Multiplex

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  • 文章类型: Journal Article
    组织特异性差异甲基化区域的鉴定为法医遗传学领域做出了重大贡献,特别是在体液识别中,对于将证据与犯罪联系起来至关重要。在分析DNA甲基化的各种方法中,SNaPshot测定法在许多研究中得到了广泛的研究。然而,人们对探索替代方法的兴趣越来越大,例如使用大规模平行测序(MPS),可以同时处理大量的样本。这项研究比较了使用9种胞嘧啶-磷酸-鸟嘌呤标记进行体液鉴定的SNaPshot和MPS多重测定。分析了112个样本,包括血,唾液,阴道液,经血,还有精液,两种方法都表现出高灵敏度和特异性,表明他们在法医调查中的可靠性。通过两种方法正确鉴定了总共92.0%的样品。尽管这两种方法都能准确识别所有血液,唾液,还有精液样本,除靶基因座外,一些阴道液样本在非靶基因座处显示出非预期的甲基化信号.在月经血样本的情况下,由于它们的复杂性,采用独立的分型标准,成功的经血分型是可能的,而一些样本显示出与阴道液相似的特征。MPS方法在阴道液样本中效果更好,SNaPshot方法在月经血样本中表现更好。本研究基于SNaPshot和MPS方法的特点,为体液识别提供了有价值的见解,这可能有助于更有效的取证应用。
    The identification of tissue-specific differentially methylated regions has significantly contributed to the field of forensic genetics, particularly in body fluid identification crucial for linking evidence to crimes. Among the various approaches to analyzing DNA methylation, the SNaPshot assay has been popularly studied in numerous researches. However, there is a growing interest in exploring alternative methods such as the use of massively parallel sequencing (MPS), which can process a large number of samples simultaneously. This study compares SNaPshot and MPS multiplex assays using nine cytosine-phosphate-guanine markers for body fluid identification. As a result of analyzing 112 samples, including blood, saliva, vaginal fluid, menstrual blood, and semen, both methods demonstrated high sensitivity and specificity, indicating their reliability in forensic investigations. A total of 92.0% samples were correctly identified by both methods. Although both methods accurately identified all blood, saliva, and semen samples, some vaginal fluid samples showed unexpected methylation signals at nontarget loci in addition to the target loci. In the case of menstrual blood samples, due to their complexity, independent typing criteria were applied, and successful menstrual blood typing was possible, whereas a few samples showed profiles similar to vaginal fluid. The MPS method worked better in vaginal fluid samples, and the SNaPshot method performed better in menstrual blood samples. This study offers valuable insights into body fluid identification based on the characteristics of the SNaPshot and MPS methods, which may help in more efficient forensic applications.
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  • 文章类型: Journal Article
    聚合酶β(POLB),具有裂解酶和聚合酶的双重功能,在碱基切除修复(BER)途径中发挥关键作用,以维持基因组的稳定性。BRCA1/2突变癌细胞系中的POLB敲除和挽救研究表明,PARP抑制剂观察到的合成致死相互作用需要抑制裂解酶和聚合酶活性,强调POLB是一个有价值的治疗靶点。筛选酶抑制剂的传统生化测定集中在单一底物与产物的关系上,并限制了对利用多种底物或催化多步反应的酶如POLB的综合分析。该报告描述了第一个基于高通量质谱的屏幕,该屏幕使用双工自组装单层解吸电离(SAMDI)质谱方法在单个测定中测量POLB的两种不同的生化活性。开发了针对动力学平衡条件进行优化的POLB双酶活性的多重测定,并以双链形式筛选了200,000个不同小分子的集合。在传统的基于荧光的聚合酶链置换测定和使用SAMDI亲和选择质谱(ASMS)的正交无标记结合测定中确认了在筛选中鉴定的小分子调节剂。这项工作证明了高通量质谱方法在药物发现中的灵活性,并强调了SAMDI技术的新应用,为多路高通量筛选开辟了新途径。
    Polymerase β (POLB), with dual functionality as a lyase and polymerase, plays a critical role in the base excision repair (BER) pathway to maintain genomic stability. POLB knockout and rescue studies in BRCA1/2-mutant cancer cell lines revealed that inhibition of lyase and polymerase activity is required for the synthetic lethal interaction observed with PARP inhibitors, highlighting POLB as a valuable therapeutic target. Traditional biochemical assays to screen for enzyme inhibitors focus on a single substrate to product relationship and limit the comprehensive analysis of enzymes such as POLB that utilize multiple substrates or catalyze a multi-step reaction. This report describes the first high-throughput mass spectrometry-based screen to measure the two distinct biochemical activities of POLB in a single assay using a duplexed self-assembled monolayer desorption ionization (SAMDI) mass spectrometry methodology. A multiplexed assay for POLB dual enzymatic activities was developed optimizing for kinetically balanced conditions and a collection of 200,000 diverse small molecules was screened in the duplexed format. Small molecule modulators identified in the screen were confirmed in a traditional fluorescence-based polymerase strand-displacement assay and an orthogonal label-free binding assay using SAMDI affinity selection mass spectrometry (ASMS). This work demonstrates the flexibility of high-throughput mass spectrometry approaches in drug discovery and highlights a novel application of SAMDI technology that opens new avenues for multiplexed high-throughput screening.
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  • 文章类型: Journal Article
    呼吸道RNA病毒,如传染性支气管炎病毒(IBV)和禽偏肺病毒(aMPV),其特征是产生呼吸损伤和对生殖器官的不利影响,由于死亡率高,鸡蛋产量和质量下降,经济上会影响家禽生产。特别是,aMPV有三种基因型,在鸡中报道频率更高:aMPV-A,aMPV-B,和aMPV-C本研究提出了一种多重RT-qPCR检测方法的设计,用于同时诊断aMPV和IBV的3种感兴趣的基因型,随后对200个有呼吸道症状的接种疫苗鸡的气管样本进行测试,最后对发现的序列进行系统发育分析。该测定检测到每个病毒基因组的多达1个拷贝。标准曲线显示在多重测定中的效率在90和100%之间,测定间和测定内的变异系数分别为0.363和0.459,测定间和测定内的变异系数分别为0.363和0.459。69.5%的样本单独或合并感染呈阳性。114例IBV阳性,13用于aMPV-A,25用于aMPV-B。未检测到aMPV-C的RNA。最常见的组合是6个样本中的aMPV-B和IBV,在2个样本的合并感染中最不常见的是aMPV-A和aMPV-B。该测定法专门用于扩增所研究的呼吸道病毒的基因组(IBV,aMPV-A,aMPV-B,aMPV-C),因为其他病毒基因组没有显示扩增(ChPV,CAstV,ANV,和FAdV)或来自阴性对照。部分基因组Sanger测序能够鉴定IBV的循环疫苗来源和野生型毒株以及aMPV-B的疫苗和疫苗来源毒株。总之,这种新开发的多重RT-qPCR被证明能够检测所研究的呼吸道病毒中的个体感染以及共感染.它被证明是快速和安全地诊断这些感染的可靠和有效的工具。此外,这项研究代表了厄瓜多尔家禽中aMPV菌株的首次报道,并证明了aMPV-A的循环,aMPV-B,和GI-13IBV毒株在该国未接种疫苗的鸡群中。因此,它强调了在厄瓜多尔更详细和定期同时识别这些病原体的重要性。
    Respiratory RNA viruses such as Infectious bronchitis virus (IBV) and Avian metapneumovirus (aMPV), which are characterized by generating both respiratory damage and adverse effects on reproductive organs, affect poultry production economically due to high mortality rate and decrease in egg production and quality. Particularly, aMPV has three genotypes that have been reported with greater frequency in chickens: aMPV-A, aMPV-B, and aMPV-C. The present study proposes the design of a multiplex RT-qPCR assay for the simultaneous diagnosis of the 3 genotypes of interest of aMPV and IBV, followed by testing of 200 tracheal samples of vaccinated chickens with respiratory symptoms and finally a phylogenetic analysis of the sequences found. The assay detected up to 1 copy of each viral genome. The standard curves showed an efficiency between 90 and 100% in the multiplex assay and inter- and intra-assay coefficients of variation of 0.363 and 0.459, respectively and inter- and intra-assay coefficients of variation of 0.363 and 0.459, respectively. 69.5% of samples were found positive alone or in coinfection. 114 samples were positive for IBV, 13 for aMPV-A and 25 for aMPV-B. RNA of aMPV-C was no detected. The most commonly found combination was aMPV-B and IBV within 6 samples, and the least common was aMPV-A and aMPV-B in coinfection in 2 samples. The assay was specific for amplification of the genomes of the studied respiratory viruses (IBV, aMPV-A, aMPV-B, aMPV-C) as no amplification was shown from other viral genomes (ChPV, CAstV, ANV, and FAdV) or from the negative controls. Partial genomic Sanger sequencing enabled to identify circulating vaccine-derived and wild-type strains of IBV and vaccine and vaccine-derived strains of aMPV-B. In conclusion, this newly developed multiplex RT-qPCR was shown to be able to detect individual infections as well as co-infections among the respiratory viruses investigated. It was demonstrated to be a reliable and efficient tool for rapidly and safely diagnosing these infections. Furthermore, this study represents the first report of aMPV strains in Ecuadorian poultry and demonstrates the circulation of aMPV-A, aMPV-B, and GI-13 IBV strains in unvaccinated chicken populations in the country. Thus, it highlights the importance of simultaneously identifying these pathogens in greater detail and on a regular basis in Ecuador.
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  • 文章类型: Journal Article
    单细胞蛋白质组学(SCP)旨在表征单个细胞的蛋白质组,提供对复杂生物系统的见解。它揭示了不同细胞群体的细微差异,而大量蛋白质组分析可能忽略了这些差异,这对于理解疾病机制和开发靶向治疗至关重要。SCP中的质谱(MS)方法允许鉴定和定量来自单个细胞的数千种蛋白质。SCP面临的两个主要挑战是单细胞样本中的材料有限,需要高灵敏度的分析技术和样本的有效处理。因为每个生物样本需要数千个单细胞测量。这篇综述讨论了MS在使用数据相关采集(DDA)和数据无关采集(DIA)缓解这些挑战方面的进展。此外,我们研究了短液相色谱梯度和样品多路复用方法的使用,这些方法增加了SCP实验的样品通量和可扩展性.我们相信这些方法将为提高我们对细胞异质性及其对系统生物学影响的理解铺平道路。
    Single-cell proteomics (SCP) aims to characterize the proteome of individual cells, providing insights into complex biological systems. It reveals subtle differences in distinct cellular populations that bulk proteome analysis may overlook, which is essential for understanding disease mechanisms and developing targeted therapies. Mass spectrometry (MS) methods in SCP allow the identification and quantification of thousands of proteins from individual cells. Two major challenges in SCP are the limited material in single-cell samples necessitating highly sensitive analytical techniques and the efficient processing of samples, as each biological sample requires thousands of single cell measurements. This review discusses MS advancements to mitigate these challenges using data-dependent acquisition (DDA) and data-independent acquisition (DIA). Additionally, we examine the use of short liquid chromatography gradients and sample multiplexing methods that increase the sample throughput and scalability of SCP experiments. We believe these methods will pave the way for improving our understanding of cellular heterogeneity and its implications for systems biology.
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  • 文章类型: Journal Article
    在COVID-19大流行期间,塞图巴尔理工大学(IPS)利用其在分子遗传学方面的专业知识建立了一个COVID-19实验室,满足全社区测试的需求。遵循标准协议,IPSCOVID实验室于2020年10月获得国家认证,并于2021年2月注册。随着新的SARS-CoV-2变种的出现以及学生和教职员工的安全问题,该实验室进一步受到挑战,以开发快速和灵敏的诊断技术。开发了诸如样品汇集提取和多重方案的方法以提高测试效率而不损害准确性。通过实时逆转录聚合酶链反应(RT-qPCR)分析,样本汇集的有效性得到了验证,证明在COVID-19筛查中取得了明显的成功。关于多元分析,IPSCOVID实验室开发了一个内部协议,实现与标准方法相当的灵敏度,同时减少操作时间和试剂消耗。这种方法,只需要PCR板的两个孔(而不是样品的三个孔),为未来的测试场景提供了更有效的替代方案,提高其吞吐量和测试能力,同时坚持准确性标准。SARS-CoV-2大流行期间的经验教训为未来的大流行情况提供了附加值。
    Amidst the COVID-19 pandemic, the Polytechnic University of Setúbal (IPS) used its expertise in molecular genetics to establish a COVID-19 laboratory, addressing the demand for community-wide testing. Following standard protocols, the IPS COVID Lab received national accreditation in October 2020 and was registered in February 2021. With the emergence of new SARS-CoV-2 variants and safety concerns for students and staff, the lab was further challenged to develop rapid and sensitive diagnostic technologies. Methodologies such as sample-pooling extraction and multiplex protocols were developed to enhance testing efficiency without compromising accuracy. Through Real-Time Reverse Transcription Polymerase Chain Reaction (RT-qPCR) analysis, the effectiveness of sample pooling was validated, proving to be a clear success in COVID-19 screening. Regarding multiplex analysis, the IPS COVID Lab developed an in-house protocol, achieving a sensitivity comparable to that of standard methods while reducing operational time and reagent consumption. This approach, requiring only two wells of a PCR plate (instead of three for samples), presents a more efficient alternative for future testing scenarios, increasing its throughput and testing capacity while upholding accuracy standards. The lessons learned during the SARS-CoV-2 pandemic provide added value for future pandemic situations.
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  • 文章类型: Journal Article
    人类腺病毒(HAdV)是与多种疾病相关的常见病原体,包括呼吸道感染(RTIs)。没有可靠的,快,以及HAdV的经济有效的检测方法,患者可能会被误诊和不当治疗。为了解决这个问题,我们开发了一种多重环介导等温扩增(LAMP)检测方法,用于检测人类腺病毒B(HAdV-B),引起RTI的人腺病毒C(HAdV-C)和人腺病毒E(HAdV-E)。该多重方法基于扩增子的解链曲线分析,对于每种HAdV种类具有特定的解链温度。不需要键入HAdV,可以使用比色分析直观地检测LAMP结果。该测定在60°C下在少于35分钟内每个反应可靠地检测至少375个拷贝的HAdV-B和-C以及750个拷贝的HAdV-EDNA。设计的引物与其他人类呼吸道病原体没有计算机交叉反应性。从RTI患者中采集的331个鼻拭子样本的验证显示,与我们的内部多重定量聚合酶链反应(qPCR)方法的符合率为90-94%。定量和视觉LAMP之间的一致性为99%。新型多重LAMP可以替代PCR用于诊断目的,节省人员和设备时间,或可用于即时测试。
    Human adenoviruses (HAdVs) are common pathogens that are associated with a variety of diseases, including respiratory tract infections (RTIs). Without reliable, fast, and cost-effective detection methods for HAdVs, patients may be misdiagnosed and inappropriately treated. To address this problem, we have developed a multiplex loop-mediated isothermal amplification (LAMP) assay for the detection of the species Human adenovirus B (HAdV-B), Human adenovirus C (HAdV-C) and Human adenovirus E (HAdV-E) that cause RTIs. This multiplexing approach is based on the melting curve analysis of the amplicons with a specific melting temperature for each HAdV species. Without the need for typing of HAdVs, the LAMP results can be visually detected using colorimetric analysis. The assay reliably detects at least 375 copies of HAdV-B and -C and 750 copies of HAdV-E DNA per reaction in less than 35 min at 60 °C. The designed primers have no in silico cross-reactivity with other human respiratory pathogens. Validation on 331 nasal swab samples taken from patients with RTIs showed a 90-94% agreement rate with our in-house multiplex quantitative polymerase chain reaction (qPCR) method. Concordance between the quantitative and visual LAMP was 99%. The novel multiplexed LAMP could be an alternative to PCR for diagnostic purposes, saving personnel and equipment time, or could be used for point-of-care testing.
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  • 文章类型: Journal Article
    粉虱(烟粉虱)是葫芦和载体的重要害虫,许多病毒会导致大量的经济损失。现代诊断工具提供了在作物生产前早期检测粉虱中病毒的潜力。一种这样的工具是基于多重逆转录酶定量PCR(RT-qPCR)探针的技术,它可以在单个反应中检测多个目标,并同时量化每个目标的水平,每个目标的检测限为100个拷贝。在这项研究中,一种基于多重RT-qPCR的检测系统,能够识别粉虱中的一种DNA病毒和三种RNA病毒:葫芦叶皱病毒(CuLCrV),葫芦褪绿黄病病毒(CCYV),葫芦黄色发育障碍病毒(CYSDV),并开发了南瓜脉黄化病毒(SqVYV)。为了确保测定的可靠性,纳入内部基因对照作为监测假阴性结果的第五个目标.这种新开发的分子诊断工具具有几个优点。它可以从单个粉虱RNA样品中检测多达五个目标,即使浓度低至1纳克/微升。为了评估其敏感性,我们使用连续稀释的克隆质粒和靶病毒的体外转录RNA转录本进行了实验。我们还通过包括蚜虫传播的病毒和已知感染葫芦的其他病毒来评估测定的特异性。该诊断方法成功地同时检测了所有五个靶标,并使用健康的?RNA和体外转录的RNA的混合物可以定量多达100个拷贝。我们这项研究的目的是开发一种高度特异性和灵敏的一步多重RT-qPCR系统,用于同时检测由葫芦中的粉虱传播的病毒。该系统为早期检测提供了显着的优势,及时采取控制措施,以减轻病毒感染的进一步传播并减少产量损失。此外,我们证明了同时检测混合病毒的能力(CCYV,CYSDV,CuLCrV,和SqVYV)在单个粉虱中,并量化每个粉虱携带的病毒拷贝数。多重RT-qPCR测定优于当前可用的在给定时间检测许多样品的技术,并且可以有效地用于在单个粉虱和无症状植物中早期监测植物病毒。
    Whiteflies (Bemisia tabaci) are a significant pest of cucurbits and vectors many viruses leading to substantial economic losses. Modern diagnostic tools offer the potential for early detection of viruses in the whiteflies before crop production. One such tool is the multiplex reverse transcriptase quantitative PCR (RT-qPCR) probe-based technique, which can detect multiple targets in a single reaction and simultaneously quantify the levels of each target, with a detection limit of 100 copies per target. In this study, a multiplex RT-qPCR-based detection system capable of identifying one DNA virus and three RNA viruses in whiteflies: cucurbit leaf crumple virus (CuLCrV), cucurbit chlorotic yellows virus (CCYV), cucurbit yellow stunting disorder virus (CYSDV), and squash vein yellowing virus (SqVYV) was developed. To ensure the reliability of the assay, an internal gene control as the fifth target to monitor false-negative results was incorporated. This newly developed molecular diagnostic tool possesses several advantages. It can detect up to five desired targets from a single whitefly RNA sample, even at concentrations as low as 1 ng/µl. To evaluate its sensitivity, we conducted experiments using serially diluted cloned plasmids and in vitro transcribed RNA transcripts of the target viruses. We also assessed the specificity of the assay by including aphid-transmitted viruses and other viruses known to infect cucurbits. The diagnostic method successfully detected all five targets simultaneously and allowed for the quantification of up to 100 copies using a mixture of healthy? RNA and in vitro transcribed RNA. Our aim with this study was to develop a highly specific and sensitive one-step multiplex RT-qPCR system for the simultaneous detection of viruses transmitted by whiteflies in cucurbits. This system offers significant advantages for early detection, enabling prompt control measures to mitigate the further spread of viral infections and reduce yield losses. Additionally, we demonstrated the ability to simultaneously detect mixed viruses (CCYV, CYSDV, CuLCrV, and SqVYV) in individual whiteflies and quantify the number of viral copies carried by each whitefly. The multiplex RT-qPCR assay outperforms currently available techniques for detecting many samples at a given time and can be effectively utilized for early monitoring of plant viruses in individual whiteflies and symptomless plants.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    本研究使用了从西班牙和意大利的有症状的杏仁和橄榄植物中分离出的细菌病原体Xylellafastidiosa亚种(Xfm)和pauca(Xfp)的菌株。由于主机跳跃的风险,并考虑到西班牙南部高灌木丛蓝莓生产的重要性,我们在温室实验中测试了一小部分这些菌株感染蓝莓并引起疾病症状的潜力。XfmIVIA5901(从阿利坎特的杏仁中分离出来,西班牙)引起的症状类似于XfmAlmaEM3(从格鲁吉亚的蓝莓中分离出来,美国,并用作能够在蓝莓中诱发严重症状的参考菌株)。然而,植物中XfmIVIA5901的细菌种群显着低于XfmAlmaEm3。XfmESVL(从杏仁中分离出,阿利坎特,西班牙)和XfpXYL1961/18(从橄榄中分离出来,伊维萨岛,西班牙)引起的症状有限,而XfmXYL466/19(从野生橄榄中分离出来,马洛卡岛,西班牙)和XfmXF3348(从杏仁中分离出来,马洛卡岛,西班牙),和XfpDeDonno(与橄榄隔离,普利亚,意大利和破坏性橄榄快速下降综合症的代表)没有引起症状,也没有定植蓝莓。这项研究表明,如果满足有利于该地区寄主跳跃的条件,欧洲已经发现的某些菌株可能会感染蓝莓,例如,蓝莓与其他受感染的宿主的距离以及以这些作物为食的昆虫媒介的存在。需要对西班牙和其他欧洲国家的蓝莓中X.fastidiosa的存在进行调查,以预测可能的问题。
    Strains of the bacterial pathogen Xylella fastidiosa subspecies multiplex (Xfm) and pauca (Xfp) isolated from symptomatic almond and olive plants in Spain and Italy were used in this study. Because of the risk of host jump and considering the importance of southern highbush blueberry production in Spain, we tested a small set of these strains for their potential to infect and cause disease symptoms in blueberries under greenhouse experiments. Xfm IVIA5901 (isolated from almonds in Alicante, Spain) caused symptoms similar to those caused by Xfm AlmaEm3 (isolated from blueberries in Georgia, U.S.A., and used as a reference strain capable of inducing severe symptoms in blueberry). Nevertheless, bacterial populations of Xfm IVIA5901 in planta were significantly lower than those of Xfm AlmaEm3. Xfm ESVL (isolated from almonds, Alicante, Spain) and Xfp XYL1961/18 (isolated from olives, Ibiza Island, Spain) caused limited symptoms, while Xfm XYL466/19 (isolated from wild olives, Mallorca Island, Spain) and Xfm XF3348 (isolated from almonds, Mallorca Island, Spain) and Xfp De Donno (isolated from olives, Puglia, Italy, and representative of the devastating olive quick decline syndrome) did not cause symptoms nor colonize blueberries. This study suggests that certain strains already found in Europe could infect blueberry if conditions conducive for a host jump in this region are met, such as proximity of blueberries to other infected hosts and presence of insect vectors that feed on these crops. Surveys on the presence of X. fastidiosa in blueberries in Spain and other European countries are needed to anticipate possible issues.
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  • 文章类型: Journal Article
    背景:由于缺乏疾病特征,阿尔茨海默病(AD)和额颞叶痴呆(FTD)的准确诊断代表了健康问题。我们评估了SIMOA小组在43名AD和33名FTD患者的脑脊液(CSF)中的表现,并结合了人口统计学-临床特征。
    方法:136名受试者(AD:n=43,FTD:n=33,对照:n=60)参与。单分子阵列(SIMOA),胶质纤维酸性蛋白(GFAP),神经丝光(NfL),TAU,用多重neuro4plex试剂盒分析CSF中的泛素羧基末端水解酶L1(UCH-L1)。受试者工作特征(ROC)曲线分析比较曲线下面积(AUC),而稀疏偏最小二乘判别分析(sPLS-DA)的原理用于加强自信疾病集群的识别。
    结果:CSF显示与对照相比,AD中所有SIMOA生物标志物的水平增加(AUC:分别为0.71、0.86、0.92和0.94)。在具有NfL的FTD中观察到类似的模式,TAU,和UCH-L1(AUC:0.85、0.72和0.91)。sPLS-DA揭示了两个成分,解释了19%和9%的数据集变异。
    结论:CSF数据在AD中提供了很高的诊断准确性,FTD,控制歧视。人口统计学-临床特征和生物标志物浓度的亚组强调了组合不同类型的数据以成功和更有效的队列聚类的潜力。
    BACKGROUND: Accurate diagnosis of Alzheimer\'s disease (AD) and frontotemporal dementia (FTD) represents a health issue due to the absence of disease traits. We assessed the performance of a SIMOA panel in cerebrospinal fluid (CSF) from 43 AD and 33 FTD patients with 60 matching Control subjects in combination with demographic-clinical characteristics.
    METHODS: 136 subjects (AD: n = 43, FTD: n = 33, Controls: n = 60) participated. Single-molecule array (SIMOA), glial fibrillary acidic protein (GFAP), neurofilament light (NfL), TAU, and ubiquitin carboxy-terminal hydrolase L1 (UCH-L1) in CSF were analyzed with a multiplex neuro 4plex kit. Receiver operating characteristic (ROC) curve analysis compared area under the curve (AUC), while the principal of the sparse partial least squares discriminant analysis (sPLS-DA) was used with the intent to strengthen the identification of confident disease clusters.
    RESULTS: CSF exhibited increased levels of all SIMOA biomarkers in AD compared to Controls (AUCs: 0.71, 0.86, 0.92, and 0.94, respectively). Similar patterns were observed in FTD with NfL, TAU, and UCH-L1 (AUCs: 0.85, 0.72, and 0.91). sPLS-DA revealed two components explaining 19% and 9% of dataset variation.
    CONCLUSIONS: CSF data provide high diagnostic accuracy among AD, FTD, and Control discrimination. Subgroups of demographic-clinical characteristics and biomarker concentration highlighted the potential of combining different kinds of data for successful and more efficient cohort clustering.
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