learning rate methods. The proposed approach achieves an average validation accuracy of no less than 97% for plant diseases prediction on several state-of-the-art deep learning models and holds a low sensitivity to hyper-parameter settings. Experimental results demonstrate that the DM method can bring a higher identification performance, while still maintaining a competitive performance over other non-adaptive learning rate methods in terms of both training speed and generalization.
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- 2021
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21. Neuronal P2X7 receptor-induced reactive oxygen species production contributes to nociceptive behavior in mice
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Frances M. Munoz, Ruby Gao, Yuzhen Tian, Brian A. Henstenburg, James E. Barrett, and Huijuan Hu
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Medicine ,Science - Abstract
ATP can activate a variety of pathways through P2 purinoreceptors, leading to neuroprotection and pathology in the CNS. Among all P2X receptors, the P2X7 receptor (P2X7R) is a well-defined therapeutic target for inflammatory and neuropathic pain. Activation of P2X7R can generate reactive oxygen species (ROS) in macrophages and microglia. However, the role of ROS in P2X7R–induced pain remains un explored. Here, we investigated the downstream effects of neuronal P2X7R activation in the spinal cord. We found that ATP induces ROS production in spinal cord dorsal horn neurons, an effect eliminated by ROS scavenger N-tert-butyl-α-phenylnitrone (PBN) and P2X7R antagonist A438079. A similar effect was observed with a P2X7R agonist, BzATP, and was attenuated by a NADPH oxidase inhibitor apocynin. Intrathecal administration of BzATP resulted in ROS production in the spinal cord and oxidative DNA damage in dorsal horn neurons. BzATP also induced robust biphasic spontaneous nociceptive behavior. Pre-treatment with A438079 abolished all BzATP-induced nociceptive behaviors, while ROS scavengers dose-dependently attenuated the secondary response. Here, we provide evidence that neuronal P2X7R activation leads to ROS production and subsequent nociceptive pain in mice. Together, the data indicate that P2X7R-induced ROS play a critical role in the P2X7R signaling pathway of the CNS.
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- 2017
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22. Orai1 and Orai3 Mediate Store-Operated Calcium Entry Contributing to Neuronal Excitability in Dorsal Root Ganglion Neurons
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Dongyu Wei, Yixiao Mei, Jingsheng Xia, and Huijuan Hu
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store-operated calcium channels ,dorsal root ganglia ,Orai1 ,Orai3 ,neuronal excitability ,pain ,Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Abstract
Store-operated calcium channels (SOCs) are highly calcium-selective channels that mediate calcium entry in various cell types. We have previously reported that intraplantar injection of YM-58483 (a SOC inhibitor) attenuates chronic pain. A previous study has reported that the function of SOCs in dorsal root ganglia (DRG) is enhanced after nerve injury, suggesting that SOCs may play a peripheral role in chronic pain. However, the expression, functional distribution and significance of the SOC family in DRG neurons remain elusive and the key components that mediate SOC entry (SOCE) are still controversial. Here, we demonstrated that the SOC family (STIM1, STIM2, Orai1, Orai2, and Orai3) was expressed in DRGs and STIM1 was mainly present in small- and medium-sized DRG neurons. Using confocal live cell imaging, Ca2+ imaging and electrophysiology techniques, we demonstrated that depletion of the endoplasmic reticulum Ca2+ stores induced STIM1 and STIM2 translocation, and that inhibition of STIM1 or blockage of Orai channels with pharmacological tools attenuated SOCE and SOC currents. Using the small inhibitory RNA knockdown approach, we identified STIM1, STIM2, Orai1, and Orai3 as the key components of SOCs mediating SOCE in DRG neurons. Importantly, activation of SOCs by thapsigargin induced plasma membrane depolarization and increased neuronal excitability, which were completely abolished by inhibition of SOCs or double knockdown of Orai1 and Orai3. Our findings suggest that SOCs exert an excitatory action in DRG neurons and provide a potential peripheral mechanism for modulation of pain hypersensitivity by SOC inhibition.
- Published
- 2017
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23. Chronic Treatment with Fluoxetine Induces Sex-Dependent Analgesic Effects and Modulates HDAC2 and mGlu2 Expression in Female Mice
- Author
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Magda Zammataro, Sara Merlo, Massimo Barresi, Carmela Parenti, Huijuan Hu, Maria A. Sortino, and Santina Chiechio
- Subjects
pain ,fluoxetine ,sex differences ,metabotropic glutamate 2 receptor ,HDAC2 ,Therapeutics. Pharmacology ,RM1-950 - Abstract
Gender and sex differences in pain recognition and drug responses have been reported in clinical trials and experimental models of pain. Among antidepressants, contradictory results have been observed in patients treated with selective serotonin reuptake inhibitors (SSRIs). This study evaluated sex differences in response to the SSRI fluoxetine after chronic administration in the mouse formalin test. Adult male and female CD1 mice were intraperitoneally injected with fluoxetine (10 mg/kg) for 21 days and subjected to pain assessment. Fluoxetine treatment reduced the second phase of the formalin test only in female mice without producing behavioral changes in males. We also observed that fluoxetine was able to specifically increase the expression of metabotropic glutamate receptor type-2 (mGlu2) in females. Also a reduced expression of the epigenetic modifying enzyme, histone deacetylase 2 (HDAC2), in dorsal root ganglia (DRG) and dorsal horn (DH) together with an increase histone 3 acetylation (H3) level was observed in females but not in males. With this study we provide evidence that fluoxetine induces sex specific changes in HDAC2 and mGlu2 expression in the DH of the spinal cord and in DRGs and suggests a molecular explanation for the analgesic effects in female mice.
- Published
- 2017
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24. Influence of the Environmental Factors on the Accumulation of the Bioactive Ingredients in Chinese Rhubarb Products.
- Author
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Guangxi Ren, Li Li, Huijuan Hu, Yanpeng Li, Chunsheng Liu, and Shengli Wei
- Subjects
Medicine ,Science - Abstract
To provide a basis for controlling the quality of rhubarb under artificial cultivation, the present work was designed to evaluate the contents of 14 active pharmaceutical ingredients (API) of rhubarb in major rhubarb production areas in China and analyze the correlations between the contents of API and such factors as species, geographic distribution and soil. The levels of fourteen API in rhubarb were measured using HPLC. The geographic distributions were collected using GPS and the nutrients in the soil were measured using the methods in the literature. The results showed that the levels of major API vary significantly among plants of different locations according to variance analysis. The species factor has few obvious effect on the overall properties of the rhubarb by the cluster analysis because of the two source species occurring in all divided three groups. However, Rheum tanguticum Maxim.ex Balf. is less effective at synthesizing and accumulating 9 API out of 14 than Rheum palmatum L. The correlation analysis and regression analysis also indicated that a lower latitude should be considered in the accumulation of API and a lower longitude should be considered to produce more compound anthraquinones. Lower levels of total P, rapidly available P and available molybdenum (Mo) and higher available K and available Zn in the soil were significantly correlated to accumulation of API in rhubarb. These results provide a basis for the clinical application and controlling the levels of the major API of rhubarb during artificial cultivation.
- Published
- 2016
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25. Listeria monocytogenes Prevalence and Characteristics in Retail Raw Foods in China.
- Author
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Shi Wu, Qingping Wu, Jumei Zhang, Moutong Chen, Ze An Yan, and Huijuan Hu
- Subjects
Medicine ,Science - Abstract
The prevalence and levels of Listeria monocytogenes in retail raw foods covering most provincial capitals in China were studied with testing of 1036 samples of vegetables, edible mushrooms, raw meat, aquatic products and quick-frozen products from September 2012 to January 2014. The total prevalence of Listeria monocytogenes was 20.0% (207/1036), and the most probable number (MPN) values of 65.7% of the positive samples ranged from 0.3 to 110 MPN/g. Geographical differences were observed in this survey, and the results of both qualitative and quantitative methods indicated that the levels in the samples from North China were higher than those in the samples from South China. A total of 248 isolates were analyzed, of which approximately half belonged to molecular serogroup 1/2a-3a (45.2%), followed by 1/2b-3b-7 (30.6%), 1/2c-3c (16.1%), 4b-4d-4e (5.2%) and 4a-4c (2.8%). Most of the isolates carried hly (100%), inlB (98.8%), inlA (99.6%), inlC (98.0%) and inlJ (99.2%), and 44.8% of the isolates were llsX-positive. Seventeen epidemic clones (ECs) were detected, with 7 strains belonging to ECI (2.8%) and 10 belonging to ECIII (4.03%). Resistance to clindamycin (46.8%) was commonly observed, and 59 strains (23.8%) were susceptible to all 14 tested antibiotics, whereas 84 (33.9%) showed an intermediate level of resistance or were resistant to two or more antibiotics, including 7 multi-resistant strains that exhibited resistance to more than 10 antibiotics. The data obtained in the present study provides useful information for assessment of the possible risk posed to Chinese consumers, and this information will have a significant public health impact in China. Furthermore, the presence of virulence markers, epidemic clones, as well as the antibiotic resistance amongst the isolates strongly implies that many of these strains might be capable of causing listeriosis, and more accurate treatment of human listeriosis with effective antibiotics should be considered. This research represents a more full-scale and systematical investigation of the prevalence of L. monocytogenes in retail raw foods in China, and it provides baseline information for Chinese regulatory authorities that will aid in the formulation of a regulatory framework for controlling L. monocytogenes with the aim of improving the microbiological safety of raw foods.
- Published
- 2015
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26. Dynamic changes in the microRNA expression profile reveal multiple regulatory mechanisms in the spinal nerve ligation model of neuropathic pain.
- Author
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David von Schack, Michael J Agostino, B Stuart Murray, Yizheng Li, Padmalatha S Reddy, Jin Chen, Sung E Choe, Brian W Strassle, Christine Li, Brian Bates, Lynn Zhang, Huijuan Hu, Smita Kotnis, Brendan Bingham, Wei Liu, Garth T Whiteside, Tarek A Samad, Jeffrey D Kennedy, and Seena K Ajit
- Subjects
Medicine ,Science - Abstract
Neuropathic pain resulting from nerve lesions or dysfunction represents one of the most challenging neurological diseases to treat. A better understanding of the molecular mechanisms responsible for causing these maladaptive responses can help develop novel therapeutic strategies and biomarkers for neuropathic pain. We performed a miRNA expression profiling study of dorsal root ganglion (DRG) tissue from rats four weeks post spinal nerve ligation (SNL), a model of neuropathic pain. TaqMan low density arrays identified 63 miRNAs whose level of expression was significantly altered following SNL surgery. Of these, 59 were downregulated and the ipsilateral L4 DRG, not the injured L5 DRG, showed the most significant downregulation suggesting that miRNA changes in the uninjured afferents may underlie the development and maintenance of neuropathic pain. TargetScan was used to predict mRNA targets for these miRNAs and it was found that the transcripts with multiple predicted target sites belong to neurologically important pathways. By employing different bioinformatic approaches we identified neurite remodeling as a significantly regulated biological pathway, and some of these predictions were confirmed by siRNA knockdown for genes that regulate neurite growth in differentiated Neuro2A cells. In vitro validation for predicted target sites in the 3'-UTR of voltage-gated sodium channel Scn11a, alpha 2/delta1 subunit of voltage-dependent Ca-channel, and purinergic receptor P2rx ligand-gated ion channel 4 using luciferase reporter assays showed that identified miRNAs modulated gene expression significantly. Our results suggest the potential for miRNAs to play a direct role in neuropathic pain.
- Published
- 2011
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27. Multimodal Sentiment Analysis Based on Multiple Stacked Attention Mechanisms.
- Author
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Chao He, Yingshan Shen, Nan Zhong, Dongqing Song, Huijuan Hu, Dingju Zhu, and Lihua Cai
- Published
- 2023
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28. Research on 3D Surface Micro Topography Reconstruction and Mosaic from Multifocus Microscopic Image Sequences.
- Author
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Yingzhong Tian, Zhiyan Pan, Long Li, Wenbin Wang, Wei Chen, Zenggui Gao, Fengfeng Xi, Deshi Li, and Huijuan Hu
- Published
- 2018
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29. User Consumption Behavior Recognition Based on SMOTE and Improved AdaBoost
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Huijuan Hu, Dingju Zhu, Tao Wang, Chao He, Juel Sikder, and Yangchun Jia
- Subjects
General Medicine - Abstract
The sudden outbreak of COVID-19 has dealt a huge blow to traditional education and training companies. Institutions use the WeChat platform to attract users, but how to identify high-quality users has always been a difficult point for enterprises. In this paper, researchers proposed a classification algorithm based on SMOTE and the improved AdaBoost, which fuses feature information weights and sample weights to effectively solve the problems of overfitting and sample imbalance. To justify the study, it was compared with other traditional machine-learning algorithms. The accuracy and recall of the model increased by 19% and 36%, respectively, and the AUC value reached 0.98, indicating that the model could effectively identify the user's purchase intention. The proposed algorithm also ensures that it works well in spam identification and fraud detection. This research is of great significance for educational institutions to identify high-quality users of the WeChat platform and increase purchase conversion rate.
- Published
- 2022
30. Design of a man-machine interaction robot based on visual servo system.
- Author
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Yingzhong Tian, Zixiang Kong, Huijuan Hu, Tinggang Jia, Aiguo Wang, and Long Li
- Published
- 2016
- Full Text
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31. PGE2 Potentiates Orai1-Mediated Calcium Entry Contributing to Peripheral Sensitization.
- Author
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Dongyu Wei, Birla, Hareram, Yannong Dou, Yixiao Mei, Xiaodong Huo, Whitehead, Victoria, Osei-Owusu, Patrick, Feske, Stefan, Patafio, Giovanna, Yuanxiang Tao, and Huijuan Hu
- Abstract
Peripheral sensitization is one of the primary mechanisms underlying the pathogenesis of chronic pain. However, candidate molecules involved in peripheral sensitization remain incompletely understood. We have shown that store-operated calcium channels (SOCs) are expressed in the dorsal root ganglion (DRG) neurons. Whether SOCs contribute to peripheral sensitization associated with chronic inflammatory pain is elusive. Here we report that global or conditional deletion of Orai1 attenuates Complete Freund's adjuvant (CFA)-induced pain hypersensitivity in both male and female mice. To further establish the role of Orai1 in inflammatory pain, we performed calcium imaging and patch-clamp recordings in wild-type (WT) and Orai1 knockout (KO) DRG neurons. We found that SOC function was significantly enhanced in WT but not in Orai1 KO DRG neurons from CFA- and carrageenan-injected mice. Interestingly, the Orai1 protein level in L3/4 DRGs was not altered under inflammatory conditions. To understand how Orai1 is modulated under inflammatory pain conditions, prostaglandin E2 (PGE2) was used to sensitize DRG neurons. PGE2-induced increase in neuronal excitability and pain hypersensitivity was significantly reduced in Orai1 KO mice. PGE2-induced potentiation of SOC entry (SOCE) was observed in WT, but not in Orai1 KO DRG neurons. This effect was attenuated by a PGE2 receptor 1 (EP1) antagonist and mimicked by an EP1 agonist. Inhibition of Gq/11, PKC, or ERK abolished PGE2- induced SOCE increase, indicating PGE2-induced SOCE enhancement is mediated by EP1-mediated downstream cascade. These findings demonstrate that Orai1 plays an important role in peripheral sensitization. Our study also provides new insight into molecular mechanisms underlying PGE2-induced modulation of inflammatory pain. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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32. RALY participates in nerve trauma-induced nociceptive hypersensitivity through triggering eIF4G2 gene expression in primary sensory neurons
- Author
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Lina Huang, Dilip Sharma, Xiaozhou Feng, Zhiqiang Pan, Shaogen Wu, Daisy Munoz, A. Bekker, HuiJuan Hu, and Yuan-Xiang Tao
- Abstract
Background and Purpose: Peripheral nerve trauma-induced dysregulation of pain-associated genes in the primary sensory neurons of dorsal root ganglion (DRG) contributes to neuropathic pain genesis. RNA-binding proteins participate in gene transcription. We hypothesized that RALY, an RNA-binding protein, participated in nerve trauma-induced dysregulation of DRG pain-associated genes and nociceptive hypersensitivity. Methods and results: Immunohistochemistry staining showed that RALY was expressed exclusively in the nuclei of DRG neurons. Peripheral nerve trauma caused by chronic constriction injury (CCI) of unilateral sciatic nerve produced time-dependent increases in the levels of Raly mRNA and RALY protein in injured DRG. Blocking this increase through DRG microinjection of adeno-associated virus 5 (AAV5)-expressing Raly shRNA reduced the CCI-induced elevation in the amount of eukaryotic initiation factor 4 gamma 2 (eIF4G2) mRNA and eIF4G2 protein in injured DRG and mitigated the development and maintenance of CCI-induced nociceptive hypersensitivity, without altering basal (acute) response to noxious stimuli and locomotor activity. Mimicking DRG increased RALY through DRG microinjection of AAV5 expressing Raly mRNA upregulated the expression of eIF4G2 mRNA and eIF4G2 protein in the DRG and led to hypersensitive responses to noxious stimuli in the absence of nerve trauma. Mechanistically, CCI promoted the binding of RALY to the promoter of eIF4G2 gene and triggered its transcriptional activity. Conclusion and Implications: Our findings indicate that RALY participates in nerve trauma-induced nociceptive hypersensitivity likely through transcriptionally triggering eIF4G2 expression in the DRG. RALY may be a potential target in neuropathic pain management.
- Published
- 2023
33. A sensory neuron-specific long non-coding RNA reduces neuropathic pain by rescuing KCNN1 expression
- Author
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Bing Wang, Longfei Ma, Xinying Guo, Shibin Du, Xiaozhou Feng, Yingping Liang, Gokulapriya Govindarajalu, Shaogen Wu, Tong Liu, Hong Li, Shivam Patel, Alex Bekker, Huijuan Hu, and Yuan-Xiang Tao
- Subjects
Neurology (clinical) - Abstract
Nerve injury to peripheral somatosensory system causes refractory neuropathic pain. Maladaptive changes of gene expression in primary sensory neurons are considered molecular basis of this disorder. Long non-coding RNAs (lncRNAs) are key regulators of gene transcription; however, their significance in neuropathic pain remains largely elusive.Here, we reported a novel lncRNA, named sensory neuron-specific lncRNA (SS-lncRNA), for its expression exclusively in dorsal root ganglion (DRG) and trigeminal ganglion. SS-lncRNA was predominantly expressed in small DRG neurons and significantly downregulated due to a reduction of early B cell transcription factor 1 in injured DRG after nerve injury. Rescuing this downregulation reversed a decrease of the calcium-activated potassium channel subfamily N member 1 (KCNN1) in injured DRG and alleviated nerve injury-induced nociceptive hypersensitivity. Conversely, DRG downregulation of SS-lncRNA reduced the expression of KCNN1, decreased total potassium currents and afterhyperpolarization currents and increased excitability in DRG neurons and produced neuropathic pain symptoms.Mechanistically, downregulated SS-lncRNA resulted in the reductions of its binding to Kcnn1 promoter and heterogeneous nuclear ribonucleoprotein M (hnRNPM), consequent recruitment of less hnRNPM to the Kcnn1 promoter and silence of Kcnn1 gene transcription in injured DRG.These findings indicate that SS-lncRNA may relieve neuropathic pain through hnRNPM-mediated KCNN1 rescue in injured DRG and offer a novel therapeutic strategy specific for this disorder.
- Published
- 2023
34. ATF3 mediates PM2.5-induced apoptosis and inflammation in ovarian granulosa cells
- Author
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Xiandan Zhang, Xuan Wang, Hao Li, Haihong Wang, Dewei Du, and Huijuan Huang
- Subjects
PM2.5 ,Apoptosis ,Inflammation ,ATF3 ,Ovarian function ,Gynecology and obstetrics ,RG1-991 - Abstract
Abstract Particulate matter 2.5 (PM2.5) pollution has emerged as a major global public health concern because of its adverse effects on human health. Our group has previously demonstrated that PM2.5 exposure can seriously impair ovarian function. However, the underlying mechanisms remain a mystery. This study verifies ovarian damage in mice, evidenced by inflammatory cell infiltration and follicular atresia, following 5 months of PM2.5 exposure via tracheal drip (35 µg/m³ for low dose and 150 µg/m³ for high dose). In addition, PM2.5 exposure inhibited the cell viability of human granulosa cells (KGN) and induced apoptosis at the concentrations of 50, 100, and 150 µg/mL for 24 h. The apoptosis of KGN cells induced by inflammation contributes to follicular atresia. Furthermore, we conducted RNA-sequencing analysis to identify the genes and pathways triggered by PM2.5 (100 µg/mL) exposure, which decreases the KGN cell viability. We found a significant increase in Activating Transcription Factor 3 (ATF3). Further mechanistic studies reveal a strong association between PM2.5-induced apoptosis, inflammation, and ATF3 with its downstream oxidative stress signals. In summary, the ATF3 pathway serves a vital role in the ovarian injury caused by PM2.5 exposures.
- Published
- 2024
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- View/download PDF
35. Joint Self-Attention for Remote Sensing Image Matching
- Author
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Liangzhi Li, Ling Han, Hongye Cao, and Huijuan Hu
- Subjects
Electrical and Electronic Engineering ,Geotechnical Engineering and Engineering Geology - Published
- 2022
36. Diversity of Coordination Architecture of Zinc Complexes with Diphenylarsinate
- Author
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Xiao Chen, Huijuan Hu, Shan Wang, Biao Li, and Hongmei Wang
- Subjects
General Chemistry - Published
- 2021
37. A Selective Peptidomimetic Modulator Of Cav2.2 (N-Type) Voltage-Gated Calcium Channels For Chronic Pain
- Author
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Kimberly Gomez, Ulises Santiago, Aida Calderon-Rivera, Paz Duran, Santiago Loya-Lopez, Dongzhi Ran, Samantha Perez-Miller, Handoko Handoko, Paramjit S. Arora, Marcel Patek, Tamara D. King, Huijuan Hu, Carlos J. Camacho, and Rajesh Khanna
- Subjects
Anesthesiology and Pain Medicine ,Neurology ,Neurology (clinical) - Published
- 2023
38. A deep learning semantic template matching framework for remote sensing image registration
- Author
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Ling Han, Huijuan Hu, Hongye Cao, Liangzhi Li, and Mingtao Ding
- Subjects
Matching (statistics) ,Similarity (geometry) ,Pixel ,Computer science ,business.industry ,Deep learning ,Template matching ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Image registration ,Subpixel rendering ,Atomic and Molecular Physics, and Optics ,Computer Science Applications ,Position (vector) ,Computer Science::Computer Vision and Pattern Recognition ,Artificial intelligence ,Computers in Earth Sciences ,business ,Engineering (miscellaneous) ,Remote sensing - Abstract
We propose a deep learning framework by the probability of the predicting semantic spatial position distribution for remote sensing image registration. Traditional matching methods optimize similarity metrics with pixel-by-pixel searching, which is time consuming and sensitive to radiometric differences. Driven by learning-based methods, we take the reference and template images as inputs and map them to the semantic distribution position of the corresponding reference image. We apply the affine invariant to obtain a correspondence between the overlap of the barycenter position of the semantic template and the center pixel point, which transforms the semantic boundary alignment into a point-to-point matching problem. Additionally, two loss functions are proposed, one for optimizing the subpixel matching position and the other for determining the semantic spatial probability distribution of the matching template. In this work, we explore the influence of the template radius size, the filling form of training labels, and the weighted combination of loss function on the matching accuracy. Our experiments show that the trained model is robust to template deformation while still operating orders of magnitude faster. Furthermore, our proposed method implements high matching accuracy in four large scene images with radiometric differences. This ensures the improved speed of remote sensing image analysis and pipeline processing while facilitating novel directions in learning-based registration. Our code is freely available at https://github.com/liliangzhi110/semantictemplatematching .
- Published
- 2021
39. Feasibility of cardiovascular magnetic resonance imaging at 5T in comparison to 3T
- Author
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Lan Lan, Huijuan Hu, Wenbo Sun, Rongqing Sun, Gonghao Ling, Tingyi Du, Xuan Li, Jianmin Yuan, Yaowen Xing, Xiaopeng Song, and Haibo Xu
- Abstract
Purpose Due to safety and technical issues, 7T MRI has not been approved by the FDA for cardiovascular magnetic resonance imaging (CMR), however, 5T has been proved to be safe for whole body imaging. In this study, we investigated the feasibility and performance of CMR at a 5T whole body system, which may face less technical challenges than 7T. Methods Seventeen healthy volunteers and three patients were recruited and underwent CMR scans on both 5T and 3T MR scanners. Cine images of short-axis views as well as three standard long-axis views were acquired at 3T using balanced steady state free precession sequence, and at 5T using fast gradient echo sequence respectively. Dark blood imaging was repeated in a slice of midventricular short-axis view at 5T and 3T as well. Image quality and artifact level were estimated on a 5-point scale and compared between different field strengths. Quantifications of functional parameters and mass of left ventricle (LV) were compared between the two field strengths. Results The overall image acquired at 5T was comparable to that obtained at 3T, achieving image quality scores of 4.61±0.39 and 4.59±0.56 for dark blood sequences, 4.60±0.50 for FGRE sequence. Artifact level scores for black blood sequences were 4.72±0.46 and4.65±0.54, while FGRE sequence achieved 4.65±0.49. Bland-Altman analysis demonstrated that functional parameters and mass of LV derived from 5T were in good agreement with the 3T counterparts. Conclusion This study confirmed the feasibility of CMR imaging at 5T MR system.
- Published
- 2022
40. Oligodendrocyte precursor cells stop sensory axons regenerating into the spinal cord
- Author
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Hyukmin Kim, Andy Skuba, Jingsheng Xia, Sung Baek Han, Jinbin Zhai, Huijuan Hu, Shin H. Kang, and Young-Jin Son
- Abstract
Primary sensory axons stop regenerating as they enter the spinal cord, resulting in incurable sensory loss. What arrests them remains unknown. We previously showed that axons stop by forming synaptic contacts with unknown non-neuronal cells. Here, we identified these cells in adult mice as oligodendrocyte precursor cells (OPCs). We also found that only a few axons stop regenerating by forming dystrophic endings, exclusively at the CNS:PNS borderline where OPCs are absent. Most axons stop beyond the boundary in contacts with a dense network of OPC processes. Live imaging, immuno-EM and OPC-DRG co-culture show that axons are rapidly immobilized by forming functional synapses with OPCs. Remarkably, genetic OPC ablation enables many axons to continue regenerating deep into the spinal cord. These data indicate that axons stop regenerating prematurely by forming aberrant synapses with OPCs. Our findings identify OPCs a as a major regenerative barrier, providing new insights into how to promote spinal circuit restoration.
- Published
- 2022
41. A variational approach for estimation of monocular depth and camera motion in autonomous driving
- Author
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Chuan Hu, Xuetao Zhang, and Huijuan Hu
- Subjects
Monocular ,business.industry ,Computer science ,Mechanical Engineering ,3D reconstruction ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Optical flow ,Aerospace Engineering ,020206 networking & telecommunications ,02 engineering and technology ,Motion (physics) ,Computer Science::Computer Vision and Pattern Recognition ,0202 electrical engineering, electronic engineering, information engineering ,Structure from motion ,020201 artificial intelligence & image processing ,Computer vision ,Artificial intelligence ,business ,ComputingMethodologies_COMPUTERGRAPHICS - Abstract
In this paper, a new direct computational approach to dense 3D reconstruction in autonomous driving is proposed to simultaneously estimate the depth and the camera motion for the motion stereo problem. A traditional Structure from Motion framework is utilized to establish geometric constrains for our variational model. The architecture is mainly composed of the texture constancy constraint, one-order motion smoothness constraint, a second-order depth regularize constraint and a soft constraint. The texture constancy constraint can improve the robustness against illumination changes. One-order motion smoothness constraint can reduce the noise in estimation of dense correspondence. The depth regularize constraint is used to handle inherent ambiguities and guarantee a smooth or piecewise smooth surface, and the soft constraint can provide a dense correspondence as initial estimation of the camera matrix to improve the robustness future. Compared to the traditional dense Structure from Motion approaches and popular stereo approaches, our monocular depth estimation results are more accurate and more robust. Even in contrast to the popular depth from single image networks, our variational approach still has good performance in estimation of monocular depth and camera motion.
- Published
- 2021
42. Orai1 is a crucial downstream partner of group I metabotropic glutamate receptor signaling in dorsal horn neurons
- Author
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Xinghua Gao, Jingsheng Xia, James Schiffenhaus, Frances M. Munoz, Huijuan Hu, Yannong Dou, Yixiao Mei, Patrick Osei-Owusu, Alex Bekker, Yuan Xiang Tao, Daling Li, and Ruby Gao
- Subjects
Agonist ,N-Methylaspartate ,ORAI1 Protein ,medicine.drug_class ,Glutamic Acid ,AMPA receptor ,Receptors, Metabotropic Glutamate ,Article ,Mice ,TRPC3 ,medicine ,Animals ,Receptors, AMPA ,Extracellular Signal-Regulated MAP Kinases ,Chemistry ,Metabotropic glutamate receptor 5 ,Glutamate receptor ,Cell biology ,Posterior Horn Cells ,Anesthesiology and Pain Medicine ,nervous system ,Neurology ,Metabotropic glutamate receptor ,Metabotropic glutamate receptor 1 ,NMDA receptor ,Calcium ,Neurology (clinical) ,Signal Transduction - Abstract
Group I metabotropic glutamate receptors (group I mGluRs) have been implicated in several central nervous system diseases including chronic pain. It is known that activation of group I mGluRs results in the production of inositol triphosphate (IP3) and diacylglycerol that leads to activation of extracellular signal-regulated kinases (ERKs) and an increase in neuronal excitability, but how group I mGluRs mediate this process remains unclear. We previously reported that Orai1 is responsible for store-operated calcium entry and plays a key role in central sensitization. However, how Orai1 is activated under physiological conditions is unknown. Here, we tested the hypothesis that group I mGluRs recruit Orai1 as part of its downstream signaling pathway in dorsal horn neurons. We demonstrate that neurotransmitter glutamate induces STIM1 puncta formation, which is not mediated by N-Methyl-D-aspartate (NMDA) or α-Amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA) receptors. Glutamate-induced Ca2+ entry in the presence of NMDA or AMPA receptor antagonists is eliminated in Orai1-deficient neurons. Dihydroxyphenylglycine (DHPG) (an agonist of group I mGluRs)-induced Ca2+ entry is abolished by Orai1 deficiency, but not affected by knocking down of transient receptor potential cation channel 1 (TRPC1) or TRPC3. Dihydroxyphenylglycine-induced activation of ERKs and modulation of neuronal excitability are abolished in cultured Orai1-deficient neurons. Moreover, DHPG-induced nociceptive behavior is markedly reduced in Orai1-deficient mice. Our findings reveal previously unknown functional coupling between Orai1 and group I mGluRs and shed light on the mechanism underlying group I mGluRs-mediated neuronal plasticity.
- Published
- 2021
43. Therapeutic and prophylactic effects of macrophage-derived small extracellular vesicles in the attenuation of inflammatory pain
- Author
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Richa Pande, Ahmet Sacan, Yuzhen Tian, Huijuan Hu, Xuan Luo, Renee Jean-Toussaint, Richa Gupta, Zhucheng Lin, and Seena K. Ajit
- Subjects
Pain Threshold ,0301 basic medicine ,Lipopolysaccharide ,viruses ,Immunology ,Pain ,Pharmacology ,Article ,Proinflammatory cytokine ,Extracellular Vesicles ,Mice ,03 medical and health sciences ,Behavioral Neuroscience ,chemistry.chemical_compound ,0302 clinical medicine ,Immune system ,Downregulation and upregulation ,Threshold of pain ,medicine ,Animals ,Macrophage ,Inflammation ,Microglia ,Endocrine and Autonomic Systems ,business.industry ,Macrophages ,Chronic pain ,virus diseases ,respiratory system ,medicine.disease ,030104 developmental biology ,medicine.anatomical_structure ,Spinal Cord ,chemistry ,Hyperalgesia ,business ,030217 neurology & neurosurgery - Abstract
Small extracellular vesicles (sEVs) derived from antigen-presenting cells such as macrophages can induce therapeutically relevant immune responses. Anti-inflammatory miRNAs are elevated in sEVs secreted by RAW 264.7 mouse macrophages after lipopolysaccharide (LPS) stimulation. We observed uptake of these sEVs by primary mouse cortical neurons, microglia and astrocytes followed by downregulation of proinflammatory miRNA target genes in recipient cells. Pre-treating primary microglia with these sEVs decreased pro-inflammatory gene expression. A single intrathecal injection of sEVs derived from LPS stimulated RAW 264.7 cells attenuated mechanical hyperalgesia in the complete Freund’s adjuvant (CFA) mouse model of inflammatory pain and formalin induced acute pain. Importantly, sEVs did not alter the normal pain threshold in control mice. RNA sequencing of dorsal horn of the spinal cord showed sEVs-induced modulation of immune regulatory pathways. Further, a single prophylactic intrathecal injection of sEVs two weeks prior, attenuated CFA-induced pain hypersensitivity and was ineffective in formalin model. This indicates that prophylactic sEVs administration can be beneficial in attenuating chronic pain without impacting responses to the protective physiological and acute inflammatory pain. Prophylactic administration of sEVs could form the basis for a safe and novel vaccine-like therapy for chronic pain or as an adjuvant, potentially reducing the dose of drugs needed for pain relief.
- Published
- 2021
44. PGE2 Potentiates Orai1-Mediated Calcium Entry Contributing To Peripheral Sensitization
- Author
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Dongyu Wei, Yixiao Mei, Yannong Dou, Xiaodong Huo, Victoria Whitehead, and Huijuan Hu
- Subjects
Anesthesiology and Pain Medicine ,Neurology ,Neurology (clinical) - Published
- 2023
45. Analysis of tropical cyclone data over China's coastal waters and the Northwest Pacific Ocean for marine fisheries
- Author
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Xiaotian Guo, Weifeng Zhou, and Huijuan Hu
- Published
- 2022
46. Toll-like receptor 4 activation enhances Orai1-mediated calcium signal promoting cytokine production in spinal astrocytes
- Author
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Hareram Birla, Jingsheng Xia, Xinghua Gao, Hui Zhao, Fengying Wang, Shivam Patel, Akwasi Amponsah, Alex Bekker, Yuan-Xiang Tao, and Huijuan Hu
- Subjects
Lipopolysaccharides ,ORAI1 Protein ,Physiology ,Interleukin-6 ,Tumor Necrosis Factor-alpha ,Cell Biology ,Article ,Toll-Like Receptor 4 ,Astrocytes ,Cytokines ,Humans ,Calcium ,Stromal Interaction Molecule 1 ,Chronic Pain ,Molecular Biology - Abstract
Toll-like receptor 4 (TLR4) has been implicated in pathological conditions including chronic pain. Activation of astrocytic TLRs leads to the synthesis of pro-inflammatory cytokines like interleukin 6 (IL-6) and tumor necrosis factor-ɑ (TNF-α), which can cause pathological inflammation and tissue damage in the central nervous system. However, the mechanisms of TLR4-mediated cytokine releases from astrocytes are incomplete understood. Our previous study has shown that Orai1, a key component of calcium release activated calcium channels (CRACs), mediates Ca(2+) entry in astrocytes. How Orai1 contributes to TLR4 signaling remains unclear. Here we show that Orai1 deficiency drastically attenuated lipopolysaccharides (LPS)-induced TNF-α and IL-6 production in astrocytes. Acute LPS treatment did not induce Ca(2+) response and had no effect on thapsigargin (Ca(2+)-ATPase inhibitor)-induced store-dependent Ca(2+) entry. Inhibition or knockdown of Orai1 showed no reduction in LPS-induced p-ERK1/2, p-c-Jun N-terminal kinase, or p-p38 MAPK activation. Interestingly, Orai1 protein level was significantly increased after LPS exposure, which was blocked by inhibition of NF-κB activity. LPS significantly increased basal Ca(2+) level and SOCE after exposure to astrocytes. Moreover, elevating extracellular Ca(2+) concentration increased cytosolic Ca(2+) level, which was almost eliminated in Orai1 KO astrocytes. Our study reports novel findings that Orai1 acts as a Ca(2+) leak channel regulating the basal Ca(2+) level and enhancing cytokine production in astrocytes under the inflammatory condition. These findings highlight an important role of Orai1 in astrocytic TRL4 function and may suggest that Orai1 could be a potential therapeutic target for neuroinflammatory disorders including chronic pain.
- Published
- 2022
47. Standardized object-based dual CNNs for very high-resolution remote sensing image classification and standardization combination effect analysis
- Author
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Liangzhi Li, Zhiheng Liu, Hongye Cao, Huijuan Hu, and Ling Han
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Very high resolution ,Effect analysis ,010504 meteorology & atmospheric sciences ,Standardization ,Contextual image classification ,business.industry ,Computer science ,0211 other engineering and technologies ,Object based ,Pattern recognition ,02 engineering and technology ,DUAL (cognitive architecture) ,Object (computer science) ,01 natural sciences ,Convolutional neural network ,General Earth and Planetary Sciences ,Artificial intelligence ,business ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences - Abstract
Advances in the object-based convolutional neural network (CNN) have demonstrated the superiority of CNNs for image classification. However, any object-based CNN, regardless of its model structure,...
- Published
- 2020
48. Impact of Abnormal Climatic Events on the CPUE of Yellowfin Tuna Fishing in the Central and Western Pacific
- Author
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Weifeng Zhou, Huijuan Hu, Wei Fan, and Shaofei Jin
- Subjects
thermocline ,Environmental effects of industries and plants ,Renewable Energy, Sustainability and the Environment ,Geography, Planning and Development ,central and western Pacific ,yellowfin tuna ,CPUE ,El Niño ,La Niña ,GAM model ,TJ807-830 ,Management, Monitoring, Policy and Law ,TD194-195 ,Renewable energy sources ,Environmental sciences ,GE1-350 - Abstract
To explore the impact of climate change on fishery resources, the temporal and spatial characteristics of the thermocline in the main yellowfin tuna purse-seine fishing grounds in the western and central Pacific Ocean during La Niña and El Niño years were studied using the 2008–2017 Argo grid data (BOA_Argo) and the log data of commercial fishing vessels. A generalized additive model (GAM) was used to analyze the variables affecting yellowfin tuna fishing grounds. The results showed that in La Niña years, the catch per unit effort (CPUE) moved westward as the high-value zone of the upper boundary contracted westward to 145° E, and in the El Niño years this moved eastward to 165° E. Compared with normal years, the upper boundary depth difference of the thermocline on the east and west sides of the equatorial Pacific was larger in La Niña years, and the upper boundary depth of 80–130 m shifted westward. The thermocline strength was generally weaker in the west and stronger in the east. The thermocline had two band-like distribution structures with an axis at 15° N and 15° S. The CPUE was distributed from 120 m to 200 m. The CPUE distribution was dense when the temperature range of the upper boundary of the thermocline was 27.5–29.5 °C, and the intensity was 0.08–0.13 °C·m−1. The upper-boundary temperature had the greatest impact on the CPUE. The eastward shift of the CPUE during El Niño and the westward shift during La Niña were associated with the optimal thermocline parameter values. The factor of year had a fluctuating effect on the CPUE, and the influence of the La Niña years was greater. The areas with high abundance were 5° N–5° S and 150° E–175° E. The results showed that the changes in the thermocline caused by abnormal climate events significantly affected the CPUE.
- Published
- 2022
49. Evaluation of Land Carrying Capacity of 31 Provinces in China Based on a Natural–Societal-Supply–Demand Framework
- Author
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Huijuan Hu and Ling Han
- Subjects
land carrying capacity ,evaluation framework ,China ,obstacle indicators ,Renewable Energy, Sustainability and the Environment ,Geography, Planning and Development ,Building and Construction ,Management, Monitoring, Policy and Law - Abstract
Land carrying capacity (LCC) refers to the ability of land resources to support human activities, and has become an important tool for research into the man–land relationship. Due to the 31 provinces of China possessing huge differences in resource and social development, it is necessary to understand the key factors and differences in LCC in each province. This paper provided a framework for the Natural–Societal-Supply–Demand of LCC, and analyzed the LCC of the 31 provinces of China via the cross relationship between the four subsystems. In total, 22 indicators were selected, and the weight of the indicators was calculated via the gray correlation coefficient. Through this framework, the LCC is endowed by natural resources and is improved by social development; the comprehensive LCC of the 31 provinces was evaluated using geographic information data and statistical data, and the main causes of overload were analyzed by using the obstacle model. The results show that (1) The natural resources of most provinces in China cannot support the current population; (2) Social development has significantly improved the LCC; and (3) The shortage of natural resources is the key factor in LCC overloading in most provinces. Insufficient food supply, insufficient carbon sequestration, the shortage of construction land, and insufficient water supply are the main causes of overload in China.
- Published
- 2023
50. A concept mapping-based mobile storytelling approach for promoting students’ creative agency: An experimental study
- Author
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Xiao-Fan Lin, Wei Zhou, Sirui Huang, Huijuan Huang, Xiyu Huang, Zhaoyang Wang, Yue Zhou, Jing Wang, Xiaoqing Xian, Weiyi Li, and Zhong-Mei Liang
- Subjects
concept map ,mobile learning ,storytelling ,creative agency ,english as a foreign language ,Education (General) ,L7-991 - Abstract
There is research evidence that creative agency has attracted worldwide attention in mainstream education as it could foster learners’ active roles in taking control of their creative processes. However, without appropriate supporting tools, students may struggle to convey their ideas in complex creative practices. Digital storytelling and mobile technology are regarded as proper supportive tools to cultivate creative agency in English as a Foreign Language (EFL) learning. In addition, concept mapping could improve students’ creative thinking and knowledge activation. However, to the best of our knowledge, the effect of integrating mobile storytelling and concept mapping on promoting creative agency in EFL learning contexts remains unclear. Accordingly, this quasi-experimental study explored how a concept mapping-based mobile storytelling approach contributed to learners’ creative agency by examining 102 sixth-grade primary school students’ EFL performance and creative agency products, creative self-efficacy, agentic engagement, self-regulation, and motivation to learn English. The results of this study revealed that the experimental group with the concept mapping-guided mobile storytelling for creative agency approach outperformed the control group with the storyboard scaffolding-guided mobile storytelling for creative agency approach in all of the above aspects. This study provides new insights for teachers to motivate students’ creative agency in EFL learning from the process-oriented creativity and product-oriented perspectives (i.e., setting goals, designing creative plans with concept maps, reflecting on issues, and evaluating creation).
- Published
- 2024
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