1
|
Lei Z, Lian L, Zhang L, Liu C, Zhai S, Yuan X, Wei J, Liu H, Liu Y, Du Z, Gul I, Zhang H, Qin Z, Zeng S, Jia P, Du K, Deng L, Yu D, He Q, Qin P. Detection of Frog Virus 3 by Integrating RPA-CRISPR/Cas12a-SPM with Deep Learning. ACS OMEGA 2023; 8:32555-32564. [PMID: 37720737 PMCID: PMC10500685 DOI: 10.1021/acsomega.3c02929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 08/03/2023] [Indexed: 09/19/2023]
Abstract
A fast, easy-to-implement, highly sensitive, and point-of-care (POC) detection system for frog virus 3 (FV3) is proposed. Combining recombinase polymerase amplification (RPA) and CRISPR/Cas12a, a limit of detection (LoD) of 100 aM (60.2 copies/μL) is achieved by optimizing RPA primers and CRISPR RNAs (crRNAs). For POC detection, smartphone microscopy is implemented, and an LoD of 10 aM is achieved in 40 min. The proposed system detects four positive animal-derived samples with a quantitation cycle (Cq) value of quantitative PCR (qPCR) in the range of 13 to 32. In addition, deep learning models are deployed for binary classification (positive or negative samples) and multiclass classification (different concentrations of FV3 and negative samples), achieving 100 and 98.75% accuracy, respectively. Without temperature regulation and expensive equipment, the proposed RPA-CRISPR/Cas12a combined with smartphone readouts and artificial-intelligence-assisted classification showcases the great potential for FV3 detection, specifically POC detection of DNA virus.
Collapse
Affiliation(s)
- Zhengyang Lei
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Lijin Lian
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Likun Zhang
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Changyue Liu
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Shiyao Zhai
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Xi Yuan
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Jiazhang Wei
- Department
of Otolaryngology & Head and Neck, The
People’s Hospital of Guangxi Zhuang Autonomous Region, Guangxi
Academy of Medical Sciences, 6 Taoyuan Road, Nanning, 530021, China
| | - Hong Liu
- Animal
and Plant Inspection and Quarantine Technical Centre, Shenzhen Exit and Entry Inspection and Quarantine Bureau, Shenzhen, Guangdong Province 518045, China
| | - Ying Liu
- Animal
and Plant Inspection and Quarantine Technical Centre, Shenzhen Exit and Entry Inspection and Quarantine Bureau, Shenzhen, Guangdong Province 518045, China
| | - Zhicheng Du
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Ijaz Gul
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Haihui Zhang
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Zhifeng Qin
- Animal
and Plant Inspection and Quarantine Technology Center, Shenzhen Customs, Shenzhen, Guangdong Province 518033, China
| | - Shaoling Zeng
- Animal
and Plant Inspection and Quarantine Technology Center, Shenzhen Customs, Shenzhen, Guangdong Province 518033, China
| | - Peng Jia
- Quality and
Standards Academy, Shenzhen Technology University, Shenzhen 518118, China
| | - Ke Du
- Department
of Chemical and Environmental Engineering, University of California, Riverside, California 92521, United States
| | - Lin Deng
- Shenzhen
Bay Laboratory, Shenzhen 518132, China
| | - Dongmei Yu
- School
of Mechanical, Electrical & Information Engineering, Shandong University, Weihai, Shandong 264209, China
| | - Qian He
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| | - Peiwu Qin
- Center
of Precision Medicine and Healthcare, Tsinghua-Berkeley
Shenzhen Institute, Shenzhen, Guangdong Province 518055, China
- Tsinghua
Shenzhen International Graduate School, Institute of Biopharmaceutics and Health Engineering, Shenzhen, Guangdong Province 518055, China
| |
Collapse
|
2
|
Bienentreu JF, Schock DM, Greer AL, Lesbarrères D. Ranavirus Amplification in Low-Diversity Amphibian Communities. Front Vet Sci 2022; 9:755426. [PMID: 35224079 PMCID: PMC8863596 DOI: 10.3389/fvets.2022.755426] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Accepted: 01/03/2022] [Indexed: 11/13/2022] Open
Abstract
In an era where emerging infectious diseases are a serious threat to biodiversity, epidemiological patterns need to be identified, particularly the complex mechanisms driving the dynamics of multi-host pathogens in natural communities. Many amphibian species have faced unprecedented population declines associated with diseases. Yet, specific processes shaping host-pathogen relationships within and among communities for amphibian pathogens such as ranaviruses (RV) remain poorly understood. To address this gap, we conducted a comprehensive study of RV in low-diversity amphibian communities in north-western Canada to assess the effects of biotic factors (species identity, species richness, abundance) and abiotic factors (conductivity, pH) on the pathogen prevalence and viral loads. Across 2 years and 18 sites, with communities of up to three hosts (wood frog, Rana sylvatica; boreal chorus frog, Pseudacris maculata; Canadian toad, Anaxyrus hemiophrys), we observed that RV prevalence nearly doubled with each additional species in a community, suggesting an amplification effect in aquatic, as well as terrestrial life-history stages. Infection intensity among infected wood frogs and boreal chorus frogs also significantly increased with an increase in species richness. Interestingly, we did not observe any effects of host abundance or abiotic factors, highlighting the importance of including host identity and species richness when investigating multi-host pathogens. Ultimately, only such a comprehensive approach can improve our understanding of complex and often highly context-dependent host-pathogen interactions.
Collapse
Affiliation(s)
- Joe-Felix Bienentreu
- Department of Biology, Laurentian University, Sudbury, ON, Canada
- *Correspondence: Joe-Felix Bienentreu
| | - Danna M. Schock
- Sciences and Environmental Technology, Keyano College, Fort McMurray, AB, Canada
| | - Amy L. Greer
- Department of Population Medicine, University of Guelph, Guelph, ON, Canada
| | | |
Collapse
|