Accurate Diagnosis of Colorectal Cancer Using a Combination of Lectin-Induced Recombinase Polymerase Amplification and CRISPR/Cas12a Assay on a Point-of-Care Testing Platform with Deep Learning Assistant.

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL
Xudong Sun, Xiaotong Li, Hao Jiang, Yongjie Shan, Sifeng Zhou, Zhenxin Wang
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引用次数: 0

Abstract

Specific glycosylation patterns on exosome surfaces represent novel diagnostic biomarkers for cancer liquid biopsy. Lectins can induce exosome aggregation through multiple bindings with exosomal glycoproteins. In this work, we developed a one-pot lectin-induced recombinase polymerase amplification (RPA) and CRISPR/Cas12a-mediated cleavage assay (LI-RPA-CRISPR/Cas12a) for diagnosing colorectal cancer (CRC) through the interactions of abundant α-fucose residues on CRC cell-derived exosome surfaces with Ulex Europaeus Agglutinin I (UEA-I). The combination of a homemade portable isothermal amplification device, the as-proposed LI-RPA-CRISPR/Cas12a exhibits a wide detection range from 2 × 106 to 1 × 102 extracellular vehicles (EVs) μL-1 with a visual limit of detection (LOD) as low as 1.0 × 102 EVs μL-1, and has been successfully utilized to dynamically monitor the progression of tumors in mice-bearing SW480 CRC subtype at an early stage. After integration with a long short-term memory (LSTM) deep learning model, the LI-RPA-CRISPR/Cas12a achieves accurate diagnosis of primary colorectal cancer with a drop of blood through a smartphone-based data analysis application, reaching an accuracy of 95% in 100 clinical samples. This rapid, sensitive, and user-friendly approach provides a promising platform for point-of-care testing (POCT) diagnosis of CRC, enabling early detection and monitoring of disease progression through a minimally invasive liquid biopsy.

Abstract Image

结合凝集素诱导的重组酶聚合酶扩增和CRISPR/Cas12a检测在带有深度学习助手的即时检测平台上准确诊断结直肠癌
外泌体表面特异性糖基化模式是癌症液体活检的新型诊断生物标志物。凝集素可以通过与外泌体糖蛋白的多重结合诱导外泌体聚集。在这项工作中,我们建立了一种单锅凝集素诱导的重组酶聚合酶扩增(RPA)和CRISPR/Cas12a介导的裂解试验(LI-RPA-CRISPR/Cas12a),通过CRC细胞源性外泌体表面丰富的α-聚焦残基与Ulex Europaeus凝集素I (UEA-I)的相互作用来诊断结直肠癌(CRC)。结合自制的便携式等温扩增装置,LI-RPA-CRISPR/Cas12a具有2 × 106 ~ 1 × 102细胞外载体(ev) μL-1的宽检测范围,视觉检出限(LOD)低至1.0 × 102 ev μL-1,已成功用于早期动态监测SW480 CRC小鼠的肿瘤进展。LI-RPA-CRISPR/Cas12a结合长短期记忆(LSTM)深度学习模型,通过基于智能手机的数据分析应用,实现了一滴血对原发性结直肠癌的准确诊断,在100个临床样本中准确率达到95%。这种快速、灵敏、用户友好的方法为CRC的即时检测(POCT)诊断提供了一个有前景的平台,可以通过微创液体活检早期发现和监测疾病进展。
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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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