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基于IKK/IKBα/NF-κB信号通路探究推拿对轻型慢性压迫性神经损伤大鼠镇痛启动机制
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作者 萨出拉 杨震杰 +6 位作者 于天源 陈金平 张润龙 张英琦 刘家玥 张汉钰 孙佳伟 《中华中医药杂志》 北大核心 2025年第9期4433-4437,共5页
目的:探究推拿对轻型慢性压迫性神经损伤(minor CCI)模型大鼠的镇痛启动机制。方法:将40只大鼠随机分为正常组、假手术组、模型组、推拿组、推拿+PDTC组,推拿组、推拿+PDTC组进行推拿干预1次,并检测机械锁足反射阈值(MWT)和热缩足反射阈... 目的:探究推拿对轻型慢性压迫性神经损伤(minor CCI)模型大鼠的镇痛启动机制。方法:将40只大鼠随机分为正常组、假手术组、模型组、推拿组、推拿+PDTC组,推拿组、推拿+PDTC组进行推拿干预1次,并检测机械锁足反射阈值(MWT)和热缩足反射阈值(TWL),IKK/IKBα/NF-κB信号通路相关蛋白及基因表达。结果:与正常组和假手术组比较,模型组MWT值、TWL值、IKBα蛋白及mRNA表达显著降低(P<0.01,P<0.05),P-IKKα/β、IKKα/β、P-P65、P65蛋白及P65 mRNA表达显著升高(P<0.01,P<0.05);与模型组比较推拿组和推拿+PDTC组MWT值、TWL值、IKBα蛋白及mRNA表达显著升高(P<0.01,P<0.05),P-IKKα/β、IKKα/β、P-P65、P65蛋白及P65 mRNA表达显著降低(P<0.01,P<0.05),并且推拿组与推拿+PDTC组有显著性差异(P<0.01,P<0.05)。结论:推拿镇痛启动机制与IKK/IKBα/NF-κB信号通路相关。 展开更多
关键词 推拿 三法三穴 神经病理性疼痛 minor CCI 脊髓背角
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Unveiling micromechanism of Fe minor addition-induced property degradation of an Al-5.1Cu-0.65 Mg-0.8Mn(wt%)alloy 被引量:1
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作者 Xin-Jian Chen Bin Wang +10 位作者 Zhen Wang De-Yu Zhang Hong Wang Jia-Hai Li Jin Wu Jun-Fen Zhao Xi-Zhou Kai Man-Ping Liu Yu-Tao Zhao Shi-Hao Wang Shuang-Bao Wang 《Rare Metals》 2025年第5期3496-3513,共18页
In this paper,the property degradation micromechanism of Al-5.10Cu-0.65 Mg-0.8Mn(wt%)alloy induced by 0.5 wt%Fe minor addition was revealed by atomic-scale scanning transmission electron microscopy and energy-dispersi... In this paper,the property degradation micromechanism of Al-5.10Cu-0.65 Mg-0.8Mn(wt%)alloy induced by 0.5 wt%Fe minor addition was revealed by atomic-scale scanning transmission electron microscopy and energy-dispersive X-ray spectroscopy coupled with first-principles calculations.The results show that the Fe minor addition to the Al-Cu-Mg-Mn alloy leads to a slight reduction of grain size and the formation of coarse Al7Cu2Fe constituent particles.Fe tends to segregate into the T-phase dispersoids,θ'-,and S-phase precipitates by preferentially occupying Cu or Mn sites in these phase structures.The apparent Fe segregation contributes to an increase in stiffness of the T-phase and S-phase but decreased stiffness of theθ'phase.Formation of the coarse Al7Cu2Fe constituent particles and decreased stiffness of main precipitatesθ'containing Fe result in the degraded strength of the Al-Cu-Mg-Mn-Fe alloy.Further study reveals that corrosion resistance degradation of the Al-Cu-Mg-Mn-Fe alloy is associated with the increased width of precipitation free zones and consecutive grain boundary precipitates.The obtained results have significant implications for the usage of recycled Al alloys and the potential design strategies of high-performance alloys containing Fe. 展开更多
关键词 Al-Cu-Mg-Mn alloys Fe minor addition Property degradation Micromechanism Transmission electron microscopy
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Disparities in liver transplantation for metabolic dysfunctionassociated steatohepatitis-associated hepatocellular carcinoma
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作者 David W Victor Sudha Kodali +13 位作者 Mazen Noureddin Elizabeth W Brombosz Analisa Lopez Tamneet Basra Edward A Graviss Duc T Nguyen Ashish Saharia Ashton A Connor Maen Abdelrahim Yee Lee Cheah Caroline J Simon Mark J Hobeika Constance M Mobley R Mark Ghobrial 《World Journal of Transplantation》 2025年第3期116-127,共12页
BACKGROUND Metabolic dysfunction-associated steatohepatitis(MASH)is increasingly common,as is hepatocellular carcinoma(HCC)in the background of MASH.Liver transplantation(LT)provides superior long-term survival for pa... BACKGROUND Metabolic dysfunction-associated steatohepatitis(MASH)is increasingly common,as is hepatocellular carcinoma(HCC)in the background of MASH.Liver transplantation(LT)provides superior long-term survival for patients with unresectable MASH-HCC,but not all patients have equal access to transplant.MASH-HCC disproportionately affects Hispanic patients,but minorities are less likely to undergo LT for HCC.Additionally,females also undergo LT at lower rates than males.AIM To investigate whether race/ethnicity and sex affect LT waitlist outcomes.METHODS Records of adults with MASH-HCC in the United States Organ Procurement and Transplantation Network database listed for LT between 1/2015 and 12/2021 were analyzed.RESULTS Most of the 3810 patients waitlisted for LT for MASH-HCC were non-Hispanic(NH)white(71.2%)or Hispanic(23.4%),with only 49(1.1%)NH Black candidates.Hispanics underwent LT at lower rates than NH whites(71.6%vs 78.4%,P<0.001),but race/ethnicity did not affect waitlist mortality(P=0.06).Patients with Hispanic[hazard ratio(HR)=0.85,95%CI:0.77-0.95,P=0.002]or Asian(HR=0.79,95%CI:0.63-0.98,P=0.04)race/ethnicity were less likely to undergo LT.Women were also less likely to receive LT(male:HR=1.16,95%CI:1.04-1.29,P=0.01).Patients in regions 1 and 9 were less likely to be transplanted as well(P=0.07).CONCLUSION Hispanic patients are less likely to undergo LT for MASH-HCC,concerning given their susceptibility to MASH and HCC.There were very few NH Black candidates.Disparities were also unequal across regions,which is particularly concerning in states where at-risk populations have rising cancer incidence.Additional research is needed to identify strategies for mitigating these differences in access to LT for MASH-HCC. 展开更多
关键词 Steatotic liver disease Liver neoplasms Ethnic and racial minorities Healthcare disparities Minority health
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Bioremediation of Wastewater of Osh City of Kyrgyzstan with Lemna minor and Azolla caroliniana
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作者 Bolotbek Karimov Zhazgul Abdyrakhmanova +5 位作者 Omurbek Karymshakov Meder Karimov Gulbarchin Israilova Saparbek Moombekov Baigeldi Zhusupov Guliza Mamatisa kyzy 《Journal of Environmental & Earth Sciences》 2025年第7期63-72,共10页
Under conditions of increased pollution of water resources,the search for effective and environmentally safe methods of wastewater treatment becomes an urgent task.As noted by many researchers Lemna minor L.and Azolla... Under conditions of increased pollution of water resources,the search for effective and environmentally safe methods of wastewater treatment becomes an urgent task.As noted by many researchers Lemna minor L.and Azolla caroliniana have great potential for biological treatment of wastewater.The present study is devoted to the biological treatment of municipal wastewater of Osh city(Kyrgyzstan)using aquatic plants Lemna minor L.and Azolla caroliniana Willd.Experiments were conducted in concrete basins of treatment facilities.The area of each pool was 1 m^(2),depth 30–45 cm.The temperature of nutrient media ranged from 20 to 35℃,pH from 6.1 to 8.7,and light intensity from 284 to 360 W/m^(2)FAR.The results showed that the cultivation of Lemna minor resulted in the oxygenation of wastewater and,a significant reduction of pollutants and pathogens.At the same time,the use of Azolla caroliniana provided a significant improvement in the physicochemical characteristics of water-reduction of BOD_(5)to 4.3 mgO_(2)/L,disappearance of all forms of nitrogen,as well as improvement of transparency and elimination of unpleasant odor.Thus,both plants showed high potential as biological treatment agents.The obtained data confirm the prospect of their application for a sustainable water treatment system in the conditions of southern regions of Kyrgyzstan. 展开更多
关键词 Lemna minor L. Azolla caroliniana Willd Cultivation Biological Treatment WASTEWATER Osh Wastewater Treatment Plant
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Impacts of eco-cultural tourism on landscape ecology in ethnic minority regions:A dual-level analysis of Southeast Guizhou,China
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作者 LI Yajuan ZHU Yuyu +1 位作者 YANG Yan YU Hu 《Journal of Mountain Science》 2025年第9期3449-3464,共16页
Mountainous minority regions in China,characterized by abundant natural and cultural resources,ecologically fragile environments,and often geographically remote locations,pose distinct developmental challenges and opp... Mountainous minority regions in China,characterized by abundant natural and cultural resources,ecologically fragile environments,and often geographically remote locations,pose distinct developmental challenges and opportunities.Despite the complexity and typicality of Chinese mountainous ethnic minority regions in terms of eco-cultural tourism and land use dynamics,the interplay among tourism development,land use changes,and landscape ecological risk in these specific contexts has received insufficient attention.To explore how eco-cultural tourism development in ethnic minority mountainous regions affects land use and landscape ecology,this study investigates the evolution of land use in Southeast Guizhou Province from 1980-2020,integrating GIS spatial analysis,the landscape pattern index and landscape ecological risk index analysis.Over the past four decades(1980-2020),eco-cultural tourism has driven significant land use transformations characterized by substantial expansion of building land,growth of ecological land(notably forest land and water areas),and reduction of cultivated land.Concurrently,landscape ecological risk evolved through distinct phases-showing an overall increase during 1980-2000 with expanding medium-risk zones,followed by stabilization from 2000-2020.Tourism development accelerated these land transitions while fostering multifunctional compound land uses,enhancing both land value and utilization efficiency.Crucially,eco-cultural tourism in ethnic regions demonstrates capacity to reconcile ecological conservation with economic development,providing transferable models for similar regions globally. 展开更多
关键词 Ethnic minority regions Land use evolution Landscape ecological risk Eco-cultural tourism Southeast Guizhou
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A simple and effective carrier lifetime characterization for semiconductor thin films
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作者 Bao Quy Le Tuan Nguyen Van +3 位作者 Dat Tran Quang Vi Le Dinh Thin Pham Van Nguyen Cuc Thi Kim 《Journal of Semiconductors》 2025年第7期66-77,共12页
Minority carrier lifetimesτare a fundamental parameter in semiconductor devices,representing the average time it takes for excess minority carriers to recombine.This characteristic is crucial for understanding and op... Minority carrier lifetimesτare a fundamental parameter in semiconductor devices,representing the average time it takes for excess minority carriers to recombine.This characteristic is crucial for understanding and optimizing the performance of semiconductor materials,as it directly influences charge carrier dynamics and overall device efficiency.This work presents a development of PbS thin film deposited by thermal evaporation,at which the PbS thin film was further employed for structural,optical properties,andτ.Especially,the PbS film is probed with an in-house setup for identifying theτ.The procedure is to subject the PbS thin film with a flashlight from a light source with a middle rotating frequency.The derivedτin the in-house characterization setup agrees well with the value from the higher cost characterizing approach of photoluminescence.Therefore,the in-house setup provides additional tools for identifying theτvalues for semiconductor devices. 展开更多
关键词 SEMICONDUCTORS minority carrier lifetime open circuit voltage decay PbS thin films
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Pseudo-psychiatric symptoms of superior semicircular canal dehiscence syndrome
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作者 Quentin Legois Yohan Gallis +5 位作者 Mathieu Marx Olivier Deguine Antoine Yrondi Maximilien Redon Christophe Arbus Valentin Raymond 《General Psychiatry》 2025年第1期68-69,共2页
To the editor:The superior semicircular canal dehiscence was first described by Minor et all in 1998 as a condition in which the superior semicircular canal lacks a bony covering and has gained constantly increasing i... To the editor:The superior semicircular canal dehiscence was first described by Minor et all in 1998 as a condition in which the superior semicircular canal lacks a bony covering and has gained constantly increasing interest since its discovery.2 The symptoms are varied but specific what is known as Minor syndrome or‘third mobile window’syndrome,'as patients may experience autophony with abnormally loud sounds like footsteps,chewing,breathing,eye movement,echoing voice,distortion of environmental sounds and pulsatile tinnitus. 展开更多
关键词 environmental sound distortion superior semicircular canal pulsatile tinnitus environmental sounds superior semicircular canal dehiscence minor syndrome AUTOPHONY
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A Two-Layer Network Intrusion Detection Method Incorporating LSTM and Stacking Ensemble Learning
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作者 Jun Wang Chaoren Ge +4 位作者 Yihong Li Huimin Zhao Qiang Fu Kerang Cao Hoekyung Jung 《Computers, Materials & Continua》 2025年第6期5129-5153,共25页
Network Intrusion Detection System(NIDS)detection of minority class attacks is always a difficult task when dealing with attacks in complex network environments.To improve the detection capability of minority-class at... Network Intrusion Detection System(NIDS)detection of minority class attacks is always a difficult task when dealing with attacks in complex network environments.To improve the detection capability of minority-class attacks,this study proposes an intrusion detection method based on a two-layer structure.The first layer employs a CNN-BiLSTM model incorporating an attention mechanism to classify network traffic into normal traffic,majority class attacks,and merged minority class attacks.The second layer further segments the minority class attacks through Stacking ensemble learning.The datasets are selected from the generic network dataset CIC-IDS2017,NSL-KDD,and the industrial network dataset Mississippi Gas Pipeline dataset to enhance the generalization and practical applicability of the model.Experimental results show that the proposed model achieves an overall detection accuracy of 99%,99%,and 95%on the CIC-IDS2017,NSL-KDD,and industrial network datasets,respectively.It also significantly outperforms traditional methods in terms of detection accuracy and recall rate for minority class attacks.Compared with the single-layer deep learning model,the two-layer structure effectively reduces the false alarm rate while improving the minority-class attack detection performance.The research in this paper not only improves the adaptability of NIDS to complex network environments but also provides a new solution for minority-class attack detection in industrial network security. 展开更多
关键词 Two-layer architecture minority class attack stacking ensemble learning network intrusion detection
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Language Barriers in the Federal Republic of Somalia's Healthcare: Addressing Inclusivity for Minority Dialects
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作者 Najib Isse Dirie Mohamed Mustaf Ahmed 《Health Care Science》 2025年第6期427-431,共5页
1|Introduction The Federal Republic of Somalia,often perceived as linguistically homogeneous,is home to a rich tapestry of dialects and minority languages that reflect its diverse cultural heritage.While Somali is the... 1|Introduction The Federal Republic of Somalia,often perceived as linguistically homogeneous,is home to a rich tapestry of dialects and minority languages that reflect its diverse cultural heritage.While Somali is the official medium of communication,it is divided into two major dialects:Maxaa Tiri(spoken by approximately 60%of the population)and Maay(spoken by approximately 20%of the population)[1].Minority languages such as Bravanese(also known as Chimwiini or Chimbalazi),Mushunguli,Benadiri Somali,and Kibajuni are spoken by smaller communities,particularly in the southern and coastal regions[1]. 展开更多
关键词 digital health healthcare inclusivity language barriers minority dialects The Federal Republic of Somalia universal health coverage
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Recommendations for Landscape Design of Traditional Ethnic Minority Villages in Hunan Province
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作者 Weijun ZHAO Hong LI 《Asian Agricultural Research》 2025年第5期37-42,共6页
With the rapid development of China's economy and the government's issuance of a series of rural revitalization strategies,the design of rural landscapes has garnered increasing attention.However,some rural la... With the rapid development of China's economy and the government's issuance of a series of rural revitalization strategies,the design of rural landscapes has garnered increasing attention.However,some rural landscape designs have become more urbanized,neglecting the natural ecology,distinctive characteristics,and cultural heritage of rural areas,leading to a homogenized phenomenon.To address issues such as landscape homogenization and cultural erosion in traditional villages,this paper analyzes the current status of ethnic minority village landscapes and integrates landscape design principles to propose design strategies for rural landscapes in traditional ethnic minority villages in Hunan Province.It is intended to better achieve the construction of rural landscapes in traditional ethnic minority villages in Hunan Province. 展开更多
关键词 Ethnic minority villages Landscape design Design strategies
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Technical success,clinical efficacy,and safety of endoscopic minor papilla interventions for symptomatic pancreatic diseases
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作者 Xu Ren Yong-Ping Qu +1 位作者 Tian Xia Xiu-Fen Tang 《World Journal of Gastroenterology》 2025年第20期61-75,共15页
BACKGROUND Endoscopic minor papilla intervention(EMPI)is an option for diagnosing or treating symptomatic pancreatic diseases in cases with failed pancreatic duct deep cannulation via the major papilla,pancreas divisu... BACKGROUND Endoscopic minor papilla intervention(EMPI)is an option for diagnosing or treating symptomatic pancreatic diseases in cases with failed pancreatic duct deep cannulation via the major papilla,pancreas divisum with obstruction of the minor papilla,or an abnormal patulous orifice of the minor papilla during endoscopic retrograde cholangiopancreatography(ERCP).However,the relatively low pa-tency and small opening of the minor papillae pose technical challenges.AIM To evaluate the technical success,clinical success,stone clearance,and safety pro-file of EMPI for diagnosis and treatment of symptomatic pancreatic diseases.METHODS Patients diagnosed with symptomatic pancreatic diseases and EMPI between February 1996 and February 2023 were included.The primary outcomes were the initial technical success,defined as successful deep cannulation via the minor papilla(DCMP;access of the guidewire to the upstream pancreatic duct via the minor papilla)alone,overall technical success,defined as successful DCMP alone and successful DCMP with additional needle-knife precut minor papillotomy(NKPMP),and immediate clinical success,defined as>50%improvement in abdominal pain after therapeutic EMPI.Secondary outcomes included long-term clinical success at 1,3,and 7 years,pancreatic stone clearance,and procedure-related early and late adverse events(AEs).RESULTS Overall,43 patients,32 with obstructive chronic pancreatitis,8 with pancreatic divisum,and 3 with intraductal papillary mucinous neoplasm were included.The initial and overall technical success rates were 74.4%(32/43)and 88.4%(38/43),respectively.The immediate clinical success rate was 79.1%(34/43),and the long-term clinical success rates at 1,3,and 7 years were 74.7%,55.3%,and 41.5%,respectively,among the 22 patients with a follow-up period of 57.5(7-266)months.Complete and partial success of pancreatic stone clearance was achieved in 53.9%(7/13)and 15.4%(2/13),respectively.Early AEs included post-ERCP pancreatitis(PEP,n=5)and self-limiting bleeding(n=1);surgery therapy was required for 1 case with severe PEP and conservative management for the other 4 with mild PEP.Late AEs included minor papilla stricture(n=1)after endoscopic minor papillotomy and pancreatic duct stricture(n=1)after double pancreatic stent placement;no specific treatment was implemented for these events.CONCLUSION EMPI is feasible,effective,and safe for symptomatic pancreatic diseases,in terms of the technical and clinical success,stone clearance,and incidence and severity of AEs.NKPMP appears to enhance technical success.However,potential risks of developing PEP and late AEs should be kept in mind. 展开更多
关键词 Endoscopic minor papilla intervention Symptomatic pancreatic diseases Obstructive chronic pancreatitis Pancreas division Abdominal pain improvement
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浮萍与凤眼莲浮床对草鱼养殖水体净化效果的比较研究
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作者 冷春梅 杜兴华 +4 位作者 董贯仓 郭芳 付朝松 刘超 李莉 《长江大学学报(自然科学版)》 2025年第2期110-116,共7页
采用围隔试验方法,分析了浮萍(Lemna minor)与凤眼莲(Eichhornia crassipes)浮床对主养草鱼池塘水体的净化效果。结果表明:浮萍和凤眼莲浮床对草鱼养殖池塘水体主要营养物质的净化作用显著,其对水体氨氮、亚硝氮、总氮和COD Mn的最大去... 采用围隔试验方法,分析了浮萍(Lemna minor)与凤眼莲(Eichhornia crassipes)浮床对主养草鱼池塘水体的净化效果。结果表明:浮萍和凤眼莲浮床对草鱼养殖池塘水体主要营养物质的净化作用显著,其对水体氨氮、亚硝氮、总氮和COD Mn的最大去除率分别为84.32%、37.25%、46.26%和27.63%以及82.98%、55.51%、33.52%和23.58%,其中浮萍除对亚硝氮的去除率稍低于凤眼莲外,对其他营养物质的去除效果均优于凤眼莲;同时,养殖水体总磷在试验过程中呈先升高后降低趋势,期间浮萍和凤眼莲相比对照组均未表现出对水体总磷的净化优势。研究表明,浮萍和凤眼莲浮床对草鱼养殖池塘水体中的主要营养盐均具有显著去除效果,且本地种浮萍相比凤眼莲对草鱼养殖水体氮类营养物质和有机质的净化方面具有一定优势。 展开更多
关键词 池塘养殖 生态浮床 浮萍(Lemna minor) 凤眼莲(Eichhornia crassipes) 水质净化
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Application of circulating tumor DNA liquid biopsy in nasopharyngeal carcinoma:A case report and review of literature
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作者 Xin-Yao Zhou Yuan-Jun Jiang +3 位作者 Xiao-Ming Guo Dong-Hui Han Yao Liu Qiao Qiao 《World Journal of Clinical Cases》 2025年第21期93-103,共11页
BACKGROUND Circulating tumor DNA(ctDNA)-based liquid biopsy has been found to be effective for the detection of minimal residual disease and the evaluation of prognostic risk in various solid tumors,with good sensitiv... BACKGROUND Circulating tumor DNA(ctDNA)-based liquid biopsy has been found to be effective for the detection of minimal residual disease and the evaluation of prognostic risk in various solid tumors,with good sensitivity and specificity for identifying patients at high risk of recurrence.However,use of its results as a biomarker for guiding the treatment and predicting the prognosis of naso-pharyngeal carcinoma(NPC)has not been reported.CASE SUMMARY In this case study of a patient with stage IVb NPC,we utilized ctDNA as an independent biomarker to guide treatment.Chemotherapy was administered in the early stages of the disease,and local intensity-modulated radiation therapy was added when the patient tested positive for ctDNA,while radiation therapy was stopped and the patient was observed when the ctDNA test was negative.During the follow-up period,ctDNA signals became positive before tumor progression and became negative again at the end of treatment.We also explored the potential of ctDNA in combination with Epstein-Barr virus(EBV)DNA status to predict the prognosis of NPC patients,as well as the criteria for selecting genetic mutations and the testing cycle for ctDNA analysis.CONCLUSION The results of ctDNA-based liquid biopsy can serve as an independent biomarker,either independently or in conjunction with EBV DNA status,to guide the treatment and predict the prognosis of NPC. 展开更多
关键词 Nasopharyngeal cancer Radiation therapy Circulating tumor DNA Epstein–Barr virus Minor residual disease Guide treatment Predicting prognosis Case report
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The Mini-SiTian Array:Light Curve Analysis of Asteroids
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作者 Zhaoxing Liu Jian Gao +6 位作者 Hongrui Gu Yang Huang Shaoming Hu Hu Zou Keyu Xing Hao Huang Zehao Zhang 《Research in Astronomy and Astrophysics》 2025年第4期100-110,共11页
The SiTian project,with its vast field of view,will become an ideal platform for scientific research on asteroids.In this study,we develop a pipeline to analyze the photometry of asteroids and derive their periods fro... The SiTian project,with its vast field of view,will become an ideal platform for scientific research on asteroids.In this study,we develop a pipeline to analyze the photometry of asteroids and derive their periods from the data collected by the SiTian pathfinder project Mini-SiTian(MST).The pipeline is applied to the MST f02 region,an MST test region with a sky area of 2°.29×1°.53.Rotation periods of 22 asteroids are derived by the obtained light curve analysis.Among them,there are eight asteroids available in the Asteroid Lightcurve Photometry Database(ALCDEF),and six of them with more photometric points(>200)that have similar period parameters as the ones in ALCDEF.Additionally,the periods for 14 of these asteroids are newly obtained and are not listed in ALCDEF.This study demonstrates the feasibility of asteroid photometric research by the SiTian project.It shows that future observations from the SiTian project will provide even more photometry of asteroids,significantly increasing the number of available light curves.The potential vast photometric data on asteroids will help us to further understand the physics of asteroids,their material composition,and the formation and evolution of the solar system. 展开更多
关键词 minor planets asteroids:general telescopes instrumentation:photometers methods:observational techniques:image processing
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XGBoost-Liver:An Intelligent Integrated Features Approach for Classifying Liver Diseases Using Ensemble XGBoost Training Model
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作者 Sumaiya Noor Salman A.AlQahtani Salman Khan 《Computers, Materials & Continua》 2025年第4期1459-1474,共16页
The liver is a crucial gland and the second-largest organ in the human body and also essential in digestion,metabolism,detoxification,and immunity.Liver diseases result from factors such as viral infections,obesity,al... The liver is a crucial gland and the second-largest organ in the human body and also essential in digestion,metabolism,detoxification,and immunity.Liver diseases result from factors such as viral infections,obesity,alcohol consumption,injuries,or genetic predispositions.Pose significant health risks and demand timely diagnosis and treatment to enhance survival rates.Traditionally,diagnosing liver diseases relied heavily on clinical expertise,often leading to subjective,challenging,and time-intensive processes.However,early detection is essential for effective intervention,and advancements in machine learning(ML)have demonstrated remarkable success in predicting various conditions,including Chronic Obstructive Pulmonary Disease(COPD),hypertension,and diabetes.This study proposed a novel XGBoost-liver predictor by integrating distinct feature methodologies,including Ranking and Statistical Projection-based strategies to detect early signs of liver disease.The Fisher score method is applied to perform global interpretation analysis,helping to select optimal features by assessing their contributions to the overall model.The performance of the proposed model has been extensively evaluated through k-fold cross-validation tests.Firstly,the performance of the proposed model is evaluated using individual and hybrid features.Secondly,the XGBoost-Liver model performance is compared to that of commonly used classifier algorithms.Thirdly,its performance is compared with the existing state-of-the-art computational models.The experimental results show that the proposed model performed better than the existing predictors,reaching an average accuracy rate of 92.07%.This paper demonstrates the potential of machine learning to improve liver disease prediction,enhance diagnostic accuracy,and enable timely medical interventions for better patient outcomes. 展开更多
关键词 Machine learning deep neural network SHAP(SHapley Additive exPlanation) liver disease classifica-tion SMOTE(synthetic minority over-sampling technique)
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NWA 16813(CK6) Records Almost Highest Oxygen Fugacity in Meteorites
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作者 Lei Jin Tsz Wai Lo Ian Tong Fong 《Research in Astronomy and Astrophysics》 2025年第7期79-87,共9页
Magnetite-ilmenite pairs in meteorites serve as reliable thermometers and oxygen fugacity (fO_(2)) indicators for constraining both nebular conditions and thermal metamorphic histories.While CK and CV chondrites exhib... Magnetite-ilmenite pairs in meteorites serve as reliable thermometers and oxygen fugacity (fO_(2)) indicators for constraining both nebular conditions and thermal metamorphic histories.While CK and CV chondrites exhibit nearly identical petrological characteristics and oxygen isotope compositions,our analysis of NWA 16813 reveals it records the highest fO_(2)(log fO_(2)=-20.51 (589.34°C)-log fO_(2)=-14.21 (608.63°C))yet measured among these meteorites.This finding provides critical evidence that CK and CV chondrites experienced fundamentally different redox conditions during their formation.The fO_(2)data from NWA16813,combined with its distinct petrological and mineralogical features,strongly suggest that CK and CV chondrites originated from chemically separate reservoirs in the protoplanetary disk despite their apparen similarities. 展开更多
关键词 meteorites meteors meteoroids Planetary Systems minor planets asteroids:general
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Data augmentation method for light guide plate based on improved CycleGAN
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作者 GONG Yefei YAN Chao +2 位作者 XIAO Ming LU Mingli GAO Hua 《Optoelectronics Letters》 2025年第9期555-561,共7页
An improved cycle-consistent generative adversarial network(CycleGAN) method for defect data augmentation based on feature fusion and self attention residual module is proposed to address the insufficiency of defect s... An improved cycle-consistent generative adversarial network(CycleGAN) method for defect data augmentation based on feature fusion and self attention residual module is proposed to address the insufficiency of defect sample data for light guide plate(LGP) in production,as well as the problem of minor defects.Two optimizations are made to the generator of CycleGAN:fusion of low resolution features obtained from partial up-sampling and down-sampling with high-resolution features,combination of self attention mechanism with residual network structure to replace the original residual module.Qualitative and quantitative experiments were conducted to compare different data augmentation methods,and the results show that the defect images of the LGP generated by the improved network were more realistic,and the accuracy of the you only look once version 5(YOLOv5) detection network for the LGP was improved by 5.6%,proving the effectiveness and accuracy of the proposed method. 展开更多
关键词 feature fusion self attention mec data augmentation light guide plate lgp cyclegan fusion low resolution features defect data augmentation self attention residual module minor defectstwo
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比例风险模型下参数估计的两种MM算法的一些应用 被引量:5
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作者 王佳 丁洁丽 沈静 《数理统计与管理》 CSSCI 北大核心 2016年第4期649-661,共13页
对于带有删失机制的生存数据的研究,比例风险模型是应用最为广泛的统计模型之一。实际中,为得到其参数的极大似然估计需要采用数值方法计算得分方程的解。MinorizationMaximization算法(以下简称"MM算法")将求解复杂的目标函... 对于带有删失机制的生存数据的研究,比例风险模型是应用最为广泛的统计模型之一。实际中,为得到其参数的极大似然估计需要采用数值方法计算得分方程的解。MinorizationMaximization算法(以下简称"MM算法")将求解复杂的目标函数的极值问题转化为求解简单的代理函数的极值问题。本文主要探讨,在比例风险模型下通过两种不同的思想为偏似然函数构造代理函数,从而得到的两种MM算法。通过数值模拟和实际数据分析实现这两种MM算法在比例风险模型下的一些应用。 展开更多
关键词 比例风险模型 Newton—Raphson算法 minorization—Maximization算法 极大似然估计
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