Recombinase polymerase amplification

重组酶聚合酶扩增
  • 文章类型: Journal Article
    背景:泌尿生殖道血吸虫病是由寄生吸虫血吸虫引起的。为了消除这种疾病,需要敏感和特定的即时诊断。重组酶聚合酶扩增(RPA)测定符合这些标准,并且已经开发了诊断血吸虫链球菌的测定法(Sh-RPA)。然而,可能会出现假阳性结果,和优化反应条件以减轻这些是需要的。还必须考虑DNA提取方法的易用性和兼容性。
    方法:使用合成DNA,S、嗜血杆菌基因组DNA(gDNA),和临床病例的尿液样本,掺入不同甜菜碱浓度的Sh-RPA反应(0M,1米,2.5M,12.5M)和样品与水的比率进行了测试,以确定对测定特异性和灵敏度的影响。此外,使用五种适用于资源有限环境的商业DNA提取试剂盒从单个血吸虫卵中获得gDNA,并根据DNA质量进行评估,数量,以及与Sh-RPA测定的兼容性。还通过定量聚合酶链反应(qPCR)评估所有样品以确认DNA获得。
    结果:在所有甜菜碱浓度下,Sh-RPA的分析灵敏度≥10拷贝的合成Dra1标准品和0.1μg的血吸虫gDNA。甜菜碱的加入提高了Sh-RPA测定在所有反应条件下的特异性,添加2.5M甜菜碱以及最大可能的12.7μl样品体积被证明是最佳反应条件。使用所有五种商业DNA提取试剂盒,成功地从单个嗜血链球菌卵中分离出DNA,但是这些套件的Sh-RPA性能各不相同,其中一个被证明与RPA反应不相容。
    结论:向Sh-RPA反应中添加2.5M甜菜碱改善了反应特异性,同时对灵敏度没有不利影响。这增加了测定的鲁棒性,推进在资源有限的环境中使用Sh-RPA测定的可行性。商业提取试剂盒的测试证明,快速,简单的方法就足以从单个血吸虫卵中获得DNA,并且这些提取物在大多数情况下可以与Sh-RPA一起使用。然而,观察到的特定试剂盒与Sh-RPA的不相容性凸显了在实施前需要对分子诊断平台的每个阶段进行稳健测试的必要性.
    BACKGROUND: Urogenital schistosomiasis is caused by the parasitic trematode Schistosoma haematobium. Sensitive and specific point-of-care diagnostics are needed for elimination of this disease. Recombinase polymerase amplification (RPA) assays meet these criteria, and an assay to diagnose S. haematobium has been developed (Sh-RPA). However, false-positive results can occur, and optimisation of reaction conditions to mitigate these is needed. Ease of use and compatibility of DNA extraction methods must also be considered.
    METHODS: Using synthetic DNA, S. haematobium genomic DNA (gDNA), and urine samples from clinical cases, Sh-RPA reactions incorporating different betaine concentrations (0 M, 1 M, 2.5 M, 12.5 M) and the sample-to-water ratios were tested to determine effects on assay specificity and sensitivity. In addition, five commercial DNA extraction kits suitable for use in resource-limited settings were used to obtain gDNA from single S. haematobium eggs and evaluated in terms of DNA quality, quantity, and compatibility with the Sh-RPA assay. All samples were also evaluated by quantitative polymerase chain reaction (qPCR) to confirm DNA acquisition.
    RESULTS: The analytical sensitivity of the Sh-RPA with all betaine concentrations was ≥ 10 copies of the synthetic Dra1 standard and 0.1 pg of S. haematobium gDNA. The addition of betaine improved Sh-RPA assay specificity in all reaction conditions, and the addition of 2.5 M of betaine together with the maximal possible sample volume of 12.7 µl proved to be the optimum reaction conditions. DNA was successfully isolated from a single S. haematobium egg using all five commercial DNA extraction kits, but the Sh-RPA performance of these kits varied, with one proving to be incompatible with RPA reactions.
    CONCLUSIONS: The addition of 2.5 M of betaine to Sh-RPA reactions improved reaction specificity whilst having no detrimental effect on sensitivity. This increases the robustness of the assay, advancing the feasibility of using the Sh-RPA assay in resource-limited settings. The testing of commercial extraction kits proved that crude, rapid, and simple methods are sufficient for obtaining DNA from single S. haematobium eggs, and that these extracts can be used with Sh-RPA in most cases. However, the observed incompatibility of specific kits with Sh-RPA highlights the need for each stage of a molecular diagnostic platform to be robustly tested prior to implementation.
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  • 文章类型: Journal Article
    背景:肠道中有数十亿细菌,其中大多数是无害的,对人类起着重要作用。虽然只有极少数的细菌可以引起疾病,一旦致病菌被摄入体内并大量繁殖,它可以导致肠道甚至其他器官的炎症性疾病。虽然聚合酶链反应可以特异性检测细菌核酸。然而,对温度循环的需求限制了其便携性。因此,希望建立高通量,高特异性和便携式检测平台,可直接检测肠道病原体的核酸。
    结果:这里,开发了基于RPA-CRCISPR/Cas12a平台的一锅芯片。芯片的大小与载玻片相同,并且允许在相同温度下进行检测。可以在一个芯片上同时检测多个样本,实现了高通量检测,提高了检测的集成度。CRISPR/Cas12a的特异性识别避免了RPA非特异性扩增的影响,增强了分析的特异性。同时,一锅芯片避免了分析过程中打开盖子时的二次污染。细菌浓度在102-108cfumL-1范围内呈良好的线性关系。检测限可以低至0.43cfumL-1。该方法已成功用于污染样品的检测。可为胃肠道等炎症性疾病的早期筛查提供可靠平台。
    结论:基于RPA-CRISPR/Cas12a平台建立的一锅芯片可以直接检测肠道病原菌的核酸,具有可移植性和特异性。值得注意的是,该平台具有良好的可编程性,可通过改变crRNA和RPA引物用于其他靶标检测,它可以在一个芯片上实现多样本检测。
    BACKGROUND: There are billions of bacteria in the intestine, most of which are harmless and play important roles in humans. Although only a very small number of bacteria can cause diseases, once the pathogenic bacteria are ingested into the body and multiply in large quantities, it can lead to inflammatory diseases in the intestines and even other organs. Although polymerase chain reaction can specifically detect bacterial nucleic acid. However, the demand for temperature cycling limits its portability. Therefore, it is hoped to establish a high-throughput, highly specific and portable detection platform for directly detecting nucleic acid of intestinal pathogens.
    RESULTS: Herein, a one-pot chip based on RPA-CRCISPR/Cas12a platform was developed. The chip is the same size as a glass slide and allows detection at the same temperature. Multiple samples could be detected simultaneously on the one chip, achieved high-throughput detection and improved the integration of detection. The specific recognition of CRISPR/Cas12a avoided the influence of non-specific amplification of RPA and enhanced the specificity of the analysis. At the same time, the one-pot chip avoided secondary contamination when the lid was opened during the analysis process. And the bacterial concentration showed good linearity at 102-108 cfu mL-1. The limit of detection could be as low as 0.43 cfu mL-1. This method has been successfully used to detect pollution samples. It can provide a reliable platform for early screening of gastrointestinal and other inflammatory diseases.
    CONCLUSIONS: The one-pot chip based on the RPA-CRISPR/Cas12a platform established can directly detect the nucleic acid of intestinal pathogens, with portability and specificity. It is worth noting that the platform has good programmability, can be used for other target detection by changing crRNA and RPA primers, it can achieve multi sample detection on the one chip.
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  • 文章类型: Journal Article
    经由频率混合磁性检测(FMMD)的灵敏磁性核酸(NA)检测需要扩增的NA样品,对于该样品,可靠的温度控制是必需的。在基于FMMD的移动设备的新集成的温度控制传感器单元中研究了重组酶聚合酶扩增(RPA)的可行性。已经证明,FMMD的低频(LF)激励信号的固有产生的热量可以通过脉宽调制(PWM)来利用和控制。要在环境条件变化的情况下测试即时(PoC)设置中的控制性能,建立了传感器样品位置热行为的稳态和动态响应模型。我们确认在FMMD装置的传感器单元中,RPA的性能与在温控水浴中的性能相似。对于狭窄的稳态温度区域,线性外推足以估计样本位置温度,基于温度反馈传感器进行PWM控制。对于任何其他环境条件,我们确定并验证了具有高估计精度的集总参数模型(LPM)。我们期望该方法可用于在资源有限的环境中使用FMMD进行NA扩增和磁检测。
    Sensitive magnetic nucleic acid (NA) detection via frequency mixing magnetic detection (FMMD) requires amplified NA samples for which a reliable temperature control is necessary. The feasibility of recombinase polymerase amplification (RPA) was studied within a newly integrated temperature-controlled sensor unit of a mobile FMMD based setup. It has been demonstrated that the inherently generated heat of the low frequency (LF) excitation signal of FMMD can be utilized and controlled by means of pulse width modulation (PWM). To test control performance in a point of care (PoC) setting with changing ambient conditions, a steady state and dynamic response model for the thermal behavior at the sample position of the sensor were developed. We confirmed that in the sensor unit of the FMMD device, RPA performs similar as in a temperature-controlled water bath. For narrow steady state temperature regions, a linear extrapolation suffices for estimation of the sample position temperature, based on the temperature feedback sensor for PWM control. For any other ambient conditions, we identified and validated a lumped parameter model (LPM) performing with high estimation accuracy. We expect that the method can be used for NA amplification and magnetic detection using FMMD in resource-limited settings.
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  • 文章类型: Journal Article
    螺旋藻,属于藻类(Chromista),Omycota,Pythiales,菊科和疫霉,是一种导致水果褐色腐烂的检疫病原体,茎腐烂和根腐病,以及其他可能损害城市园林绿化中几种树种的症状。因此,疾病管理需要快速准确的诊断。本研究使用重组酶聚合酶扩增(RPA)结合CRISPR/Cas12a系统来鉴定螺旋藻。该测试表现出高特异性和灵敏度,可以检测10pg。在37℃下20分钟内的螺旋藻基因组DNA的μL-1。通过蓝光激发荧光团,测试结果是可见的。该开创性测试能够检测人工接种的杜鹃花叶中的螺旋藻。本研究中开发的RPA-CRISPR/Cas12a检测试验的特点是其灵敏度,效率,和方便。对螺旋藻的早期发现和控制对于保护城市绿色覆盖物种至关重要。
    Phytopythium helicoides, which belongs to the algae (Chromista), Oomycota, Pythiales, Pythiaceae and Phytophthora, is a quarantine pathogen that causes brown rot of fruits, stem rot and root rot, along with other symptoms that can damage several tree species in urban landscaping. Therefore, disease management requires rapid and accurate diagnosis. The present study used recombinase polymerase amplification (RPA) in conjunction with the CRISPR/Cas12a system to identify P. helicoides. The test exhibited high specificity and sensitivity and could detect 10 pg.µL-1 of P. helicoides genomic DNA at 37 ℃ within 20 minutes. The test results were visible by excitation of fluorophores by blue light. This groundbreaking test is able to detect P. helicoides in artificially inoculated Rhododendron leaves. The RPA-CRISPR/Cas12a detection assay developed in this study is characterized by its sensitivity, efficiency, and convenience. Early detection and control of P. helicoides is crucial for the protection of urban green cover species.
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  • 文章类型: Journal Article
    食源性疾病,由食品中的有害微生物引起的,是一个重大的全球健康问题。目前用于鉴定这些病原体的方法既费力又耗时。在这项研究中,我们设计了一种快速,精确的检测技术,该技术使用重组酶聚合酶扩增结合侧流试纸(RPA-LFD)对肉类中发现的三种食源性病原体进行检测。通过使用专用的检测设备,RPA-LFD允许快速分析大肠杆菌O157的DNA(E.大肠杆菌O157),沙门氏菌,和食物中禁止的志贺氏菌病原体。大肠杆菌O157、沙门氏菌、志贺氏菌为0.168fg/μl(1.04CFU/ml),0.72fg/μl(27.49CFU/ml),和1.25fg/μl(48.84CFU/ml),分别。这种方法提供了一个短的检测窗口,在低温下运行,遵循简单的程序,并表现出高灵敏度。我们的研究建立了同时鉴定三种食源性致病菌核酸的RPA-LFD方法,提供快速识别多种污染物的有效解决方案。
    Foodborne illnesses, caused by harmful microorganisms in food, are a significant global health issue. Current methods for identifying these pathogens are both labor-intensive and time-consuming. In this research, we devised a swift and precise detection technique using recombinase polymerase amplification combined with a lateral flow dipstick (RPA-LFD) for three foodborne pathogens found in meat. By employing a dedicated detection device, RPA-LFD allows for the rapid analysis of DNA from Escherichia coli O157 (E. coli O157), Salmonella, and Shigella-pathogens that are prohibited in food. The detection thresholds for E. coli O157, Salmonella, and Shigella are 0.168 fg/μl (1.04 CFU/ml), 0.72 fg/μl (27.49 CFU/ml), and 1.25 fg/μl (48.84 CFU/ml), respectively. This method provides a short detection window, operates at low temperatures, follows simple procedures, and exhibits high sensitivity. Our study establishes the RPA-LFD method for simultaneously identifying the nucleic acid of three foodborne pathogens, offering an efficient solution for quickly identifying multiple contaminants.
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  • 文章类型: Journal Article
    产气荚膜梭菌是引起食物中毒和动物肠炎的主要厌氧病原体之一。随着抗生素耐药性的上升和农业中使用抗生素生长促进剂(AGP)的限制,梭菌肠炎和食物沾染已变得更加普遍。用标准培养方法确认检测费时费力,有必要开发现场快速检测工具。在这项研究中,重组酶聚合酶扩增(RPA)和侧流生物传感器(LFB)的组合用于目视检测鸡肉和牛奶中的产气荚膜梭菌。
    针对产气荚膜梭菌的plc基因设计了两组引物,以及引物的扩增效率和特异性。引物的选择产生在其上设计探针的扩增片段。将探针与侧流生物传感器(LFB)组合。优化了RPA-LFB法的反应时间和温度,并对测定的灵敏度进行了评估。选择了几种常见的食源性致病菌,对所建立的方法进行特异性测试。用不同浓度(1×102CFU/mL至1×106CFU/mL)的产气荚膜梭菌人工接种鸡肉和牛奶样品,比较了RPA-LFB法和PCR法的检测效率。RPA-LFB可以在20分钟内完成,并且可以通过LFB测试条直观地读取结果。RPA-LFB具有可接受的特异性和100pg的最低检测限。/μL的核酸样品。能够在1×104CFU/mL和1×103CFU/mL的最低浓度下稳定检测鸡肉和牛奶中的产气荚膜梭菌污染,分别。
    总而言之,RPA-LFB具有特异性和敏感性。这是一个快速的,食品中产气荚膜梭菌的检测方法简单易行,适用于现场检测工作。
    UNASSIGNED: Clostridium perfringens is one of the major anaerobic pathogen causing food poisoning and animal enteritis. With the rise of antibiotic resistance and the restrictions of the use of antibiotic growth promoting agents (AGPs) in farming, Clostridium enteritis and food contamination have become more common. It is time-consuming and labor-intensive to confirm the detection by standard culture methods, and it is necessary to develop on-site rapid detection tools. In this study, a combination of recombinase polymerase amplification (RPA) and lateral flow biosensor (LFB) was used to visually detect C. perfringens in chicken meat and milk.
    UNASSIGNED: Two sets of primers were designed for the plc gene of C. perfringens, and the amplification efficiency and specificity of the primers. Selection of primers produces an amplified fragment on which the probe is designed. The probe was combined with the lateral flow biosensor (LFB). The reaction time and temperature of RPA-LFB assay were optimized, and the sensitivity of the assay was assessed. Several common foodborne pathogens were selected to test the specificity of the established method. Chicken and milk samples were artificially inoculated with different concentrations (1 × 102 CFU/mL to 1 × 106 CFU/mL) of C. perfringens, and the detection efficiency of RPA-LFB method and PCR method was compared. RPA-LFB can be completed in 20 min and the results can be read visually by the LFB test strips. The RPA-LFB has acceptable specificity and the lowest detection limit of 100 pg./μL for nucleic acid samples. It was able to stably detect C. perfringens contamination in chicken and milk at the lowest concentration of 1 × 104 CFU/mL and 1 × 103 CFU/mL, respectively.
    UNASSIGNED: In conclusion, RPA-LFB is specific and sensitive. It is a rapid, simple and easy-to-visualize method for the detection of C. perfringens in food and is suitable for use in field testing work.
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  • 文章类型: Journal Article
    肺炎克雷伯菌(Kp)是医院感染的主要病原菌,但是目前的检测方法不能快速方便地识别Kp。重组酶聚合酶扩增(RPA)是一种快速、方便的等温扩增技术,成簇的规则间隔短回文重复序列(CRISPR)系统可以快速放大RPA的信号并提高其检测限(LOD)。在这项研究中,针对Kp的rcsA基因设计了三对RPA引物,通过CRISPR/Cas12a的单链DNA报告基因切割扩增RPA信号,最后使用荧光检测(FD)和侧流测试条(LFTS)分析了裂解信号。我们的结果表明,RPA-CRISPR/Cas12a平台可以特异性地识别来自11种常见临床病原体的Kp。FD和LFTS的LOD分别为1fg/μL和10fg/μL,分别。在临床样本测试中,RPA-CRISPR/Cas12a平台与培养方法和qPCR方法一致,敏感性和特异性分别为100%(16/16)和100%(9/9),分别。具有检测速度快的优点,简单,和准确性,RPA-CRISPR/Cas12a平台有望成为早期临床检测Kp的便捷工具.
    The bacterium Klebsiella pneumoniae (Kp) was the primary pathogen of hospital-acquired infection, but the current detection method could not rapidly and conveniently identify Kp. Recombinase polymerase amplification (RPA) was a fast and convenient isothermal amplification technology, and the clustered regularly interspaced short palindromic repeats (CRISPR) system could rapidly amplify the signal of RPA and improve its limit of detection (LOD). In this study, we designed three pairs of RPA primers for the rcsA gene of Kp, amplified the RPA signal through single-strand DNA reporter cleavage by CRISPR/Cas12a, and finally analyzed the cleavage signal using fluorescence detection (FD) and lateral flow test strips (LFTS). Our results indicated that the RPA-CRISPR/Cas12a platform could specifically identify Kp from eleven common clinical pathogens. The LOD of FD and LFTS were 1 fg/μL and 10 fg/μL, respectively. In clinical sample testing, the RPA-CRISPR/Cas12a platform was consistent with the culture method and qPCR method, and its sensitivity and specificity were 100% (16/16) and 100% (9/9), respectively. With the advantages of detection speed, simplicity, and accuracy, the RPA-CRISPR/Cas12a platform was expected to be a convenient tool for the early clinical detection of Kp.
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  • 文章类型: Journal Article
    合适的样品收集和制备方法对于在护理点(POC)进行核酸扩增测试至关重要。允许粗样品裂解物的直接等温核酸扩增测试(iNAAT)而不需要核酸提取的策略使结果的时间以及对操作者专业知识和昂贵的基础设施的需要最小化。
    作者回顾了研究,以了解样品基质和制备如何影响POCiNAAT的设计和性能。他们专注于通过iNAAT策略将样品与液体试剂直接组合以进行制备和扩增的方法。他们回顾了与样本收集类型和方法相关的因素,存储缓冲区,和裂解策略。最后,他们讨论了RNA靶标和相关的监管考虑。
    样品制备方法中的限制是阻止在POC处实施核酸测试的重要技术障碍。作者通过在扩增测定和读出之前考虑样品基质和裂解策略,提出了用于共同设计样品制备和扩增步骤的框架,以实现无提取范例的最佳性能。在接下来的5年里,作者预计,样品制备和iNAAT的共同设计将受到越来越多的重视。
    UNASSIGNED: Suitable sample collection and preparation methods are essential to enable nucleic acid amplification testing at the point of care (POC). Strategies that allow direct isothermal nucleic acid amplification testing (iNAAT) of crude sample lysate without the need for nucleic acid extraction minimize time to result as well as the need for operator expertise and costly infrastructure.
    UNASSIGNED: The authors review research to understand how sample matrix and preparation affect the design and performance of POC iNAATs. They focus on approaches where samples are directly combined with liquid reagents for preparation and amplification via iNAAT strategies. They review factors related to the type and method of sample collection, storage buffers, and lysis strategies. Finally, they discuss RNA targets and relevant regulatory considerations.
    UNASSIGNED: Limitations in sample preparation methods are a significant technical barrier preventing implementation of nucleic acid testing at the POC. The authors propose a framework for co-designing sample preparation and amplification steps for optimal performance with an extraction-free paradigm by considering a sample matrix and lytic strategy prior to an amplification assay and readout. In the next 5 years, the authors anticipate increasing priority on the co-design of sample preparation and iNAATs.
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  • 文章类型: Journal Article
    实验室自动化有效地提高了样品分析的吞吐量,减少样品处理中的人为错误,以及简化和加速整体物流。在外围实验室以及医院等近患者环境中自动化诊断测试工作流程,诊所和流行病控制检查点-有利于同时处理多个样本,为患者提供快速结果,尽量减少样品处理或运输过程中污染或错误的可能性,并提高效率。然而,大多数自动化平台价格昂贵,不容易适应新的协议。这里,我们解决了对多才多艺的需求,易于使用,通过结合开源模块化自动化(Opentrons)和自动化兼容的分子生物学协议,快速可靠的诊断测试工作流程,通过基于纸张的诊断检测,轻松适应传染病诊断的工作流程。我们通过低成本的脑膜炎奈瑟菌诊断测试证明了该方法自动化的可行性,该测试利用磁珠进行病原体DNA分离,等温扩增,并在基于纸张的微阵列上进行检测。总之,我们将开源模块化自动化与可适应的分子生物学协议集成在一起,这也是更快和更便宜的执行在一个自动化的方式比在一个手动的方式。这实现了传染病的通用诊断工作流程,我们通过在纸基微阵列上的低成本脑膜炎奈瑟氏球菌测试证明了这一点。
    Laboratory automation effectively increases the throughput in sample analysis, reduces human errors in sample processing, as well as simplifies and accelerates the overall logistics. Automating diagnostic testing workflows in peripheral laboratories and also in near-patient settings -like hospitals, clinics and epidemic control checkpoints- is advantageous for the simultaneous processing of multiple samples to provide rapid results to patients, minimize the possibility of contamination or error during sample handling or transport, and increase efficiency. However, most automation platforms are expensive and are not easily adaptable to new protocols. Here, we address the need for a versatile, easy-to-use, rapid and reliable diagnostic testing workflow by combining open-source modular automation (Opentrons) and automation-compatible molecular biology protocols, easily adaptable to a workflow for infectious diseases diagnosis by detection on paper-based diagnostics. We demonstrated the feasibility of automation of the method with a low-cost Neisseria meningitidis diagnostic test that utilizes magnetic beads for pathogen DNA isolation, isothermal amplification, and detection on a paper-based microarray. In summary, we integrated open-source modular automation with adaptable molecular biology protocols, which was also faster and cheaper to perform in an automated than in a manual way. This enables a versatile diagnostic workflow for infectious diseases and we demonstrated this through a low-cost N. meningitidis test on paper-based microarrays.
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  • 文章类型: Journal Article
    快,敏感,遗传修饰的便携式检测有助于农业安全和食品安全。这里,我们开发了RPA-CRISPR/Cas12a-G-四重比色测定,可以通过深度学习算法与智能识别相结合,实现灵敏,快速,和便携式检测CaMV35S启动子。当crRNA-Cas12a复合物识别RPA扩增产物时,Cas12切割G-四链体,导致G4-Hemin复合物失去其过氧化物模拟酶功能,无法催化ABTS2-转化为ABTS,允许基于ABTS吸光度确定CaMV35S浓度。通过利用RPA-CRISPR/Cas12a-G4测定,我们在45分钟内实现了CaMV35S的检测限低至10aM,并获得了0.01%的遗传修饰样品。深度学习算法旨在对颜色结果进行高度准确的分类。Yolov5客观发现和Resnet分类算法已被训练为比肉眼比色法更准确地识别痕量(0.01%)CaMV35S。我们还将深度学习算法与智能手机应用程序相结合,以实现便携式和快速的照片识别。总的来说,我们的发现实现了低成本(0.43美元),精度高,和智能检测CaMV35S启动子。
    Fast, sensitive, and portable detection of genetic modification contributes to agricultural security and food safety. Here, we developed RPA-CRISPR/Cas12a-G-quadruplex colorimetric assays that can combine with intelligent recognition by deep learning algorithms to achieve sensitive, rapid, and portable detection of the CaMV35S promoter. When the crRNA-Cas12a complex recognizes the RPA amplification product, Cas12 cleaves the G-quadruplex, causing the G4-Hemin complex to lose its peroxide mimetic enzyme function and be unable to catalyze the conversion of ABTS2- to ABTS, allowing CaMV35S concentration to be determined based on ABTS absorbance. By utilizing the RPA-CRISPR/Cas12a-G4 assay, we achieved a CaMV35S limit of detection down to 10 aM and a 0.01 % genetic modification sample in 45 min. Deep learning algorithms are designed for highly accurate classification of color results. Yolov5 objective finding and Resnet classification algorithms have been trained to identify trace (0.01 %) CaMV35S more accurately than naked eye colorimetry. We also coupled deep learning algorithms with a smartphone app to achieve portable and rapid photo identification. Overall, our findings enable low cost ($0.43), high accuracy, and intelligent detection of the CaMV35S promoter.
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