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.
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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.
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.