Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/34170
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dc.contributor.authorLIBIN, Pieter-
dc.contributor.authorWILLEM, Lander-
dc.contributor.authorVerstraeten, Timothy-
dc.contributor.authorTORNERI, Andrea-
dc.contributor.authorVANDERLOCHT, Joris-
dc.contributor.authorHENS, Niel-
dc.contributor.editorPerkins, Alex-
dc.date.accessioned2021-05-31T12:51:49Z-
dc.date.available2021-05-31T12:51:49Z-
dc.date.issued2021-
dc.date.submitted2021-04-13T12:33:01Z-
dc.identifier.citationPLOS COMPUTATIONAL BIOLOGY, 17 (3) , (Art N° e1008688)-
dc.identifier.issn1553-734X-
dc.identifier.urihttp://hdl.handle.net/1942/34170-
dc.description.abstractOutbreaks of SARS-CoV-2 are threatening the health care systems of several countries around the world. The initial control of SARS-CoV-2 epidemics relied on non-pharmaceutical interventions, such as social distancing, teleworking, mouth masks and contact tracing. However, as pre-symptomatic transmission remains an important driver of the epidemic, contact tracing efforts struggle to fully control SARS-CoV-2 epidemics. Therefore, in this work, we investigate to what extent the use of universal testing, i.e., an approach in which we screen the entire population, can be utilized to mitigate this epidemic. To this end, we rely on PCR test pooling of individuals that belong to the same households, to allow for a universal testing procedure that is feasible with the limited testing capacity. We evaluate two isolation strategies: on the one hand pool isolation, where we isolate all individuals that belong to a positive PCR test pool, and on the other hand individual isolation, where we determine which of the individuals that belong to the positive PCR pool are positive, through an additional testing step. We evaluate this universal testing approach in the STRIDE individual-based epidemiological model in the context of the Belgian COVID-19 epidemic. As the organisation of universal testing will be challenging, we discuss the different aspects related to sample extraction and PCR testing, to demonstrate the feasibility of universal testing when a decentralized testing approach is used. We show through simulation, that weekly universal testing is able to control the epidemic, even when many of the contact reductions are relieved. Finally, our model shows that the use of universal testing in combination with stringent contact reductions could be considered as a strategy to eradicate the virus. Author summary As pre-symptomatic transmission is an important driver of COVID-19 epidemics (i.e., the virus is transmitted before the infected individual is aware of its infection), contact tracing efforts struggle to fully control SARS-CoV-2 epidemics. For this reason, the use of universal testing, where each individual of the community is tested on a regular basis, has been suggested. However, the large amount of PCR tests that is required to facilitate this approach, remains an important impediment. Therefore, we propose a new universal testing procedure that is feasible with the current testing capacity, where we rely on PCR test pooling of individuals that belong to the same households. We evaluate this universal testing procedure in a fine-grained epidemiological model (i.e., an individual-based model) that covers the Belgian population. Through this evaluation, we assess the procedure's performance to keep the epidemic under control, while allowing for various contact reductions. We assess the robustness of the model, by analysing different levels of community compliance, and we show that weekly universal testing could prove a successful strategy to control SARS-CoV-2 outbreaks.-
dc.description.sponsorshipThe authors are grateful for access to the data from the Belgian Scientific Institute for Public Health, Sciensano. We thank prof. dr. Koen Pepermans for the interesting discussions.-
dc.language.isoen-
dc.publisherPUBLIC LIBRARY SCIENCE-
dc.rights2021 Libinet al. This is an open-access article distributed under he terms of the Creative Commons Attribution License-
dc.subject.otherBelgium-
dc.subject.otherCOVID-19-
dc.subject.otherCOVID-19 Nucleic Acid Testing-
dc.subject.otherComputational Biology-
dc.subject.otherComputer Simulation-
dc.subject.otherContact Tracing-
dc.subject.otherEpidemics-
dc.subject.otherFalse Negative Reactions-
dc.subject.otherFamily Characteristics-
dc.subject.otherFeasibility Studies-
dc.subject.otherHumans-
dc.subject.otherMass Screening-
dc.subject.otherModels, Statistical-
dc.subject.otherQuarantine-
dc.subject.otherTravel-
dc.subject.otherSARS-CoV-2-
dc.titleAssessing the feasibility and effectiveness of household-pooled universal testing to control COVID-19 epidemics-
dc.typeJournal Contribution-
dc.identifier.issue3-
dc.identifier.volume17-
local.format.pages22-
local.bibliographicCitation.jcatA1-
dc.description.notesLibin, PJK (corresponding author), Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, Data Sci Inst, Hasselt, Belgium.; Libin, PJK (corresponding author), Vrije Univ Brussel, Dept Comp Sci, Artificial Intelligence Lab, Brussels, Belgium.; Libin, PJK (corresponding author), Univ Leuven, Rega Inst Med Res Clin & Epidemiol Virol, Dept Microbiol & Immunol, KU Leuven, Leuven, Belgium.-
dc.description.notespieter.libin@uhasselt.be-
dc.description.otherLibin, PJK (corresponding author), Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, Data Sci Inst, Hasselt, Belgium ; Vrije Univ Brussel, Dept Comp Sci, Artificial Intelligence Lab, Brussels, Belgium ; Univ Leuven, Rega Inst Med Res Clin & Epidemiol Virol, Dept Microbiol & Immunol, KU Leuven, Leuven, Belgium. pieter.libin@uhasselt.be-
local.publisher.place1160 BATTERY STREET, STE 100, SAN FRANCISCO, CA 94111 USA-
local.type.refereedRefereed-
local.type.specifiedArticle-
local.bibliographicCitation.artnre1008688-
dc.identifier.doi10.1371/journal.pcbi.1008688-
dc.identifier.pmid33690626-
dc.identifier.isiWOS:000627463800001-
dc.contributor.orcidTorneri, Andrea/0000-0002-4322-0770; Willem, Lander/0000-0002-9210-1196-
dc.identifier.eissn1553-7358-
local.provider.typewosris-
local.uhasselt.uhpubyes-
local.description.affiliation[Libin, Pieter J. K.; Torneri, Andrea; Vanderlocht, Joris; Hens, Niel] Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, Data Sci Inst, Hasselt, Belgium.-
local.description.affiliation[Libin, Pieter J. K.; Verstraeten, Timothy] Vrije Univ Brussel, Dept Comp Sci, Artificial Intelligence Lab, Brussels, Belgium.-
local.description.affiliation[Libin, Pieter J. K.] Univ Leuven, Rega Inst Med Res Clin & Epidemiol Virol, Dept Microbiol & Immunol, KU Leuven, Leuven, Belgium.-
local.description.affiliation[Willem, Lander; Torneri, Andrea; Hens, Niel] Univ Antwerp, Ctr Hlth Econ Res & Modelling Infect Dis, Vaccine & Infect Dis Inst, Antwerp, Belgium.-
local.uhasselt.internationalno-
item.validationecoom 2022-
item.contributorLIBIN, Pieter-
item.contributorWILLEM, Lander-
item.contributorVerstraeten, Timothy-
item.contributorTORNERI, Andrea-
item.contributorVANDERLOCHT, Joris-
item.contributorHENS, Niel-
item.contributorPerkins, Alex-
item.accessRightsOpen Access-
item.fullcitationLIBIN, Pieter; WILLEM, Lander; Verstraeten, Timothy; TORNERI, Andrea; VANDERLOCHT, Joris & HENS, Niel (2021) Assessing the feasibility and effectiveness of household-pooled universal testing to control COVID-19 epidemics. In: PLOS COMPUTATIONAL BIOLOGY, 17 (3) , (Art N° e1008688).-
item.fulltextWith Fulltext-
crisitem.journal.issn1553-734X-
crisitem.journal.eissn1553-7358-
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