Abstract
The COVID-19 pandemic has led to the rapid development of a plethora of molecular diagnostic assays with real-time polymerase chain reaction (RT-PCR) at the forefront. In this review, we will discuss the history and utility of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) molecular diagnostics and the associated current and future regulatory process in Europe. We will assess the performance characteristics of a range of the most common SARS-CoV-2 molecular tests currently used in Europe with a focus on as rapid molecular platforms, stand-alone RT-PCR kits, the role of low-throughput and high-throughput end-to-end testing platforms, and the rapidly evolving field of SARS-CoV-2 variant of concern identification.
Keywords: SARS-CoV-2, COVID-19, RT-PCR, Molecular diagnostics, CE Marking
Key points
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The COVID-19 pandemic has led not only to an influx of new molecular diagnostics but also a drive to modify existing technologies to allow the testing of thousands of patients daily over a variety of settings.
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The need for rapid turn-around times for severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) testing for public health actions and patient care has led to the necessity for synchronously using multiple assays and platforms.
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Testing solutions exist for any scale of SARS-CoV-2 testing strategy.
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Overall SARS-CoV-2 molecular diagnostics seem to perform well; however, market saturation has left peer-reviewed real-world data lacking.
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With these new developments, diagnostic testing regulations for SARS-CoV-2 are paramount to aid manufacturers in achieving assay performance and for laboratories to use as a tool alongside local verification to determine the suitability of assays and platforms for use in future epidemics.
Introduction
An emerging viral pneumonia of unknown etiology was detected in patients from several health care facilities in the city of Wuhan in China on 30 December 2019.1 A novel coronavirus was identified initially termed “2019-nCoV” and designated as severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) with the clinical disease termed “coronavirus infectious disease-19” (COVID-19).2, 3, 4, 5 It has overwhelmed health care systems globally due to rapid asymptomatic spread and lethality leading the World Health Organization (WHO) to declare a COVID-19 pandemic on 11 March 2020.6, 7, 8
Classification of severe acute respiratory syndrome coronavirus-2, virion, and genome
SARS-CoV-2 is a betacoronavirus and one of the seven known members of the Coronaviridae family.4 , 9 It is an enveloped positive-strand RNA virus (single linear RNA segment) with a genome length of 29,881 bp (GenBank no. MN908947). Its genome has 14 open reading frames (ORFs), which encode for 28 different proteins—4 structural proteins such as the S (spike), E (envelope), M (membrane), and N (nucleocapsid) proteins; 16 nonstructural proteins (NSP 1–16); and 8 accessory proteins as shown in Table 1 .10
Table 1.
Gene | Protein | Function | References | |
---|---|---|---|---|
Structural protein | ||||
Spike (S) | S | Binds to Angiotensin-Converting Enzyme 2 (ACE2) receptor and heparan sulfate for viral entry | 111 | |
Envelope (E) | E | Virion structure | 112 | |
Membrane (M) | M | Virion structure | 112 | |
Nucleocapsid (N) | N | Contains genome; interferes with translation and cell cycle of the host cell. | 113 | |
Nonstructural protein (NSP) | ||||
ORF1a | ORF1b | NSP-1 | RNA processing and replication | 114 |
NSP-2 | Modulation of survival signaling pathway of host cell | 115 | ||
NSP-3 | Possibly separates translated protein | 116 | ||
NSP-4 | Contains transmembrane domain 2 (TM2) and modifies ER membranes | 117 | ||
NSP-5 | Polyprotein replication | 118 | ||
NSP-6 | Presumptive transmembrane domain | 119 | ||
NSP- 7 and NSP-8 | Increases the combination of NSP-12 and template-primer RNA | 120 | ||
NSP-9 | ssRNA-binding protein | 120 | ||
NSP-10 | Cap methylation of viral mRNAs | 121 | ||
NSP-11 | Unknown | 122 | ||
NSP-12 | RNA-dependent RNA polymerase (RdRp) | 123 | ||
NSP-13 | Binds with ATP and the zinc-binding domain - required for replication and transcription | 124 | ||
NSP-14 | Proofreading exoribonuclease domain | 125 | ||
NSP-15 | Mn(2+)-dependent endoribonuclease activity | 126 | ||
NSP-16 | 2′-O-ribose methyltransferase | 127 | ||
ORF 3a | Ion channel protein—affected cytokine response | 128 | ||
ORF 6 | Inhibits antiviral interferon response | 129 | ||
ORF 7a | Inhibits antiviral interferon response and STAT1 phosphorylation | 130 | ||
ORF 7b | Inhibits antiviral interferon response, STAT1, and STAT2 phosphorylation | 121 | ||
ORF 8 | Inhibits antiviral interferon response | 131 |
The genome commences with a 5′ untranslated region (UTR), then the replication complex (ORF1a and ORF1b) followed by the four structural proteins and 3′ UTR, ending with nonstructural ORFs and a poly(A) tail.10 , 11 ORF1a contains 10 NSPs, while ORF1b contains 16 NSPs. The combination of ORF1a and ORF1b codes for polyproteins pp1a and pp1b that form the viral replication complex.10 , 11 Structurally, the RNA genome is bound by the N protein, while the S, E, and M proteins together create the double-layered lipid viral envelope. The principle genes of diagnostic significance are the RdRp (NSP-12), various ORF1ab regions, and the viral structural proteins (S, E, and N).10
History of severe acute respiratory syndrome coronavirus-2 molecular diagnostics
The early sequencing of the SARS-CoV-2 genome and subsequent distribution of the genome sequence via Global Initiative on Sharing Avian Influenza Data (GISAID) enabled the development of nucleic acid amplification tests (NAATs), which became the cornerstone for the diagnosis of SARS-CoV-2. Although that is not the only molecular diagnostic technique, real-time polymerase chain reaction (RT-PCR) has become the mainstay across Europe with only limited use of other molecular techniques such as transcription-mediated amplification (TMA) or CRISPR.12 , 13 One of the first published RT-PCR assays originated from Europe in January 2020 with primer probe sets targeting the E, N, and RdRp genes.14 The RdRp assay included a Pan Sarbecco probe that detected SARS-CoV-1, SARS-CoV-2, and Bat-SARS-related-CoV with a second probe specific to SARS-CoV-2 leading to the recommendation of using the E gene assay as the first-line screening tool, followed by confirmatory testing with the RdRp gene assay.14 A further assay was quickly developed by the Centers for Disease Control and Prevention (CDC) targeting multiple regions of the N gene, which has become the baseline assay for several commercially available molecular diagnostic tests.15, 16, 17, 18
Diagnostic testing regulations in Europe
At the start of the COVID pandemic, in vitro medical devices (IVD), including NAAT-based systems and assays, needed to comply with European Union Directive 98/79/EC In Vitro Diagnostic Directive (IVDD) and bear a Conformitè Europëenne (CE) symbol as proof, to be marketed in European Union (EU) and European Free Trade Association countries and Turkey and the United Kingdom.19 , 20 CE marking required the manufacturer to have verified compliance with legal requirements and prepared an EC declaration of conformity containing the device performance and safety data.21 This allowed the device to be CE marked if it was intended for use by health care professionals although specific national requirements may also have been required.19 Although the United Kingdom left the EU in 2020, it will still accept CE-marked kits until 2023 when the UK Conformity Assessed mark will be required to market IVDs in the United Kingdom.22 Under Directive 98/79/EC, devices could also be granted emergency market access in the interest of health protection, such as in the COVID-19 pandemic; this required a derogation to be issued by the competent authority of a country allowing temporary marketing of a device without a full declaration of conformity, which was valid only for that nation.19 , 21
As of May 2021, Directive 98/79/EC was replaced in the EU by Regulation (EU) 2017/746, which expands the risk-based device classification system alongside a requirement for device assessment by independent third parties and confirmation of test performance by EU reference laboratories before a CE mark is awarded.23 All products currently on the market that comply with the old legislation will have to recertify according to the new regulations.23 , 24 Regulation (EU) 2017/746 still allows the national emergency market access of IVDs in the interest of protection of health if the derogation is issued by the country’s competent authority.23 This change in regulation brings CE marking more in line with the more stringent Food and Drug Administration (FDA) approval process, which requires devices to be tested by clinical trial and licensed only for use in specific circumstances.25 On 17 June 2021, the UK government announced the intention to introduce a mandatory validation scheme initially for COVID-19 diagnostics to expand to cover all devices sold in the United Kingdom. This process would require manufacturers to provide a minimum set of standard performance data, which would undergo independent verification by specially commissioned laboratories. If successfully introduced, it would be a criminal offense to market devices that have failed or not undergone this mandatory validation in the United Kingdom under the Medicines and Medical Devices Act 2021.26
The above pieces of legislation along with the European Commission’s guidelines for the Current Performance of COVID-19 Test Methods and Devices and Proposed Performance Criteria state the performance characteristics for IVDs, which includes but is not limited to analytical and diagnostic sensitivity and specificity, limits of detection (LODs), and expected values in normal and affected populations.19 , 23 , 27 No required values for these characteristics are published in these documents although common specifications are planned.24 A list of CE-marked COVID-19 IVDs is maintained at the European commission’s Joint Research Centre In Vitro Diagnostic Devices and Test Methods Database.28 As of 08/06/2021 325 CE-marked NAATs exist in this database originating from 240 unique manufacturers with 31 countries of origin. This database lacks key performance criteria for a significant number of entries including 120 tests with no stated LOD, 226 with no analytical sensitivity, 209 with no analytical specificity, and 200 with no clinical accuracy data. The entrance of many nontraditional manufacturers to the market has fueled a lack of peer-reviewed publications that make assessment of real-world performance difficult. An improved and standardized approach to market regulations would be welcomed as at present local validations/verifications of diagnostics are hugely important in ensuring the suitability of test selection for the intended purpose.
In addition to CE marking, the WHO and national bodies such as the UK Medicines and Healthcare products Regulatory Agency (MHRA) have published target product profiles (TPPs) that outline performance characteristics that a test must meet to be considered successful for its intended use.29, 30, 31, 32 WHO and MHRA TPPs outline “acceptable” and “desirable” characteristics including ranges for parameters such as analytical sensitivity/LOD and clinical sensitivity.29, 30, 31 These documents are not legally binding but were developed to aid manufacturers in achieving assay performance that would be desired for use in the field. Equally these documents can be used by laboratories as a tool alongside local verification to determine the suitability of an assay for use. A selection of characteristics for NAAT-based tests is listed in Tables 2 and 3 with the MHRA TPP showing much stricter acceptable criteria than the WHO criteria recommended for adoption by European Centre for Disease Prevention and Control (ECDC).29, 30, 31 , 33
Table 2.
World Health Organization |
Medicines and Healthcare Products Regulatory Agency |
|||
---|---|---|---|---|
Scope | Desired | Acceptable | Desired | Acceptable |
Intended use | In areas with confirmed SAR-CoV-2 community-wide transmission. In suspected outbreak situations and to monitor trends in disease incidence. | Aid in the triage of current SARS-CoV-2 infection during active infection. | Aid in the triage of current SARS-CoV-2 infection during the acute phase of infection. | |
Target population | Patients with acute or subacute respiratory symptoms; suspicious symptoms and contact with confirmed or probable case/living in the area of cluster/community transmission. | People with/without SARS-CoV-2 clinical signs and symptoms if testing appropriate. | People with clinical signs and symptoms associated with SAR-CoV-2 infection. | |
Target user/settings | Trained staff in health care facilities or community level or self-administrated. | Trained staff in health care facilities. | Trained health care professional (governed by professional standards authority). In primary/secondary/community health care settings and nonhealth care settings. | |
Target analyte | SARS-CoV-2 only biomarker, for example, RNA, protein/antigen. | SARS-CoV-2 only biomarker. Assumption SARS-CoV-1 not circulating | Dual (or more) SARS-CoV-2 RNA or antigen targets. | Single (or more) SARS-CoV-2 RNA or antigen target. |
Target type | Anterior nares, saliva/oral fluid, sputum | NP or OP or nasal swab, nasal wash, sputum | Sputum, saliva, or other method not using invasive swab | NP or OP, lower respiratory tract aspirate, BAL, nasopharyngeal wash/aspirate or nasal aspirate |
Clinical sensitivity | ≥90% | ≥80% | >97% within confidence intervals of 93–100% a | >80% within 95% confidence intervals of 93–100%a |
Clinical specificity | ≥99% | ≥97% | >99% within confidence intervals of 97–100%b | >95% within 95% confidence intervals of 90–100%b |
Analytical sensitivity (LOD) | 1 × 104 copies per ml or Ct≈>30 | 1 × 106 copies per ml or Ct ≈ 25–30 | <100 SARS-CoV-2 copies/ml | <1000 SARS-CoV-2 copies/ml |
Technical Failure rate | ≤ 0.5% | < 2% | < 1% | < 5% |
Turnaround time | ≤ 20 min | ≤ 40 min | < 30 min | < 2 h |
Throughput | ≥ 10/h per operator | ≥ 5/h per operator | > 100 tests per unit per 12 h | > 6 tests per unit per 12 h |
Abbreviations: BAL, bronchoalveolar; LOD, limit of detection; NP, nasopharyngeal swab; OP, oropharyngeal swab; Ct, Cycle threshold.
Determined using at least 150 positive clinical samples covering a clinically meaningful range of viral loads.
Determined using at least 250 negative clinical samples.
Table 3.
World Health Organization |
Medicines and Healthcare Products Regulatory Agency |
|||
---|---|---|---|---|
Scope | Desired | Acceptable | Desired | Acceptable |
Intended use | To detect the presence of virus components to diagnose or confirm acute and subacute SARS-CoV-2 infection. | Multiplex—determining current infection by detecting SARS-CoV-2 virus, differentiate other respiratory infections. | Determining current infection by detecting SARS-CoV-2 virus. | |
Target population | Patients with acute or subacute respiratory symptoms; suspicious symptoms and contact with confirmed or probable case/living in the area of cluster/community transmission. | People with/without clinical signs associated with SARS-CoV-2 infection. | People with clinical signs associated with SAR-CoV-2 infection. | |
Target settings/users | High volume: reference laboratories/district hospitals/mobile laboratories. Laboratory technicians. Low volume: outpatient clinics, point of care or near-patient settings. Laboratory technicians/health care workers. | Health care and medical laboratories. Trained health care professional (governed by professional standards authority) and suitably trained and assessed lab technician or scientist. | ||
Target analyte | Must have at least one target specific for SARS-CoV-2 RNA or protein/antigen. | Dual (or more) SARS-CoV-2 RNA. Multiplex panel for a range of infectious respiratory viruses. | Single SARS-CoV-2 RNA. | |
Target type | Samples amenable to self-collection: saliva/oral fluid, stool; inactivated samples. | NP or OP or nasal swab. Washes-nasal, oropharyngeal, BAL. Sputum | Oral fluid | NP or OP, lower respiratory tract aspirate, BAL, nasopharyngeal wash/aspirate, or nasal aspirate. |
Clinical sensitivity | ≥98% | ≥95% | >99%. 95% two-sided confidence interval > 97%a | >95%. 95% two-sided confidence interval > 90%a |
Clinical specificity | ≥99% | ≥99% | >99%. 95% two-sided confidence interval > 97%b | >95%. 95% two-sided confidence interval > 90%b |
Analytical sensitivity (LOD) | 1 × 102 copies per ml in upper/lower respiratory tract specimens, stool | 1 × 103 copies per ml in any respiratory tract specimen. | ≤100 SARS-CoV-2 copies/ml | ≤1000 SARS-CoV-2 copies/ml |
Technical failure rate | NA | NA | <0.2% | <1% |
Turnaround time | < 45 min | < 4 h | < 90 min | < 5 h |
Throughput | High volume: 200–500 tests in 4 h. Low Volume: 6 patients in 45 min | High volume: 50–150 tests in 4 h. Low volume: 1–4 patients per 45 min | > 200 tests in unit per 4 h | > 50 tests in unit per 4 h |
Abbreviations: BAL, bronchoalveolar; LOD, limit of detection; NP, nasopharyngeal swab; OP, oropharyngeal swab.
Determined using at least 150 positive clinical samples covering a clinically meaningful range of viral loads.
Determined using at least 250 negative clinical samples.
Severe acute respiratory syndrome coronavirus-2 molecular diagnostics
The scale of testing required to manage the SARS-COV-2 pandemic has been unprecedented with extensive yet flexible testing strategies being key to protecting public health through prompt isolation of cases.33 , 34 The United Kingdom has undertaken a dual-arm approach to testing with twice weekly at home rapid antigen tests being freely available and actively encouraged in the asymptomatic general population and in laboratory NAAT being used for more sensitive screening of all hospital admissions including day case and those with symptoms consistent with COVID-19.35 , 36 The ECDC not only recommends the use of NAAT for all symptomatic cases but also acknowledges the role for rapid antigen tests in population screening.33 , 34 The use of sensitive molecular diagnostic assays is important to the control of transmission. If SARS-CoV-2 infection is allowed to spread unchecked, the emergence of novel variants is likely to be enhanced as mutations in key genes continue to accumulate as part of the natural error-prone replication of RNA viruses. As mutations accumulate, it is not only possible that they can lead to increased pathogenicity or vaccine escape, but that they may also lead to detection failures in well-established diagnostic assays. It is now recommended that the presence of SARS-CoV-2 in clinical samples is determined through the detection of at least two distinct targets to mitigate this risk. The observation of the ThermoFisher S gene PCR assay failure in the United Kingdom for the B.1.1.7 Alpha variant, which would have led to significant numbers of false-negative tests being reported if this was being used as a single target assay, highlights the importance of a multi-target approach.37
To achieve testing on such an immense scale testing, a diverse approach has been required with laboratories often using multiple assays and platforms in unison. The following is by no means an extensive review of all diagnostic assays used in Europe but aims to provide an overview of some of the most common. Rapid antigen near patient point of care and isothermal amplification techniques are outside the scope of this review but will be covered elsewhere in this Clinics edition.
Rapid molecular diagnostics
Rapid, commercial, cartridge-based sample-to-answer molecular diagnostic platforms for the detection of SARS-CoV-2 have fulfilled an important niche in point-of-care settings and clinical laboratories. They are simple to use, provide accurate results within 1–2 h, have minimal hands-on time, and permit on-demand testing of urgent specimens.
An overview of the main sample-to-answer platforms is presented in Table 4 . These single-use tests often automate nucleic acid extraction, purification, amplification, detection, and interpretation of results. All the platforms presented are internally controlled yet only three use an endogenous sample control, which monitors for an adequately taken sample and sample degradation. Independent studies evaluating the performance of rapid RT-PCR tests have varied with few head-to-head comparisons although evaluations of these platforms are more extensively published due to their widespread use in non-specialist laboratories.
Table 4.
Test Name | Manufacturer | Target 1 | Target 2 | Internal Control | Platform | Maximum Sample Capacity |
Platform Run Time (min) | Sample Input Volume (uL) |
---|---|---|---|---|---|---|---|---|
Xpert Xpress SARS-CoV-2 Xpert Xpress SARS-CoV-2/Flu/RSV |
Cepheid | N2 | E | Manufacturer SPC | GeneXpert Dx and GeneXpert Infinity | 2–16 (Dx) or Up to 80 (Infinity) | 45 | 300 |
BioFire® Respiratory Panel 2.1 plus (RP2.1 plus) | BioMerieux | S | M |
Schizosaccharomyces pombe |
FilmArray 2.0 and FilmArray Torch | 2–12 | 45 | 300 |
Cobas Liat SARS-CoV-2 and Influenza A/B | Roche | ORF1 a/b | N | Manufacturer SPC | Cobas Liat | 1 | 20 | 200 |
Novodiag COVID-19 | MobiDiag | ORF1 a/b | N | RNAse P and Manufacturer SPC | Novodiag | 4–16 | 60 | 500 |
VitaPCR SARS-CoV-2 VitaPCR SARS-CoV-2/Flu AB |
Credo Diagnostics Biomedical Pte | N | N | β-globin | VitaPCR | 1 | 20 | 30a |
Aries SARS-CoV-2 | Luminex | ORF1a/b | N | RNAse P | Aries | 12 | 120 | 200 |
GenomEra SARS-CoV-2 GenomEra SARS-CoV-2, Flu A/B+ RSV |
Abacus Diagnostica | RdRP | Eb | MS2 | GenomEra CDX | 4 | 70 | 35c |
QIAstat-Dx Respiratory SARS-CoV-2 Panel | Qiagen | ORF1 a/b (RdRp) | E | MS2 | QIAstat Dx Analyzer | 1 | 70 | 300 |
GenMark ePlex SARS-CoV-2 GenMark ePLex Respiratory Pathogen Panel 2 (RP2) |
GenMark Dx | N | N | Manufacturer SPC | ePlex | 3 (ePlex NP) to 24 (ePlex 4 Tower) | 90 | 200 |
Abbreviations: N, nucleocapsid; E, envelope protein; S, spike glycoprotein; M, membrane protein; ORF1 a/b, open reading frame 1 a/b; RdRP, RNA-dependent RNA polymerase; SPC, sample process control.
30 uL lysate (lysis buffer containing sample).
GenomEra SARS-CoV-2 contains E gene. GenomEra SARS-CoV-2, Flu A/B+ RSV contains only RdRP.
50 uL of sample is heated and mixed with 1 mL of lysis buffer, after which 35 uL of processed sample is loaded onto the test chip.
Unlike other applications, the rapid testing platforms exhibit significant variation in the technologies used. Cepheid Xpert Xpress, QiaStatDx, and VitaPCR SARS-CoV-2 rely on classic multiplex RT-PCR. Novodiag COVID-1938 is unique in its use of qPCR and microarray technology for the detection of SARS-CoV-2. GenomEra SARS-CoV-239 and GenomEra SARS-CoV-2 with Flu A/B+ RSV40 use multiplex RT-PCR performed on chips. BioFire Respiratory Panel 2.1 plus (RP2.1plus)41 achieves extensive multiplexing through an initial RT-PCR step before target amplification using numerous monoplex PCR reactions, which are detected using endpoint melt curve analysis. GenMark ePlex SARS-CoV-242 and GenMark ePlex Respiratory Pathogen Panel 2 (RP2)43 use RT-PCR in combination with electrowetting and GenMark’s eSensor technology involving electrochemical detection rather than optical detection of fluorescence.
Aside from the variation in technologies, the rapid testing platforms also offer detection of the widest range of pathogens. With the exception of Luminex Aries, SARS-CoV-2 can be detected in isolation or in combination with influenza as a minimum.44 , 45 BioFire RP2.1plus41 detects 23 respiratory pathogens, GenMark ePlex RP243 detects 25 respiratory pathogens, and the QIAstat-Dx Respiratory SARS-CoV-2 Panel46 detects 22 respiratory pathogens.
Xpert Xpress SARS-CoV-247 is the most widely evaluated rapid test with a recent systematic review and meta-analysis encompassing 1734 subjects determining a pooled sensitivity of 99% (97–99, 95% CI) and a specificity of 97% (95–98, 95% CI).48 Reported sensitivities for other platforms range from 90 to 100% with particular issues noted for samples with high cycle threshold (Ct) values in some studies.45 , 49, 50, 51, 52 Fitoussi and colleagues (2021)49 found a VitaPCR SARS-CoV-2 sensitivity of 60% for samples that were positive at Ct > 33 using a comparator N gene assay; however, VitaPCR involves no formal RNA extraction and purification that may account for this poor performance.49 All tests in Table 4 were shown to be near 100% specific except for the VitaPCR SARS-CoV-2 and QIAstat-Dx.45 , 52 The VitaPCR gave a specificity of 94.7% in one study due to its increased sensitivity over the comparator assay, and a second study showed an improved sensitivity of 99%.45 , 49 The QIAStat-Dx gave a specificity of 93% compared with a WHO-recommended RT-PCR.52
Evaluations often used small sample sets, due to a limited availability of reagents and used various SARS-CoV-2 reference controls, making LOD comparisons difficult. Reported LODs varied from 100 copies/ml for Xpert Xpress SARS-CoV-2 to 3000 genome copy equivalents for the Aries SARS-CoV-2.53 Several platforms fail to achieve the MHRA TPP “acceptable” LOD criteria of 1000 copies/ml; GenomEra SARS-CoV-2, Flu A/B+ RSV at 2857 copies/mL,40 Novodiag COVID-1938 at 1815 copies/mL when using collection devices other than the provided medium nucleic acid amplification test;54 and both the GenMark ePlex SARS-CoV-242 and the QIAstat-Dx Respiratory SARS-CoV-2 Panel46 at 1000 copies/ml.
The main limitations of the rapid sample-to-answer platforms include their high cost per test and low sample throughput. Moreover, despite their low complexity, rapid platforms are not infallible, and they are sensitive molecular tests that can be compromised without meticulous sample processing and good laboratory practice. Notably, BioFire and ePlex platforms do not output Ct values, meaning there is no indication of SARS-CoV-2 viral burden that can be of interest to the clinician as higher viral loads have been associated with increased SARS-CoV-2 mortality.55
Stand-alone real-time polymerase chain reaction kits
One of the biggest barriers to the implementation of SARS-CoV-2 testing in non-specialist laboratories early in the pandemic was the availability of the correct equipment to enable the rapid introduction of testing. The solution to this problem for many manufacturers was the rapid introduction to the market of stand-alone assays encompassing kits, which include the reagents necessary for reverse-transcription PCR, including controls, but that are not tied to a specific extraction or PCR platform. They offer flexibility over more “closed” systems as they can potentially be run on existing instrumentation, precluding the requirement for purchasing new and often expensive equipment. Use of such reagents requires more extensive validation than end-to-end systems, and the onus on providing this validation, including sample preparation and the compatibility of any instrumentation with a particular kit, will fall on the individual laboratory. Some suppliers provide details of compatible platforms, but many do not, and it is this lack of data that have allowed many substandard kits to enter the market. Over 200 CE-marked manual RT-PCR kits are listed on the COVID-19 In Vitro Diagnostic Medical Devices database,28 a selection of which are shown in Table 5 along with some of their main attributes.18 , 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73
Table 5.
Supplier | Kit Name | Target 1 | Target 2 | Target 3 | Internal Control | No’ of Tests/Kit | Compatible Platforms | Analytical Sensitivity | References |
---|---|---|---|---|---|---|---|---|---|
Altona | RealStar® SARS-CoV-2 Virus RT-PCR Kit 1.0 | E | S | Manufacturer SPC | 384/4800 | Bio-Rad CFX96, Bio-Rad CFX96 deep-well, ABI QuantStudio, ABI 7500, Roche LightCyler 480, Qiagen Rotor-Gene Q |
E = 0.025 pfu/mL S = 0.014 pfu/mL |
56 66 67 68 69 70 |
|
Anatolia Geneworks /Launch |
Bosphore Novel Coronavirus (2019-nCoV) Detection Kit v4 | Orf1ab | N | E | RNAse P | 50/100 | Not stated | orf1ab = 0.86 copies/ul N = 0.82 copies/ul E = 1.02 copies/ul |
71 |
Biomaxima | SARS-CoV-2 Real-Time PCR LAB-KITTM | Orf1ab | N | Manufacturer SPC | 96 (12 × 8 well strips) | "Open PCR systems" | 10 copies/reaction | No literature founda | |
BioMerieux | Argene SARS Cov-2 R-Gene | N | RdRp | E | Endogenous (HPRT1) and Manufacturer SPC | 120 | ABI 7500, ABI QuantStudio5, Roche LightCycler 480, Bio-Rad CFX96, Qiagen Rotor-Gene Q |
0.43 TCID50/mL (equivalent to 380 copies/mL). | 72 |
Bio-Rad | Reliance SARS-CoV-2 RT-PCR Assay Kit | N1 | N2 | RNAse P | 200 | Bio-Rad CFX96, ABI 7500 |
125–250 copies/ml | No literature founda | |
Clonit | Quanty COVID-19 v2 (quantitative) | N1 | N2 | RNAse P | 96 | ABI 7500, Qiagen Rotor Gene Q, Bio-Rad CFX96 |
Not stated | No literature founda | |
Clonit | COVID 19 HT Screen (qualitative) | N1 | N2 | Manufacturer SPC | 96 | ABI 7500, Qiagen Rotor Gene Q, Bio-Rad CFX96 |
Not stated | No literature founda | |
Euroimmun | EuroRealTime SARS-CoV-2 | Orf1ab | N | Manufacturer SPC | 25–1000 | Roche LightCycler 480, ABI 7500, Bio-Rad CFX 96, Qiagen Rotor-Gene Q, qTower 3 |
1 copy/ul | 73 | |
Genetic Signatures | EasyScreen SARS-CoV-2 Detection Kit | N | E | Manufacturer SPC | 96 | ABI Quantstudio 5 | Not stated | 57 | |
IDT | 2019-nCov CDC Assay | N1 | N2 | RNAse P | 96 | ABI 7500 | 1–3 copies/ul |
18 58 |
|
Menarini | Corona MELT | Orf1ab | Orf1ab | Human GADPH | 100 | Most commercial Real Time PCR instruments | 20 copies/reaction | No literature founda | |
Perkin Elmer | SARS-CoV-2 Real-time RT-PCR Assay | Orf1ab | N | MS2 | 48 | Bio-Rad CFX96/385, ABI 7500, ABI QuantStudio, qTower 3 |
20 copies/ml | No literature founda | |
Primerdesign | genesig® COVID-19 2G Real-Time PCR assay | Orf1ab | S | Manufacturer SPC | 96 | ABI 7500, Bio-Rad CFX Connect, Roche LightCycler 480, genesig® q32 |
0.4 copies/ul |
69 59 60 |
|
RIDA®GENE | SARS-CoV-2 | E | Manufacturer SPC | 100/200 | RIDA CYCLER, Roche LightCycler 480, Mx3005P, ABI 7500, Bio-Rad CFX96, Qiagen Rotor-Gene Q |
50 copies/reaction | 61 | ||
Seegene | Allplex 2019-nCOV | RdRp | N | E | Manufacturer SPC | 50/100 | Roche LightCycler 480 (minimum) | 1–4 copies/ul |
67 69 70 62 |
Serosep | Respibio SARS-CoV-2 | Not stated | Not stated | 96 | Roche LightCycler 480, ABI 7500 |
Not stated | No literature founda | ||
Thermofisher | TaqPath COVID-19 CE-IVD RT-PCR Kit, | S | N | orf1ab | MS2 | Up to 1000 (96- and 384-well format) | ABI 7500, ABI Quantstudio 5 |
10 genome copy equivalents/reaction |
68 62 63 |
TIBMOL BIOL | Dual Target SARS | N | E | UBC Human mRNA | 96 | Roche LightCycler 480 | Not stated |
64 65 |
|
ViaSure (CerTest Biotech) | SARS-CoV-2 Real Time PCR | Orf1ab | N | Not stated | 96 | "Most open PCR systems" | 1–10 copies/reaction | 18 | |
VirCell | SARS-CoV-2 Real Time PCR Kit | N | E | RNAse P | 48 | "Most open PCR systems" | 3–5 copies/reaction | No literature founda |
Abbreviations: N, nucleocapsid; E, envelope protein; S, spike glycoprotein; ORF1 a/b, open reading frame 1 a/b; RdRP, RNA-dependent RNA polymerase; SPC, sample process control.
Indicates that using the kit name in combination with either "COVID-19″ or "SARS CoV-2″ as the search term in PubMed and Google Scholar yielded no significant results.
Kit formats are broadly similar and include minimal necessary reagents (primer/probe mixes, controls). Reagents may be provided either lyophilized or “wet” most commonly in tubes but also as eight-well strips. Although earlier kits relied on a single viral gene target, these have now been largely superseded by dual or triple target assays that focus on some combination of the E, N, S, and Orf1a genes. Although this has made the assays more robust in dealing with the emergence of novel SARS-CoV-2 variants, it has also complicated the interpretation of results when some gene targets fail to amplify. Furthermore, most kits supply an internal control (IC), which may be either endogenous (eg RNase P)18 , 58 , 64 , 65 , 71 or exogenous (eg MS2),62 , 63 , 68 which can be used either as full process controls or solely as PCR controls. Some kits include both endogenous and exogenous ICs72 although some fail to disclose the IC origin.52 , 56 , 57 , 59 , 60 , 67, 68, 69, 70 , 73
The number of tests per kit ranges from 48 to 4800 allowing for a wide range of throughputs although this will also depend on the number of wells required per sample and whether they are being tested in 96- or 384-well format. Many assays exploiting RT-PCR can typically use up to four different fluorescent reporter dyes, including the IC, but others are not so comprehensively multiplexed and require two or even three wells for each sample. At least one kit (Menarini)74 uses melt curve analysis in preference to hydrolysis probes, negating the requirement for multiple fluorescent reporter dyes. Although not shown in Table 5, many SARS-CoV-2 kits are also formulated as multiplexes with other respiratory viruses, most commonly influenza and respiratory syncytial virus (RSV), for example, Altona,75 Viasure,76 and ThermoFisher.77 This will usually require the addition of an extra well for each sample and/or the use of a single dye for multiple gene targets of the same virus. The actual throughput for these assays will depend heavily on the extraction and PCR equipment chosen for use and the level of automation. Use of an automated end-to-end system like the Roche FLOW could produce in excess of 1000 results in a 24hr period from experience in our local laboratory.
Owing to the pressure to manufacture diagnostic kits rapidly as the pandemic took hold, much of the technical and clinical validation data used minimal data sets. Unlike the rapid platforms that are in widespread use, peer-reviewed literature is sparse for many stand-alone kits and in some cases completely absent. For those referenced assays in Table 5, the LOD was most commonly in the range of 1–20 copies/reaction although this was liable to small variations depending on the extraction and eluate volume and the volume of eluate used in the PCR. When comparisons between kits using clinical samples or External Quality Assurance (EQA) samples were performed, most kits performed comparably with only small variations in results between the Altona,52 , 56 , 66, 67, 68, 69, 70 Integrated DNA Technologies (IDT),18 , 58 Seegene,62 , 67 , 69 , 70 TaqPath,62 , 63 , 68 Viasure,18 and Tib MolBiol kits.64 , 65 Specificity was 100% in virtually all cases.
Stand-alone kits offer a convenient alternative to more closed systems allowing rapid implementation on existing equipment. However, despite a broad agreement in the performance of these assays on clinical specimens, the sheer number of kits available means that in-house validation is essential before implementation as a clinical service.
Low-throughput testing platforms
The use of stand-alone PCR kits is not always an attractive option for laboratories, particularly if the existing molecular diagnostic infrastructure is not in place. Manufacturers identified a niche in the market for automated low-to-medium input end-to-end solutions, which could be easily introduced to laboratories with minimal molecular diagnostic experience. All platforms assessed here use multiplex RT-PCR with all assays containing an IC except the Virokey SARS-CoV-2, which contains neither an endogenous nor manufacturer-provided IC (Table 6 ).78 False-negative results will not be identified by the failure to include an IC to demonstrate either sample adequacy or PCR failure. The Qiagen NeuMoDx has the best throughput of these systems at 435 samples in 24hr and also has the advantage of being a true random access platform with a quick time to result of only 1hr 25 min.79
Table 6.
Supplier/Platform | Assay | Target 1 | Target 2 | Internal Control | Analytical Sensitivity | Batch Size | Platform Run Time | Throughput 24hr | References |
---|---|---|---|---|---|---|---|---|---|
Mobidiag Amplidiag Easy | Amplidiag COVID-19 | Orf1 | N | RNAse P | 313 copies/ml | 48 | 3.5 h | 288 |
133 134 135 |
BD MAX | BD SARS-CoV-2 | N1 | N2 | RNAse P | 640 genomic copy equivalents | 24 | 2.5 h | 216 | 17 |
EliTech Elite InGenius | SARS-CoV-2 PLUS ELITe MGB Kit | Orf1ab | Orf8 | RNAse P | 111 genomic copy equivalents | 12 | 2.5 h | 108 | 81 |
ViaSure (CerTest Biotech) | SARS-CoV-2 (N1 + N2) – BD MAX | N1 | N2 | RNAse P | ≥ 5 genome copies per reaction | 24 | 2.5 h | 216 | 16 |
Vela Diagnostics Sentosa | ViroKey SARS-CoV-2 RT-PCR Test v2.0 | Orf1a | N | None | 200 genome equivalents/ml | 46 | 4 h | 276 | 78 |
Aus Diagnostics HighPlex 24 | SARS-CoV-2 influenza and RSV 8-well | Orf1 | Orf8 | Endogenous and Manufacturer SPC | 2150–4325 copies/ml | 24 | 4.5 h | 120 |
82 136 |
NeuMoDx™ | NeuMoDx™ SARS-CoV-2 Assay | Nsp2 | N | Manufacturer SPC | 20011 | Random Access | 1 h 25 min | 435 | 84 |
Abbreviations: N, nucleocapsid; ORF1 a/b, open reading frame 1 a/b; Orf 8, open reading frame 8; SPC, sample process control.
Peer-reviewed literature for these platforms is significantly lacking over all other investigated areas with most performance data presented here being sourced from the manufacturer’s literature. The BD MAX system can use a variety of kits from different manufacturers including SARS-CoV-2 in isolation or with other respiratory pathogens such as influenza. The BD MAX SARS-CoV-2 assays, including the ViaSure SARS-CoV-2 N1 + N2 assay, have repeatedly shown 100% sensitivity but the specificity of greater than 95% both in manufacturers post-market surveillance and in real-world data. Fears around the production of false-positive results led the FDA to release a product notice recommending confirmation of all positive results generated by the BD MAX; however, both of the assessed assays are based on the CDC N gene assay, which has been shown to be highly sensitive.16 , 17 , 80 The Amplidiag COVID-19 assay was highly sensitive showing greater than 98% agreement compared directly with Cobas 6800 SARS-CoV-2. All other assessed platforms as shown in Table 6 were also found to have acceptable sensitivity and specificity of greater than 96% based on manufacturer’s data only.78 , 79 , 81, 82, 83, 84
All assessed platforms were shown to have good analytical sensitivity as outlined in Table 6 with the exception of Aus Diagnostics SARS-CoV-2, influenza, and RSV, which has an LOD on 2150 to 4325 copies/ml.82 Real-world testing of the Amplidiag COVID-19 also highlighted a failure to detect an EQA sample at 3300 copies/ml suggesting the manufacturer published LOD of 313 copies/ml may not be reliable.83 Local verification of the manufacturer’s claims is important before the introduction of any test into routine use to ensure discrepancies such as this are detected.
The expected 24hr throughput for these systems is modest, and these systems are likely to be sited in laboratories that do not undertake 24/7 working meaning their full potential cannot be met. Although this may be the case, these automated solutions can offer easy-to-use solutions for laboratories with limited molecular experience. This has been important in providing the ability to decrease time to result over sending samples to specialist reference laboratories for testing, which in turn can reduce transmission risk particularly in health care settings.
High-throughput testing platforms
Several high-throughput platforms have been introduced for the detection of SARS-CoV-2 RNA offering end-to-end automated testing of samples from nucleic acid extraction through to amplification and detection. The introduction of high-throughput screening platforms into laboratories can improve laboratory efficiency and turnaround times while reducing staff hands-on time85 and facilitating a substantial increase in a testing capacity. The main high-throughput testing platforms and associated assays are listed in Table 7 . All are RT-PCR-based assays except the Hologic Aptima SARS-CoV-2 assay that use TMA. All assays listed use a minimum of two different SARS-CoV-2 targets to reduce the risk of false negatives due to primer/probe mismatches caused by sequence variability.86 Multiple comparisons between the high-throughput platforms and standard RT-PCR demonstrate a high level of diagnostic performance. The Panther Fusion had an overall agreement of 96.4% compared with the Roche Cobas 6800 SARS-CoV-2 assay87 with a similar finding in a separate study.88 An agreement of 98.3% was found when comparing the Cobas to the Abbott Alinity M SARS-CoV-2 AMP,89 and in a three-way comparison between these platforms and the Panther Fusion, the overall agreement was 99.7%.90 When the TMA-based Aptima assay was compared with the Panther Fusion and rapid low-throughput BioFire Defense COVID-19 test, it produced a positive percent agreement of 98.7% compared with the consensus and a 100% agreement for negative results.91
Table 7.
Platform | Assay | Target 1 | Target 2 | Target 3 | Internal Control | Analytical Sensitivity SARS-CoV-2 RNA c/ml | Platform Run Time | Throughput 24hr | Loading | References |
---|---|---|---|---|---|---|---|---|---|---|
Abbott m2000 | Abbott RealTime SARS-CoV-2 | RdRp | N | Manufacturer SPC | 5392 | 4 h | 470 | Batch | 92 | |
Abbott Alinity M | SARS-CoV-2 AMP Kit | RdRp | N | Manufacturer SPC (DNA) | 5090 | 2 h 35 min to first results | 1080 | Random Access | 90 | |
Hologic Panther® | Aptima® SARS-CoV-2 Assay | Orf1Ab Region 1 | Orf1ab Region 2 | Manufacturer SPC | 83–194137,138 | 3.5 h to the first result | 1150 | Batch |
137 138 |
|
Hologic Panther Fusion® | Panther Fusion® SARS-CoV-2 Assay | Orf1Ab Region 1 | Orf1ab Region 2 | Manufacturer SPC | 74–10092,139,140 | 2.4 h to first results | 1440 | Random Access |
92 139 140 |
|
Roche Cobas® 6800 | cobas® SARS-CoV-2 | Orf1ab | E | Manufacturer SPC | <10–8592,141 | 3.4 h to first results | 1440 | Batch |
92 141 |
|
Roche Cobas® 8800 | 4128 | Batch | ||||||||
Cepheid Infinity | Xpert Xpress SARS-CoV-2 | N | E | Manufacturer SPC | 100 | 50 min per cartridge | Up to 1920 | Random Access | 95 | |
Thermofisher Amplitude | TaqPath COVID-19 HT | S gene | N | Orf1ab | MS2 | N/A | 3 h 30 min to first result | 8000 | Batch | No literature found |
Comparing analytical sensitivity is difficult due to differences in methods between studies, but generally all have high analytical sensitivities with LODs of 200 copies/ml or below, as collated from several studies and listed in Table 1. The TMA-based Aptima assay was shown to have a lower LOD when compared with standard RT-PCR,13 although when compared directly against the Roche Cobas and Abbott m2000, the Cobas test had the lowest LOD,84 a similar finding when the Cobas was directly compared with the Abbott m2000 and Panther Fusion.92
All systems offer a throughput of 1000 samples or more in a 24hr period. The highest throughput systems are the Roche Cobas 8800 system and the recently introduced Thermofisher Amplitude running the Taqpath COVID-19 assay, which claims a very high throughput of 8000 samples from a single platform over 24 hours. The Taqpath COVID-19 assay has been evaluated as a standard RT-PCR62 assay, but no published data exist for the diagnostic performance of the complete Amplitude system. Assays for these high-throughput platforms are being updated to include additional respiratory targets to meet the predicted increases in RSV and seasonal influenza infections once nonpharmaceutical interventions for COVID are removed.93 These include the Roche Cobas SARS-CoV-2 and Influenza A/B for the 6800/800 systems, the Aptima SARS-CoV-2/Flu Assay for the Hologic Panther system, and the m RESP-4-PLEX ASSAY for the Abbott Alinity system.94 The Cepheid GeneXpert infinity platform can give users the option to run up to 80 Xpert Xpress SARS-CoV-2 cartridges simultaneously with no increase in run time over the smaller cepheid instruments making this a high-throughput low complexity solution for laboratory settings.95
Severe acute respiratory syndrome coronavirus-2 genotyping
All viruses mutate, particularly RNA viruses, and the infection rate of SARS-Cov-2 on a large susceptible population has greatly increased the opportunity for mutations to occur. These mutations have led to variants of concern (VOCs) emerging with the potential of enhanced fitness, specifically toward increased transmissibility96 , 97 and vaccine evasion.98, 99, 100, 101, 102
The first VOC (B.1.1.7—Alpha) was detected in the south of England and sequenced in September 2020.103 Soon after, new VOCs were identified from various locations across the world, each VOC becoming a prominent strain within their area of origin.104 Genomic sequencing is an invaluable tool in managing the pandemic due to its ability to detect unknown variations, which may indicate the emergence of a new VOC and the need for the development of new diagnostic assays. The United Kingdom currently sequences all SARS-CoV-2-positive samples where it is technically achievable; however, it can be slow, technically demanding, and currently has limited global availability.34 One solution to identifying known SARS-CoV-2 lineages without the need for genomic sequencing is the development of real-time genotyping PCR assays.
Rapid real-time genotyping PCR assays usually target a single nucleotide polymorphism (SNP), with the most discriminatory targets often located within the S-gene. These types of mutations invariably lead to nonsynonymous amino acid substitutions. SNPs within this region can cause changes in the receptor-binding motif with successful variants retaining an increased affinity of the S-protein to the human angiotensin 2 receptor (ACE2).103 , 105, 106, 107 Identification of these distinct mutations can be used as markers to detect specific VOC lineages.
It is often the case that one distinct mutation may be present in several VOCs. For example, the presence of the N501Y mutation alone can be distinctive of the B.1.1.7 lineage, but the N501Y is also present in the B.1.351 and P1 VOC alongside the E484 K and K417 N or K417 T mutations, respectively; although the E484 K mutation is also occasionally seen in the B.1.1.7 lineage. It is often necessary to assay multiple targets to reliably determine the likely SARS-CoV-2 lineage. The range of SNP assays used will need to be modified as the new VOC are identified through whole-genome sequencing strategies.
Public Health England currently uses the Applied Biosystems (Waltham, Massachusetts, USA) RT-PCR genotyping assay for the rapid detection of variants. This genotyping assay has a sufficient repertoire of target mutations to reliably cover all the major VOC currently recognized by the WHO and most of the variants of interest.108 , 109 The current selection consists of 32 assays that can detect 30 SNPs and 2 deletions. Each assay is duplex in format detecting the mutant and the original SARS-CoV-2 reference/wild-type sequence on two different fluorescent dye layers. The high specificity of each assay target results in a significant reduction in the sensitivity, and it is advised by the manufacturer to only use extracted RNA from specimens with a CT of ≤30 where this information is available.109 There are several VOC assays in development or in early stages of marketing as shown in Table 8 , many of which exist in stand-alone format to allow a reactive and rapid introduction of new SNP assays to the market as dictated by circulating variants. Agena Bioscience has developed the MassARRAY SARS-CoV-2 Variant Panel capable of detecting 15 variants over 36 gene targets in a two-well multiplex end-point RT-PCR assay.110
Table 8.
Manufacturer | Assay | Targets | Variant | References |
---|---|---|---|---|
EliTech | SARS-CoV-2 Variants ELITe MGB® Kit |
|
Alpha | 142 |
ViaSure (CerTest Biotech) | SARS-CoV-2 & UK Variant |
|
Alpha | 143 |
Anatolia Geneworks/Launch | Bosphore SARS-CoV-2 UK. Variant Detection Kit |
|
Alpha | 144 |
Thermofisher | TaqMan Custom SNP Assays |
|
Alpha Beta Gamma Delta Plus numerous variants of interest depending on combination used |
109 108 |
TIBMOL BIOL | VirSNiP Assays |
|
Alpha Beta Gamma Delta Plus numerous variants of interest depending on combination used |
145 |
Agena Bioscience | MassARRAY SARS-CoV-2 Variant Panel |
|
15 variants of interest including: Alpha Beta Gamma Delta |
110 |
The use of SNP genotyping assays for the detection of SARS-CoV-2 VOC can be an effective early warning system for emerging VOC within a population, with quicker turnaround times compared with genomic sequencing. Data produced from this method can help scientists to quickly predict the prevalence of a VOC within a given population and may provide evidence toward vaccine effectiveness for new variants when collated with data regarding new infections or hospitalizations.
Summary
The COVID-19 pandemic will have a long-reaching impact on molecular diagnostic testing. The speed at which molecular diagnostics entered the market has been unrivaled with strategies suitable for all desired testing throughputs available within a few short months. The overall analytical and clinical accuracy data for solutions marketed within Europe have generally been found to be satisfactory although published LODs can be variable. At the outset of the pandemic manufacturers, claims were not required to be independently verified in Europe, and outside the most used rapid or high-throughput testing platforms, peer-reviewed real-world data are sparse. Welcome changes to regulations for devices in Europe are on the horizon, but local laboratory validations will still play a key role in the future. With the increasing prevalence of new SARS-CoV-2 VOC and the need for enhanced surveillance, there is still potential for new developments in SARS-CoV-2 molecular diagnostics.
Clinics care points
-
•
evere acute respiratory syndrome coronavirus-2 (SARS-CoV-2) required the rapid expansion of virological diagnostic techniques to ensure adequate testing capacity in the pandemic settings.
-
•
Rapid, molecular diagnostic platforms fulfill an important niche in point-of-care settings and clinical laboratories. They provide quick accurate results require minimal hands-on time and permit on-demand testing of urgent specimens, which is pertinent for non-COVID patient care.
-
•
High-throughput platforms improve laboratory efficiency and turnaround times while reducing staff hands-on time. This leads to an increase in the testing capacity of diagnostic laboratories to help meet the clinical demand throughout pandemics.
-
•
The use of SNP genotyping assays for the detection of SARS-CoV-2 VOCs can be an effective early warning system for emerging VOCs within a population, with faster turnaround times compared with genomic sequencing. This can assist with public health surveillance and provide high-quality evidence toward vaccine effectiveness.
Footnotes
Funding: None declared.
Conflict of interest: None declared.
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