DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning.


Journal

Journal of visualized experiments : JoVE
ISSN: 1940-087X
Titre abrégé: J Vis Exp
Pays: United States
ID NLM: 101313252

Informations de publication

Date de publication:
10 May 2024
Historique:
medline: 27 5 2024
pubmed: 27 5 2024
entrez: 27 5 2024
Statut: epublish

Résumé

We report a fast, easy-to-implement, highly sensitive, sequence-specific, and point-of-care (POC) DNA virus detection system, which combines recombinase polymerase amplification (RPA) and CRISPR/Cas12a system for trace detection of DNA viruses. Target DNA is amplified and recognized by RPA and CRISPR/Cas12a separately, which triggers the collateral cleavage activity of Cas12a that cleaves a fluorophore-quencher labeled DNA reporter and generalizes fluorescence. For POC detection, portable smartphone microscopy is built to take fluorescent images. Besides, deep learning models for binary classification of positive or negative samples, achieving high accuracy, are deployed within the system. Frog virus 3 (FV3, genera Ranavirus, family Iridoviridae) was tested as an example for this DNA virus POC detection system, and the limits of detection (LoD) can achieve 10 aM within 40 min. Without skilled operators and bulky instruments, the portable and miniature RPA-CRISPR/Cas12a-SPM with artificial intelligence (AI) assisted classification shows great potential for POC DNA virus detection and can help prevent the spread of such viruses.

Identifiants

pubmed: 38801262
doi: 10.3791/64833
doi:

Substances chimiques

Recombinases 0
DNA, Viral 0

Types de publication

Journal Article Video-Audio Media

Langues

eng

Sous-ensembles de citation

IM

Auteurs

Changyue Liu (C)

Center of Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute; Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School.

Zhengyang Lei (Z)

Center of Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute; Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School.

Lijin Lian (L)

Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School.

Likun Zhang (L)

Center of Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute; Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School.

Zhicheng Du (Z)

Center of Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute; Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School.

Peiwu Qin (P)

Center of Precision Medicine and Healthcare, Tsinghua-Berkeley Shenzhen Institute; Institute of Biopharmaceutics and Health Engineering, Tsinghua Shenzhen International Graduate School; pwqin@sz.tsinghua.edu.cn.

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Classifications MeSH