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Establishment of Multiplex PCR for Simultaneous Detection of Four Venereal Pathogens 被引量:2
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作者 YAO Feng LU Yuan Qiang +2 位作者 ZHANG Qin JIANG Jiu Kun YANG Yun Mei 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2013年第7期622-624,共3页
Venereal diseases are considered to be the most prevalent infectious diseases in the worldwide. China is now faced with a year-by-year increasing incidence of sexually transmitted diseases (STD), which are spreading... Venereal diseases are considered to be the most prevalent infectious diseases in the worldwide. China is now faced with a year-by-year increasing incidence of sexually transmitted diseases (STD), which are spreading from high-risk groups to the general population. Neisseria gonorrhoeae, Chlamydia trachomatis, Ureaplasma urealyticum and herpes simplex virus-2 (HSV-2) are always regarded as the most common venereal pathogens. The "golden standard" for testing Neisseria gonorrhoeae remains to be bacteria culture or microscopic examination. 展开更多
关键词 PCR Establishment of Multiplex PCR for Simultaneous detection of Four Venereal pathogens
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Evaluation of the Accuracy of Microbial Detection of Pathogens in Urinary System
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作者 SHENChao 《外文科技期刊数据库(文摘版)医药卫生》 2022年第6期128-131,共4页
Objective: to analyze the advantages of microbial testing. Methods: a total of 200 patients with urinary system infection were selected and divided into two groups, and different testing methods were used. Results: th... Objective: to analyze the advantages of microbial testing. Methods: a total of 200 patients with urinary system infection were selected and divided into two groups, and different testing methods were used. Results: the detection rate of pathogenic bacteria in the observation group was 90.00% higher than that in the control group, which was 60.00% (P<0.05). Conclusion: microbial testing has many advantages, which can not only ensure the curative effect of patients, but also prevent and reduce the occurrence of infection risk in patients. 展开更多
关键词 microbiological examination of urinary system pathogenic bacteria detection ACCURACY
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Critical aspects of droplet digital reverse transcription loop-mediated isothermal amplification(ddRT-LAMP)for viral pathogens detection
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作者 Kenia Chávez-Ramos Frida Trejo +6 位作者 Prisciluis Caheri Salas-Navarrete Eva Ramón-Gallegos JoséEsteban Muñoz-Medina Luis Alvarez-Icaza Luis F.Olguin Oscar Pilloni Laura Oropeza-Ramos 《Microsystems & Nanoengineering》 2025年第4期113-128,共16页
The COVID-19 pandemic evidenced the urgent need for rapid,accurate,and scalable diagnostic methods for emerging infectious diseases.Droplet digital reverse transcription LAMP(ddRT-LAMP)is a promising technique for pat... The COVID-19 pandemic evidenced the urgent need for rapid,accurate,and scalable diagnostic methods for emerging infectious diseases.Droplet digital reverse transcription LAMP(ddRT-LAMP)is a promising technique for pathogen detection and accurate quantification,as it overcomes traditional LAMP’s limitations in viral load estimation through reaction partitioning and digital analysis.However,many parameters must be adjusted to avoid spurious results.This study evaluates the critical conditions for effective ddRT-LAMP quantification of the SARS-CoV-2 N gene in plasmid DNA,synthetic RNA,and nasopharyngeal swab samples.Using a polydimethylsiloxane(PDMS)microfluidic device,the RT-LAMP reaction mixture with a fluorescent dye was divided into thousands of droplets stabilized by a surfactant in fluorinated oil.After incubation,the droplets were injected into a PDMS chamber for fluorescent imaging to determine the proportion of positive droplets and quantify the samples based on the Poisson distribution.The results showed that primer design and master mix composition significantly impacted the amplification.The selection of GelGreen^(R)as the fluorescent dye was crucial,as other dyes tested diffused into the oil phase.Optimal amplification occurred with 105μm droplet diameter and 30-min incubation,achieving detection and quantification limits of 102 cp/μL.By addressing these operational challenges,ddRT-LAMP can become a more effective tool for viral detection and quantification in clinical diagnostics. 展开更多
关键词 reaction partitioning digital reverse transcription lamp ddrt lamp pathogen detection droplet digital reverse transcription SARS CoV n gene viral load estimation loop mediated isothermal amplification
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Functional nucleic acid circuitry as a universal detector for pathogens
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作者 Chunxu Yu Rujian Zhao +5 位作者 Yidan Tang Siyan Zhou Xin Zhao Baiyang Lu Fanzheng Meng Bingling Li 《Advanced Agrochem》 2023年第3期291-296,共6页
While the pathogen nucleic acid diagnostic technology has made tremendous progresses,several challenges,including long development cycles and limited specificity still exist,especially in the context of isothermal amp... While the pathogen nucleic acid diagnostic technology has made tremendous progresses,several challenges,including long development cycles and limited specificity still exist,especially in the context of isothermal amplification techniques.To enhance the detection accuracy,here a functional strand displacement catalytic hairpin assembly circuit,which can perform at high-temperature(HT-CHA),was developed as the downstream of the loop mediated isothermal nucleic acid amplification(LAMP).The addition of HT-CHA not only ensures the specificity but also amplifies the detection signal.Taking African swine fever(ASF)gene as the target,the input of HT-CHA was designed according to the ASF gene LAMP amplicons.This LAMP-HTCHA can detect as low as 2 copies/μL targeting genes with high signal-to-noise ratio.Through importing a three-way junction(3WJ)transducer,the HT-CHA well-developed for ASF gene can be directly adapted to detect the LAMP amplicons of other pathogen genes,such as Mycoplasma pneumoniae(MP)gene.The time-consuming and high-risk process to redesign HT-CHA components can be further avoided,making the method even general and useful for a plenty of other targets.Finally,the accurate detection of MP gene in alveolar lavage fluid samples confirmed the high potential of the LAMP and HT-CHA combination in clinical applications,providing a promising strategy to develop point-of-care diagnostics at constant temperatures. 展开更多
关键词 catalytic hairpin assembly Loop-mediated isothermal amplification Three-way junction UNIVERSALITY pathogen detection
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Rapid and specific identification of Fusarium pseudograminearum by qPCR based on RPB sequence
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作者 HE Yanqiu JIANG Qi +3 位作者 CHI Yuankai WANG Tao QI Rende ZHAO Wei 《植物病理学报》 CAS CSCD 北大核心 2024年第5期995-1007,共13页
Fusarium crown rot,mainly caused by Fusarium pseudograminearum,is a destructive disease in wheat production.To establish a rapid and reliable detection method for F.peasudeograminearum,the specific PCR primer pair(Fpg... Fusarium crown rot,mainly caused by Fusarium pseudograminearum,is a destructive disease in wheat production.To establish a rapid and reliable detection method for F.peasudeograminearum,the specific PCR primer pair(Fpg-F1;R2)was designed based on the RPB sequence,and real-time fluorescence quantitative PCR(qPCR)was used to validate the efficiency of the primer.The results showed that the primer pair had high specificity and sensitivity of 100 pg of DNA.Furthermore,the qPCR system for early and rapid detection of F.peasudeograminearum had an amplification efficiency of 87.5%and correlation coefficient of 0.99,and the pathologic threshold of F.pseudograminearum in soil was determined by using this detection system.It was found that F.pseudograminearum could cause Fusarium crown rot when the DNA concentration of F.pseudograminearum in field soil exceeded 213 pg·g^(-1).Hence,the qPCR-based method we developed for F.pseudograminearum detection has the advantages of high specificity and sensitivity,and can be used for rapid and early detection of F.pseudograminearum even in field soils. 展开更多
关键词 Fusarium crown rot Fusarium pseudograminearum pathogen detection RPB2
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不同症状类型苜蓿病毒病AMV病原检测及其寄主范围测定 被引量:4
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作者 周建玲 梁巧兰 +5 位作者 魏列新 周其宇 田龙 陈应娥 王存颖 张国印 《草业学报》 CSCD 北大核心 2024年第1期126-137,共12页
为明确采自田间不同症状类型苜蓿病毒病病样中苜蓿花叶病毒(alfalfa mosaic virus,AMV)的带毒情况、症状表现与叶绿素含量的相关性及AMV的寄主范围,本试验通过田间调查采样、症状归类、丙酮乙醇混合液法和双抗体夹心酶联免疫吸附测定(DA... 为明确采自田间不同症状类型苜蓿病毒病病样中苜蓿花叶病毒(alfalfa mosaic virus,AMV)的带毒情况、症状表现与叶绿素含量的相关性及AMV的寄主范围,本试验通过田间调查采样、症状归类、丙酮乙醇混合液法和双抗体夹心酶联免疫吸附测定(DAS-ELISA)法对不同病样的叶绿素和AMV含量进行测定和检测,并对提纯至不同症状类型病样中AMV对9科32种植物的致病性进行测定。结果表明田间苜蓿病毒病病样有轻花叶、重花叶、叶片边缘褪绿黄化型和叶片畸形皱缩花叶矮化型4种症状类型,均带有AMV,且叶绿素含量、AMV含量与症状表现之间具有正相关性,症状表现最严重的叶片畸形皱缩花叶矮化型病样的叶绿素a、b、总叶绿素含量均比对照低58.00%以上,类胡萝卜素含量比对照高134.06%,AMV含量最高,为252.96 pg·mL^(-1);寄主范围测定表明AMV可侵染7科27种植物,对西葫芦致病性最强,症状表现为局部枯斑,30 d时AMV浓度为316.19 pg·mL^(-1)。 展开更多
关键词 苜蓿 病毒病 苜蓿detection of AMV pathogen of alfalfa virus diseases with different symptom types and its host ranges花叶病毒 寄主植物 叶绿素 致病性 症状表现
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Rare Infectious Diseases:Detection and Clinical Implications
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作者 Xin Qian Yuxin Zhang +5 位作者 Yilin Ye Qiange Lin Junyou Lin Xinrong Lu Li Chen Guiqin Sun 《iLABMED》 2025年第2期148-157,共10页
Rare infectious diseases are infections that are uncommon,have a low incidence,and are caused by newly emerging pathogens,cross‐species or ectopic infections,or host immunodeficiencies.The detection and diagnosis of ... Rare infectious diseases are infections that are uncommon,have a low incidence,and are caused by newly emerging pathogens,cross‐species or ectopic infections,or host immunodeficiencies.The detection and diagnosis of rare infections is one of the main reasons for misdiagnosis and missed diagnosis.Traditional detection techniques such as microbial cultivation and isolation or polymerase chain reaction often fail to meet the clinical demands for timeliness,accuracy,and sensitivity.Metagenomic nextgeneration sequencing involves pan-nucleic acid testing conducted directly using specimens to facilitate rapid identification of rare or unidentified pathogens.Despite the availability of various techniques,advanced methods in clinical practice are necessary to achieve timely clinical diagnosis of rare infections.In this review,we summarize the definition and clinical significance of rare infectious diseases as well as the current detection methods,limitations,and future research areas for their detection. 展开更多
关键词 diagnostic techniques metagenomic next-generation sequencing pathogenic detection rare infection
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Cationic conjugated polymers for detection and inactivation of pathogens 被引量:2
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作者 Ping He Fengting Lv +1 位作者 Libing Liu Shu Wang 《Science China Chemistry》 SCIE EI CAS CSCD 2017年第12期1567-1574,共8页
Conjugated polymers (CPs) are referred to a kind of fluorescent polymer materials with delocalized n-conjugated backbones. For the last decades, cationic CPs (CCPs) have been widely used in biosensor, imaging and ... Conjugated polymers (CPs) are referred to a kind of fluorescent polymer materials with delocalized n-conjugated backbones. For the last decades, cationic CPs (CCPs) have been widely used in biosensor, imaging and biomedical fields due to their good photophysical properties and solubility in water medium resulting from side chain modification with ionized moieties. In this mini-review, we mainly introduced the applications of CCPs in detection and inactivation of pathogen with typical examples, and also briefly discussed the relevant mechanisms. We hold the expectation that this mini-review can offer researchers a general reference and inspire them to construct new systems with high performances of pathogen detection and antimicrobial activity. 展开更多
关键词 conjugated polymers pathogen detection antimicrobial activity
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Conjugated polymer materials for detection and discrimination of pathogenic microorganisms:Guarantee of biosafety 被引量:1
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作者 Fengyan Wang Min Ma +3 位作者 Huanzhang Cao Xingxuan Cha Ming Huang Libing Liu 《Biosafety and Health》 CSCD 2022年第2期79-86,共8页
Infectious disease outbreaks have seriously endangered global health owing to the scarcity of testing materials and techniques.Diversified materials and methods should be urgently developed for rapid detection and dis... Infectious disease outbreaks have seriously endangered global health owing to the scarcity of testing materials and techniques.Diversified materials and methods should be urgently developed for rapid detection and discrimination of pathogenic microorganisms.Conjugated polymer(CP)materials are macromolecular compounds comprising numerous covalently bonded luminescent units.They have excellent light-harvesting and optical signal amplification capabilities owing to the transmission of excitation energy along their backbone.In recent years,CP materials have aroused research enthusiasm in the biosensors field because of their outstanding optoelectronic properties.This brief manuscript provides an overall review of recent progress achieved in CP-based systems for pathogen sensing. 展开更多
关键词 Conjugated polymer pathogen detection pathogen discrimination Fluorescence detection BIOSAFETY
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Advances in Application of PCR Amplification in Etiologic Diagnosis
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作者 Sixi YANG Ran LI Jinxia LIU 《Medicinal Plant》 CAS 2021年第4期89-92,共4页
In recent years,with the rapid development of molecular biology diagnostic technology,many new polymerase chain reaction(PCR)technologies with high specificity and good sensitivity have gradually been developed.While ... In recent years,with the rapid development of molecular biology diagnostic technology,many new polymerase chain reaction(PCR)technologies with high specificity and good sensitivity have gradually been developed.While expanding the range of detection methods,these technologies inevitably have some disadvantages.Therefore,in clinical pathogen diagnosis,medical personnel should choose the detection method according to the detection purpose and pathogen characteristics.In this paper,the basic principle,application scope,advantages and disadvantages and development of various emerging PCR diagnostic techniques are respectively described in order to provide a theoretical reference for the selection of pathogenic biological diagnostic techniques in the clinical practice. 展开更多
关键词 New PCR PCR amplification technology pathogen detection EVALUATION
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Development of A Novel EvaGreen-Dye Based Recombinase Aided Amplification Assay Using Self-Avoiding Molecular Recognition System Primers
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作者 Xinxin Shen Shaowei Hua +3 位作者 Zijin Zhao Fengyu Tian Lingjun Li Xuejun Ma 《China CDC weekly》 2025年第14期482-488,I0006,共8页
Introduction:Fluorescent probe-based recombinase aided amplification(RAA)offers the advantages of rapidity and simplicity but is limited by the requirement for complex and lengthy probe design,restricting its widespre... Introduction:Fluorescent probe-based recombinase aided amplification(RAA)offers the advantages of rapidity and simplicity but is limited by the requirement for complex and lengthy probe design,restricting its widespread application.Methods:A novel EvaGreen dye-based RAA(EvaGreen-RAA)assay utilizing self-avoiding molecular recognition system(SAMRS)primers was developed for the detection of Pseudomonas fluorescens(PF)and Bacillus cereus(BC)in milk.Conventional RAA was used as a reference method.Sensitivity was evaluated using nucleic acids from recombinant plasmids and simulated milk specimens.Additionally,a dual EvaGreen-RAA assay was investigated for simultaneous detection of mixed BC and PF in simulated milk specimens.Results:The EvaGreen-RAA demonstrated superior sensitivity compared to conventional RAA,with detection limits of 1 copy/μL versus 10 copies/μL for both BC and PF plasmids,respectively.In simulated milk specimens,EvaGreen-RAA detected BC and PF at concentrations of 100 CFU/mL and 200 CFU/mL,respectively,compared to 400 CFU/mL and 600 CFU/mL for conventional RAA.The dual EvaGreen-RAA assay successfully detected mixed BC and PF in simulated milk specimens at concentrations of 200 CFU/mL for each pathogen.Conclusion:The EvaGreen-RAA assay demonstrated significant advantages in terms of simplicity and enhanced sensitivity compared to fluorescent probe-based RAA,offering a novel approach for developing multiplex pathogen detection systems using melting curve analysis. 展开更多
关键词 pathogen detection fluorescent probe recombinase aided amplification self avoiding molecular recognition system sensitivity melting curve analysis pseudomonas fluorescens pf Evagreen dye
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Low-cost prototype for real-time analysis using liquid crystal optical sensors in water quality assessment
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作者 M.SIMONE SOARES FRANCISCO GAMEIRO +3 位作者 JAN NEDOMA NUNO SANTOS PEDRO L.ALMEIDA CARLOS MARQUES 《Photonics Research》 2025年第2期541-549,共9页
In the food production sector,quickly identifying potential hazards is crucial due to the resilience of many pathogens,which could lead to wasted production results and,more severely,epidemic outbreaks.E.coli monitori... In the food production sector,quickly identifying potential hazards is crucial due to the resilience of many pathogens,which could lead to wasted production results and,more severely,epidemic outbreaks.E.coli monitoring is essential;however,traditional quality control methods in fish farming are often slow and intrusive,thus promoting an increase in fish stress and mortality rates.This paper presents an alternative method by utilizing a prototype inspired by polarized optical microscopy(POM),constructed with a Raspberry Pi microprocessor to assess pixel patterns and calculate analyte levels. 展开更多
关键词 real time analysis pathogen detection polarized optical microscopy pom constructed quality control methods identifying potential hazards liquid crystal optical sensors water quality assessment food production sector
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New insights into CNL-mediated immunity through recognition of Ralstonia solanacearum RipP1 by NbZAR1
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作者 Yuyan An Jingwei Lu +2 位作者 Shuangxi Zhang Beibei Fang Meixiang Zhang 《Journal of Integrative Plant Biology》 2025年第5期1220-1222,共3页
Some plants use intracellular immune receptors,mainly from the nucleotide-binding leucine-rich repeat receptors(NLRs)super-family,to detect pathogen effectors and restrict pathogen infection.NLRs are categorized as TI... Some plants use intracellular immune receptors,mainly from the nucleotide-binding leucine-rich repeat receptors(NLRs)super-family,to detect pathogen effectors and restrict pathogen infection.NLRs are categorized as TIR-NLR(TNL)or CC-NLR(CNL)based on their N-terminal Tollinterleukin 1-like receptor(TIR)or coiled-coil(CC)domain.Additionally,there are helper(h)NLRs that aid in translating signals from pathogen-sensing NLRs into effector-triggered immunity responses.NLRs can directly detect effectors or indirectly monitor their host targets,leading to a robust immune response and programmed cell death,known as the hypersensitive response(HR). 展开更多
关键词 directly detect effectors intracellular immune receptorsmainly CNL mediated immunity restrict pathogen NLRS NB ARC detect pathogen effectors Ralstonia solanacearum Ripp
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NOD1 and NOD2:intracellular pattern recognition receptors implicated in gynaecological malignancies and their therapeutic potential
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作者 Duan Yang Yuanyuan Zhang Xinlu Liu 《Gynecology and Obstetrics Clinical Medicine》 2025年第2期141-145,共5页
Nucleotide-binding oligomerisation domains(NODs)are pattern recognition receptors involved in the detection of intracellular pathogenic microorganisms and important members of the NOD-like receptor family.These cytopl... Nucleotide-binding oligomerisation domains(NODs)are pattern recognition receptors involved in the detection of intracellular pathogenic microorganisms and important members of the NOD-like receptor family.These cytoplasmic receptors play a crucial role in orchestrating the innate immune response and are implicated in the progression of various inflammatory disorders,as well as inflammation-related neoplasms.In this review,we summarised the recent developments in NOD1 and NOD2 studies with a particular focus on their role in gynaecological malignancies.These findings emphasise the critical and dynamic roles of NOD1 and NOD2 proteins in gynaecologic cancers and provide insights into integrative therapeutic strategies targeting the NODassociated signalling cascades. 展开更多
关键词 pattern recognition receptors gynaecological malignancies therapeutic potential NOD orchestrating innate immune response intracellular pattern recognition receptors detection intracellular pathogenic microorganisms cytoplasmic receptors
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Single stain hyperspectral imaging for accurate fungal pathogens identification and quantification 被引量:3
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作者 Yongqiang Zhang Kunxing Liu +6 位作者 Jingkun Yu Haifeng Chen Rui Fu Siqi Zhu Zhenqiang Chen Shuangpeng Wang Siyu Lu 《Nano Research》 SCIE EI CSCD 2022年第7期6399-6406,共8页
The most widely used method of identification of microbial morphology and structure is microscopy,but it can be difficult to distinguish between pathogens with a similar appearance.Existing fluorescent staining method... The most widely used method of identification of microbial morphology and structure is microscopy,but it can be difficult to distinguish between pathogens with a similar appearance.Existing fluorescent staining methods require a combination of a variety of fluorescent materials to meet this demand.In this study,unique concentration-dependent fluorescent carbon dots(CDs)were synthesized for the identification and quantification of pathogens.The emission wavelength of the CDs could be tuned spanning the full visible region by virtue of aggregation-induced narrowing of bandgaps.This tunable emission wavelength of the specific concentration response to diverse microbes can be used to distinguish microorganisms with a similar appearance,even in a same genus.A hyperspectral microscopy system was demonstrated to distinguish Aspergillus flavus and A.fumigatus based on the results above.The identification accuracy of the two similar-looking pathogens can be close to 100%,and the relative proportions and spatial distributions can also be profiled from the mixture of the pathogens.This technique can provide a solution to the fast detection of microorganisms and is potentially applicable to a wide range of problems in areas such as healthcare,food preparation,biotechnology,and health emergency. 展开更多
关键词 carbon dots concentration-dependent wavelength-tunable hyperspectral imaging pathogens rapid detection MACHINELEARNING
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Two-Photon Luminescence Imaging of Bacillus Spores Using Peptide-Functionalized Gold Nanorods 被引量:1
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作者 Wei He Walter A.Henne +5 位作者 Qingshan Wei Yan Zhao Derek D.Doorneweerd Ji-Xin Cheng Philip S.Low Alexander Wei 《Nano Research》 SCIE EI CSCD 2008年第6期450-456,共7页
Bacillus subtilis spores(a simulant of Bacillus anthracis)have been imaged by two-photon luminescence(TPL)microscopy,using gold nanorods(GNRs)functionalized with a cysteine-terminated homing peptide.Control experiment... Bacillus subtilis spores(a simulant of Bacillus anthracis)have been imaged by two-photon luminescence(TPL)microscopy,using gold nanorods(GNRs)functionalized with a cysteine-terminated homing peptide.Control experiments using a peptide with a scrambled amino acid sequence confi rmed that the GNR targeting was highly selective for the spore surfaces.The high sensitivity of TPL combined with the high affi nity of the peptide labels enables spores to be detected with high fi delity using GNRs at femtomolar concentrations.It was also determined that GNRs are capable of signifi cant TPL output even when irradiated at near infrared(NIR)wavelengths far from their longitudinal plasmon resonance(LPR),permitting considerable fl exibility in the choice of GNR aspect ratio or excitation wavelength for TPL imaging. 展开更多
关键词 BIONANOTECHNOLOGY NANORODS nonlinear optics pathogen detection PEPTIDES
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The sound of blood:photoacoustic imaging in blood analysis
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作者 Mitchell Veverka Luca Menozzi Junjie Yao 《Medicine in Novel Technology and Devices》 2023年第2期13-23,共11页
Blood analysis is a ubiquitous and critical aspect of modern medicine.Analyzing blood samples requires invasive techniques,various testing systems,and samples are limited to relatively small volumes.Photoacoustic imag... Blood analysis is a ubiquitous and critical aspect of modern medicine.Analyzing blood samples requires invasive techniques,various testing systems,and samples are limited to relatively small volumes.Photoacoustic imaging(PAI)is a novel imaging modality that utilizes non-ionizing energy that shows promise as an alternative to current methods.This paper seeks to review current applications of PAI in blood analysis for clinical use.Furthermore,we discuss obstacles to implementation and future directions to overcome these challenges.Firstly,we discuss three applications to cellular analysis of blood:sickle cell,bacteria,and circulating tumor cell detection.We then discuss applications to the analysis of blood plasma,including glucose detection and anticoagulation quantification.As such,we hope this article will serve as inspiration for PAI's potential application in blood analysis and prompt further studies to ultimately implement PAI into clinical practice. 展开更多
关键词 Photoacoustic imaging Blood analysis pathogen detection ANALYTES Photoacoustic flow cytometry Novel diagnostic technique
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An Efficient WRF Framework for Discovering Risk Genes and Abnormal Brain Regions in Parkinson's Disease Based on Imaging Genetics Data
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作者 Xia-An Bi Zhao-Xu Xing +1 位作者 Rui-Hui Xu Xi Hu 《Journal of Computer Science & Technology》 SCIE EI CSCD 2021年第2期361-374,共14页
As an emerging research field of brain science,multimodal data fusion analysis has attracted broader attention in the study of complex brain diseases such as Parkinson's disease(PD).However,current studies primari... As an emerging research field of brain science,multimodal data fusion analysis has attracted broader attention in the study of complex brain diseases such as Parkinson's disease(PD).However,current studies primarily lie with detecting the association among different modal data and reducing data attributes.The data mining method after fusion and the overall analysis framework are neglected.In this study,we propose a weighted random forest(WRF)model as the feature screening classifier.The interactions between genes and brain regions are detected as input multimodal fusion features by the correlation analysis method.We implement sample classification and optimal feature selection based on WRF,and construct a multimodal analysis framework for exploring the pathogenic factors of PD.The experimental results in Parkinson's Progression Markers Initiative(PPMI)database show that WRF performs better compared with some advanced methods,and the brain regions and genes related to PD are detected.The fusion of multi-modal data can improve the classification of PD patients and detect the pathogenic factors more comprehensively,which provides a novel perspective for the diagnosis and research of PD.We also show the great potential of WRF to perform the multimodal data fusion analysis of other brain diseases. 展开更多
关键词 multimodal fusion feature Parkinson's disease pathogenic factor detection sample classification weighted random forest model
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