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1.
PLoS One ; 16(6): e0253007, 2021.
Article in English | MEDLINE | ID: covidwho-1264226

ABSTRACT

BACKGROUND: Diagnosis of COVID-19 in symptomatic patients and screening of populations for SARS-CoV-2 infection require access to straightforward, low-cost and high-throughput testing. The recommended nasopharyngeal swab tests are limited by the need of trained professionals and specific consumables and this procedure is poorly accepted as a screening method In contrast, saliva sampling can be self-administered. METHODS: In order to compare saliva and nasopharyngeal/oropharyngeal samples for the detection of SARS-CoV-2, we designed a meta-analysis searching in PubMed up to December 29th, 2020 with the key words "(SARS-CoV-2 OR COVID-19 OR COVID19) AND (salivary OR saliva OR oral fluid)) NOT (review[Publication Type]) NOT (PrePrint[Publication Type])" applying the following criteria: records published in peer reviewed scientific journals, in English, with at least 15 nasopharyngeal/orapharyngeal swabs and saliva paired samples tested by RT-PCR, studies with available raw data including numbers of positive and negative tests with the two sampling methods. For all studies, concordance and sensitivity were calculated and then pooled in a random-effects model. FINDINGS: A total of 377 studies were retrieved, of which 50 were eligible, reporting on 16,473 pairs of nasopharyngeal/oropharyngeal and saliva samples. Meta-analysis showed high concordance, 92.5% (95%CI: 89.5-94.7), across studies and pooled sensitivities of 86.5% (95%CI: 83.4-89.1) and 92.0% (95%CI: 89.1-94.2) from saliva and nasopharyngeal/oropharyngeal swabs respectively. Heterogeneity across studies was 72.0% for saliva and 85.0% for nasopharyngeal/oropharyngeal swabs. INTERPRETATION: Our meta-analysis strongly suggests that saliva could be used for frequent testing of COVID-19 patients and "en masse" screening of populations.


Subject(s)
COVID-19 Nucleic Acid Testing/methods , COVID-19/diagnosis , Nasopharynx/virology , RNA, Viral/analysis , SARS-CoV-2/isolation & purification , Saliva/virology , Humans , RNA, Viral/genetics , SARS-CoV-2/genetics , Sensitivity and Specificity , Specimen Handling/methods
2.
PLoS Comput Biol ; 17(3): e1008726, 2021 03.
Article in English | MEDLINE | ID: covidwho-1117464

ABSTRACT

We propose an analysis and applications of sample pooling to the epidemiologic monitoring of COVID-19. We first introduce a model of the RT-qPCR process used to test for the presence of virus in a sample and construct a statistical model for the viral load in a typical infected individual inspired by large-scale clinical datasets. We present an application of group testing for the prevention of epidemic outbreak in closed connected communities. We then propose a method for the measure of the prevalence in a population taking into account the increased number of false negatives associated with the group testing method.


Subject(s)
COVID-19 Testing/methods , COVID-19/diagnosis , COVID-19/epidemiology , Epidemiological Monitoring , Group Processes , Population Surveillance/methods , SARS-CoV-2/isolation & purification , COVID-19/virology , Datasets as Topic , Humans , Luxembourg/epidemiology , Prevalence , Sensitivity and Specificity
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