One-Pot Sequential Enrichment of Urinary Extracellular Vesicle and miRNAs Identifies a Noninvasive Biomarker Panel for Prostate Cancer Diagnosis.

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Analytical Chemistry Pub Date : 2024-12-10 Epub Date: 2024-11-29 DOI:10.1021/acs.analchem.4c04807
Yufeng Liu, Guiyuan Zhang, Dong Wei, Hao Zhang, Anton Iliuk, Zhuoying Xie, Yanhong Gu, Zhongze Gu, Ying Zhang, Yefei Zhu
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Abstract

Extracellular vesicles (EVs) offer promising noninvasive alternatives for convenient and noninvasive prostate cancer (PCa) diagnosis, but inefficient EV enrichment and cargo extraction hinder discovery and validation for their clinical applications. Here, we present an integrated pipeline based on functionalized magnetic beads to streamline and enhance the efficiency of urinary EV miRNA analysis. EVs are first enriched on amphiphilic magnetic beads through chemical affinity, followed by EV lysis and the isolation of miRNAs through solid phase extraction. The new pipeline demonstrated a more than 10-fold increase in urine EV miRNA extraction efficiency compared to the traditional ultracentrifugation combined TRIzol method while reducing the sample processing time to within 1 h. The one-bead strategy further allowed us to automate the procedure on a 96-channel instrument. We applied the pipeline to analyze urine samples from 108 benign prostatic hyperplasia (BPH) controls and 92 PCa cases. Among 195 miRNA biomarkers from the literature, we prioritized 18 miRNAs for quantification and successfully validated 12 miRNAs with a ratio-based normalized method. The quantification data from BPH controls and PCa cases in the training set were subjected to a machine learning analysis of Random Forest, through which we generated a five-miRNA panel consisting of miR-148a-5p, miR-21-5p, miR-181a-5p, miR-222-3p, and miR-100-5p. This panel showed high sensitivity (89%) and specificity (72%) in the test set, highlighting immense potential of this streamlined pipeline for noninvasive diagnosis.

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尿细胞外囊泡和mirna的一锅序列富集鉴定了前列腺癌诊断的无创生物标志物小组。
细胞外囊泡(EVs)为前列腺癌(PCa)的便捷、无创诊断提供了一种很有前景的无创替代方法,但低效的EVs富集和载物提取阻碍了其临床应用的发现和验证。在这里,我们提出了一个基于功能化磁珠的集成管道,以简化和提高尿液EV miRNA分析的效率。首先通过化学亲和力在两亲性磁珠上富集EV,然后通过固相萃取裂解EV,分离mirna。与传统的超离心结合TRIzol方法相比,新管道的尿液EV miRNA提取效率提高了10倍以上,同时将样品处理时间缩短到1小时以内。单头策略进一步使我们能够在96通道仪器上自动化该过程。我们应用该管道分析了108例良性前列腺增生(BPH)对照和92例前列腺癌患者的尿液样本。在文献中的195个miRNA生物标志物中,我们优先选择了18个miRNA进行量化,并使用基于比例的归一化方法成功验证了12个miRNA。对训练集中BPH对照和PCa病例的量化数据进行随机森林的机器学习分析,通过随机森林,我们生成了一个由miR-148a-5p、miR-21-5p、miR-181a-5p、miR-222-3p和miR-100-5p组成的五mirna面板。该小组在测试集中显示出高灵敏度(89%)和特异性(72%),突出了这种流线型管道在无创诊断中的巨大潜力。
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来源期刊
Analytical Chemistry
Analytical Chemistry 化学-分析化学
CiteScore
12.10
自引率
12.20%
发文量
1949
审稿时长
1.4 months
期刊介绍: Analytical Chemistry, a peer-reviewed research journal, focuses on disseminating new and original knowledge across all branches of analytical chemistry. Fundamental articles may explore general principles of chemical measurement science and need not directly address existing or potential analytical methodology. They can be entirely theoretical or report experimental results. Contributions may cover various phases of analytical operations, including sampling, bioanalysis, electrochemistry, mass spectrometry, microscale and nanoscale systems, environmental analysis, separations, spectroscopy, chemical reactions and selectivity, instrumentation, imaging, surface analysis, and data processing. Papers discussing known analytical methods should present a significant, original application of the method, a notable improvement, or results on an important analyte.
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