Multiplex

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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
    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
    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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  • 文章类型: Journal Article
    本研究旨在增强我们对使用高通量实时qPCR(ht-RT-qPCR)检测小牛呼吸道疾病(BRD)病原体的两种采样方法之间的协议的理解。总的来说,从12只丹麦牛群的152只小牛中收集了233个配对的鼻拭子(NS)和非内窥镜支气管肺泡灌洗(nBAL)样品。在202个观察中,使用标准化的临床方案对小牛进行了检查.对样品进行了三种病毒(牛呼吸道合胞病毒,牛冠状病毒,和D型流感病毒)和六种细菌(嗜血杆菌,Mannheimia溶血病,牛支原体,支原体物种,多杀性巴氏杆菌,和Truepurellapyogenes)。结果显示疾病和病原体发生的年龄相关差异,在35天或以上的小牛中检出率最高。在NS和nBAL结果之间发现了差到中等的一致性。在年轻小牛的NS和nBAL中以及在老年小牛的nBAL中,溶血曼海姆菌的存在与临床BRD有关。BRD和老年小牛的D型流感病毒之间存在潜在的联系,尽管它只在一个小样本中发现。总的来说,NS是下呼吸道病原体相对较差的预测指标。本研究证实了BRD病原体检测的复杂性,年龄和采样方法对病原体检测和疾病关联有显著影响。
    This study aimed to enhance our understanding of the agreement between two sampling methods for the detection of bovine respiratory disease (BRD) pathogens in calves using high-throughput real-time qPCR (ht-RT-qPCR). In total, 233 paired nasal swab (NS) and non-endoscopic bronchoalveolar lavage (nBAL) samples were collected from 152 calves from 12 Danish cattle herds. In 202 of the observations, the calves were examined using a standardized clinical protocol. Samples were tested for three viruses (bovine respiratory syncytial virus, bovine corona virus, and influenza D virus) and six bacteria (Histophilus somni, Mannheimia haemolytica, Mycoplasma bovis, Mycoplasma species, Pasteurella multocida, and Truepurella pyogenes). The results showed age-related differences in disease and pathogen occurrence, with the highest detection rates in calves aged 35 days or older. Poor to moderate agreement was found between the NS and nBAL results. The presence of Mannheimia haemolytica in both NS and nBAL in younger calves and in nBAL in older calves was associated with clinical BRD. There was a potential link between BRD and influenza D virus in older calves, although it was only found in one herd in a small sample size. Overall, NS was a relatively poor predictor of pathogens in the lower respiratory tract. The present study confirms the complexity of pathogen detection in BRD, with marked influences of age and the sampling method on pathogen detection and disease associations.
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  • 文章类型: Journal Article
    描述了一种用于分子诊断的即时护理系统(PoC-MD),结合GaN和CMOS芯片。该装置是荧光测量的微系统,能够分析强度和寿命。它由基于32×32矩阵可寻址GaNmicroLED阵列的混合微结构组成,具有50µm边长和100µm间距的方形LED,下面的线接合定制芯片集成了它们的驱动器,并与16×16单光子雪崩二极管(SPAD)CMOS阵列面对面放置。这种方法取代了基于激光的仪器,笨重的光学元件,和具有全混合微系统的分立电子器件,实现对32×32点的测量。报告的系统适用于长寿命(>10ns)荧光团,检出限为〜1/4µM。证明了链霉亲和素缀合物Qdot™605和氨基PEGQdot™705的概念验证测量,随着设备在同一测量中检测两个荧光团的能力。
    A Point-of-Care system for molecular diagnosis (PoC-MD) is described, combining GaN and CMOS chips. The device is a micro-system for fluorescence measurements, capable of analyzing both intensity and lifetime. It consists of a hybrid micro-structure based on a 32 × 32 matrix addressable GaN microLED array, with square LEDs of 50 µm edge length and 100 µm pitch, with an underneath wire bonded custom chip integrating their drivers and placed face-to-face to an array of 16 × 16 single-photon avalanche diodes (SPADs) CMOS. This approach replaces instrumentation based on lasers, bulky optical components, and discrete electronics with a full hybrid micro-system, enabling measurements on 32 × 32 spots. The reported system is suitable for long lifetime (>10 ns) fluorophores with a limit of detection ~1/4 µM. Proof-of-concept measurements of streptavidin conjugate Qdot™ 605 and Amino PEG Qdot™ 705 are demonstrated, along with the device ability to detect both fluorophores in the same measurement.
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  • 文章类型: Journal Article
    凝固酶阴性葡萄球菌(CoNS)的临床意义已在医疗保健和临床研究中逐渐得到认可,但是在物种层面上精确区分它们的方法仍然很少。目前的研究旨在评估CoNS与骨科感染的关系,准确和及时的病因识别对于适当的诊断和治疗决策至关重要。
    开发了一种基于16SrRNA的定量PCR(qPCR)测定法,用于检测葡萄球菌属,并开发了两组3-plexqPCR测定法,用于进一步区分6种具有显着临床意义的CoNS物种,包括表皮葡萄球菌,S、溶血病,S、模拟器,S、人类,S、capitis,还有S.Caprae.所有测定均表现出优异的分析性能。建立16SrRNA和CoNS物种特异性靶标之间的ΔCq(定量循环)以确定初级CoNS。这些方法用于检测来自有和没有感染的骨科患者的伤口样品中的CoNS。
    总的来说,在临床怀疑感染的患者中,有17.8%(21/118)检测到CoNS,在无任何感染症状的患者中,有9.8%(12/123)检测到CoNS(p<0.05)。此外,发现与感染的关联是细菌数量依赖性的。表皮葡萄球菌被确定为主要物种,紧随其后的是S.simulans,S、溶血病,和人类。男性,开放性损伤,创伤,和下肢被确定为CoNS感染的危险因素。CoNS阳性患者的住院时间明显更长(20天(15,33)与葡萄球菌阴性患者的13天(7,22)相比,p=0.003),这对医疗保健和个体患者来说可能是一个相当大的负担。考虑到骨科感染的复杂特征和破坏性后果,为了更好地了解骨科感染的病因并改进治疗策略,可以进一步扩大CoNS的检测范围.
    UNASSIGNED: Clinical significance of coagulase-negative staphylococci (CoNS) has been gradually acknowledged in both healthcare and clinical research, but approaches for their precise discrimination at the species level remain scarce. The current study aimed to evaluate the association of CoNS with orthopedic infections, where accurate and prompt identification of etiology is crucial for appropriate diagnosis and treatment decision-making.
    UNASSIGNED: A 16S rRNA-based quantitative PCR (qPCR) assay was developed for the detection of Staphylococcus genus and two panels of 3-plex qPCR assays for further differentiation of six CoNS species with remarkable clinical significance, including S. epidermidis, S. haemolyticus, S. simulans, S. hominis, S. capitis, and S. caprae. All the assays exhibited excellent analytical performance. ΔCq (quantification cycle) between 16S rRNA and CoNS species-specific targets was established to determine the primary CoNS. These methods were applied to detect CoNS in wound samples from orthopedic patients with and without infection.
    UNASSIGNED: Overall, CoNS were detected in 17.8% (21/118) of patients with clinically suspected infection and in 9.8% (12/123) of patients without any infection symptom (p < 0.05). Moreover, the association with infection was found to be bacterial quantity dependent. S. epidermidis was identified as the predominant species, followed by S. simulans, S. haemolyticus, and S. hominis. Male sex, open injury, trauma, and lower extremity were determined as risk factors for CoNS infections. CoNS-positive patients had significantly longer hospitalization duration (20 days (15, 33) versus 13 days (7, 22) for Staphylococcus-negative patients, p = 0.003), which could be a considerable burden for healthcare and individual patients. Considering the complex characteristics and devastating consequences of orthopedic infections, further expanding the detection scope for CoNS may be pursued to better understand the etiology of orthopedic infections and to improve therapeutic strategies.
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  • 文章类型: Journal Article
    肿瘤细胞和宿主浸润细胞之间的空间关系在基础科学和临床研究中越来越重要。在这项研究中,我们已经测试了在多重染色系统中使用标准免疫组织化学(IHC)方法的可行性,该方法使用了一组新开发的过氧化物酶和碱性磷酸酶的显色底物。使用这种方法,我们开发了一套色原,其特征是(1)提供精细的细胞细节,(2)非重叠光谱轮廓,(3)色原之间没有相互作用,(4)储存时的稳定性,和(5)与当前标准免疫组织化学实践的相容性。在明场照明下显微观察时,色原产生以下颜色:红色,黑色,蓝色,黄色,棕色,和绿色。通过选择兼容的颜色组合,我们已经证明了四色多重染色的可行性。根据所执行的特定分析类型,可视化分析,没有计算机辅助图像分析的帮助,足以区分多达四种不同的标记。
    Spatial relations between tumor cells and host-infiltrating cells are increasingly important in both basic science and clinical research. In this study, we have tested the feasibility of using standard methods of immunohistochemistry (IHC) in a multiplex staining system using a newly developed set of chromogenic substrates for the peroxidase and alkaline phosphatase enzymes. Using this approach, we have developed a set of chromogens characterized by (1) providing fine cellular detail, (2) non-overlapping spectral profiles, (3) an absence of interactions between chromogens, (4) stability when stored, and (5) compatibility with current standard immunohistochemistry practices. When viewed microscopically under brightfield illumination, the chromogens yielded the following colors: red, black, blue, yellow, brown, and green. By selecting compatible color combinations, we have shown feasibility for four-color multiplex staining. Depending on the particular type of analysis being performed, visual analysis, without the aid of computer-assisted image analysis, was sufficient to differentiate up to four different markers.
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  • 文章类型: Journal Article
    背景:SARS-CoV-2与其他呼吸道病毒的并发循环是不可阻挡的,并且代表了临床医生和临床微生物学实验室的新诊断现实。在自动化平台上进行多重分子测试,专注于在单个管中同时检测多种呼吸道病毒,是当前和未来在临床环境中诊断呼吸道感染的有用方法。
    方法:研究包括两个时间段:2022年2月至4月,2022年早期,在该国逐步取消COVID-19预防措施的过程中,2022年10月至2023年4月,2022/23年呼吸道感染季节。我们使用多重分子测定法分析了第一阶段的1,918个样本和第二阶段的18,131个呼吸道样本,用于同时检测甲型流感(Flu-A)。乙型流感(Flu-B),人呼吸道合胞病毒(HRSV)和SARS-CoV-2。
    结果:2022年初的结果显示,SARS-CoV-2感染占1,267/1,918例(66.1%)。在30/1,918(1.6%)样本中检测到甲型流感,14/1,918(0.7%)样品中的HRSV,和2/1,918(0.1%)个样本中的流感-B。在11/1,267(0.9%)样本中观察到流感A/SARS-CoV-2的共同检测,5/1,267(0.4%)样品中HRSV/SARS-CoV-2的共检测。在2022/23冬季呼吸季节,在1,738/18,131(9.6%)中检测到SARS-CoV-2,628/18,131年甲型流感(3.5%),乙型流感在106/18,131(0.6%),505/18,131(2.8%)样品中的HRSV。有趣的是,共同检测的存在程度与2022年初相似。
    结论:结果表明,多重分子方法是同时实验室诊断SARS-CoV-2,Flu-A/B,住院和门诊患者的HRSV。A/B型流感感染,和HRSV发生在COVID-19控制措施解除后不久,因此,预计在COVID-19后期间,各种呼吸道感染和共同检测会强烈复发。
    BACKGROUND: The concurrent circulation of SARS-CoV-2 with other respiratory viruses is unstoppable and represents a new diagnostic reality for clinicians and clinical microbiology laboratories. Multiplexed molecular testing on automated platforms that focus on the simultaneous detection of multiple respiratory viruses in a single tube is a useful approach for current and future diagnosis of respiratory infections in the clinical setting.
    METHODS: Two time periods were included in the study: from February to April 2022, an early 2022 period, during the gradual lifting of COVID-19 prevention measures in the country, and from October 2022 to April 2023, the 2022/23 respiratory infections season. We analysed a total of 1,918 samples in the first period and 18,131 respiratory samples in the second period using a multiplex molecular assay for the simultaneous detection of Influenza A (Flu-A), Influenza B (Flu-B), Human Respiratory Syncytial Virus (HRSV) and SARS-CoV-2.
    RESULTS: The results from early 2022 showed a strong dominance of SARS-CoV-2 infections with 1,267/1,918 (66.1%) cases. Flu-A was detected in 30/1,918 (1.6%) samples, HRSV in 14/1,918 (0.7%) samples, and Flu-B in 2/1,918 (0.1%) samples. Flu-A/SARS-CoV-2 co-detections were observed in 11/1,267 (0.9%) samples, and HRSV/SARS-CoV-2 co-detection in 5/1,267 (0.4%) samples. During the 2022/23 winter respiratory season, SARS-CoV-2 was detected in 1,738/18,131 (9.6%), Flu-A in 628/18,131 (3.5%), Flu-B in 106/18,131 (0.6%), and HRSV in 505/18,131 (2.8%) samples. Interestingly, co-detections were present to a similar extent as in early 2022.
    CONCLUSIONS: The results show that the multiplex molecular approach is a valuable tool for the simultaneous laboratory diagnosis of SARS-CoV-2, Flu-A/B, and HRSV in hospitalized and outpatients. Infections with Flu-A/B, and HRSV occurred shortly after the COVID-19 control measures were lifted, so a strong reoccurrence of various respiratory infections and co-detections in the post COVID-19 period was to be expected.
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    文章类型: Journal Article
    多重免疫组织化学(mIHC)是一种成本有效且易于实现的方法,用于组织样品中多种蛋白质生物标志物的原位标记。通过为每个生物标志物分配不同的染色,它允许肿瘤附近不同类型的细胞的可视化,用于下游分析。然而,在给定的mIHC图像中检测不同类型的污渍是一个具有挑战性的问题,特别是当污渍的数量很高时。以前的基于深度学习的方法大多假设完全监督;然而注释可能是昂贵的。在本文中,我们提出了一种新的无监督染色分解方法来同时检测不同的染色。我们的方法不需要任何监督,除了不同污渍的颜色样品。一个主要的技术挑战是问题的不确定性,可以有多个解决方案。为了解决这个问题,我们提出了一种新颖的反转调节技术,这消除了大多数不受欢迎的解决方案。在一个7路IHC图像数据集上,所提出的方法在没有人工注释的情况下实现了高质量的染色分解结果。
    Multiplex Immunohistochemistry (mIHC) is a cost-effective and accessible method for in situ labeling of multiple protein biomarkers in a tissue sample. By assigning a different stain to each biomarker, it allows the visualization of different types of cells within the tumor vicinity for downstream analysis. However, to detect different types of stains in a given mIHC image is a challenging problem, especially when the number of stains is high. Previous deep-learning-based methods mostly assume full supervision; yet the annotation can be costly. In this paper, we propose a novel unsupervised stain decomposition method to detect different stains simultaneously. Our method does not require any supervision, except for color samples of different stains. A main technical challenge is that the problem is underdetermined and can have multiple solutions. To conquer this issue, we propose a novel inversion regulation technique, which eliminates most undesirable solutions. On a 7-plexed IHC images dataset, the proposed method achieves high quality stain decomposition results without human annotation.
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