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Updated: Feb 9, 2026

04:17
DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
Published on: May 10, 2024
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CRISPR-initiated exponential amplification on fluorescently-barcoded microspheres for deep learning-assisted
Tingting Bai1, Xiaojun Qu1, Jinshun Pan1
1Laboratory Medicine Center, the Second Affiliated Hospital of Nanjing Medical University, Nanjing, 210011, PR China.
Biosensors & Bioelectronics
|February 7, 2026
Summary
This study presents a novel biosensing platform for multiplexed nucleic acid testing. It enables rapid, low-cost detection of human papillomavirus (HPV) DNA using CRISPR technology and deep learning.
Area of Science:
- Molecular Biology
- Biotechnology
- Diagnostics
Background:
- Multiplexed nucleic acid testing is crucial for human health but faces challenges in speed and cost.
- CRISPR-Cas systems offer high specificity but integration into near-patient multiplexed platforms is limited.
Purpose of the Study:
- To develop a novel biosensing platform for multiplexed detection of human papillomavirus (HPV) DNA.
- To integrate CRISPR-initiated amplification with quantum-dot encoded microbeads and deep learning for automated analysis.
Main Methods:
- Utilized CRISPR/Cas9 for specific initiation of exponential nucleic acid amplification.
- Employed quantum-dot encoded microbeads for localized fluorescent readout of amplified products.
- Implemented a custom deep-learning algorithm for automated quantification of bead fluorescence.
Main Results:
- Achieved simultaneous detection of HPV16, HPV18, and HPV33 DNA.
- Demonstrated low detection limits as low as 0.2 pM for HPV DNA.
- Significantly simplified the workflow through recognition-triggered amplification and deep-learning assisted readout.
Conclusions:
- The developed platform offers a universal and practical strategy for molecular diagnostics.
- The integrated approach shows strong potential for enabling near-patient testing applications.
- This method enhances the accessibility and efficiency of multiplexed nucleic acid detection.
Keywords:
CRISPR/Cas9Fluorescent microspheresIsothermal exponential amplificationNucleic acid detectionMore Related Videos
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