Computer-Aided Design of 3D Non-Enzymatic Catalytic Cascade Systems for In Situ Multiplexed mRNA Imaging in Single-Cells.

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Analytical Chemistry Pub Date : 2025-02-25 Epub Date: 2025-02-14 DOI:10.1021/acs.analchem.4c06589
Yun Wen, Li-Ping Wang, Jian-Hua Wang, Yong-Liang Yu, Shuai Chen
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Abstract

mRNA, a critical biomarker for various diseases and a promising target for cancer therapy, is central to biological and medical research. However, the development of multiplexed approaches for in situ monitoring of mRNA in live cells are limited by their reliance on enzyme-based signal amplification, challenges with in situ signal diffusion, and the complexity of nucleic acid design. In this study, we introduce a nonenzymatic catalytic DNA assembly (NEDA) technique to address these limitations. NEDA facilitates the precise in situ imaging of intracellular mRNA by assembling three free hairpin DNA amplifiers into a low-mobility, three-dimensional DNA spherical structure. This approach also enables the simultaneous detection of four distinct targets via the combination of fluorescent signals, with a detection limit as low as 141.2 pM for target mRNA. To enhance the efficiency of nucleic acid design, we employed computer-aided design (CAD) to rapidly generate feasible sequences for highly multiplexed detection. By integrating various machine learning algorithms, we achieved impressive accuracy of nearly 96.66% in distinguishing multiple cell types and 87.80% in identifying the same cell type under different drug stimulation conditions. Notably, our platform can also identify drug stimuli with similar mechanisms of action, highlighting its potential in drug development. This multiplexed 3D assembly sensing strategy with CAD not only enhances the ability to image nucleic acid sequences in situ simultaneously but also provides a novel platform for efficient molecular diagnostics and personalized therapy.

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单细胞原位多路mRNA成像的三维非酶催化级联系统的计算机辅助设计。
mRNA是多种疾病的重要生物标志物,也是癌症治疗的一个有希望的靶点,是生物学和医学研究的核心。然而,用于活细胞中mRNA原位监测的多路方法的发展受到基于酶的信号扩增的依赖,原位信号扩散的挑战以及核酸设计的复杂性的限制。在这项研究中,我们介绍了一种非酶催化DNA组装(NEDA)技术来解决这些限制。NEDA通过将三个自由发夹DNA放大器组装成一个低迁移率的三维DNA球形结构,促进了细胞内mRNA的精确原位成像。该方法还可以通过荧光信号的组合同时检测四种不同的靶标,靶mRNA的检测限低至141.2 pM。为了提高核酸设计的效率,我们采用计算机辅助设计(CAD)快速生成可行的序列进行高复用检测。通过整合各种机器学习算法,我们在区分多种细胞类型方面取得了令人印象深刻的准确率,接近96.66%,在不同药物刺激条件下识别同一细胞类型的准确率达到87.80%。值得注意的是,我们的平台还可以识别具有类似作用机制的药物刺激,突出了其在药物开发中的潜力。这种基于CAD的多路三维装配传感策略不仅提高了核酸序列的原位成像能力,而且为高效的分子诊断和个性化治疗提供了一个新的平台。
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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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