Epithelial characteristics of ovarian clear cell carcinoma at single-cell resolution by Qinhao Guo, Xia Chen, Rui Bi, Haiming Li, Meng Liu, Xingzhu Ju, Zheng Feng, Jun Zhu, Yizhen Li, Xin Wang, Qiuru Huang, Jiaxin Li, Xiaonan Zhou, Ying Zheng, Bo Zheng, Xiaohua Wu, Jun Yu, Hao Wen

“…Abstract Ovarian clear cell carcinoma (OCCC) represents a rare and aggressive subtype of epithelial ovarian cancer with distinctive clinical and molecular characteristics. However, the identification, origin, and molecular features of the malignant epithelial cells in OCCC remain poorly studied. …”
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A case report unveiling spindle cell lipoma by Sakshi Dudhe, MBBS, Devyansh Nimodia, MBBS, Gaurav V. Mishra, MD, Pratapsingh Hanuman Parihar, MD, Paritosh Bhangale, MBBS, Anjali Kumari, MBBS, Rishitha Kotla, MBBS

“…Microscopic analysis of the surgically removed specimen verified the presence of SCL, featuring mature adipocytes interspersed with spindle cells and collagen fibers. …”
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Diagnostic markers of betaherpesvirus 6 infection of A and B types in children with respiratory diseases by O. V. Goleva, I. V. Babachenko, E. V. Sharipova, Е. А. Murina, Yu. A. Eismont, R. S. Kalinin, A. B. Chukhlovin, Z. А. Osipova, A. L. Mukomolova, A. V. Krylov, O. S. Glotov

“…Objective: to reveal the prevalence of infection by various variants of betaherpesvirus 6 А/В types in children with clinical manifestations of acute respiratory disease in case of betaherpesvirus 6 type DNA identification in the blood and to specify the features of diagnostic markers during mono- and mixed herpesvirus infection.Materials and methods: there was made the analysis of clinical and laboratory data of 71 patients with the medical history of recurrent respiratory diseases or suspicion about exanthem subitum, hospitalized to Pediatric Research and Clinical Center for Infectious Diseases with the symptoms of acute respiratory disease and betaherpesvirus 6 type DNA identification in the blood. …”
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A Rare Case of XXXXY Syndrome with a (4;19) Translocation from Northeast Iran by Arefeh Mazhari, Elham Jafaei, Narjes Soltani, Payam Siyadat, Amirali Ayatollahi, Hossein Ayatollahi

“…The karyotype of 49, XXXXY, along with the observed clinical features, facilitated the diagnosis of Fraccaro syndrome. …”
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Research on Network Intrusion Detection Model Based on Hybrid Sampling and Deep Learning by Derui Guo, Yufei Xie

“…The TRBMA model utilizes Temporal Convolutional Networks (TCNs) to improve the ResNet18 architecture and incorporates Bidirectional Gated Recurrent Units (BiGRUs) and Multi-Head Self-Attention mechanisms to enhance the comprehensive learning of temporal features. …”
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A forgotten pathology among biliary tract cysts: cystic dilatation of the cystic duct by Ahmet Baytok, Gökhan Ecer

“…Accurate preoperative identification and appropriate surgical planning are critical for optimal outcomes. …”
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Integrated cytomembrane proteomics identifies EpCAM/MGST1 as therapeutic targets in metastatic laryngeal carcinoma by Suling Zhuang, Xiaobo Wu, Xiaobo Wu, Xiaobo Wu, Xiaohuang Lin, Zhihan Li, Di Gan, Shixin Wang, Xue Lin, Gongbiao Lin, Gongbiao Lin, Gongbiao Lin, Miao Gao, Miao Gao, Miao Gao

“…BackgroundLymph node metastasis plays a crucial role in cancer recurrence and survival, however, the underlying molecular mechanism and biomarkers in laryngeal carcinoma remain poorly characterized. …”
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Intention Recognition of AAV Swarm Based on GAT-EPool-BiGRU Model by Jiajun Yuan, Xiang Jia, Yu An, Liang Geng, Lei Shu

“…Addressing the limitations of existing methods—such as the low feature transfer efficiency of stacked autoencoders (SAE) and the tendency of panoramic convolutional long short-term memory networks (PC-LSTM) to lose tactical details—this paper proposes a novel deep learning model called GAT-EPool-BiGRU, which integrates Graph Attention Networks (GAT), Edge Pooling (EPool), and Bidirectional Gated Recurrent Units (BiGRU). …”
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Wi-CL: Low-Cost WiFi-Based Detection System for Nonmotorized Traffic Travel Mode Classification by Runnan Xu, Zilin Huang, Sikai Chen, Jinlong Li, Pan Wu, Yongjie Lin

“…Finally, a recurrent neural network (RNN) framework based on the long short-term memory (LSTM) algorithm is successfully implemented in the mode classification module for traffic travel mode identification. …”
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Analysis of characteristics of symbiotic flora in patients with IgA nephropathy based on literature analysis by ZHAO Jin, BAI Ming, SUN Shi-ren

“…Objective To analyze the characteristics of oral and intestinal microbiota of IgA nephropathy（IgAN） patients.Methods Literature investigating the characteristics of symbiotic flora in IgAN patients were searched in Pubmed,Web of science,Cochrane Library and CNKI,and the results were systematically summarized and analyzed.Results With limitation of the intergenerational difference of methods for bacterial identification and the incompleteness of literature reports,there were big difference among results of the included studies.The structure of tonsillar flora in patients with IgAN was similar to that in patients with recurrent tonsillitis; the structure of salivary flora in IgAN patients was distinct from that in healthy people; the structure of gingival plaque flora was different among patients with periodontitis with or without IgAN.Compared with the healthy control,the intestinal microbiota abundance in IgAN patients was reduced the flora structure changed.Conclusions The abundance and composition of oral and intestinal microbiota in IgAN patients may be altered,and more specific changes require larger studies using advanced sequencing techniques and studies of bigger sample size are required for further clarification of detailed features of oral and intestinal microbiota in IgAN patients.…”
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Configural processing as an optimized strategy for robust object recognition in neural networks by Hojin Jang, Pawan Sinha, Xavier Boix

“…We find that configural cues support robust generalization across geometric transformations (e.g., rotation, scaling) and novel feature sets. When both cues are available, configural cues dominate local features. …”
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Multi-Omics and Experimental Validation Identify GPX7 and Glutathione-Associated Oxidative Stress as Potential Biomarkers in Ischemic Stroke by Tianzhi Li, Sijie Zhang, Jinshan He, Hongyan Li, Jingsong Kang

“…We obtained IS-related gene expression datasets from the GEO database and integrated known oxidative stress-related genes from the Genecards database for cross-analysis. Multidimensional feature screening using unsupervised consensus clustering and a series of machine learning algorithms led to the identification of the signature gene <i>GPX7</i>. …”
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Developing an innovative lung cancer detection model for accurate diagnosis in AI healthcare systems by Wang Jian, Amin Ul Haq, Noman Afzal, Shakir Khan, Hadeel Alsolai, Sultan M. Alanazi, Abu Taha Zamani

“…Abstract Accurate Lung cancer (LC) identification is a big medical problem in the AI-based healthcare systems. …”
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A Hybrid Approach of DenseNet121 with Attention and Bi-LSTM for Yoga Pose Estimation by Aarthy K., Alice Nithya

“…The classification of these poses is performed using a Self-Attention Based Gated Recurrent Unit (SA-GRU) model. This model enhances accuracy by incorporating self-attention mechanisms, allowing the system to focus on significant features within the data. …”
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Learning efficient haptic shape exploration with a rigid tactile sensor array. by Sascha Fleer, Alexandra Moringen, Roberta L Klatzky, Helge Ritter

“…We perform a multi-module neural network training, including a feature extractor and a recurrent neural network module aiding pose control for storing and combining sequential sensory data. …”
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Comprehensive genomic and transcriptomic analyses reveal prognostic stratification for esophageal squamous cell carcinoma by Jian Gao, Qiming Wang, Fangqiu Fu, Yue Zhao, Teng Yang, Xiangze Li, Yihua Sun, Hong Hu, Longfei Ma, Longsheng Miao, Xiaoyang Luo, Ting Ye, Yiliang Zhang, Yang Zhang, Ziling Huang, Hang Li, Longlong Shao, Midie Xu, Kuaile Zhao, Shiyue Zhang, Mou Zhang, Jun Wang, Chong Dai, Xiaoxiao Shang, Tingyi An, Yawei Zhang, Jiaqing Xiang, Zhiwei Cao, Bin Li, Haiquan Chen

“…Abstract Recent large-scale multi-omics studies have characterized the heterogeneity of esophageal squamous cell carcinoma (ESCC), but inconsistent clinical management has hindered the identification of prognostic markers and patient stratification. …”
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Abnormality detection and privacy protection strategies for power marketing inspection business of cyber–physical–social systems using big data and artificial intelligence by Li Kai, Mo Pingyan, Yang Yongjiao, Xie Hanyang, Shen Zhixiong

“…Finally, an intelligent classification model based on recurrent neural networks and long short-term memory networks is developed by leveraging key security features to identify abnormal business behaviors accurately. …”
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Blockchain enabled deep learning model with modified coati optimization for sustainable healthcare disease detection and classification by Heba G. Mohamed, Fadwa Alrowais, Fahd N. Al-Wesabi, Mesfer Al Duhayyim, Anwer Mustafa Hilal, Abdelwahed Motwakel

“…The execution of big and heterogeneous data gathered by medical sensors and the necessity of patient classification and disease analysis have become serious problems for various health-based sensing applications. The significant features of healthcare are the privacy of medical details and the accuracy of disease identification. …”
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Acute Pancreatitis (A Clinical Case) by A. I. Khripun, A. N. Alimov, S. Yu. Orlov, T. P. Chelyapina

“…Endosonographic features of pancreatic necrosis are visualizable in the early stages of acute pancreatitis. …”
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Microcephaly with or without chorioretinopathy, lymphedema, or mental retardation associated with KIF11 pathogenic variant: case report and genotype-phenotype correlation analysis by Jiajia Peng, Yan Xie, Hui Wang, Lijuan Huang, Yangfan Yang, Ningdong Li

“…Additional findings included special facial features, bilateral simian crease and metabolic abnormalities featuring elevated urine glucose and ketone bodies despite normoglycemia. …”
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