1
|
Deivarajan HR, Elamurugan V, Sivashanmugam P, Pandian J, Sevugamurthi K, Rameshkumar G, Ghosh S, Banerjee D, Venugopal A, Jose A, Rammohan R, Raghavan A, Rajaraman R, Kuppamuthu D, Prajna L, Prajna VN, Narendran S. Development and Clinical Evaluation of a CRISPR/Cas12a-Based Nucleic Acid Detection Platform for the Diagnosis of Keratomycoses. OPHTHALMOLOGY SCIENCE 2024; 4:100522. [PMID: 38881611 PMCID: PMC11179415 DOI: 10.1016/j.xops.2024.100522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 03/19/2024] [Accepted: 03/22/2024] [Indexed: 06/18/2024]
Abstract
Objective The objective of this study was to develop a rapid and accurate clustered regularly interspaced short palindromic repeats (CRISPR)/Cas12a-based molecular diagnostic assay (Rapid Identification of Mycoses using CRISPR, RID-MyC assay) to detect fungal nucleic acids and to compare it with existing conventional mycologic methods for the diagnosis of fungal keratitis (FK). Design This study was structured as a development and validation study focusing on the creation and assessment of the RID-MyC assay as a novel diagnostic modality for FK. Subjects Participants comprised 142 individuals presenting with suspected microbial keratitis at 3 tertiary care institutions in South India. Methods The RID-MyC assay utilized recombinase polymerase amplification targeting the 18S ribosomal RNA gene for isothermal amplification, followed by a CRISPR/Cas12a reaction. This was benchmarked against microscopy, culture, and polymerase chain reaction for the diagnosis of FK. Main Outcome Measures The primary outcome measures focused on the analytical sensitivity and specificity of the RID-MyC assay in detecting fungal nucleic acids. Secondary outcomes measured the assay's diagnostic sensitivity and specificity for FK, including its concordance with conventional diagnostic methods. Results The RID-MyC assay exhibited a detection limit ranging from 13.3 to 16.6 genomic copies across 4 common fungal species. In patients with microbial keratitis, the RID-MyC assay showed substantial agreement with microscopy (kappa = 0.714) and fair agreement with culture (kappa = 0.399). The assay demonstrated a sensitivity of 93.27% (95% confidence interval [CI], 86.62%-97.25%) and a specificity of 89.47% (95% CI, 66.86%-98.70%) for FK diagnosis, with a median diagnostic time of 50 minutes (range, 35-124 minutes). Conclusions The RID-MyC assay, utilizing CRISPR-Cas12a technology, offers high diagnostic accuracy for FK. Its potential for point-of-care use could expedite and enhance the precision of fungal diagnostics, presenting a promising solution to current diagnostic challenges. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
Collapse
Affiliation(s)
- Hanith Raj Deivarajan
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
| | - Vignesh Elamurugan
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
- Department of Retina & Vitreous Services, Aravind Eye Hospital, Madurai, Tamil Nadu, India
| | - Padmapriya Sivashanmugam
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
- Aravind Medical Research Foundation Regional Centre, Coimbatore, Tamil Nadu, India
| | - Jaishree Pandian
- Aravind Medical Research Foundation Regional Centre, Coimbatore, Tamil Nadu, India
| | - Karvannan Sevugamurthi
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
| | | | - Swagata Ghosh
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
| | - Daipayan Banerjee
- Department of Proteomics, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
| | - Anitha Venugopal
- Department of Cornea & Refractive Surgery Services, Tirunelveli, Tamil Nadu, India
| | - Anju Jose
- Department of Retina & Vitreous Services, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
| | - Ram Rammohan
- Department of Microbiology, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
| | - Anita Raghavan
- Department of Microbiology, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
- Department of Cornea & Refractive Surgery Services, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
| | - Revathi Rajaraman
- Department of Microbiology, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
- Department of Cornea & Refractive Surgery Services, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
| | | | - Lalitha Prajna
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
- Department of Microbiology, Aravind Eye Hospital, Madurai, Tamil Nadu, India
| | - Venkatesh N Prajna
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
- Department of Cornea & Refractive Surgery Services, Aravind Eye Hospital, Madurai, Tamil Nadu, India
| | - Siddharth Narendran
- Department of Microbiology, Aravind Medical Research Foundation, Madurai, Tamil Nadu, India
- Aravind Medical Research Foundation Regional Centre, Coimbatore, Tamil Nadu, India
- Department of Cataract Services, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
| |
Collapse
|
2
|
Yani H, Yuan TD, Lubis AD, Iswara LK, Lubis IN. Comparison of RT-PCR cycle threshold values between individual and pooled SARS-CoV-2 infected nasopharyngeal swab specimens. NARRA J 2024; 4:e765. [PMID: 39280312 PMCID: PMC11391988 DOI: 10.52225/narra.v4i2.765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 05/17/2024] [Indexed: 09/18/2024]
Abstract
The molecular reverse transcription-polymerase chain reaction (RT-PCR) testing of respiratory tract swabs has become mandatory to confirm the diagnosis of coronavirus disease 2019 (COVID-19). However, RT-PCR tests are expensive, require standardized equipment, and relatively long testing times, and the sample pooling method has been introduced to solve this issue. The aim of this study was to compare the cycle threshold (Ct) values of the individual sample and pooled sample methods to assess how accurate the pooling method was. Repeat RT-PCR examinations were initially performed to confirm the Ct values for each sample before running the pooled test procedure. Sample extraction and amplification were performed in both assays to detect ORF1ab, N, and E genes with a cut-off point value of Ct <38. Overall, there was no difference in Ct values between individual sample and pooled sample groups at all concentrations (p=0.259) and for all pooled sizes. Only pooled size of five could detect the Ct value in the pooled samples for all concentration samples, including low-concentration sample (Ct values 36 to 38). This study highlighted that pooled RT-PCR testing strategy did not reduce the quality of individually measured RT-PCR Ct values. A pool size of five could provide a practical technique to expand the screening capacity of RT-PCR.
Collapse
Affiliation(s)
- Handa Yani
- Department of Pediatric, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Toh D Yuan
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore
| | - Aridamuriany D Lubis
- Department of Pediatric, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Lia K Iswara
- Department of Microbiology, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| | - Inke Nd Lubis
- Department of Pediatric, Faculty of Medicine, Universitas Sumatera Utara, Medan, Indonesia
| |
Collapse
|
3
|
Zismanov S, Shalem B, Margolin-Miller Y, Rosin-Grunewald D, Adar R, Keren-Naus A, Amichay D, Ben-Dor A, Shemer-Avni Y, Porgador A, Shental N, Hertz T. High capacity clinical SARS-CoV-2 molecular testing using combinatorial pooling. COMMUNICATIONS MEDICINE 2024; 4:121. [PMID: 38898090 PMCID: PMC11187214 DOI: 10.1038/s43856-024-00531-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Accepted: 05/22/2024] [Indexed: 06/21/2024] Open
Abstract
BACKGROUND The SARS-CoV-2 pandemic led to unprecedented testing demands, causing major testing delays globally. One strategy used for increasing testing capacity was pooled-testing, using a two-stage technique first introduced during WWII. However, such traditional pooled testing was used in practice only when positivity rates were below 2%. METHODS Here we report the development, validation and clinical application of P-BEST - a single-stage pooled-testing strategy that was approved for clinical use in Israel. RESULTS P-BEST is clinically validated using 3636 side-by-side tests and is able to correctly detect all positive samples and accurately estimate their Ct value. Following regulatory approval by the Israeli Ministry of Health, P-BEST was used in 2021 to clinically test 837,138 samples using 270,095 PCR tests - a 3.1fold reduction in the number of tests. This period includes the Alpha and Delta waves, when positivity rates exceeded 10%, rendering traditional pooling non-practical. We also describe a tablet-based solution that allows performing manual single-stage pooling in settings where liquid dispensing robots are not available. CONCLUSIONS Our data provides a proof-of-concept for large-scale clinical implementation of single-stage pooled-testing for continuous surveillance of multiple pathogens with reduced test costs, and as an important tool for increasing testing efficiency during pandemic outbreaks.
Collapse
Affiliation(s)
- Shosh Zismanov
- Department of Microbiology and Immunology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Bar Shalem
- Department of Computer Science, Bar-Ilan University, Ramat Gan, Israel
| | | | | | - Roy Adar
- Poold Diagnostics ltd., Beer-Sheva, Israel
| | - Ayelet Keren-Naus
- Department of Microbiology and Immunology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Laboratory of Virology Services, Soroka University Medical Center, Beer-Sheva, Israel
| | - Doron Amichay
- Central Laboratory, Clalit Health Services, Tel Aviv, Israel
- Department of Clinical Biochemistry and Pharmacology, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer-Sheva, Israel
| | - Anat Ben-Dor
- Central Laboratory, Clalit Health Services, Tel Aviv, Israel
| | - Yonat Shemer-Avni
- Department of Microbiology and Immunology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Laboratory of Virology Services, Soroka University Medical Center, Beer-Sheva, Israel
| | - Angel Porgador
- Department of Microbiology and Immunology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Noam Shental
- Department of Computer Science, The Open University of Israel, Ra'anana, Israel.
| | - Tomer Hertz
- Department of Microbiology and Immunology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
- Fred Hutch Cancer Research Center, Seattle, WA, USA.
| |
Collapse
|
4
|
Yang J, Xu Z, Yu L, Wang B, Hu R, Tang J, Lv J, Xiao H, Tan X, Wang G, Li JX, Liu Y, Shao PL, Zhang B. Organic Fluorophores with Large Stokes Shift for the Visualization of Rapid Protein and Nucleic Acid Assays. Angew Chem Int Ed Engl 2024; 63:e202318800. [PMID: 38443316 DOI: 10.1002/anie.202318800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 03/05/2024] [Accepted: 03/05/2024] [Indexed: 03/07/2024]
Abstract
Organic small-molecule fluorophores, characterized by flexible chemical structure and adjustable optical performance, have shown tremendous potential in biosensing. However, classical organic fluorophore motifs feature large overlap between excitation and emission spectra, leading to the requirement of advanced optical set up to filter desired signal, which limits their application in scenarios with simple settings. Here, a series of wavelength-tunable small-molecule fluorescent dyes (PTs) bearing simple organic moieties have been developed, which exhibit Stokes shift up to 262 nm, molar extinction coefficients ranged 30,000-100,000 M-1 cm-1, with quantum yields up to 54.8 %. Furthermore, these dyes were formulated into fluorescent nanoparticles (PT-NPs), and applied in lateral flow assay (LFA). Consequently, limit of detection for SARS-CoV-2 nucleocapsid protein reached 20 fM with naked eye, a 100-fold improvement in sensitivity compared to the pM detection level for colloidal gold-based LFA. Besides, combined with loop-mediated isothermal amplification (LAMP), the LFA system achieved the visualization of single copy level nucleic acid detection for monkeypox (Mpox).
Collapse
Affiliation(s)
- Jingkai Yang
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Ziyi Xu
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Le Yu
- Key Laboratory of Synthetic and Nature Molecule Chemistry of Ministry of Education, Department of Chemistry & Materials Science, Northwest University. Xi'an, Xi An Shi, 710127, China
| | - Bingyun Wang
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Ruibin Hu
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Jiahu Tang
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Jiahui Lv
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Hongjun Xiao
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Xuan Tan
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Guanghui Wang
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Jia-Xin Li
- Key Laboratory of Molecular Target & Clinical Pharmacology and the State Key Laboratory of Respiratory Disease, School of Pharmaceutical Sciences & the Fifth Affiliated Hospital, Guangzhou Medical University, Guangzhou, 511436, China
| | - Ying Liu
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| | - Pan-Lin Shao
- Key Laboratory of Molecular Target & Clinical Pharmacology and the State Key Laboratory of Respiratory Disease, School of Pharmaceutical Sciences & the Fifth Affiliated Hospital, Guangzhou Medical University, Guangzhou, 511436, China
| | - Bo Zhang
- Guangdong Provincial Key Laboratory of Advanced Biomaterials, Department of Biomedical Engineering, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, 518055, China
| |
Collapse
|
5
|
Chong YP, Choy KW, Doerig C, Lim CX. SARS-CoV-2 Testing Strategies in the Diagnosis and Management of COVID-19 Patients in Low-Income Countries: A Scoping Review. Mol Diagn Ther 2023; 27:303-320. [PMID: 36705912 PMCID: PMC9880944 DOI: 10.1007/s40291-022-00637-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/23/2022] [Indexed: 01/28/2023]
Abstract
The accuracy of diagnostic laboratory tests for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) can impact downstream clinical procedures in managing and controlling the outbreak of coronavirus disease 2019 (COVID-19). To assess the effectiveness of laboratory tools for managing COVID-19 patients in low-income countries (LICs), we systematically searched the PubMed, Embase, Scopus and CINHAL databases for reports published between January 2020 and June 2022. We found that 22 of 1303 articles reported the performance of various SARS-CoV-2 detection tools across 10 LICs. These tools were (1) real-time reverse transcriptase polymerase chain reaction (RT-PCR); (2) reverse transcription loop-mediated isothermal amplification (RT-LAMP); (3) rapid diagnostic tests (RDTs); (4) enzyme-linked immunosorbent assay (ELISA); and (5) dot-blot immunoassay. The detection of COVID-19 is largely divided into two main streams-direct virus (antigen) detection and serology (immunoglobulin)-based detection. Point-of-care testing using antigen-based RDTs is preferred in LICs because of cost effectiveness and simplicity in the test procedures. The nucleic acid amplification technology (RT-PCR and RT-LAMP) has the highest diagnostic performance among the available tests, but it is not broadly used in this context due to costs and shortage of facilities/trained staff. The serology-based test method is affected by antibody interferences and varying amounts of SARS-CoV-2 immunoglobulins expressed at different stages of disease onset. We further discuss the effectiveness and shortcomings of each of these tools in the diagnosis and management of COVID-19. Using the LICs as the study model, our findings highlight ways to improve the quality and turnaround time of COVID-19 testing in resource-constrained settings, notably through local/international collaborative efforts to refine the molecular-based or immunoassay-based testing technologies.
Collapse
Affiliation(s)
- Yuh Ping Chong
- School of Health and Biomedical Sciences, RMIT University, Bundoora, VIC, 3083, Australia.
| | - Kay Weng Choy
- Northern Pathology Victoria, Northern Health, Epping, VIC, 3076, Australia
| | - Christian Doerig
- School of Health and Biomedical Sciences, RMIT University, Bundoora, VIC, 3083, Australia
| | - Chiao Xin Lim
- School of Health and Biomedical Sciences, RMIT University, Bundoora, VIC, 3083, Australia.
| |
Collapse
|
6
|
Dolatshahi Z, Nargesi S, Sadeghifar J, Mezginejad F, Jafari A, Bazyar M, Ghafourian S, Sani'ee N. Economic evaluation of laboratory diagnostic test types in Covid-19 epidemic: A systematic review. Int J Surg 2022; 105:106820. [PMID: 35987335 PMCID: PMC9384461 DOI: 10.1016/j.ijsu.2022.106820] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 07/24/2022] [Accepted: 07/30/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND Corona 2 virus (SARS-CoV-2) is known as the causative agent of COVID-19 disease; the World Health Organization (WHO) declared it an epidemic on March 11, 2020. The Joint Guidelines of the Centers for Disease Control and Prevention (CDC) and the WHO including social distancing, the use of face masks, emphasis on hand washing, quarantine, and using diagnosis tests have been used widely, but the value of diagnostic interventions to prevent the transmission of SARS-CoV-2 is unclear. We compared the economic evaluation of different laboratory diagnostic interventions with each other and also with implementing the conservative CDC & WHO guidelines. MATERIAL AND METHODS Electronic searches were conducted on PubMed, Embase, Science Direct, Scopus, Cochrane Library, Web of Knowledge, NHSEED, NHS Health Technology assessment (CRD), and Cost-Effectiveness Analysis Registry databases. Related articles were reviewed from January 2020 to the end of November 2021. RESULTS Out of 1791 initial studies, 13 articles had the inclusion criteria. According to the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) checklist, ten studies were of excellent quality, and the remaining two studies were of very good quality. Most studies were cost-effectiveness analysis studies. The entered studies had different time horizons. Diagnostic tests reviewed in the studies included real-time polymerase chain reaction (RT-PCR) test, immunoglobulin G (IgG) & Antigen, point of care tests. Although polymerase chain reaction (PCR) testing improves the quality of life and survival for patients with infected Covid-19 based on its greater effectiveness compared to standard protection protocols, due to the high cost of this intervention, it has been considered a cost-effective method in some countries. CONCLUSION Since most studies have been conducted in developed countries, it unquestionably does not make sense to extend these results to low-income and developing countries. Therefore further studies are required in low-income and developing countries to evaluate the cost-effectiveness of laboratory-based diagnostic methods (RT-PCR) of covid-19 in variable prevalence of infectious cases.
Collapse
Affiliation(s)
- Zeinab Dolatshahi
- Department of Health Policy, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Shahin Nargesi
- Department of Health Management and Economics, Faculty of Health, Ilam University of Medical Sciences, Ilam, Iran.
| | - Jamil Sadeghifar
- Department of Health Management and Economics, Faculty of Health, Ilam University of Medical Sciences, Ilam, Iran
| | - Fateme Mezginejad
- Cellular and Molecular Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Abdosaleh Jafari
- Health Human Resources Research Center, School of Health Management and Information Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Bazyar
- Department of Health Management and Economics, Faculty of Health, Ilam University of Medical Sciences, Ilam, Iran
| | - Sobhan Ghafourian
- Department of Microbiology, Faculty of Medicine, Ilam University of Medical Sciences, Ilam, Iran
| | - Nadia Sani'ee
- Ph.D. in Medical Library and Information Science, Spiritual Health Research Center, Iran University of Medical Sciences, Tehran, Iran
| |
Collapse
|
7
|
Bandawe G, Chitenje M, Bitiliyu-Bangoh J, Kampira E. Approaches to Deployment of Molecular Testing for SARS-CoV-2 in Resource-Limited Settings. Clin Lab Med 2022; 42:283-298. [PMID: 35636827 PMCID: PMC8885302 DOI: 10.1016/j.cll.2022.02.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Deployment of molecular testing for SARS-CoV-2 in resource-limited settings is challenging. Scale-up of molecular had to be conducted with a laboratory system strengthening approach that emphasize laboratory integration. National reference laboratories play a central role. In Malawi the molecular testing was underpinned by existing pathogen control programs for human immunodeficiency virus and tuberculosis that use Abbott and GeneXpert machines and reagents. Despite this, the impact on these programs was well managed. Antigen testing increased access to testing. Pooled testing and direct-to-polymerase chain reaction methods have the potential to save costs and further increase access to molecular tests.
Collapse
Affiliation(s)
- Gama Bandawe
- Biological Sciences Department, Academy of Medical Sciences, Malawi University of Science and Technology, P. O. Box 5196, Limbe, Malawi.
| | - Moses Chitenje
- International Teaching and Education Centre for Health (ITECH), PO Box 30369, Capital City Lilongwe 3, Plot 13/14, 1st Floor ARWA House, City Center, Lilongwe, Malawi; Public Health Institute of Malawi, Ministry of Health, Lilongwe, Malawi
| | | | - Elizabeth Kampira
- Centres for Disease Control and Prevention, P. O. Box 30016, NICO House, City Centre, Lilongwe 3, Lilongwe, Malawi
| |
Collapse
|
8
|
Niu M, Han Y, Dong X, Yang L, Li F, Zhang Y, Hu Q, Xia X, Li H, Sun Y. Highly Sensitive Detection Method for HV69-70del in SARS-CoV-2 Alpha and Omicron Variants Based on CRISPR/Cas13a. Front Bioeng Biotechnol 2022; 10:831332. [PMID: 35497364 PMCID: PMC9039052 DOI: 10.3389/fbioe.2022.831332] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 03/21/2022] [Indexed: 11/21/2022] Open
Abstract
As SARS-CoV-2 variants continue to evolve, identifying variants with adaptive diagnostic tool is critical to containing the ongoing COVID-19 pandemic. Herein, we establish a highly sensitive and portable on-site detection method for the HV69-70del which exist in SARS-CoV-2 Alpha and Omicron variants using a PCR-based CRISPR/Cas13a detection system (PCR-CRISPR). The specific crRNA (CRISPR RNA) targeting the HV69-70del is screened using the fluorescence-based CRISPR assay, and the sensitivity and specificity of this method are evaluated using diluted nucleic acids of SARS-CoV-2 variants and other pathogens. The results show that the PCR-CRISPR detection method can detect 1 copies/μL SARS-CoV-2 HV69-70del mutant RNA and identify 0.1% of mutant RNA in mixed samples, which is more sensitive than the RT-qPCR based commercial SARS-CoV-2 variants detection kits and sanger sequencing. And it has no cross reactivity with ten other pathogens nucleic acids. Additionally, by combined with our previously developed ERASE (Easy-Readout and Sensitive Enhanced) lateral flow strip suitable for CRISPR detection, we provide a novel diagnosis tool to identify SARS-CoV-2 variants in primary and resource-limited medical institutions without professional and expensive fluorescent detector.
Collapse
Affiliation(s)
- Mengwei Niu
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Yao Han
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Xue Dong
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Lan Yang
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Fan Li
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Youcui Zhang
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Qiang Hu
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Xueshan Xia
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Hao Li
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| | - Yansong Sun
- State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China
| |
Collapse
|
9
|
Hassan A, Prasad D, Rani S, Alhassan M. Gauging the Impact of Artificial Intelligence and Mathematical Modeling in Response to the COVID-19 Pandemic: A Systematic Review. BIOMED RESEARCH INTERNATIONAL 2022; 2022:7731618. [PMID: 35309167 PMCID: PMC8931177 DOI: 10.1155/2022/7731618] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 02/17/2022] [Indexed: 12/23/2022]
Abstract
While the world continues to grapple with the devastating effects of the SARS-nCoV-2 virus, different scientific groups, including researchers from different parts of the world, are trying to collaborate to discover solutions to prevent the spread of the COVID-19 virus permanently. Henceforth, the current study envisions the analysis of predictive models that employ machine learning techniques and mathematical modeling to mitigate the spread of COVID-19. A systematic literature review (SLR) has been conducted, wherein a search into different databases, viz., PubMed and IEEE Explore, fetched 1178 records initially. From an initial of 1178 records, only 50 articles were analyzed completely. Around (64%) of the studies employed data-driven mathematical models, whereas only (26%) used machine learning models. Hybrid and ARIMA models constituted about (5%) and (3%) of the selected articles. Various Quality Evaluation Metrics (QEM), including accuracy, precision, specificity, sensitivity, Brier-score, F1-score, RMSE, AUC, and prediction and validation cohort, were used to gauge the effectiveness of the studied models. The study also considered the impact of Pfizer-BioNTech (BNT162b2), AstraZeneca (ChAd0x1), and Moderna (mRNA-1273) on Beta (B.1.1.7) and Delta (B.1.617.2) viral variants and the impact of administering booster doses given the evolution of viral variants of the virus.
Collapse
Affiliation(s)
- Afshan Hassan
- Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India
| | - Devendra Prasad
- Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India
| | - Shalli Rani
- Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India
| | - Musah Alhassan
- University of Development Studies, Electrical Engineering Department, School of Engineering, Nyankpala Campus, Ghana
| |
Collapse
|
10
|
Hernandez X, Valentinotti S. On an optimal testing strategy for workplace settings operating during the COVID-19 pandemic. PLoS One 2022; 17:e0264060. [PMID: 35235566 PMCID: PMC8890654 DOI: 10.1371/journal.pone.0264060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 02/02/2022] [Indexed: 11/19/2022] Open
Abstract
High quality daily testing for the presence of the SARS-CoV-2 in workplace settings has become part of the standard and mandatory protection measures implemented widely in response to the current pandemic. Such tests are often limited to a small fraction of the attending personnel due to cost considerations, limited availability and processing capabilities and the often cumbersome requirements of the test itself. A maximally efficient use of such an important and frequently scarce resource is clearly required. We here present an optimal testing strategy which minimises the presence of pre-symptomatic and asymptomatic infected members of the population in a workplace setting, derived under a series of simplifying statistical assumptions. These assumptions however, retain many of the generalities of the problem and yield robust results, as verified through a number of numerical simulations. We show that reduction in overall infected-person-days, IPD, by significant percentages can be achieved, for fixed numbers of tests per day of 5% and 10% of the population, of 30% and 50% in the IPD numbers, respectively.
Collapse
Affiliation(s)
- X. Hernandez
- Instituto de Astronomia, Universidad Nacional Autónoma de México, CDMX, México
| | - S. Valentinotti
- Laboratorios Liomont S.A. de C.V., Adolfo López Mateos 68, CDMX, México
| |
Collapse
|
11
|
Simas AM, Crott JW, Sedore C, Rohrbach A, Monaco AP, Gabriel SB, Lennon N, Blumenstiel B, Genco CA. Pooling for SARS-CoV2 Surveillance: Validation and Strategy for Implementation in K-12 Schools. Front Public Health 2021; 9:789402. [PMID: 34976934 PMCID: PMC8718607 DOI: 10.3389/fpubh.2021.789402] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 11/25/2021] [Indexed: 11/13/2022] Open
Abstract
Repeated testing of a population is critical for limiting the spread of the SARS-CoV-2 virus and for the safe reopening of educational institutions such as kindergarten-grade 12 (K-12) schools and colleges. Many screening efforts utilize the CDC RT-PCR based assay which targets two regions of the novel Coronavirus nucleocapsid gene. The standard approach of testing each person individually, however, poses a financial burden to these institutions and is therefore a barrier to using testing for re-opening. Pooling samples from multiple individuals into a single test is an attractive alternate approach that promises significant cost savings-however the specificity and sensitivity of such approaches needs to be assessed prior to deployment. To this end, we conducted a pilot study to evaluate the feasibility of analyzing samples in pools of eight by the established RT-PCR assay. Participants (1,576) were recruited from amongst the Tufts University community undergoing regular screening. Each volunteer provided two swabs, one analyzed separately and the other in a pool of eight. Because the positivity rate was very low, we spiked approximately half of the pools with laboratory-generated swabs produced from known positive cases outside the Tufts testing program. The results of pooled tests had 100% correspondence with those of their respective individual tests. We conclude that pooling eight samples does not negatively impact the specificity or sensitivity of the RT-PCR assay and suggest that this approach can be utilized by institutions seeking to reduce surveillance costs.
Collapse
Affiliation(s)
- Alexandra M. Simas
- Department of Immunology, Tufts University School of Medicine, Boston, MA, United States
| | - Jimmy W. Crott
- Office of the Vice Provost of Research, Tufts University, Boston, MA, United States
- Jean Mayer United States Department of Agriculture (USDA) Human Nutrition Research on Aging at Tufts University, Boston, MA, United States
| | - Chris Sedore
- Tufts Technology Services, Somerville, MA, United States
| | - Augusta Rohrbach
- Office of the Vice Provost of Research, Tufts University, Boston, MA, United States
| | | | | | - Niall Lennon
- Broad Institute of MIT and Harvard, Cambridge, MA, United States
| | | | - Caroline A. Genco
- Department of Immunology, Tufts University School of Medicine, Boston, MA, United States
- Office of the Vice Provost of Research, Tufts University, Boston, MA, United States
- Graduate Program in Immunology, School of Graduate Biomedical Sciences, Tufts University School of Medicine, Boston, MA, United States
- Molecular Microbiology, School of Graduate Biomedical Sciences, Tufts University School of Medicine, Boston, MA, United States
| |
Collapse
|