non-invasive

非侵入性
  • 文章类型: Journal Article
    从2022年底到2023年初,英国卫生安全局报告说,由化脓性链球菌(StrepA或A组链球菌)引起的猩红热和侵袭性疾病异常高。在此期间,我们收集并基因组测序341个非侵入性咽喉和皮肤化脓性链球菌分离在谢菲尔德的常规临床诊断测试中鉴定,英国的一个大城市。我们将数据与从2016年至2017年的165个分离株的类似集合中获得的数据进行了比较。与喉咙相关的分离株数量在2022年12月初达到峰值,反映了全国猩红热的热潮。而皮肤感染在12月晚些时候达到顶峰。2022-2023年最常见的emm类型是emm1(28.7%),喉部emm12(24.9%)和emm22(7.7%)和emm1(22%),emm12(10%),皮肤中emm76(18%)和emm49(7%)。虽然所有emm1分离株都是M1UK谱系,与2016-2017年的比较显示,其他EMM类型的谱系不同,包括emm12,以及其他类型的新兴谱系,包括新的acapsularemm75谱系,证明热潮并非完全由单一基因型驱动。对胶囊基因座的分析预测,与78%的皮肤分离物相比,只有51%的咽喉分离物会产生胶囊。预计90%的咽喉分离株还具有高NAD酶和链球菌溶血素O(SLO)表达,基于启动子序列,相比之下,只有56%的皮肤分离株。我们的研究强调了分析非侵入性分离株以表征组织嗜性的价值,以及改变菌株多样性和新出现的基因组特征,这些特征可能对侵袭性疾病的溢出和未来化脓性链球菌的激增有影响。
    At the end of 2022 into early 2023, the UK Health Security Agency reported unusually high levels of scarlet fever and invasive disease caused by Streptococcus pyogenes (StrepA or group A Streptococcus). During this time, we collected and genome-sequenced 341 non-invasive throat and skin S. pyogenes isolates identified during routine clinical diagnostic testing in Sheffield, a large UK city. We compared the data with that obtained from a similar collection of 165 isolates from 2016 to 2017. Numbers of throat-associated isolates collected peaked in early December 2022, reflecting the national scarlet fever upsurge, while skin infections peaked later in December. The most common emm-types in 2022-2023 were emm1 (28.7 %), emm12 (24.9 %) and emm22 (7.7 %) in throat and emm1 (22 %), emm12 (10 %), emm76 (18 %) and emm49 (7 %) in skin. While all emm1 isolates were the M1UK lineage, the comparison with 2016-2017 revealed diverse lineages in other emm-types, including emm12, and emergent lineages within other types including a new acapsular emm75 lineage, demonstrating that the upsurge was not completely driven by a single genotype. The analysis of the capsule locus predicted that only 51 % of throat isolates would produce capsule compared with 78% of skin isolates. Ninety per cent of throat isolates were also predicted to have high NADase and streptolysin O (SLO) expression, based on the promoter sequence, compared with only 56% of skin isolates. Our study has highlighted the value in analysis of non-invasive isolates to characterize tissue tropisms, as well as changing strain diversity and emerging genomic features which may have implications for spillover into invasive disease and future S. pyogenes upsurges.
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  • 文章类型: Journal Article
    人类视网膜类器官(RO)已经成为研究视网膜发育的有价值的工具,模拟人类视网膜疾病,和筛选药物。然而,它们的应用受到限制,主要是由于时间密集的生成,高成本,和低重现性。RO分化的质量评估对于其在研究中的应用至关重要。然而,形态学评价和免疫组织化学分析等传统方法由于缺乏精确性和侵入性而存在局限性,分别。本研究旨在使用外泌体microRNAs(miRNA)鉴定RO分化质量的非侵入性生物标志物,已知反映细胞特异性功能和视网膜发育。我们从人类诱导多能干细胞(hiPSCs)中分化出RO,并根据形态学和免疫组织化学标准将它们分为“上”和“下”组。分离来自条件培养基的外来体并分析miRNA含量。我们的发现揭示了不同的miRNA在上级和下级RO之间,具有表现出较高miRNA多样性的优异ROs,特别是上调或下调的miRNA。基因本体论和通路富集分析表明,这些miRNA的靶基因参与神经元的增殖和分化。该研究表明,外泌体hsa-miR-654-3p和hsa-miR-451a作为实时监测RO质量的非侵入性生物标志物的潜力。促进标准化的发展,高效,和具有成本效益的培养方法。
    Human retinal organoids (ROs) have emerged as valuable tools for studying retinal development, modeling human retinal diseases, and screening drugs. However, their application is limited primarily due to time-intensive generation, high costs, and low reproducibility. Quality assessment of RO differentiation is crucial for their application in research. However, traditional methods such as morphological evaluation and immunohistochemical analysis have limitations due to their lack of precision and invasiveness, respectively. This study aims to identify non-invasive biomarkers for RO differentiation quality using exosomal microRNAs (miRNAs), which are known to reflect cell-specific functions and development in the retina. We differentiated ROs from human induced pluripotent stem cells (hiPSCs) and classified them into \'superior\' and \'inferior\' groups based on morphological and immunohistochemical criteria. Exosomes from the conditioned media were isolated and analyzed for miRNA content. Our findings revealed distinct miRNA profiles between superior and inferior ROs, with superior ROs exhibiting higher miRNA diversity and specifically up- or down-regulated miRNAs. Gene ontology and pathway enrichment analyses indicated that the target genes of these miRNAs are involved in neuron proliferation and differentiation. The study suggests the potential of exosomal hsa-miR-654-3p and hsa-miR-451a as non-invasive biomarkers for real-time monitoring of RO quality, facilitating the development of standardized, efficient, and cost-effective culture methods.
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  • 文章类型: Journal Article
    气压全身体积描记术(BWBP)被认为是评估猫肺功能的特别温和的方法。然而,迄今为止,还没有研究调查猫在测量过程中所经历的压力。这项前瞻性研究包括48只健康的成年猫。在体积描记术室中测量每只猫总共30分钟,并使用应力直方图每10分钟确定应力水平。在测量开始时,75%的猫被评估为紧张。在这三个时间段里,观察到总应激评分显著降低(p<0.001).此外,所有测量参数都与应力评分显着相关,除了增加的停顿和潮气量。因此,可以假设猫在体积描记术室的检查过程中最初会经历压力,但是随着时间的推移,压力会大大减少。由于应力水平与许多测量参数相关,在解释结果时应该考虑到这一点。
    Barometric whole-body plethysmography (BWBP) is considered to be a particularly gentle method of assessing lung function in cats. However, there have been no studies to date investigating the stress experienced by cats during measurements. The prospective study included 48 healthy adult cats. Each cat was measured in the plethysmographic chamber for a total of 30 min and stress levels were determined every 10 min using a stress ethogram. At the beginning of measurements, 75% of cats were assessed as tense. Over the three time periods, a significant (p < 0.001) reduction in the total stress score was observed. In addition, all measurement parameters correlated significantly with the stress score, with the exception of enhanced pause and tidal volume. It can therefore be assumed that cats will initially experience stress during examination in the plethysmographic chamber, but stress will decrease significantly over time. As the stress level correlates with many measurement parameters, this should be taken into account when interpreting the results.
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  • 文章类型: Journal Article
    结直肠癌(CRC)是一个重大的全球性健康挑战,在全球癌症相关死亡的主要原因中排名。尽管在预防和早期发现方面做出了努力,CRC发病率和死亡率预计将大幅上升。传统的筛选方法,如gFOBT,FIT,柔性乙状结肠镜检查,结肠镜检查,反恐委员会,结肠胶囊有局限性,包括假阳性/假阴性,范围有限,或侵入性。CRC筛查的最新进展涉及DNA甲基化生物标志物,在检测早期CRC和癌前病变方面显示出希望。基于粪便的DNA检测正在成为检测CRC相关DNA甲基化改变的一种无创、便捷的方法。与传统方法相比,为更早的检测提供了潜力。针对与CRC相关的不同基因的几种商业化的基于粪便的DNA甲基化测试已经证明了不同的敏感性和特异性。一些超越传统的筛选方法。优化其性能和可访问性仍然存在挑战。这篇综述讨论了DNA甲基化生物标志物如何增强CRC筛查,基于粪便的DNA甲基化测试可以彻底改变CRC筛查实践,将它们与黄金标准进行比较。
    Colorectal cancer (CRC) is a significant global health challenge, ranking among the leading causes of cancer-related mortality worldwide. Despite efforts in prevention and early detection, CRC incidence and mortality rates are expected to rise substantially. Traditional screening methods like gFOBT, FIT, flexible sigmoidoscopy, colonoscopy, CTC, and colon capsule have limitations, including false positives/negatives, limited scope, or invasiveness. Recent developments in CRC screening involve DNA methylation biomarkers, showing promise in detecting early-stage CRC and precancerous lesions. Stool-based DNA testing is emerging as a noninvasive and convenient method for detecting CRC-associated DNA methylation alterations, offering potential for earlier detection compared to traditional methods. Several commercial stool-based DNA methylation tests targeting different genes associated with CRC have demonstrated varying sensitivity and specificity, some surpassing traditional screening methods. Challenges remain in optimizing their performance and accessibility. This review discusses how DNA methylation biomarkers could enhance CRC screening, and stool-based DNA methylation tests could revolutionize CRC screening practices, comparing them to the gold standard.
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  • 文章类型: Journal Article
    基于前列腺特异性抗原(PSA)的前列腺癌(PCa)筛查需要改进。这项研究的目的是确定尿液生物标志物,以预测前列腺成像报告和数据系统(PI-RADS)评分以及前列腺活检前PCa的存在。在前列腺活检前收集PSA升高患者的尿样(队列=99)。对来自45个样品的质谱数据进行再分析以鉴定尿生物标志物以预测PI-RADS评分和PCa的存在。最有前途的候选人,即SPARC样蛋白1(SPARCL1),淋巴管内皮透明质酸受体1(LYVE1),α-1-微球蛋白/比库宁前体(AMBP),角蛋白13(KRT13),分化簇99(CD99)和hornerin(HRNR),通过ELISA定量,并在54个样本的独立队列中进行验证。各种生物标志物组合显示预测PI-RADS评分(AUC=0.79)的能力。结合PI-RADS评分,这些生物标志物提高了无前列腺癌男性(AUC=0.89)和有临床意义的PCa患者(AUC=0.93)的检出率.我们已经发现了尿液生物标志物用于测试的潜力,该测试允许对mpMRI的使用进行更严格的优先排序,并改善了前列腺活检的决策标准。通过减少不必要的前列腺活检的数量来减少患者负担。
    Prostate-Specific Antigen (PSA) based screening of prostate cancer (PCa) needs refinement. The aim of this study was the identification of urinary biomarkers to predict the Prostate Imaging-Reporting and Data System (PI-RADS) score and the presence of PCa prior to prostate biopsy. Urine samples from patients with elevated PSA were collected prior to prostate biopsy (cohort = 99). The re-analysis of mass spectrometry data from 45 samples was performed to identify urinary biomarkers to predict the PI-RADS score and the presence of PCa. The most promising candidates, i.e. SPARC-like protein 1 (SPARCL1), Lymphatic vessel endothelial hyaluronan receptor 1 (LYVE1), Alpha-1-microglobulin/bikunin precursor (AMBP), keratin 13 (KRT13), cluster of differentiation 99 (CD99) and hornerin (HRNR), were quantified by ELISA and validated in an independent cohort of 54 samples. Various biomarker combinations showed the ability to predict the PI-RADS score (AUC = 0.79). In combination with the PI-RADS score, the biomarkers improve the detection of prostate carcinoma-free men (AUC = 0.89) and of those with clinically significant PCa (AUC = 0.93). We have uncovered the potential of urinary biomarkers for a test that allows a more stringent prioritization of mpMRI use and improves the decision criteria for prostate biopsy, minimizing patient burden by decreasing the number of unnecessary prostate biopsies.
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  • 文章类型: Journal Article
    蛋白质聚集是生物制药药物的挑战,因为它会影响实时蛋白质制剂的稳定性。然而,目前用于蛋白质聚集体适应症的技术满足许多限制,包括有限的聚集体大小范围,复杂的预处理和缺乏色谱方法。在这里,一个快速的,自动,为了克服这些挑战,开发了非侵入性和广泛覆盖聚合适应症的技术.首先,通过与某些已建立的技术进行比较,探索了低场核磁共振(LF-NMR)对聚集体的响应。LF-NMR实现了水质子横向弛豫率的高灵敏度(H2O的R2,以下称为R2(H2O)),从纳米到微米的蛋白质聚集体。然后,进一步研究了R2(H2O)与聚集体之间的定量关系。R2(H2O)可以在发育过程中充当全尺寸覆盖蛋白聚集体指标。作为一种非侵入性方法,LF-NMR不需要任何样品处理。一次测试只需要44秒,节省了大量的人力,材料和成本。与其他既定的分析技术相比,这里开发的技术可能是一个强大的工具,自动,生物大分子发育中聚集体适应症的非侵入性和广泛覆盖技术。
    Protein aggregation is challenging for biopharmaceutical drug, because it affects the stability of protein formulations in real-time. However, current techniques for protein aggregate indication meet a number of limitations including limited aggregate size range, complex pre-treatments and lack of chromatographic approaches. Herein, a rapid, automatic, non-invasive and wide-scale coverage technique for aggregates indication is developed to overcome these challenges. Firstly, the response of low-field nuclear magnetic resonance (LF-NMR) to the aggregates is explored by making a comparison with certain established techniques. LF-NMR achieves a high sensitivity of water proton transverse relaxation rate (R2 of H2O, hereinafter referred as R2(H2O)) to protein aggregates from nanometer to micrometer. Then, the quantitative relationship between R2(H2O) and aggregates is investigated furtherly. R2(H2O) could serve as an all-size coverage protein aggregates indicator during development. As a non-invasive method, LF-NMR does not need any sample handling. It takes only 44 s for one test, and saves a lot of manpower, materials and costs. Compared with other established analytical techniques, the technique developed here could be a powerful tool for a rapid, automatic, non-invasive and wide-scale coverage technique for aggregates indication in biomacromolecule development.
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  • 文章类型: Journal Article
    目的: 本研究旨在探讨心脏震颤和超声心动图收缩变量之间的相关性,以及心脏震颤(SCG)是否可以检测到预负荷的降低。 方法 本研究共包括34名受试者。同时记录SCG和心电图,然后在仰卧位和30°抬头倾斜位置进行超声心动图(回波)。SCG信号被分割成个体心跳,并且使用检测算法定义收缩基准点。统计分析包括相关系数计算和配对样本检验。 结果: SCG能够通过几乎所有检查的收缩SCG变量来测量预负荷的减少。可以将某些回波变量与SCG时间间隔相关联,振幅,和峰到峰的间隔。此外,某些SCG变量的仰卧和倾斜位置之间的变化可能与回声变量的变化相关。LVET,IVCT,S\',应变,SR,SV,LVEF与相关SCG变量显著相关。&#xD;结论:&#xD;这项研究显示出中等相关性,收缩期回声和收缩期SCG变量之间的关系。此外,收缩期SCG变量能够检测到前负荷的降低. .
    Aim. This study aimed to investigate the correlation between seismocardiographic and echocardiographic systolic variables and whether a decrease in preload could be detected by the seismocardiography (SCG).Methods. This study included a total of 34 subjects. SCG and electrocardiography were recorded simultaneously followed by echocardiography (echo) in both supine and 30◦head-up tilted position. The SCG signals was segmented into individual heartbeats and systolic fiducial points were defined using a detection algorithm. Statistical analysis included correlation coefficient calculations and paired sample tests.Results. SCG was able to measure a decrease in preload by almost all of the examined systolic SCG variables. It was possible to correlate certain echo variables to SCG time intervals, amplitudes, and peak to peak intervals. Also, changes between supineand tilted position of some SCG variables were possible to correlate to changes in echo variables. LVET, IVCT, S\', strain, SR, SV, and LVEF were significantly correlated to relevant SCG variables.Conclusion. This study showed a moderate correlation, between systolic echo and systolic SCG variables. Additionally, systolic SCG variables were able to detect a decrease in preload.
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  • 文章类型: Journal Article
    目的:非侵入性静脉曲张风险分层系统尚未在肝细胞癌(HCC)患者中得到验证,在全身性HCC治疗的背景下,这给患者带来了后勤障碍。我们旨在开发和验证一种非侵入性算法,用于预测不可切除的HCC患者的静脉曲张。
    方法:我们在美国的21个中心进行了一项回顾性队列研究,包括2007年至2019年间诊断为不可切除的HCC和ChildPughA5-B7肝硬化的成年患者。我们纳入了在指数成像后12个月内但在HCC治疗之前完成食管胃镜检查(EGD)的患者。我们将队列分为70:30的训练集和验证集,目标是最大化阴性预测值(NPV),以避免低危患者的EGD。
    结果:我们包括707名患者(中位年龄64.6岁,80.6%男性和74.0%白人)。从HCC诊断到EGD的中位时间为47(IQR:114)天,25.0%的患者有高危静脉曲张。仅使用临床变量的模型在验证队列中实现了86.3%的NPV,而整合临床和影像学变量的模型在验证中的NPV为97.4%.临床和成像模型将避免超过一半的低风险患者的EGD,而错误分类的高风险患者为7.7%。
    结论:结合临床和影像学数据的模型可以准确预测HCC患者的高危静脉曲张的缺失,并在开始全身治疗之前避免许多低危患者的EGD。从而加快他们的护理,避免治疗延误。
    OBJECTIVE: Non-invasive variceal risk stratification systems have not been validated in patients with hepatocellular carcinoma (HCC), which presents logistical barriers for patients in the setting of systemic HCC therapy. We aimed to develop and validate a non-invasive algorithm for the prediction of varices in patients with unresectable HCC.
    METHODS: We performed a retrospective cohort study in 21 centers in the US including adult patients with unresectable HCC and Child Pugh A5-B7 cirrhosis diagnosed between 2007 and2019. We included patients who completed an esophagogastroduodonoscopy (EGD) within 12 months of index imaging but prior to HCC treatment. We divided the cohort into a 70:30 training set and validation set, with the goal of maximizing negative predictive value (NPV) to avoid EGD in low-risk patients.
    RESULTS: We included 707 patients (median age 64.6 years, 80.6% male and 74.0% White). Median time from HCC diagnosis to EGD was 47 (IQR: 114) days, with 25.0% of patients having high-risk varices. A model using clinical variables alone achieved a NPV of 86.3% in the validation cohort, while a model integrating clinical and imaging variables had an NPV 97.4% in validation. The clinical and imaging model would avoid EGDs in over half of low-risk patients while misclassifying 7.7% of high-risk patients.
    CONCLUSIONS: A model incorporating clinical and imaging data can accurately predict the absence of high-risk varices in patients with HCC and avoid EGD in many low-risk patients prior to the initiation of systemic therapy, thus expediting their care and avoiding treatment delays.
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  • 文章类型: Journal Article
    背景:在患有门静脉高压症(PHT)的儿童和青少年中,非肝硬化门静脉纤维化(NCPF)与慢性肝病(CLD)的区别具有挑战性,尤其是在肝硬度测量(LSM)和肝静脉压力梯度较高的情况下。本研究的目的是评估脾刚度测量(SSM)/LSM比在NCPF诊断中的诊断准确性。
    方法:从2019年1月至2023年12月,前瞻性招募了6个月至18岁的儿童和青少年PHT(CLD和NCPF)。SSM和LSM的瞬态弹性成像(TE),上消化道内镜(UGIE),肝活检/经颈静脉肝活检,腹部成像,并进行了实验室评估。评估了TE参数对NCPF和CLD诊断的关系。使用RStudio-4.2.2统计软件应用接收器工作特性(ROC)统计。
    结果:评估了147例CLD患者和27例NCPF患者。中位年龄为10.0(IQR2.4-14.0)岁;68.4%为男性。SSM/LSM比值的AUROC(0.992,95CI0.982-1.0001)优于LSM(0.945,95CI0.913-0.977)和SSM(0.626,95CI0.258-0.489)诊断NCPF。SSM/LSM比率截止3.67预测NCPF,具有出色的灵敏度(100%),特异性(95.9%),和诊断准确率(95.91%)。SSM/LSM比值的AUROC表现优异,优于亚组中的其他TE参数,即,LSM在10和20kPa之间(0.982,95CI0.947-1.000),无临床意义的静脉曲张(CSV)(1.000,95CI1.000-1.000)和CSV(0.993,95CI0.983-1.000)。在使用McNemar检验区分NCPF和CLD方面,SSM/LSM比值的诊断性能优于LSM(p=0.01)。
    结论:SSM/LSM比率是区分NCPF和CLD的极好工具。
    BACKGROUND: Differentiation of Non-cirrhotic Portal Fibrosis (NCPF) from chronic liver disease (CLD) in children and adolescents with portal hypertension (PHT) is challenging especially in cases where liver stiffness measurement (LSM) and hepatic venous pressure gradient are higher. This objective of the current study was to evaluate the diagnostic accuracy of the splenic stiffness measurement (SSM)/LSM ratio in the diagnosis of NCPF.
    METHODS: From January 2019 to December 2023, consecutive children and adolescents of 6 months to 18 years of age with PHT (CLD and NCPF) were prospectively enrolled. Transient elastography (TE) for SSM and LSM, upper gastrointestinal endoscopy (UGIE), liver biopsy/trans-jugular liver biopsy, abdominal imaging, and laboratory evaluation were done. The relationship of TE parameters for diagnosis of NCPF and CLD was evaluated. Receiver-operating characteristic (ROC) statistics were applied using R Studio-4.2.2 statistical software.
    RESULTS: One hundred and forty seven with CLD and 27 patients with NCPF were evaluated. Median age was 10.0 (IQR 2.4-14.0) years; 68.4% were males. The AUROC of SSM/LSM ratio was better (0.992, 95%CI 0.982-1.0001) than LSM (0.945, 95%CI0.913-0.977) and SSM (0.626, 95%CI0.258-0.489) for the diagnosis of NCPF. SSM/LSM ratio cut-off of 3.67 predicted NCPF with an excellent sensitivity (100%), specificity (95.9%), and diagnostic accuracy (95.91%). The AUROC of SSM/LSM ratio was excellent and outperformed other TE parameters in the subgroups, i.e., LSM between 10 and 20 kPa (0.982, 95%CI 0.947-1.000), without clinically significant varices (CSV) (1.000, 95%CI 1.000-1.000) and with CSV (0.993, 95%CI 0.983-1.000). Diagnostic performance of SSM/LSM Ratio was better than LSM for discriminating NCPF from CLD using McNemar test (p = 0.01).
    CONCLUSIONS: The SSM/LSM ratio is an excellent tool in differentiating NCPF from CLD.
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  • 文章类型: Journal Article
    背景技术在印度,贫血是严重的公共卫生问题,影响超过一半的人口。为了减轻人民的负担,印度政府在贫血MuktBharat计划下采取了贫血诊断和治疗的监测策略。现场护理测试(POCT)设备在无法获得复杂实验室仪器的社区水平上测试血红蛋白中起着关键作用。大多数当前可用的POCT设备本质上是侵入性的,其具有其自身的局限性。一种非侵入性的血红蛋白估计方法将解决侵入性POCT仪器的许多局限性,这将进一步提高人们对血红蛋白检测的可接受性。非侵入性贫血检测应用程序(NiADA)(MonereAIPrivateLimited,加尔各答,西孟加拉邦,印度),非侵入性POCT应用程序,使用人工智能(AI)从下眼睑图像中预测血红蛋白水平。这种实时,即时护理,低成本解决方案使用自定义计算机视觉深度学习算法来确定血液血红蛋白值。方法该研究验证了基于AI的智能手机应用程序NiADA与实验室血红蛋白估算以及广泛使用的即时血红蛋白估算仪器(HemoCueHb301;HemoCueAB,Angelholm,SkaneCounty,瑞典)。这项研究是在印度东部的一家三级医院进行的,共招募了556名参与者。其中包括58名儿科患者,51名孕妇,214名成年女性,和224名成年男性。使用Python进行统计分析(Python软件基金会,威尔明顿,特拉华州,美国)。P值<0.05被认为是显著的。结果成年女性和男性的NiADA与实验室估计的血红蛋白值之间的平均差异分别为-0.29g/dL和-0.89g/dL。孕妇为0.61g/dL,儿科人群为-0.69g/dL。NiADA的一致性限制在成年女性的2.77至-2.18g/dL之间,3.76至-1.96g/dL的成年男性,孕妇1.89至-3.29g/dL,儿科人群为3.28至-2.08g/dL。NiADA应用对实验室估计方法的敏感性和特异性分别为成年女性的75.8%和53.8%,成年男性占70.0%和48.3%,怀孕女性占23.8%和90%,儿科人群的比例分别为75%和57%。结论作为一种非侵入性应用,NiADA的性能令人满意,可与HemoCueHb301和其他POCT设备等微创工具相媲美。
    Background  Anemia is a severe public health problem in India affecting more than half of the population. To reduce its burden on the population, the Government of India under the Anemia Mukt Bharat program has adopted a monitoring strategy for the diagnosis and treatment of anemia. Point-of-care testing (POCT) devices play a pivotal role in testing hemoglobin at a community level where sophisticated laboratory instruments are not available. The majority of the currently available POCT devices are invasive in nature which have their own limitations. A non-invasive method of hemoglobin estimation will address many of the limitations of an invasive POCT instrument, which will further improve people\'s acceptability for hemoglobin testing. The Non-Invasive Anemia Detection App (NiADA) (Monere AI Private Limited, Kolkata, West Bengal, India), a non-invasive POCT application, uses artificial intelligence (AI) to predict the hemoglobin level from lower eyelid images. This real-time, point-of-care, low-cost solution uses a custom computer vision deep-learning algorithm to determine blood hemoglobin value.  Method  The study validates an AI-based smartphone application NiADA against laboratory hemoglobin estimation and a widely used point-of-care hemoglobin estimation instrument (HemoCue Hb 301; HemoCue AB, Angelholm, Skane County, Sweden). The study was conducted in a tertiary care hospital in Eastern India and recruited a total of 556 participants. These included 58 pediatric patients, 51 pregnant women, 214 adult females, and 224 adult males. Statistical analysis was performed using Python (Python Software Foundation, Wilmington, Delaware, United States). A p-value of < 0.05 was taken to be significant.  Result  The mean difference observed between NiADA and laboratory-estimated hemoglobin values came out to be -0.29 g/dL and -0.89 g/dL for adult females and males respectively, and 0.61 g/dL for pregnant women and -0.69g/dL for the pediatric population. The limits of agreement for NiADA were narrow at 2.77 to -2.18 g/dL for adult females, 3.76 to -1.96 g/dL for adult males, 1.89 to -3.29 g/dL for pregnant women, and 3.28 to -2.08 g/dL for the pediatric population. The sensitivity and specificity of the NiADA application against the laboratory estimation method were 75.8% and 53.8% for adult females, 70.0% and 48.3% for adult males, 23.8% and 90% for pregnant females, and 75% and 57% for the pediatric population.  Conclusion  As a non-invasive application, NiADA\'s performance is satisfactory and comparable with minimally invasive tools like HemoCue Hb 301 and other POCT devices.
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