assay validation

测定验证
  • 文章类型: Journal Article
    据报道,胰腺腺癌的两种主要分子亚型对基于FOLFIRINOX的治疗有不同的反应。为了促进基础亚型与经典亚型的快速分配,开发了一种基于阵列的单样本分类器检测方法,并将其应用于基于转录组学的已知亚型的74份FFPE活检或切除标本.与纯度无关的肿瘤亚型(PurIST)算法基于通过RNAseq计数的16个RNA的相对表达与更实用的基于阵列的NanoStringnCounterElementsXT技术来分配亚型。RNAseq和阵列方法之间的亚型调用在很大程度上是一致的(72/74,97%一致)。与冗长的RNAseq协议相比,基于阵列的分析只需3个工作日,允许快速报告肿瘤亚型。总之,PurIST胰腺癌分类器在将胰腺腺癌分为基底型和经典型亚型方面具有良好的性能.正在进行临床验证研究,以评估基于快速亚型分配选择标准治疗化疗方案的患者的预后(NCT04683315)。
    The two major molecular subtypes of pancreatic adenocarcinoma reportedly have differential response to FOLFIRINOX-based therapy. To promote rapid assignment of basal versus classical subtypes, an array-based single-sample classifier assay was developed and applied to 74 formalin-fixed, paraffin-embedded biopsy or resection specimens of known subtype based on transcriptomics. The Purity Independent Subtyping of Tumors algorithm assigns subtype based on relative expression of 16 RNAs counted by RNA sequencing (RNAseq) versus more practical array-based NanoString nCounter Elements XT technology. Subtype calls were largely concordant between RNAseq and array methods (72/74, 97% agreement). Compared with the lengthy RNAseq protocol, the array-based assay takes just 3 working days to analyze, permitting rapid reporting of tumor subtype. In conclusion, the Purity Independent Subtyping of Tumors pancreatic cancer classifier has robust performance to classify pancreatic adenocarcinoma into basal versus classical subtypes. Clinical validation studies are underway to evaluate outcome in patients whose standard-of-care chemotherapy regimen is selected on the basis of rapid subtype assignment (NCT04683315).
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  • 文章类型: Journal Article
    CM310是靶向白细胞介素(IL)-4受体α(IL-4Rα)的重组人源化单克隆抗体。IL-4Rα阻断阻止IL-4和IL-13与其受体结合,从而抑制驱动2型辅助性T细胞(Th2)炎症的下游信号传导途径。CM310具有治疗Th2相关炎性疾病的潜力,比如哮喘,特应性皮炎和慢性鼻窦炎伴鼻息肉。在这项研究中,建立了直接酶联免疫吸附试验(ELISA)来测量大鼠血清中CM310的浓度。定义了七个校准标准(范围从25到1600ng/mL)和三个质量对照(70、500和1250ng/mL)。检测限(LOD),定量下限(LLOQ)和定量上限(ULOQ)分别为13、25和1600ng/mL,分别。该方法具有出色的精密度和准确性,并成功应用于体外血清稳定性和药代动力学(PK)研究。总之,我们已经开发并验证了一种高度灵敏和选择性的方法来测量Sprague-Dawley大鼠的CM310。开发和验证ELISA方法符合可接受的标准,这表明这些可以应用于定量CM310,以及在PK研究。
    CM310 is a recombinant humanized monoclonal antibody targeting Interleukin (IL)-4 receptor alpha (IL-4Rα). IL-4Rα blockade prevents IL-4 and IL-13 from binding to their receptor, thereby inhibiting downstream signaling pathways that drive Type 2 helper T-cell (Th2) inflammation. CM310 holds potential for treating Th2-related inflammatory diseases, such as asthma, atopic dermatitis and chronic sinusitis with nasal polyposis. In this study, a direct enzyme-linked immunosorbent assay (ELISA) was developed to measure the concentrations of CM310 in rat serum. Seven calibration standards (ranging from 25 to 1600 ng/mL) and three quality controls (70, 500 and 1250 ng/mL) were defined. The limit of detection (LOD), lower limit of quantification (LLOQ) and upper limit of quantification (ULOQ) were 13, 25 and 1600 ng/mL, respectively. The method exhibited excellent precision and accuracy and successfully applied to in vitro serum stability and pharmacokinetic (PK) studies. In conclusion, we have developed and validated a highly sensitive and selective method for measuring CM310 in Sprague-Dawley rats. The development and validation ELISA method met the acceptable criteria, which suggested that these can be applied to quantify CM310, as well as in PK studies.
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  • 文章类型: Journal Article
    Sarcopticmange,由Sarcoptesscabiei的表皮感染引起的,对健康产生负面影响,福利,以及澳大利亚当地大量裸露的袋熊(Vombatusursinus)。对宿主对疾病的免疫反应及其对病理生理学的贡献的更好理解可用于为该物种的原位和非原位管理行动提供信息。为了评估裸鼻袋熊对沙眼mange的免疫反应,我们验证了三种检测方法(触珠蛋白,琼脂糖凝胶电泳,和微红细胞沉降率)使用来自塔斯马尼亚的自由生活袋熊的血清样品测量炎症的非特异性标志物(n=33)。然后,我们分析了每个非特异性炎症标志物的测定结果与袋熊的沙眼mange评分之间的相关性,并进行了组织病理学检查,以研究急性期反应与系统性淀粉样变性的关系。我们提供了结合珠蛋白和红细胞沉降率增加的证据,白蛋白减少,与sarcopticmange评分相关。这项研究表明,在裸露的袋熊中,急性期反应与sarcopticmange严重程度之间存在联系,强调非特异性炎症标志物在帮助评估mange的全身效应中的实用性。显示琼脂糖凝胶电泳的值,我们还确定了特定的急性期蛋白,值得未来的评估,并发现了免疫球蛋白反应的证据,在受影响的袋熊,通过增加与明显疾病严重程度相关的γ-球蛋白来揭示。同时,由于其相对较低的资源需求和速度,红细胞沉降率测定可用作即时检测,以支持本领域的治疗决策.我们的方法和发现可能适用于圈养和自由生活的袋熊的一系列其他临床和人群健康情景,和全球范围内受到沙眼mange影响的物种。
    Sarcoptic mange, caused by epidermal infection with Sarcoptes scabiei, negatively impacts the health, welfare, and local abundance of bare-nosed wombats (Vombatus ursinus) in Australia. Improved understanding of the host immune response to disease and its contribution to pathophysiology could be used to inform management actions for this species in and ex situ. To evaluate the immune response of bare-nosed wombats to sarcoptic mange, we validated three assays (haptoglobin, agarose gel electrophoresis, and micro-erythrocyte sedimentation rate) measuring non-specific markers of inflammation using serum samples from free-living wombats from Tasmania (n = 33). We then analysed correlations between the assay results for each non-specific marker of inflammation and wombat\'s sarcoptic mange scores, and performed histopathological examinations to investigate association of the acute phase response with systemic amyloidosis. We present evidence that haptoglobin and erythrocyte sedimentation rate increased, and albumin decreased, in association with sarcoptic mange scores. This research demonstrates links between the acute phase response and sarcoptic mange severity in bare-nosed wombats, highlighting the utility of non-specific markers of inflammation for aiding assessment of the systemic effects of mange. Showing the value of agarose gel electrophoresis, we also identified specific acute phase proteins warranting future evaluation and found evidence of an immunoglobulin response in mange-affected wombats, revealed by increasing γ-globulins in association with apparent disease severity. Meanwhile, owing to its relatively low resource requirements and rapidity, the erythrocyte sedimentation rate assay may be useful as a point-of-care test to support therapeutic decisions in the field. Our methods and findings are likely to be applicable to a range of other clinical and population health scenarios in captive and free-living wombats, and species impacted by sarcoptic mange globally.
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  • 文章类型: Journal Article
    目的:优化和评价酶联免疫吸附试验检测马粪便中炎症生物标志物髓过氧化物酶(MPO)和钙卫蛋白(CP)的方法。
    方法:健康马(n=28)和患有肠道炎症的马(n=10)。
    方法:将粪便悬浮在缓冲液中以产生粪便上清液。使用ELISA试剂盒分析血清和粪便上清液,该试剂盒已验证用于检测马血清中的MPO和CP。测定验证步骤包括测定内和测定间变异性(变异系数[CV]),稀释线性度,尖峰恢复,和样本类型相关性。样品处理方案的变化(离心速度、提取缓冲液,和过滤)进行评估。
    结果:17个配对的粪便和血清样本用于初始分析(10个健康马,7结肠炎)。先前报道的样品处理方案导致可检测的MPO和CP,但CV较差,线性度和尖峰恢复。血清和粪便样本之间的CP而不是MPO之间存在线性相关。CP和MPO的替代样品处理方案的浓度和CV之间存在显着差异,CP的CV改善(2.1%至18.6%),但MPO没有改善(14.4%至53.4%)。用粪便提取缓冲液处理新鲜粪便并过滤上清液导致CP的最佳CV(0.5%至3.8%)和回收率(45%至64%)。MPO的检测与方法无关。
    结论:马大结肠炎症的可靠诊断方法很少。研究结果支持使用所述ELISA试剂盒和方案定量马粪便中的CP。通过额外的研究来建立参考区间和临床效用,粪便炎症生物标志物CP可用于马肠道炎症的非侵入性定量.
    OBJECTIVE: To optimize and evaluate methods for the detection of the inflammatory biomarkers myeloperoxidase (MPO) and calprotectin (CP) in equine feces by ELISA.
    METHODS: Healthy horses (n = 28) and horses with intestinal inflammation (n = 10).
    METHODS: Feces were suspended in buffer to create fecal supernatant. Serum and fecal supernatant were analyzed using ELISA kits validated for the detection of MPO and CP in equine serum. Assay validation steps included intra- and interassay variability (coefficient of variation [CV]), dilution linearity, spike recovery, and sample type correlation. Variations in sample handling protocols (centrifugation speed, extraction buffer, and filtration) were evaluated.
    RESULTS: 17 paired fecal and serum samples were used for initial analysis (10 healthy horses, 7 colitis). Previously reported sample handling protocols resulted in detectable MPO and CP but poor CV, linearity, and spike recovery. There was a linear correlation between serum and fecal samples for CP but not MPO. There was a significant difference between the concentration and CV of alternative sample handling protocols for CP and MPO, with improved CV for CP (2.1% to 18.6%) but not MPO (14.4% to 53.4%). Processing fresh feces with a fecal extraction buffer and filtration of supernatant resulted in the best CV (0.5% to 3.8%) and recovery (45% to 64%) for CP. Detection of MPO was inconsistent regardless of method.
    CONCLUSIONS: There are few reliable diagnostic modalities for inflammation of the equine large colon. Findings support quantification of CP in equine feces using the described ELISA kit and protocol. With additional study to establish reference interval and clinical utility, the fecal inflammatory biomarker CP may allow for noninvasive quantification of intestinal inflammation in horses.
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  • 文章类型: Journal Article
    虽然两种恶性疟原虫环子孢子蛋白为基础的前红细胞疫苗(PEV),RTS,S和R21已获得世界卫生组织的批准,没有血液阶段疫苗(BSV)或传播阻断疫苗(TBV)达到3期试验。减缓疟疾疫苗开发的主要障碍之一是缺乏(或缺乏)体外试验或动物模型,研究人员可以通过这些试验或动物模型合理地选择最佳疫苗配方(例如,抗原,佐剂,或平台)和/或免疫策略(例如,接种间隔或免疫途径)在人2期试验之前。在PEV的情况下,RTS,S和R21已经设定了一个基准,一种新疫苗可以直接在临床前或早期临床研究中与批准的PEV进行比较。然而,这种方法目前不能用于BSV或TBV开发。本综述的重点是可用于恶性疟原虫BSV或TBV开发的体外测定或体内模型,我讨论了分析选择过程中的重要考虑因素,标准化,资格,验证,和分析结果的解释。建立具有适当结果解释的稳健测定/模型是加速未来疫苗开发的关键因素之一。
    While two Plasmodium falciparum circumsporozoite protein-based pre-erythrocytic vaccines (PEV), RTS,S and R21, have been approved by the WHO, no blood-stage vaccine (BSV) or transmission-blocking vaccine (TBV) has reached a phase 3 trial. One of the major obstacles that slows down malaria vaccine development is the shortage (or lack) of in vitro assays or animal models by which investigators can reasonably select the best vaccine formulation (e.g., antigen, adjuvant, or platform) and/or immunization strategy (e.g., interval of inoculation or route of immunization) before a human phase 2 trial. In the case of PEV, RTS,S and R21 have set a benchmark, and a new vaccine can be compared with (one of) the approved PEV directly in preclinical or early clinical studies. However, such an approach cannot be utilized for BSV or TBV development at this moment. The focus of this review is in vitro assays or in vivo models that can be used for P. falciparum BSV or TBV development, and I discuss important considerations during assay selection, standardization, qualification, validation, and interpretation of the assay results. Establishment of a robust assay/model with proper interpretation of the results is the one of key elements to accelerate future vaccine development.
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  • 文章类型: Journal Article
    T细胞受体(TCR)T细胞疗法以人白细胞抗原(HLA)限制性方式靶向肿瘤抗原。生物标志物定义的疗法需要验证适用于确定患者合格性的测定。对于评估针对黑色素瘤相关抗原A4(MAGE-A4)的TCRT细胞疗法的临床试验,研究中的筛选NCT02636855和NCT04044768根据以下条件评估患者的资格:(1)高分辨率HLA分型和(2)通过免疫组织化学测定对符合HLA的患者进行肿瘤MAGE-A4检测。HLA/MAGE-A4检测验证,生物标志物数据,以及它们与协变量的关系(人口统计,癌症类型,组织病理学,组织位置)在这里报告。来自北美和欧洲43个地点的患者的HLA-A*02资格为44.8%(2,959/6,606)。而HLA-A*02:01是最常见的HLA-A*02等位基因,其他人(A*02:02,A*02:03,A*02:06)大大增加了西班牙裔的HLA资格,黑色,和亚洲人口。总的来说,在10种实体瘤类型中,基于临床试验登记的MAGE-A4患病率为26%(447/1,750)。滑膜肉瘤最高(70%),胃癌最低(9%)。协变量通常与MAGE-A4表达无关,除了卵巢癌患者的年龄和非小细胞肺癌的组织学。该报告显示了TCRT细胞疗法的生物标志物筛选的合格率,并为MAGE-A4靶向疗法的未来临床开发提供了流行病学数据。
    T cell receptor (TCR) T cell therapies target tumor antigens in a human leukocyte antigen (HLA)-restricted manner. Biomarker-defined therapies require validation of assays suitable for determination of patient eligibility. For clinical trials evaluating TCR T cell therapies targeting melanoma-associated antigen A4 (MAGE-A4), screening in studies NCT02636855 and NCT04044768 assesses patient eligibility based on: (1) high-resolution HLA typing and (2) tumor MAGE-A4 testing via an immunohistochemical assay in HLA-eligible patients. The HLA/MAGE-A4 assays validation, biomarker data, and their relationship to covariates (demographics, cancer type, histopathology, tissue location) are reported here. HLA-A∗02 eligibility was 44.8% (2,959/6,606) in patients from 43 sites across North America and Europe. While HLA-A∗02:01 was the most frequent HLA-A∗02 allele, others (A∗02:02, A∗02:03, A∗02:06) considerably increased HLA eligibility in Hispanic, Black, and Asian populations. Overall, MAGE-A4 prevalence based on clinical trial enrollment was 26% (447/1,750) across 10 solid tumor types, and was highest in synovial sarcoma (70%) and lowest in gastric cancer (9%). The covariates were generally not associated with MAGE-A4 expression, except for patient age in ovarian cancer and histology in non-small cell lung cancer. This report shows the eligibility rate from biomarker screening for TCR T cell therapies and provides epidemiological data for future clinical development of MAGE-A4-targeted therapies.
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  • 文章类型: Journal Article
    脑脊液(CSF)是一种关键的体液,需要检查以试图发现神经炎症和中枢神经系统(CNS)其他疾病的潜在生物标志物。血清和/或血浆细胞因子水平与多种炎症相关,一些已被证明是可行的治疗靶点。鲜为人知,然而,关于CSF中的细胞因子水平。血清和血浆细胞因子检测在临床和研究实验室中广泛可用,但是CSF中的细胞因子测试非常有限,如果进行,伴随着一个免责声明,它是一个未经验证的标本类型。在这项研究中,我们验证了CSF为合适的标本类型,并确定了多种细胞因子以及可溶性细胞因子受体的正常参考区间.使用先前验证以测量血清和血浆中的13种细胞因子/标志物的实验室开发的多重细胞因子测定法,将CSF验证为用于测试的样本类型。性能参数,包括样本稀释,试样干涉,检测了线性度和精密度。通过基于非参数分位数的方法,使用197个正常和对照CSF样本建立参考间隔。CSF细胞因子分析显示,在<10%和<20%CV的运行精度范围内和之间,在整个分析的分析测量范围内,所有分析物的线性分别为±15%。从197个正常和对照CSF样本中建立了13种细胞因子/标志物的参考间隔(78个男性;平均44.8y±21.7SD,119名女性;平均42.8y±20.3SD)。来自正常供体和对照的CSF中的细胞因子浓度小于我们对13种测量的细胞因子/标志物中的6种的测定的定量下限。趋化因子IL8显示出所有测量的分析物的最高浓度。在我们的多重细胞因子测定中,CSF作为样本类型表现出可接受的性能。通过验证CSF作为样本类型并建立CSF中细胞因子浓度的正常参考间隔,它们作为传染性生物标志物的潜力,可以更适当地研究自身免疫性和其他炎症性CNS疾病。
    Cerebrospinal fluid (CSF) is a critical body fluid to examine in attempts to discover potential biomarkers for neuroinflammatory and other disorders of the central nervous system (CNS). Serum and/or plasma cytokine levels have been associated with a variety of inflammatory conditions, and some have been shown to be actionable therapeutic targets. Less is known, however, about cytokine levels in CSF. Serum and plasma cytokine testing is widely available in clinical and research laboratories, but cytokine testing in CSF is extremely limited and if performed, accompanied by a disclaimer that it is an unvalidated specimen type. In this study, we validate CSF as a suitable specimen type and determine normal reference intervals for multiple cytokines as well as a soluble cytokine receptor. CSF was validated as a specimen type for testing using a laboratory developed multiplexed cytokine assay previously validated to measure 13 cytokines/markers in serum and plasma. Performance parameters including specimen dilution, specimen interference, linearity and precision were examined. Reference intervals were established using 197 normal and control CSF specimens by non-parametric quantile-based methods. CSF cytokine analysis demonstrated within and between run precision of <10% and < 20% CV, respectively and linearity of ±15% for all analytes throughout the analytical measurement range of the assay. Reference intervals for the 13 cytokines/markers were established from 197 normal and control CSF specimens (78 Male; mean 44.8 y ± 21.7 SD, 119 Female; mean 42.8 y ± 20.3 SD). Cytokine concentrations in CSF from normal donors and controls were less than the lower limit of quantitation of our assay for 6 of the 13 measured cytokines/markers. The chemokine IL8 demonstrated the highest concentration of all analytes measured. CSF demonstrated acceptable performance as a specimen type in our multiplexed cytokine assay. By validating CSF as a specimen type and establishing normal reference intervals for cytokine concentrations in CSF, their potential as biomarkers for infectious, autoimmune and other inflammatory CNS disorders can be more appropriately investigated.
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  • 文章类型: Journal Article
    Q-1802是靶向程序性死亡配体1(PD-L1)和紧密连接蛋白18.2(CLDN18.2)的人源化双特异性抗体。它可以结合CLDN18.2并介导抗体依赖性细胞介导的针对肿瘤细胞的细胞毒性。识别PD-L1的抗体的Fc段阻断PD-1信号传导并激活先天免疫和适应性免疫。在这项研究中,我们报告了发展情况,验证,并应用灵敏、高通量的酶联免疫吸附试验(ELISA)测定ICR小鼠血清中Q-1802的浓度。该测定法很灵敏,定量下限为50ng/mL,具有50-3200ng/mL的宽动态范围,并具有出色的精度和准确性。这些测定成功地应用于体外血清稳定性和药代动力学(PK)研究。总之,我们已经开发并验证了一种高灵敏度和选择性的方法来测量ICR小鼠血清中的Q-1802。试验的开发和验证步骤符合验证的要求标准,这表明这些可以应用于量化Q-1802以及PK研究。
    Q-1802 is a humanized bispecific antibody targeting programmed death-ligand 1 (PD-L1) and Claudin 18.2 (CLDN18.2). It can bind to CLDN18.2 and mediate antibody-dependent cell-mediated cytotoxicity against tumor cells. The Fc segment of the antibody recognizing PD-L1 blocks PD-1 signaling and activates innate immunity and adaptive immunity. In this study, we report the development, validation, and application of sensitive and high-throughput enzyme-linked immunosorbent assays (ELISA) to measure the concentrations of Q-1802 in ICR mouse serum. The assay is sensitive, with a lower limit of quantification of 50 ng/mL, has a broad dynamic range of 50-3200 ng/mL, and exhibits excellent precision and accuracy. These assays were successfully applied to in vitro serum stability and pharmacokinetic (PK) studies. In conclusion, we have developed and validated a highly sensitive and selective method for measuring Q-1802 in ICR mouse serum. The development and validation steps of assays met the required criteria for validation, which suggested that these can be applied to quantify Q-1802, as well as in PK studies.
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  • 文章类型: Journal Article
    中和来自COVID-19疫苗的抗体反应对于提供针对严重急性呼吸综合征冠状病毒2(SARS-CoV-2)的保护作用至关重要。有效的COVID-19疫苗和检测针对新兴变体的中和抗体的检测(即,需要XBB.1.5、XBB.1.16和XBB.2.3)。使用生物安全水平(BSL)-3实验室进行活病毒测定会导致更高的成本和更长的周转时间;因此,开发了基于BSL-2的假病毒中和测定(PNT)。假病毒是通过用编码表达慢病毒骨架的荧光素酶报告基因的质粒共转染细胞而产生的;用于慢病毒生产的非表面蛋白;和祖先或Omicron(BA.1和BA.5)SARS-CoV-2刺突(S)蛋白。在剂量和动力学实验中开发并优化了PNT。代表性血清样本(COVID-19-恢复期或NVX-CoV2373疫苗接种的参与者参加了2019nCoV-101试验)表现出广泛的动态范围。中和数据显示与验证的抗重组尖峰IgG水平和血管紧张素转换酶2抑制滴度(祖先)的强相关性。该测定法适用于测量来自感染SARS-CoV-2或用COVID-19疫苗免疫的个体的临床样品中的中和能力。结果表明,这种PNT提供了较低的成本,高通量,快速周转替代基于BSL-3的微中和测定法,并能够发现和开发针对新兴变体的有效疫苗。
    Neutralizing antibody responses from COVID-19 vaccines are pivotal in conferring protection against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Effective COVID-19 vaccines and assays measuring neutralizing antibodies against emerging variants (i.e., XBB.1.5, XBB.1.16, and XBB.2.3) are needed. The use of biosafety level (BSL)-3 laboratories for live virus assays results in higher costs and a longer turnaround time; therefore, a BSL-2-based pseudovirus neutralization assay (PNT) was developed. The pseudoviruses were produced by cotransfecting cells with plasmids encoding a lentiviral backbone-expressing luciferase reporter; non-surface proteins for lentiviral production; and ancestral or Omicron (BA.1 and BA.5) SARS-CoV-2 spike (S) proteins. The PNT was developed and optimized in dose and kinetics experiments. The representative serum samples (COVID-19-convalescent or NVX-CoV2373-vaccinated participants enrolled in the 2019nCoV-101 trial) demonstrated a wide dynamic range. The neutralization data showed robust correlation with validated anti-recombinant spike IgG levels and angiotensin-converting enzyme 2 inhibition titers (ancestral). This assay is suitable for measurement of the neutralization ability in clinical samples from individuals infected with SARS-CoV-2 or immunized with a COVID-19 vaccine. The results suggest that this PNT provides a lower cost, high-throughput, rapid turnaround alternative to BSL-3-based microneutralization assays and enables the discovery and development of effective vaccines against emerging variants.
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  • 文章类型: Journal Article
    应对全球抗菌素耐药性威胁的有效政策需要可靠的抗菌素敏感性数据。测量最小抑制浓度(MIC)的传统方法是资源密集型的,受到人为错误的影响,需要相当多的基础设施。AligarMIC简化并标准化了MIC测量,对于大规模监视活动特别有价值。使用琼脂稀释的n=10抗生素对从大型三级医院微生物学实验室获得的临床肠杆菌分离株(n=1,086)进行MIC测量。大肠杆菌(n=827,76%)是最常见的生物。将琼脂板的照片分成覆盖一个接种部位的较小图像。创建菌落图像的标记数据集并用于训练卷积神经网络以基于是否存在细菌菌落对图像进行分类(第一步模型)。如果有增长,第二步模型确定菌落形态是否提示抗微生物生长抑制。然后将AI测定MIC的能力与标准视觉测定进行比较。第一步模型以94.3%的准确度将细菌生长分类为存在/不存在。第二步模型将菌落分类为“抑制”或“良好生长”,准确率为88.6%。对于MIC的测定,基本协议率为98.9%(644/651),偏差为-7.8%,与手动注释相比。AigarMIC使用人工智能来自动化琼脂稀释的终点评估,并可能在没有定制设备的情况下增加吞吐量。AligarMIC减少了实验室生成可用于大规模监测计划的高质量MIC数据的障碍。
    目的:这项研究使用现代人工智能和机器学习方法来标准化和自动化琼脂稀释度最低抑制浓度测试的解释。人工智能目前对研究人员和临床医生具有重要的兴趣。在我们的手稿中,我们在微生物学实验室中演示了一个用例,并提供了针对人工解释的模型性能的验证数据。
    Effective policy to address the global threat of antimicrobial resistance requires robust antimicrobial susceptibility data. Traditional methods for measuring minimum inhibitory concentration (MIC) are resource intensive, subject to human error, and require considerable infrastructure. AIgarMIC streamlines and standardizes MIC measurement and is especially valuable for large-scale surveillance activities. MICs were measured using agar dilution for n = 10 antibiotics against clinical Enterobacterales isolates (n = 1,086) obtained from a large tertiary hospital microbiology laboratory. Escherichia coli (n = 827, 76%) was the most common organism. Photographs of agar plates were divided into smaller images covering one inoculation site. A labeled data set of colony images was created and used to train a convolutional neural network to classify images based on whether a bacterial colony was present (first-step model). If growth was present, a second-step model determined whether colony morphology suggested antimicrobial growth inhibition. The ability of the AI to determine MIC was then compared with standard visual determination. The first-step model classified bacterial growth as present/absent with 94.3% accuracy. The second-step model classified colonies as \"inhibited\" or \"good growth\" with 88.6% accuracy. For the determination of MIC, the rate of essential agreement was 98.9% (644/651), with a bias of -7.8%, compared with manual annotation. AIgarMIC uses artificial intelligence to automate endpoint assessments for agar dilution and potentially increases throughput without bespoke equipment. AIgarMIC reduces laboratory barriers to generating high-quality MIC data that can be used for large-scale surveillance programs.
    OBJECTIVE: This research uses modern artificial intelligence and machine-learning approaches to standardize and automate the interpretation of agar dilution minimum inhibitory concentration testing. Artificial intelligence is currently of significant topical interest to researchers and clinicians. In our manuscript, we demonstrate a use-case in the microbiology laboratory and present validation data for the model\'s performance against manual interpretation.
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