Publication:
Incipient functional SARS-CoV-2 diversification identified through neural network haplotype maps

dc.contributor.authorDelgado, Soledad
dc.contributor.authorSomovilla, Pilar
dc.contributor.authorFerrer-Orta, Cristina
dc.contributor.authorMartínez-González, Brenda
dc.contributor.authorVázquez-Monteagudo, Sergi
dc.contributor.authorMuñoz-Flores, Javier
dc.contributor.authorSoria, Maria Eugenia
dc.contributor.authorGarcía-Crespo, Carlos
dc.contributor.authorde Ávila, Ana Isabel
dc.contributor.authorDurán-Pastor, Antoni
dc.contributor.authorGadea, Ignacio
dc.contributor.authorLopez-Galindez, Luis Cecilio
dc.contributor.authorMorán, Federico
dc.contributor.authorLorenzo-Redondo, Ramon
dc.contributor.authorVerdaguer, Nuria
dc.contributor.authorPerales, Celia
dc.contributor.authorDomingo, Esteban
dc.contributor.funderMinisterio de Ciencia e Innovación (España)
dc.contributor.funderAgencia Estatal de Investigación (España)
dc.contributor.funderInstituto de Salud Carlos III
dc.contributor.funderUnión Europea. Fondo Europeo de Desarrollo Regional (FEDER/ERDF)
dc.contributor.funderConsejo Superior de Investigaciones Científicas (España)
dc.contributor.funderUnión Europea. Comisión Europea. NextGenerationEU
dc.contributor.funderFundación La Marató TV3
dc.contributor.funderFundación Ramón Areces
dc.contributor.funderBanco Santander
dc.contributor.funderComunidad de Madrid (España)
dc.contributor.funderUnión Europea. Fondo Social Europeo (ESF/FSE)
dc.date.accessioned2024-03-20T13:12:19Z
dc.date.available2024-03-20T13:12:19Z
dc.date.issued2024-03-05
dc.description.abstractSince its introduction in the human population, SARS-CoV-2 has evolved into multiple clades, but the events in its intrahost diversification are not well understood. Here, we compare three-dimensional (3D) self-organized neural haplotype maps (SOMs) of SARS-CoV-2 from thirty individual nasopharyngeal diagnostic samples obtained within a 19-day interval in Madrid (Spain), at the time of transition between clades 19 and 20. SOMs have been trained with the haplotype repertoire present in the mutant spectra of the nsp12- and spike (S)-coding regions. Each SOM consisted of a dominant neuron (displaying the maximum frequency), surrounded by a low-frequency neuron cloud. The sequence of the master (dominant) neuron was either identical to that of the reference Wuhan-Hu-1 genome or differed from it at one nucleotide position. Six different deviant haplotype sequences were identified among the master neurons. Some of the substitutions in the neural clouds affected critical sites of the nsp12-nsp8-nsp7 polymerase complex and resulted in altered kinetics of RNA synthesis in an in vitro primer extension assay. Thus, the analysis has identified mutations that are relevant to modification of viral RNA synthesis, present in the mutant clouds of SARS-CoV-2 quasispecies. These mutations most likely occurred during intrahost diversification in several COVID-19 patients, during an initial stage of the pandemic, and within a brief time period.es_ES
dc.description.peerreviewedes_ES
dc.description.sponsorshipInstitutional support from Global Management Solutions and valuable discussions are acknowledged. The work at UPM was supported by grants PID2019-104903RB-100 and PID2022-139908OB-I00, funded by MCIN/AEI/10.13039/501100011033 and by ERDF A way of making Europe. The work at FJD was supported by project PI21/00139 from Instituto de Salud Carlos III, co-funded by the European Union. The work at CSIC was supported by PID2020-113888RB-I00, PID2020-117976GB-I00, and 202220I116 from Ministerio de Ciencia e Innovación and S2018/BAA-4370 (PLATESA2 from Comunidad de Madrid/FEDER). This research work was also funded by the European Commission – NextGenerationEU (regulation EU 2020/2094), through the CSIC’s Global Health Platform (PTI Salud Global), and Fundació La Marató de TV3 (project 525/C/2021), grants 202136-30 and 202136-31. Institutional grants from the Fundación Ramón Areces and Banco Santander to the CBMSO are also acknowledged. The team at CBMSO belongs to the Global Virus Network (GVN). Work at Centro Nacional de Microbiología (ISCIII) was supported by grants SAF2016-77894-R from MINECO and PI13/02269 from ISCIII. The work at Universidad Complutense Madrid has been supported by research grant CTQ2017-87864-C2-2-P, from MINECO. B.M.-G. is supported by predoctoral contract PFIS FI19/00119 from ISCIII, cofinanced by Fondo Social Europeo (FSE). A.D.-P. is supported by the contract 13-2022-008566 cofinanced by the Comunidad de Madrid, through the Programa Investigo, en el marco del Plan de Recuperación, Transformación y Resiliencia, financed by the European Union–Next Generation EU. P.S. is supported by postdoctoral contract “Margarita Salas” CA1/RSUE/2021 from MCIU. C.G.-C. is supported by predoctoral contract PRE2018-083422 from MCIU.es_ES
dc.format.number10es_ES
dc.format.pagee2317851121es_ES
dc.format.volume121es_ES
dc.identifier.citationProc Natl Acad Sci USA. 2024 Mar 5;121(10):e2317851121.es_ES
dc.identifier.doi10.1073/pnas.2317851121es_ES
dc.identifier.e-issn1091-6490es_ES
dc.identifier.journalProceedings of the National Academy of Sciences of the United States of Americaes_ES
dc.identifier.pubmedID38416684es_ES
dc.identifier.urihttp://hdl.handle.net/20.500.12105/19015
dc.language.isoenges_ES
dc.publisherNational Academy of Sciences
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/PID2019-104903RB-100es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/PID2022-139908OB-I00es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ISCIII/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020 (ISCIII)/PI21%2F00139/ES/SECUENCIACION MASIVA DE SARS-COV-2 PARA LA DETECCION DE VARIANTES Y SU ASOCIACIÓN CON LA SEVERIDAD CLINICA DE LA COVID-19/es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/PID2020-113888RB-I00es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/PID2020-117976GB-I00es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/S2018/BAA-4370es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/SAF2016-77894-Res_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/CA1/RSUE/2021es_ES
dc.relation.projectFECYTinfo:eu-repo/grantAgreement/ES/PRE2018-083422es_ES
dc.relation.projectFISinfo:fis/Instituto de Salud Carlos III/null/null/Subprograma de proyectos de investigacion en salud (AES 2013) (2013)/PI13/02269es_ES
dc.relation.projectFISinfo:fis/Instituto de Salud Carlos III/Programa Estatal de Generación de Conocimiento y Fortalecimiento del Sistema Español de I+D+I/null/Contratos Predoctorales de Formación en investigación en salud (PFIS) (2019)/FI19/00119es_ES
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/2020/2094es_ES
dc.relation.publisherversionhttps://doi.org/10.1073/pnas.2317851121es_ES
dc.repisalud.centroISCIII::Centro Nacional de Microbiologíaes_ES
dc.repisalud.institucionISCIIIes_ES
dc.rights.accessRightsopen accesses_ES
dc.rights.licenseAttribution-NonCommercial-NoDerivatives 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/*
dc.subjectCOVID-19es_ES
dc.subjectClade transitiones_ES
dc.subjectViral quasispecieses_ES
dc.subjectSelf-organized mapses_ES
dc.subjectIntrahost evolutiones_ES
dc.subject.meshSARS-CoV-2es_ES
dc.subject.meshCOVID-19es_ES
dc.subject.meshHumanses_ES
dc.subject.meshHaplotypeses_ES
dc.subject.meshViral Nonstructural Proteinses_ES
dc.subject.meshRNA, Virales_ES
dc.titleIncipient functional SARS-CoV-2 diversification identified through neural network haplotype mapses_ES
dc.typeresearch articlees_ES
dc.type.hasVersionVoRes_ES
dspace.entity.typePublication
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