100 results on '"Sifan, Liu"'
Search Results
2. Cooperative Cell-Free ISAC Networks: Joint BS Mode Selection and Beamforming Design.
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Sifan Liu, Rang Liu, Zhiping Lu, Ming Li 0011, and Qian Liu 0001
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- 2024
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3. The oral microbiome and oral and upper gastrointestinal diseases
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Sifan Liu, Shidong Wang, Nan Zhang, and Peng Li
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Oral microbiome ,upper gastrointestinal disease ,microbiota ,digestive disease ,cancer ,Infectious and parasitic diseases ,RC109-216 ,Microbiology ,QR1-502 - Abstract
Background Microbiomes are essential components of the human body, and their populations are substantial. Under normal circumstances, microbiomes coexist harmoniously with the human body, but disturbances in this equilibrium can lead to various diseases. The oral microbiome is involved in the occurrence and development of many oral and gastrointestinal diseases. This review focuses on the relationship between oral microbiomes and oral and upper gastrointestinal diseases, and therapeutic strategies aiming to provide valuable insights for clinical prevention and treatment.Methods To identify relevant studies, we conducted searches in PubMed, Google Scholar, and Web of Science using keywords such as “oral microbiome,” “oral flora, ” “gastrointestinal disease, ” without any date restrictions. Subsequently, the retrieved publications were subject to a narrative review.Results In this review, we found that oral microbiomes are closely related to oral and gastrointestinal diseases such as periodontitis, dental caries, reflux esophagitis, gastritis, and upper gastrointestinal tumors (mainly the malignant ones). Oral samples like saliva and buccal mucosa are not only easy to collect, but also display superior sample stability compared to gastrointestinal tissues. Consequently, analysis of the oral microbiome could potentially serve as an efficient preliminary screening method for high-risk groups before undergoing endoscopic examination. Besides, treatments based on the oral microbiomes could aid early diagnosis and treatment of these diseases.Conclusions Oral microbiomes are essential to oral and gastrointestinal diseases. Therapies centered on the oral microbiomes could facilitate the early detection and management of these conditions.
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- 2024
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4. The 3-year follow-up of a fully biodegradable implantable device closure for perimembranous ventricular septal defects in children using echocardiography
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Juan Cong, Cunying Cui, Danqing Huang, Ying Wang, Sifan Liu, Shubo Song, and Taibing Fan
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fully biodegradable occluder ,ventricular septal defect ,follow-up ,echocardiography ,myocardial deformation ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
ObjectsThe aim of this study was to investigate the morphologic changes of a novel fully biodegradable implantable device after closing a perimembranous ventricular septal defect (Pm-VSD) and to evaluate the effect of the occluder on the myocardial function in patients during a 3-year follow-up period.MethodsOne-year, 2-year, and 3-year follow-ups were carried out after implantation with a total of 30 Pm-VSD patients who had successful closure by the fully biodegradable occluder. In total, 30 healthy children were enrolled as controls. At discharge and at every follow-up visit, the lengths of the left and right discs of the novel device were measured in the apical three- and four-chamber as well as short-axis views. At the end of the follow-up, using three-dimensional speckle-tracking conditions, the values of myocardial deformation, including global longitudinal strain, global circumferential strain, and global area strain, were acquired.ResultsThe fully bioabsorbable double-disc occluder gradually decreased over time and was eventually invisible under echocardiographic scanning during the follow-up (p 0.05).ConclusionThe novel fully biodegradable occluder is a safe, effective, and perfect alternative for the treatment of VSD. Echocardiography plays a crucial role in the follow-up of this new type of occluder implantation.
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- 2024
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5. CENTROID SWINGING PROPERTY OF A MACHINE BODY UNDERGOING LONGITUDINAL EXCITATION IN A STRAW COMPRESSION BALER
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Zhong Tang, Haoyang Wang, Tiantian Jing, Sifan Liu, and Cheng Shen
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self-propelled baler ,dynamic model ,multi-source excitation ,unbalanced force ,vibration response ,Agriculture (General) ,S1-972 - Abstract
ABSTRACT During the harvesting of waste straw in the field, a self-propelled baler undergoes significant oscillations in the longitudinal direction around its centre of gravity, which greatly affect the stability of operation and the comfort of the driver. In order to analyse the vibration characteristics of the main frame under multi-source excitation, the complete frame is divided into a chassis frame and a baling frame. A nine-degree-of-freedom vibration system model of the whole machine is established based on the relationship between the internal motion devices, and simulations are carried out using MATLAB/Simulink. In addition, a multi-body dynamics simulation of the compression device is carried out, and the law governing the variation in force at different unit points of the mechanism is analysed. Finally, the vibration response of the main frame under different working conditions is explored. The results show that the main frequency component of the frame in the no-load state is 80 Hz, and the main response frequency of the frame is about 1.6 Hz, a finding that is consistent with the operating frequency of the compression mechanism. In particular, the displacement amplitude of the simulated signal at the centroid position is consistent with that measured in experiments, which verifies the validity of the dynamic model. Our results can provide guidance for future work aiming to further reduce the body vibration amplitude and optimise the design of the frame.
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- 2024
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6. The Inhibitory Impact of a Co-Assembly Gel with Natural Carrier-Free Binary Small Molecules, as Used in Traditional Chinese Medicine, on the Viability of SW1990 Cells
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Xueqiang Nie, Sifan Liu, Qiongxue Huang, Haifeng Wu, Qingxia Zheng, Xudong Xu, Bowen Li, Guoxu Ma, Xiaolei Zhou, Shuchen Liu, and Weijuan Gao
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co-assembly ,deacetylasperulosidic acid (DAA) ,gel ,puerarin (PUE) ,traditional Chinese medicine (TCM) ,Science ,Chemistry ,QD1-999 ,Inorganic chemistry ,QD146-197 ,General. Including alchemy ,QD1-65 - Abstract
Chinese herbs are a huge treasure trove of natural products and an important source of many active molecules. The theory of traditional Chinese medicine compatibility (TCMC) is widely applied in clinical practice, but its mechanism is still ambiguous. This study aims to open a new window for this predicament by studying the interaction between the main active ingredients from a drug pair. Carrier-free assembly of natural products improves the shortcomings of traditional nanodelivery systems and opens a new path for the development of new nanomaterials. The drug pair “Pueraria and Hedyotis diffusa” has been commonly used in clinical practice, with a predominant therapeutic effect. This study is devoted to the study of the binary small molecule co-assembly of the main active molecules from the drug pair. In this study, we introduce a carrier-free composite gel, formed by the co-assembly of puerarin (PUE) and deacetylasperulosidic acid (DAA) via non-covalent bonds including π–π packing, intermolecular hydrogen bonding, and C=O π interactions. With a strain point 7-fold higher than that of P gel, the P − D gel exhibited favorable rheological properties. The survival rate of SW1990 cells in the P − D group was only 21.39% when the concentration of administration reached 200 μM. It thus demonstrated activity in inhibiting SW1990 cells’ survival, suggesting potential in combating pancreatic cancer. Furthermore, this research offers a valuable concept for enhancing the mechanical properties and bioactivity of hydrogel materials through the utilization of a multi-component natural small molecule co-assembly approach. More importantly, this provides new ideas and methods for the treatment of pancreatic cancer and the analysis of traditional Chinese medicine compatibility theory.
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- 2024
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7. Design for Copying Grouser and Bionic Convex Hull Patterns on Track Surfaces of Crawler Combine Harvesters
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Lulu Yuan, Zhong Tang, Sifan Liu, Ting Wang, and Zhao Ding
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combine harvester ,trafficability ,track grouser structure ,biomimetic convex hull ,Agriculture (General) ,S1-972 - Abstract
In the rainy season, which often has uncertain rainfall, crawler combine harvesters have difficulty traversing wet and soft rice fields. A large amount of clay is often accumulated on the track surfaces, resulting in frequent slipping and sinking, which greatly affects the operational performance and harvesting efficiency of crawler combine harvesters. To address this issue, this paper proposes a high-traction track grouser based on the structure of an ostrich’s foot sole. First, a traction force mathematical model is constructed to analyze the interaction between a track grouser and wet and soft rice fields, and parameter optimization is conducted. Then, the bionic information of a dung beetle’s non-smooth body surface is extracted, and the surface of the track is designed with biomimetic convex hull patterns based on the geometric similarity principle and adhesive experiments. Finally, the analysis results indicate that the optimized track grouser significantly improved the traction of the track in wet and soft rice fields. For the track plate with a bionic desorption convex hull pattern, a convex hull diameter of 6 mm, convex hull spacing of 8.25 mm, and convex hull height of 3 mm led to good adhesion reduction and desorption effects in wet and soft soil.
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- 2024
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8. Distributed DRL Based Beamforming Design for RIS-Assisted Multi-Cell Systems.
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Haocheng Zhang, Sifan Liu, Rang Liu, Ming Li 0011, and Qian Liu 0001
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- 2023
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9. Optimization of photocatalytic degradation of malachite green using nano-scaled V/CeO2-functionalized steel-slag-based catalyst by response surface design approach
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Hao Zhang, Sifan Liu, Kai Wang, Haoqi Huang, Fan Zhang, and Le Kang
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Dyestuff wastewater ,Steel-slag-based catalyst ,V-doped CeO2 ,Response surface design ,Photocatalysis degradation ,Mining engineering. Metallurgy ,TN1-997 - Abstract
The utilization of steel slag with high added value is an important means for sustainable development of the iron and steel industry and environment. A new nano-scaled V/CeO2-functionalized steel-slag-based catalyst (V/CeO2-SC) was prepared. The XPS results revealed that V was embedded in the CeO2 lattice with V4+ and V5+ forms. The regression equation analysis of variance told that the order of influencing factors on malachite green dye degradation rate is: catalyst dosage > V doping amount > malachite green dye concentration. The optimum values of the parameters were dye concentration 10 mg/L, catalyst dosage 0.1 g, and V doping amount 1wt%. Under the optimal condition, the predicted and actual response values of the degradation rate of malachite green dye were 100.00%. UV–Visible light absorption spectroscopy results demonstrated that after the photocatalytic degradation reaction, the absorption peak of the malachite green dye solution almost completely disappeared, indicating that the malachite green dye solution was almost completely degraded. The excellent degradation activity of the 1V/CeO2-SC specimen was attributed to the co-action of the high SBET, large mesoporous volume, and the coupled semiconductors formed by V-doped CeO2 and FeO in the catalyst carrier. A possible photocatalytic degradation mechanism of the V/CeO2-SC specimen was proposed.
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- 2023
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10. Design and Synthesis of Dimethylaminomethyl-Substituted Curcumin Derivatives: Potent Anti-Inflammatory, Anti-Oxidant, and Radioprotection Activity, Improved Aqueous Solubility Compared with Curcumin
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Huiling Gu, Sifan Liu, Kai Liang, Ziming Xia, Guangjie Zhang, Bin Li, and Shuchen Liu
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curcumin derivatives ,anti-inflammatory activity ,anti-oxidant activity ,radioprotection activity ,aqueous solubility ,Organic chemistry ,QD241-441 - Abstract
Although the wide variety of bioactivities of curcumin has been reported by researchers, the clinical application of curcumin is still limited due to its poor aqueous solubility. In view of this, a series of dimethylaminomethyl-substituted curcumin derivatives were designed and synthesized (compounds 1–15). Acetate of these derivatives were prepared (compounds 1a–15a). The Mannich reaction and aldol condensation reaction are the main reactions involved in this study. Compounds 6, 10, 12, 3a, 5a, 6a, 7a, 8a, 10a, 11a, 12a, 13a, 14a, and 15a exhibited better in vitro anti-inflammatory activity compared to curcumin in the RAW264.7 cell line. Compounds 5, 1a, 5a, 8a, and 12a exhibited better in vitro antioxidant activity compared to curcumin in the PC 12 cell line. Compounds 11, 13, 5a, 7a, and 13a exhibited better in vitro radiation protection compared to curcumin in the PC 12 cell line. The aqueous solubilities of all the curcumin derivative acetates were greatly improved compared to curcumin.
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- 2024
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11. Low Muscle Mass Is Associated with Readmission for Inflammatory Bowel Disease
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Sifan Liu, Zibin Tian, Yueping Jiang, Xueli Ding, Shengbo Jin, and Xue Jing
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Diseases of the digestive system. Gastroenterology ,RC799-869 - Published
- 2023
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12. Langevin Quasi-Monte Carlo.
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Sifan Liu
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- 2023
13. EFFECT OF RICE STUBBLE ON SOIL COMPACTION PROPERTIES OF A CRAWLER UNDERGOING COMBINE HARVESTER HARVESTING
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Sifan Liu, Zhong Tang, Cheng Shen, Ting Wang, and Yaquan Liang
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crawler structure ,wet and soft soil ,rice stubble ,trafficability ,soil compaction ,Agriculture (General) ,S1-972 - Abstract
ABSTRACT In the process of rice harvesting, the passability of the track combine harvester is often limited by the state of the soil. Meanwhile, wet and soft paddy soil is compacted under the rolling of harvesting machinery, which also affects the soil function and the ecological environment. Therefore, the relationship between the physical and mechanical properties of wet and soft paddy soil was studied in this paper. In addition, compaction from a track combine harvester on field soil with and without rice stubble was studied. The density and gradation of wet and soft paddy soil were positively correlated with cohesion and negatively correlated with the internal friction angle. In paddy soil with a moisture content of 16–36%, the soil moisture content was negatively correlated with cohesion and internal friction angle. Additionally, the plastic deformation of soil with rice stubble under compaction was greater than that without rice stubble, and the plastic deformation of the field with rice stubble mainly occurred in the second rolling stage. Increasing the speed of the track combine harvester effectively reduced the compaction risk of rice stubble soil.
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- 2023
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14. Global research trends of endoscope in early gastric cancer: A bibliometric and visualized analysis study over past 20 years
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Sifan Liu, Nan Zhang, Yan Hao, and Peng Li
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early gastric cancer ,endoscope ,bibliometric analysis ,VOSviewer ,hotspots ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
ObjectivesEarly gastric cancer (EGC) is defined as aggressive gastric cancer involving the gastric mucosa and submucosa. Early detection and treatment of gastric cancer are beneficial to patients. In recent years, many studies have focused on endoscopic diagnosis and therapy for EGC. Exploring new methods to analyze data to enhance knowledge is a worthwhile endeavor, especially when numerous studies exist. This study aims to investigate research trends in endoscopy for EGC over the past 20 years using bibliometric analysis.MethodsOriginal articles and reviews examining the use of endoscopy for EGC published from 2000 to 2022 were retrieved from the Web of Science Core Collection, and bibliometric data were extracted. Microsoft Office Excel 2016 was used to show the annual number of published papers for the top 10 countries and specific topics. VOSviewer software was used to generate network maps of the cooccurrences of keywords, authors, and topics to perform visualization network analysis.ResultsIn total, 1,009 published papers met the inclusion criteria. Japan was the most productive country and had the highest number of publications (452, 44.8%), followed by South Korea (183, 18.1%), and China (150, 14.9%). The National Cancer Center of Japan was the institution with the highest number of publications (48, 4.8%). Ono was the most active author and had the highest number of cited publications. Through the network maps, exploring endoscopic diagnosis and therapy were major topics. Artificial intelligence (AI), convolutional neural networks (CNNs), and deep learning are hotspots in endoscopic diagnosis. Helicobacter pylori eradication, second-look endoscopy, and follow-up management were examined.ConclusionsThis bibliometric analysis investigated research trends regarding the use of endoscopy for treating EGC over the past 20 years. AI and deep learning, second-look endoscopy, and management are hotspots in endoscopic diagnosis and endoscopic therapy in the future.
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- 2023
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15. CONDITIONAL QUASI-MONTE CARLO WITH CONSTRAINED ACTIVE SUBSPACES.
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SIFAN LIU
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Conditional Monte Carlo or pre-integration is a powerful tool for reducing variance and improving the regularity of integrands when using Monte Carlo and quasi-Monte Carlo (QMC) methods. To select the variable to pre-integrate, one must consider both the variable's importance and the tractability of the conditional expectation. For integrals over a Gaussian distribution, any linear combination of variables can potentially be pre-integrated. Liu and Owen [SIAM J. Numer. Anal., 61 (2023), pp. 495-514] propose to select the linear combination based on an active subspace decomposition of the integrand. However, pre-integrating the selected direction might be intractable. In this work, we address this issue by finding the active subspace subject to constraints such that pre-integration can be easily carried out. The proposed algorithm also provides a computationally efficient alternative to dimension reduction for pre-integrated functions. The method is applied to examples from computational finance, density estimation, and computational chemistry and is shown to achieve smaller errors than previous methods. [ABSTRACT FROM AUTHOR]
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- 2024
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16. BS-RIS-User Association and Beamforming Designs for RIS-aided Cellular Networks.
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Sifan Liu, Pengfei Ni, Rang Liu, Yang Liu 0017, Ming Li 0011, and Qian Liu 0001
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- 2021
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17. Endoscopic ultrasound-guided drainage to abdominal abscess: A systematic review and meta-analysis
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Sifan Liu, Zibin Tian, Yueping Jiang, Tao Mao, Xueli Ding, and Xue Jing
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abdominal abscess ,drainage ,endoscopic ultrasound ,meta-analysis ,Surgery ,RD1-811 ,Diseases of the digestive system. Gastroenterology ,RC799-869 - Abstract
Background: Ultrasound (US)- or computed tomography-guided drainage for abdominal abscess is currently the first-line options for drainage, but both options have disadvantages. Patients without adequate windows for drainage mostly undergo surgical drainage. However, surgical drainage is invasive and expensive. Endoscopic US (EUS)-guided drainage is a minimally invasive alternative for abdominal abscess, but there is less consensus on its efficacy, safety and complications. This meta-analysis aims to evaluate EUS-guided drainage for abdominal abscess. Materials and Methods: We retrieved relevant papers on EUS-guided drainage for abdominal abscess from the PubMed, Cochrane Library, Web of Science and EMBASE databases. Each paper was reviewed, and data were extracted. We used R software version 3.6.3 to perform the meta-analysis. Fixed effects models were used for merging data. Results: A total of 11 papers met the inclusion criteria, with a total sample population of 264 patients. The meta-analysis showed that the pooled clinical success rate was 90% (95% confidence interval [CI], 0.85–0.95), the technical success rate was 99% (95% CI, 0.97–1.00) and the recurrence rate was 1% (95% CI, 0.00–0.03). Three studies reported the complications, including perforation, bleeding and stent migration; none of the other eight studies reported complications. There were no significant differences between subgroups. There was no publication bias in either the clinical or the technical success rates. Conclusions: This meta-analysis showed that EUS-guided drainage for abdominal abscess was effective and safe, with an excellent technical success rate. In addition, EUS-guided drainage could be used for abscesses with complex anatomy. Nevertheless, complications and stent type should be considered.
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- 2022
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18. WeChat Neural Machine Translation Systems for WMT20.
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Fandong Meng, Jianhao Yan, Yijin Liu, Yuan Gao, Xianfeng Zeng, Qinsong Zeng, Peng Li 0030, Ming Chen, Jie Zhou 0016, Sifan Liu, and Hao Zhou 0012
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- 2020
19. Development and validation of lymph node ratio-based nomograms for primary duodenal adenocarcinoma after surgery
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Jingxiang Shi, Sifan Liu, Jisen Cao, Shigang Shan, Jinjuan Zhang, and Yijun Wang
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lymph node ratio ,nomogram ,primary duodenal adenocarcinoma ,overall survival ,cancer-specific survival ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
BackgroundThe prediction models for primary duodenal adenocarcinoma (PDA) are deficient. This study aimed to determine the predictive value of the lymph node ratio (LNR) in PDA patients and to establish and validate nomograms for predicting overall survival (OS) and cancer-specific survival (CSS) for PDAs after surgical resection.MethodsWe extracted the demographics and clinicopathological information of PDA patients between 2004 and 2018 from the Surveillance, Epidemiology and End Results database. After screening cases, we randomly divided the enrolled patients into training and validation groups. X-tile software was used to obtain the best cut-off value for the LNR. Univariate and multivariate Cox analyses were used in the training group to screen out significant variables to develop nomograms. The predictive accuracy of the nomograms was evaluated by the concordance index (C-index), calibration curves, area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA). Finally, four risk groups were created based on quartiles of the model scores.ResultsA total of 978 patients were included in this study. The best cut-off value for the LNR was 0.47. LNR was a negative predictive factor for both OS and CSS. Age, sex, grade, chemotherapy and LNR were used to construct the OS nomogram, while age, grade, chemotherapy, the number of lymph nodes removed and LNR were incorporated into the CSS nomogram. The C-index, calibration curves and AUC of the training and validation sets revealed their good predictability. DCA showed that the predictive value of the nomograms was superior to that of the American Joint Committee on Cancer (AJCC) TNM staging system (8th edition). In addition, risk stratification demonstrated that patients with higher risk correlated with poor survival.ConclusionsThe LNR was an adverse prognostic determinant for PDAs. The nomograms provided an accurate and applicable tool to evaluate the prognosis of PDA patients after surgery.
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- 2022
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20. Multi-Tooth Cutting Method and Bionic Cutter Design for Broccoli Xylem (Brassica oleracea L. var. Italica Plenck)
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Yunlong Cao, Yao Yu, Zhong Tang, Yunfei Zhao, Xinyang Gu, Sifan Liu, and Shuren Chen
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broccoli stem ,cutting device ,bionic method ,locust mandibular incisor ,Agriculture (General) ,S1-972 - Abstract
During the harvesting of cut-stem vegetables, the structural parameters of cutters have an important influence on the harvesting effect. Structural parameters of stalks directly affect the cutting effect of the cutter. The thickness of the stalk xylem has a strong influence on the cutting stability and cutting surface effect of the cutter. In this paper, the effect of the broccoli stalk xylem on conventional toothless cutters was investigated using broccoli stalks as the cutting object. It was found that a thicker xylem leads to shear force fluctuations, which in turn affects the smooth operation of the cutting device. Taking locust mouthparts as the research object, a bionic multi-tooth cutting method is proposed in this paper to obtain the contour curve based on the locust upper jaw cutting tooth lobe. By establishing the regression equation, the contour curve of the cutting teeth is fitted accurately. The cutter edge is designed with the locust’s maxillary incisive lobe as the bionic object. ANSYS software was used to simulate the cutting of a double disc cutter and broccoli stalk. The effect of each factor was analyzed by response-surface regression to determine the optimal cutter speed, machine forward speed, cutting inclination, blade overlap, and optimal cutting position. The cutting test is verified via broccoli stalks and a cutting test bench to further determine the cutting device operating parameters. The optimal operating parameters of the cutting device were 0.239 m/s forward speed, 30.974-degree cutting edge angle, 10.066 mm blade overlap, and 467.511 rpm.
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- 2023
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21. Skeleton Synthesis of a Plant-Derived Radioprotective Alkaloid Born to Produce a Novel Fused Heterocycle
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Sifan Liu, Huiling Gu, Kai Liang, Zhenzhen Wei, Bin Li, Ying Tian, Ruihong Li, Guangjie Zhang, and Shuchen Liu
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alkaloid ,orychophragine D ,novel molecular skeleton ,chemical synthesis ,Organic chemistry ,QD241-441 - Abstract
Alkaloids are a material treasure bestowed on humans by nature owing to their numerous biological activities. Orychophragine D, an alkaloid isolated from the seeds of Orychophragmus violaceus was identified as bearing a novel skeleton and proved to have an excellent radioprotective effect. Different from the common alkaloid structure, the main block of orychophragine D is constructed of an oxotriazine and an oxopiperazine, which are connected in parallel by a C-N bond. In this paper, a preparation method for the novel heterocycle skeleton of orychophragine D is proposed for the first time. N-Boc-L-serine was utilized as the original material to complete the preparation with 11 steps in a 13% overall yield. A hydroxyl group was established on the side chain of the skeleton as the reaction site for researchers to conduct further structural modification or derivatization.
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- 2023
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22. Asymptotics for Sketching in Least Squares Regression.
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Edgar Dobriban and Sifan Liu
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- 2019
23. ERGONOMIC DESIGN OF CAB STRUCTURE FOR WHEELED COMBINE HARVESTER
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Sifan Liu, Zhong Tang, Ben Zhang, Yaquan Liang, and Xinyang Gu
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Combine harvester ,Ergonomics ,Cab ,Working parameters ,Human comfort ,Agriculture (General) ,S1-972 - Abstract
ABSTRACT In view of the fact that the design of the cab structure of wheeled combine harvesters in China lacks ergonomic design parameters exclusive for Chinese drivers, there are generally problems such as high vibration and poor comfort of the whole machine structure during the harvesting process. Firstly, this paper designed the cab structure of a wheeled grain combine harvester based on ergonomics. Then, the driver's handling comfort and visibility were simulated and analyzed using Creo. Finally, the relevant dimensions of the driver's control device were optimized. The results show that the wheeled grain combine harvester cab based on ergonomic design better meets their driving comfort needs. In addition, it is found that the operating frequencies of the key components, such as the main shaft of the conveyor spindle, the vibrating screen, the threshing drum, and the intermediate shaft of the engine, partially overlap with the frequency of human discomfort. Therefore, modal planning is also needed for this harvester to meet human comfort requirements better. This paper provides the basic parameters for the design of the cab structure of the combine harvester with high comfort for the Chinese harvesting machinery driver.
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- 2022
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24. Prognostic Nomogram Based on the Metastatic Lymph Node Ratio for T1-4N0-1M0 Pancreatic Neuroendocrine Tumors After Surgery
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Jingxiang Shi, Sifan Liu, Jisen Cao, Shigang Shan, Chaoyi Ren, Jinjuan Zhang, and Yijun Wang
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lymph node ratio ,pancreatic neuroendocrine tumors ,nomogram ,overall survival ,cancer-specific survival ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
PurposeThis study aimed to investigate the prognostic significance of the metastatic lymph node ratio (LNR) in patients with pancreatic neuroendocrine tumors (pNETs) and to develop and validate nomograms to predict 5-, 7-, and 10-year overall survival (OS) and cancer-specific survival (CSS) rates for pNETs after surgical resection.MethodsThe demographics and clinicopathological information of T1-4N0-1M0 pNET patients between 2004 and 2018 were extracted from the Surveillance, Epidemiology and End Results database. X-tile software was used to determine the best cutoff value for the LNR. Patients were randomly divided into the training and the validation groups. A Cox regression model was used in the training group to obtain independent prognostic factors to develop nomograms for predicting OS and CSS. The concordance index (C-index), calibration curves, area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA) were used to assess the nomograms. Patients were divided into four groups according to the model scores, and their survival curves were generated by the Kaplan–Meier method.ResultsA total of 806 patients were included in this study. The best cutoff value for the LNR was 0.16. The LNR was negatively correlated with both OS and CSS. Age, sex, marital status, primary site, grade, the LNR and radiotherapy were used to construct OS and CSS nomograms. In the training group, the C-index was 0.771 for OS and 0.778 for CSS. In the validation group, the C-index was 0.737 for OS and 0.727 for CSS. The calibration curves and AUC also indicated their good predictability. DCA demonstrated that the nomograms displayed better performance than the American Joint Committee on Cancer (AJCC) TNM staging system (8th edition). Risk stratification indicated that patients with higher risk had a worse prognosis.ConclusionsThe LNR is an independent negative prognostic factor for pNETs. The nomograms we built can accurately predict long-term survival for pNETs after surgery.
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- 2022
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25. Ridge Regression: Structure, Cross-Validation, and Sketching.
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Sifan Liu and Edgar Dobriban
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- 2020
26. Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform.
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Jonathan Lacotte, Sifan Liu, Edgar Dobriban, and Mert Pilanci
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- 2020
27. Overload Control for Scaling WeChat Microservices.
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Hao Zhou, Ming Chen, Qian Lin 0002, Yong Wang, Xiaobin She, Sifan Liu, Rui Gu, Beng Chin Ooi, and Junfeng Yang
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- 2018
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28. Absolute Configuration and Biological Evaluation of Novel Triterpenes as Possible Anti-Inflammatory or Anti-Tumor Agents
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Zhenzhen Wei, Tiqiang Zhou, Ziming Xia, Sifan Liu, Min Li, Guangjie Zhang, Ying Tian, Bin Li, Lin Wang, and Shuchen Liu
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Ardisia lindleyana D. Dietr ,triterpene ,ardisiapunine B ,ardisiapunine C ,absolute configurations ,single–crystal X–ray diffraction ,Organic chemistry ,QD241-441 - Abstract
Two new compounds, ardisiapunine B (1) and ardisiapunine C (2), were isolated from Ardisia lindleyana D. Dietr. Their structures were examined using HR–ESI–MS, IR, (1D, 2D) NMR spectroscopic analyses, single–crystal X–ray diffraction, and ECD calculation. It was found that the two new compounds belong to unusual oleanane-type triterpenes, with compound 1 bearing an acetal unit and a C–13–C–18 double bond, and compound 2 bearing a C–28 aldehyde group and a C–18–C–19 double bond. The anti-inflammatory properties of compounds 1 and 2 were tested on NO production and cellular morphology using RAW264.7 cells, and their anti-tumor properties were tested on cytotoxic activities, cellular morphology, cell apoptosis, and cell cycle. The results showed that compound 1 exhibited a potent cytotoxicity against HepG2 cell lines with an IC50 of 12.40 μM. Furthermore, it is possible that compound 1 inhibits cell proliferation by blocking the cell G2/M phase and promoting cell apoptosis. Compound 2 exhibited a potential anti-inflammatory activity by decreasing the production of NO in LPS–stimulated RAW264.7 cells. Comparative analysis of the structures of compounds 1 and 2 revealed that the acetal structure and double bond positions were the main differences between them, and these are presumed to be the main reasons for the extreme differences in their cytotoxicity and anti-inflammatory activities. From these new findings, two promising lead compounds were identified for the future development of potential anti–inflammatory or anti–tumor agents.
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- 2022
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29. A new approach for quantifying the two-dimensional joint roughness coefficient (JRC) of rock joints
- Author
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Wei, Yuan, Sifan, Liu, Hanhua, Tan, Jiandong, Niu, Zhiling, Jiang, Xilai, Li, Shu, Peng, Yanyu, Xue, Wei, Wang, and Xiaoyun, Sun
- Published
- 2021
- Full Text
- View/download PDF
30. Joint BS-RIS-User Association and Beamforming Design for RIS-Assisted Cellular Networks
- Author
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Sifan Liu, Rang Liu, Ming Li, Yang Liu, and Qian Liu
- Subjects
Signal Processing (eess.SP) ,FOS: Computer and information sciences ,Computer Networks and Communications ,Information Theory (cs.IT) ,Computer Science - Information Theory ,Automotive Engineering ,FOS: Electrical engineering, electronic engineering, information engineering ,Aerospace Engineering ,Electrical Engineering and Systems Science - Signal Processing ,Electrical and Electronic Engineering - Abstract
Reconfigurable intelligent surface (RIS) is a revolutionary technology for sixth-generation (6G) networks owing to its ability to manipulate wireless environments. As a frequency-selective device, RIS can only effectively shape the propagation of signals within a certain frequency band. Due to this frequency-selective property, the deployment of RIS in cellular networks will introduce a complicated base station (BS)-RIS-user association issue since adjacent BSs operate at different frequency bands. In this paper, with the consideration of the frequency-selective characteristics of RIS, we aim to jointly optimize BS-RIS-user association, active beamforming at BSs, and passive beamforming of RIS to maximize the sum-rate of a RIS-assisted cellular network. We first leverage $l_0$-norm to efficiently integrate BS-RIS-user association with active and passive beamforming. Then, we adopt fractional programming (FP) and block coordinate descent (BCD) methods to deal with logarithmic and fractional parts and decouple the joint association and beamforming design problem into several sub-problems. Efficient algorithms which combine $l_0$-norm approximation, majorization-minimization (MM), and alternating direction method of multipliers (ADMM) are developed to alternately solve the sub-problems. Extensive simulation results illustrate the importance of BS-RIS-user association optimization in RIS-assisted cellular networks and verify the effectiveness of the proposed joint association and beamforming design algorithm., Submitted to IEEE Journal
- Published
- 2023
31. Preintegration via Active Subspace
- Author
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Sifan Liu and Art B. Owen
- Subjects
Numerical Analysis ,Computational Mathematics ,Applied Mathematics - Published
- 2023
32. The order of loading affects photocatalytic nitrogen fixation activity of the ternary composites of PdO/Au–TiO2
- Author
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Xuejing Wang, Sifan Liu, Ruixiao Ma, Wenwen Yang, Yanmei Chen, Juan Xu, and Yanhui Zhang
- Subjects
Materials Chemistry ,General Chemistry ,Catalysis - Abstract
We applied PdO/Au–TiO2 to photocatalytic nitrogen fixation and found that Au, as electron transport channel, is conducive to N2 fixation.
- Published
- 2023
33. Increasing perfluoroalkyl substances and ecological process from the Yongding Watershed to the Guanting Reservoir in the Olympic host cities, China
- Author
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Jing Meng, Yunqiao Zhou, Sifan Liu, Shuqin Chen, and Tieyu Wang
- Subjects
Environmental sciences ,GE1-350 - Abstract
Perfluoroalkyl substances (PFASs) have raised great attention, particularly in regions of rapid urbanization. Zhangjiakou and Beijing will jointly host the Winter Olympic Games in 2022, which will likely increase local PFASs pollution and their associated risks over the coming period. In this study, we identified ecological process of PFASs, including sources, environmental fate, and risks, from the Yongding Watershed to the Guanting Reservoir. The concentrations of total 12 PFASs in water of the Guanting Reservoir were higher than that from the Yongding Watershed, with mean of 48.9 and 33.7 ng/L, respectively. The concentrations of PFASs in sediment of the Yongding Watershed and the Guanting Reservoir were similar, with mean of 1.01 and 0.827 ng/g dry weight, respectively. Detected levels of PFASs in the Guanting Reservoir significantly increased during the past eight years, possibly due to an improving economy and a rapidly developed service industry. Moderate PFASs levels in fish of the Guanting Reservoir were detected relative to other lakes and reservoirs. The daily intake of PFASs via fish and water ranged from 4.96 to 15.0 ng/kg bw/day, with higher levels found in children relative to adults. In total, approximately 9.06 kg of PFASs from riverine flow and atmospheric deposition annually entered the Guanting Reservoir. PFASs from the Yongding River significantly contributed to the pollution of Guanting Reservoir, with predominance of perfluorobutanoic acid (PFBA) in water, and long-chain perfluorinated carboxylic acids (PFCAs) and perfluorooctane sulfonate (PFOS) in sediment in both the Yongding Watershed and the Guanting Reservoir. Most of the PFASs (23.5 kg) were stored in water of the Guanting Reservoir, while the annual storage of PFASs in sediment and fish was only 4.68 × 10−2 kg and 4.36 × 10−2 kg via deposition and accumulation, respectively. The results suggest that water quality management of the Yongding Watershed is necessary for effective control on PFASs pollution in the Guanting Reservoir. Keywords: PFASs, Yongding watershed, Guanting Reservoir, Risk, Ecological process
- Published
- 2019
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34. Multi-Tooth Cutting Method and Bionic Cutter Design for Broccoli Xylem (Brassica oleracea L. var. Italica Plenck)
- Author
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Chen, Yunlong Cao, Yao Yu, Zhong Tang, Yunfei Zhao, Xinyang Gu, Sifan Liu, and Shuren
- Subjects
broccoli stem ,cutting device ,bionic method ,locust mandibular incisor - Abstract
During the harvesting of cut-stem vegetables, the structural parameters of cutters have an important influence on the harvesting effect. Structural parameters of stalks directly affect the cutting effect of the cutter. The thickness of the stalk xylem has a strong influence on the cutting stability and cutting surface effect of the cutter. In this paper, the effect of the broccoli stalk xylem on conventional toothless cutters was investigated using broccoli stalks as the cutting object. It was found that a thicker xylem leads to shear force fluctuations, which in turn affects the smooth operation of the cutting device. Taking locust mouthparts as the research object, a bionic multi-tooth cutting method is proposed in this paper to obtain the contour curve based on the locust upper jaw cutting tooth lobe. By establishing the regression equation, the contour curve of the cutting teeth is fitted accurately. The cutter edge is designed with the locust’s maxillary incisive lobe as the bionic object. ANSYS software was used to simulate the cutting of a double disc cutter and broccoli stalk. The effect of each factor was analyzed by response-surface regression to determine the optimal cutter speed, machine forward speed, cutting inclination, blade overlap, and optimal cutting position. The cutting test is verified via broccoli stalks and a cutting test bench to further determine the cutting device operating parameters. The optimal operating parameters of the cutting device were 0.239 m/s forward speed, 30.974-degree cutting edge angle, 10.066 mm blade overlap, and 467.511 rpm.
- Published
- 2023
- Full Text
- View/download PDF
35. Palladium catalyzes hydrogen production from formic acid: significant impact of support polypyrrole
- Author
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Sifan Liu, Ruixiao Ma, Xuejing Wang, Yanmei Chen, Juan Xu, and Yanhui Zhang
- Subjects
Materials Chemistry ,General Chemistry ,Catalysis - Abstract
As a simple and promising hydrogen carrier, hydrogen production from formic acid (HCOOH) has been extensively investigated, owing to the properties of colorlessness, non-toxicity, and safety of formic acid.
- Published
- 2022
36. Error Detection in a Large-Scale Lexical Taxonomy
- Author
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Yinan An, Sifan Liu, and Hongzhi Wang
- Subjects
knowledge base ,error detection ,cleansing ,Information technology ,T58.5-58.64 - Abstract
Knowledge base (KB) is an important aspect in artificial intelligence. One significant challenge faced by KB construction is that it contains many noises, which prevent its effective usage. Even though some KB cleansing algorithms have been proposed, they focus on the structure of the knowledge graph and neglect the relation between the concepts, which could be helpful to discover wrong relations in KB. Motived by this, we measure the relation of two concepts by the distance between their corresponding instances and detect errors within the intersection of the conflicting concept sets. For efficient and effective knowledge base cleansing, we first apply a distance-based model to determine the conflicting concept sets using two different methods. Then, we propose and analyze several algorithms on how to detect and repair the errors based on our model, where we use a hash method for an efficient way to calculate distance. Experimental results demonstrate that the proposed approaches could cleanse the knowledge bases efficiently and effectively.
- Published
- 2020
- Full Text
- View/download PDF
37. VMRaS: A Novel Virtual Machine Risk Assessment Scheme in the Cloud Environment.
- Author
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SiFan Liu, Jie Wu 0003, ZhiHui Lu 0002, and Hui Xiong
- Published
- 2013
- Full Text
- View/download PDF
38. Discussion of ‘Prior-based Bayesian Information Criterion (PBIC)’
- Author
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Sifan Liu and Dongchu Sun
- Subjects
Probabilities. Mathematical statistics ,QA273-280 - Published
- 2019
- Full Text
- View/download PDF
39. Low Muscle Mass Is Associated with Readmission for Inflammatory Bowel Disease
- Author
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Sifan, Liu, Zibin, Tian, Yueping, Jiang, Xueli, Ding, Shengbo, Jin, and Xue, Jing
- Abstract
Patients with inflammatory bowel disease tend to have malnutrition, frailty, and low muscle mass, which impact on poor clinical outcomes. Abdominal computed tomography is frequently used to assess body composition. This study aimed to evaluate the association of low muscle mass and readmission within 1 year in patients with inflammatory bowel disease during hospitalization and follow-up.A total of 211 patients with inflammatory bowel disease who had undergone computed tomography scans were included retrospectively. They were divided into subgroups based on disease activity. The male patients with skeletal muscle index ≤45.4 cm2/m2 and the female patients with skeletal muscle index ≤ 34.3 cm2/m2 were considered to have low muscle mass. Sociodemographic, clinical, and prognostic data were recorded. The analyses were done using the Statistical Package for the Social Sciences 25.0 software.The prevalence rate of low muscle mass was 64.7%. Low body mass index and hemoglobin, high erythrocyte sedimentation rate, smoking, and gastrointestinal surgery history were risk factors for low muscle mass (P.05). Patients using steroids and biologics and using them more than 7 months were prone to develop low muscle mass and readmission (P.05), while patients using immunomodulators were not. Inflammatory bowel disease patients with visceral fat area/subcutaneous fat area ≥0.71 were likely to readmit within 1 year than those with visceral fat area/subcutaneous fat area0.71 (P.05). Overweight or obese inflammatory bowel disease patients with low muscle mass had a shorter time to readmission than those without low muscle mass (P.05).Overweight/obese inflammatory bowel disease patients with low muscle mass and patients using steroids and biologics have shorter time to readmission within 1 year regardless of disease activity.
- Published
- 2022
40. Orychophragine D:A new 2-piperazinone fused 5-azacytosine type alkaloid with radioprotective activity from the seeds of Orychophragmus violaceus
- Author
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Guangjie Zhang, Tian Sang, Xiaolan Chen, Chunbo Ge, Bin Li, Ying Tian, Min Li, Sifan Liu, Ziming Xia, Haixia Li, Fengjun Xiao, and Shuchen Liu
- Subjects
Pharmacology ,Drug Discovery ,General Medicine - Published
- 2023
41. Amplitude-Modulated Continuous-Wave Laser Rangefinder employing Bessel-Gauss Beamforming
- Author
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Sze Yun Set, Sifan Liu, Fumihiko Ito, Chao Zhang, Yohei Sugiura, Zheyuan Zhang, Shinji Yamashita, and Lei Jin
- Subjects
Physics ,Beamforming ,Laser scanning ,business.industry ,Ranging ,Laser ,Atomic and Molecular Physics, and Optics ,law.invention ,Optics ,Amplitude ,law ,Continuous wave ,Electrical and Electronic Engineering ,business ,Engineering (miscellaneous) ,Diffraction grating ,Beam (structure) - Abstract
We propose an amplitude-modulated continuous-wave laser rangefinder employing Bessel–Gauss beamforming. Our Bessel–Gauss beam was generated by a newly proposed doublet configuration, which is simple and low cost. Such a beam was propagated > 2 m with a mainlobe having the diameter < 1 m m . We have conducted proof-of-concept ranging experiments employing the amplitude-modulated continuous-wave scheme with the Bessel–Gauss beam and obtained ranging results of a measurement distance up to 2 m. To the best of our knowledge, this is the first attempt to apply zeroth-order Bessel–Gauss beamforming to laser rangefinders.
- Published
- 2021
42. Hyperspectral image super-resolution reconstruction based on image partition and detail enhancement
- Author
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Yinghao Xu, Yuchao Lv, Xijun Zhu, Sifan Liu, Yuanyuan Sun, and Yimin Wang
- Subjects
Geometry and Topology ,Software ,Theoretical Computer Science - Abstract
The hyperspectral image (HSI) super-resolution (SR) reconstruction has attracted much attention and been used widely in various study fields due to its low requirements on hardware in practice. However, the distribution of image information is uneven. And HSI is treated equally during the process of super-resolution reconstruction. It is time consuming and many details cannot be extracted specifically. In this paper, a new method named MSDESR (multilevel streams and detail enhancement) is proposed to reconstruct HSI according to its uneven distribution of spatial information. The MSDESR consists of a submap shunt block, a high-low frequency information extraction with detail enhancement block, and a partition image reconstruction block. Firstly, the submap shunk block is designed to pre-classify hyperspectral images. The images are divided into complex and simple parts according to the spatial information distribution of the reconstructed submap. Secondly, the multiscale Retinex with detail enhancement algorithm is constructed to purify high-frequency noise-contaminated and enhance the image details by separating the samples into high and low frequency information. Finally, branching networks of different complexities are designed to reconstruct the images with high credibility and clear content. In this paper, datasets of QUST-1, Pavia University and Chikusei are applied in the experiments. The results show that, the MSDER outperforms state-of-the-art CNN-based methods in terms of quantitative metrics and visual quality, with quantities of 4.18% and 9.35% in the SRE and MPSNR metrics, respectively. Overall, the MSDER performs well in hyperspectral image super-resolution reconstruction, which is time saving and preserves the details of spatial information.
- Published
- 2022
43. Polarization-Insensitive Laser Scanning and Profiling Using Amplitude-Modulated CW Scheme
- Author
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Sze Yun Set, Sifan Liu, Shinji Yamashita, Neisei Hayashi, and Chao Zhang
- Subjects
Materials science ,Laser scanning ,business.industry ,Point cloud ,Polarization (waves) ,Laser ,law.invention ,Speckle pattern ,Optics ,Amplitude ,Polarization scrambling ,law ,Electrical and Electronic Engineering ,business ,Instrumentation ,Frequency modulation - Abstract
Laser scanners have emerged as a powerful instrument for high-precision 3-D geometry measurement. However, such attractive laser scanners have failed to address to drop of receiving power due to laser’s interaction with the surface of the object under measurement. This is a serious weakness of laser scanning systems since it can result in data deterioration and data loss in the acquired 3-D point clouds. Numerous studies have been carried out on laser illumination on rough surfaces and have shown that interference between backscattered lights within the laser beam spot forms speckles that affect the level of the receiving power. In this article, we propose a laser scanner having a rapid and continuous polarization scrambling function and cope with the drop in the receiving power. This is the first report of speckle reduction with the depolarization approach in laser scanning used for industrial measurement.
- Published
- 2020
44. The Investigation and Analysis of Pre-Service Teachers TOWARD TPACK Competencies
- Author
-
Sifan Liu, Yuxi Wang, and Xiaomei Gu
- Subjects
Professional knowledge ,Pre service ,Information literacy ,Scale (social sciences) ,education ,Mathematics education ,Positive correlation ,Psychology ,Research data - Abstract
Better playing the role of TPACK in the teachers’ professional knowledge system calls for the exploration of the relationships between every two levels of TPACK of pre-service teachers. The research data were collected from 232 pre-service teachers studying at Nanjing Normal University. Through the collection and analysis of relevant literature, the purpose of this study was to reveal the current situation of pre-service teacher TPACK and its existing problems, and put forward corresponding countermeasures and suggestions. The results showed that in the TPACK scale, comparatively high scores were measured on the PCK and PK subscales while pre-service teachers attained relatively low scores on TPCK subscale; a positive correlation was discovered between every two levels of pre-service teachers’ TPACK; gender level differences showed up at CK level, while no gender level differences existed at the other levels; in terms of the variable of year level diversities were observed at TPCK and PCK level, while no year level diversities occurred at other levels.
- Published
- 2020
45. Synthesis of Tio2/Mof-801(Zr) by a Wet Impregnation at Room Temperature for Highly Efficient Photocatalytic Reduction of Cr(Vi)
- Author
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Xuejing Wang, Juan Xu, Sifan Liu, Wenwen Yang, Yanmei Chen, and Yanhui Zhang
- Subjects
History ,Polymers and Plastics ,Business and International Management ,Industrial and Manufacturing Engineering - Published
- 2022
46. Rice threshing state prediction of threshing cylinder undergoing unbalanced harmonic response
- Author
-
Zhong Tang, Hao Zhang, Xinzhong Wang, Xinyang Gu, Biao Zhang, and Sifan Liu
- Subjects
Forestry ,Horticulture ,Agronomy and Crop Science ,Computer Science Applications - Published
- 2023
47. Investigations of Microstructures and Erosion–Corrosion Performance of Cast Boron-Bearing Stainless Steel
- Author
-
Dawei Yi, Bin Li, Xiao Tan, Sifan Liu, Jin Chen, and Yefei Li
- Subjects
boron-bearing stainless steel ,microstructure ,hardness ,erosion–corrosion ,Materials Chemistry ,Surfaces and Interfaces ,TA1-2040 ,Engineering (General). Civil engineering (General) ,Surfaces, Coatings and Films - Abstract
The microstructures and erosion–corrosion properties of boron-bearing stainless steel were researched by an erosion–corrosion tester, energy dispersive X–ray spectrometry, scanning electron microscope and X-ray diffraction analysis. The microstructures of as-cast, boron-bearing stainless steel contain M7(B,C)3, M2(B,C) borocarbides and the martensite matrix; the matrix has less chromium and more nickel than those in the M2(B,C) and M7(B,C)3. The microstructures in heat-treated, boron-bearing stainless steel consist of M7(B,C)3, M2(B,C) and M23(B,C)6 borocarbides and ferrite, and the Rockwell hardness of heat-treated, boron-bearing stainless steel is lower than that of as-cast steel. For Cr28 white cast iron and boron-bearing stainless steel, the mixing wheel with higher rotating speed leads to a higher erosion–corrosion weight loss, and as the impingement angle increases, the erosion–corrosion weight loss increases first, and then decreases. For any erosion–corrosion experiment conditions, the erosion–corrosion resistance of boron-bearing stainless steel is better than that of Cr28 white cast iron.
- Published
- 2021
48. How to reduce dimension with PCA and random projections?
- Author
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Sifan Liu, Fan Yang, Edgar Dobriban, and David P. Woodruff
- Subjects
Normalization (statistics) ,Dimensionality reduction ,Random projection ,Probability (math.PR) ,Mathematics - Statistics Theory ,Statistics Theory (math.ST) ,Library and Information Sciences ,Article ,Computer Science Applications ,Dimension (vector space) ,Hadamard transform ,Principal component analysis ,FOS: Mathematics ,Data model (GIS) ,Projection (set theory) ,Algorithm ,Mathematics - Probability ,Information Systems ,Mathematics - Abstract
In our "big data" age, the size and complexity of data is steadily increasing. Methods for dimension reduction are ever more popular and useful. Two distinct types of dimension reduction are "data-oblivious" methods such as random projections and sketching, and "data-aware" methods such as principal component analysis (PCA). Both have their strengths, such as speed for random projections, and data-adaptivity for PCA. In this work, we study how to combine them to get the best of both. We study "sketch and solve" methods that take a random projection (or sketch) first, and compute PCA after. We compute the performance of several popular sketching methods (random iid projections, random sampling, subsampled Hadamard transform, count sketch, etc) in a general "signal-plus-noise" (or spiked) data model. Compared to well-known works, our results (1) give asymptotically exact results, and (2) apply when the signal components are only slightly above the noise, but the projection dimension is non-negligible. We also study stronger signals allowing more general covariance structures. We find that (a) signal strength decreases under projection in a delicate way depending on the structure of the data and the sketching method, (b) orthogonal projections are more accurate, (c) randomization does not hurt too much, due to concentration of measure, (d) count sketch can be improved by a normalization method. Our results have implications for statistical learning and data analysis. We also illustrate that the results are highly accurate in simulations and in analyzing empirical data., 56 pages, 12 figures
- Published
- 2021
49. BS-RIS-User Association and Beamforming Designs for RIS-aided Cellular Networks
- Author
-
Qian Liu, Pengfei Ni, Rang Liu, Sifan Liu, Yang Liu, and Ming Li
- Subjects
Signal Processing (eess.SP) ,Beamforming ,Iterative method ,Computer science ,business.industry ,Frequency band ,Distributed computing ,Brute-force search ,Telecommunications link ,FOS: Electrical engineering, electronic engineering, information engineering ,Cellular network ,Wireless ,Electrical Engineering and Systems Science - Signal Processing ,Performance improvement ,business - Abstract
Reconfigurable intelligent surface (RIS) has been regarded as a revolutionary and promising technology owing to its powerful feature of adaptively shaping wireless propagation environment. However, as a frequency-selective device, the RIS can only effectively provide tunable phase-shifts for signals within a certain frequency band. Thus, base-station (BS)-RIS-user association is an important issue to maximize the efficiency and ability of the RIS in cellular networks. In this paper, we consider a RIS-aided cellular network and aim to maximize the sum-rate of downlink transmissions by designing BS-RIS-user association as well as the active and passive beamforming of BSs and RIS, respectively. A dynamically successive access algorithm is developed to design the user association. During the dynamical access process, an iterative algorithm is proposed to alternatively obtain the active and passive beamforming. Finally, the optimal BS-RIS association is obtained by an exhaustive search method. Simulation results illustrate the significant performance improvement of the proposed BS-RIS-user association and beamforming design algorithm.
- Published
- 2021
50. A distributed system for large-scale n-gram language models at Tencent
- Author
-
Fangying Chen, Song Liu, Sifan Liu, Wei Wang, Qiang Long, Wenhao Huang, and Jinfu Deng
- Subjects
Computer science ,Distributed computing ,Search engine indexing ,General Engineering ,Acoustic model ,020206 networking & telecommunications ,02 engineering and technology ,Bottleneck ,n-gram ,Ranking ,0202 electrical engineering, electronic engineering, information engineering ,Overhead (computing) ,Language model ,Word (computer architecture) - Abstract
n-gram language models are widely used in language processing applications, e.g., automatic speech recognition, for ranking the candidate word sequences generated from the generator model, e.g., the acoustic model. Large n-gram models typically give good ranking results; however, they require a huge amount of memory storage. While distributing the model across multiple nodes resolves the memory issue, it nonetheless incurs a great network communication overhead and introduces a different bottleneck. In this paper, we present our distributed system developed at Tencent with novel optimization techniques for reducing the network overhead, including distributed indexing, batching and caching. They reduce the network requests and accelerate the operation on each single node. We also propose a cascade fault-tolerance mechanism which adaptively switches to small n-gram models depending on the severity of the failure. Experimental study on 9 automatic speech recognition (ASR) datasets confirms that our distributed system scales to large models efficiently, effectively and robustly. We have successfully deployed it for Tencent's WeChat ASR with the peak network traffic at the scale of 100 millions of messages per minute.
- Published
- 2019
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