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[Preprint]. 2022 Mar 28:2021.10.07.21264644.
doi: 10.1101/2021.10.07.21264644.

Genomic epidemiology reveals the impact of national and international restrictions measures on the SARS-CoV-2 epidemic in Brazil

Marta Giovanetti  1   2 Svetoslav Nanev Slavov  3   4 Vagner Fonseca  1   5   6   7 Eduan Wilkinson  6   7 Houriiyah Tegally  6   7 José Salvatore Leister Patané  4 Vincent Louis Viala  4 James Emmanuel San  6   7 Evandra Strazza Rodrigues  3 Elaine Vieira Santos  3 Flavia Aburjaile  2   8 Joilson Xavier  1   8 Hegger Fritsch  1   8 Talita Emile Ribeiro Adelino  1   8 Felicidade Pereira  9 Arabela Leal  9 Felipe Campos de Melo Iani  8 Glauco de Carvalho Pereira  8 Cynthia Vazquez  10 Gladys Mercedes Estigarribia Sanabria  11   12   13 Elaine Cristina de Oliveira  14 Luiz Demarchi  15 Julio Croda  16 Rafael Dos Santos Bezerra  3 Loyze Paola Oliveira de Lima  4 Antonio Jorge Martins  4 Claudia Renata Dos Santos Barros  4 Elaine Cristina Marqueze  4 Jardelina de Souza Todao Bernardino  4 Debora Botequio Moretti  4 Ricardo Augusto Brassaloti  17 Raquel de Lello Rocha Campos Cassano  17 Pilar Drummond Sampaio Corrêa Mariani  18 João Paulo Kitajima  19 Bibiana Santos  19 Rodrigo Proto-Siqueira  20 Vlademir Vicente Cantarelli  21 Stephane Tosta  2   9 Vanessa Brandão Nardy  9 Luciana Reboredo de Oliveira da Silva  9 Marcela Kelly Astete Gómez  9 Jaqueline Gomes Lima  9 Adriana Aparecida Ribeiro  8 Natália Rocha Guimarães  8 Luiz Takao Watanabe  14 Luana Barbosa Da Silva  14 Raquel da Silva Ferreira  14 Mara Patricia F da Penha  22 María José Ortega  10 Andrea Gómez de la Fuente  10 Shirley Villalba  10 Juan Torales  10 María Liz Gamarra  10 Carolina Aquino  10 Gloria Patricia Martínez Figueredo  11   12   13 Wellington Santos Fava  16 Ana Rita C Motta-Castro  16 James Venturini  16 Sandra Maria do Vale Leone de Oliveira  16 Crhistinne Cavalheiro Maymone Gonçalves  23 Maria do Carmo Debur Rossa  24 Guilherme Nardi Becker  24 Mayra Marinho Presibella  24 Nelson Quallio Marques  24 Irina Nastassja Riediger  24 Sonia Raboni  25 Gabriela Mattoso Coelho  26 Allan Henrique Depieri Cataneo  26 Camila Zanluca  26 Claudia N Duarte Dos Santos  26 Patricia Akemi Assato  27 Felipe Allan da Silva da Costa  27 Mirele Daiana Poleti  28 Jessika Cristina Chagas Lesbon  28 Elisangela Chicaroni Mattos  28 Cecilia Artico Banho  29 Lívia Sacchetto  29 Marília Mazzi Moraes  29 Rejane Maria Tommasini Grotto  27   30 Jayme A Souza-Neto  27 Maurício Lacerda Nogueira  29 Heidge Fukumasu  28 Luiz Lehmann Coutinho  17 Rodrigo Tocantins Calado  3 Raul Machado Neto  4 Ana Maria Bispo de Filippis  1 Rivaldo Venancio da Cunha  31 Carla Freitas  5 Cassio Roberto Leonel Peterka  32 Cássia de Fátima Rangel Fernandes  33 Wildo Navegantes de Araújo  34 Rodrigo Fabiano do Carmo Said  34 Maria Almiron  34 Carlos Frederico Campelo de Albuquerque E Melo  34 José Lourenço  35   36 Tulio de Oliveira  6   7   37   38 Edward C Holmes  39 Ricardo Haddad  4 Sandra Coccuzzo Sampaio  4 Maria Carolina Elias  4 Simone Kashima  3 Luiz Carlos Junior de Alcantara  1   2 Dimas Tadeu Covas  3   4
Affiliations

Genomic epidemiology reveals the impact of national and international restrictions measures on the SARS-CoV-2 epidemic in Brazil

Marta Giovanetti et al. medRxiv. .

Update in

  • Genomic epidemiology of the SARS-CoV-2 epidemic in Brazil.
    Giovanetti M, Slavov SN, Fonseca V, Wilkinson E, Tegally H, Patané JSL, Viala VL, San EJ, Rodrigues ES, Santos EV, Aburjaile F, Xavier J, Fritsch H, Adelino TER, Pereira F, Leal A, Iani FCM, de Carvalho Pereira G, Vazquez C, Sanabria GME, Oliveira EC, Demarchi L, Croda J, Dos Santos Bezerra R, Paola Oliveira de Lima L, Martins AJ, Renata Dos Santos Barros C, Marqueze EC, de Souza Todao Bernardino J, Moretti DB, Brassaloti RA, de Lello Rocha Campos Cassano R, Mariani PDSC, Kitajima JP, Santos B, Proto-Siqueira R, Cantarelli VV, Tosta S, Nardy VB, Reboredo de Oliveira da Silva L, Gómez MKA, Lima JG, Ribeiro AA, Guimarães NR, Watanabe LT, Barbosa Da Silva L, da Silva Ferreira R, da Penha MPF, Ortega MJ, de la Fuente AG, Villalba S, Torales J, Gamarra ML, Aquino C, Figueredo GPM, Fava WS, Motta-Castro ARC, Venturini J, do Vale Leone de Oliveira SM, Gonçalves CCM, do Carmo Debur Rossa M, Becker GN, Giacomini MP, Marques NQ, Riediger IN, Raboni S, Mattoso G, Cataneo AD, Zanluca C, Duarte Dos Santos CN, Assato PA, Allan da Silva da Costa F, Poleti MD, Lesbon JCC, Mattos EC, Banho CA, Sacchetto L, Moraes MM, Grotto RMT, Souza-Neto JA, Nogueira ML, Fukumasu H, Coutinho LL, Calado RT, Neto … See abstract for full author list ➔ Giovanetti M, et al. Nat Microbiol. 2022 Sep;7(9):1490-1500. doi: 10.1038/s41564-022-01191-z. Epub 2022 Aug 18. Nat Microbiol. 2022. PMID: 35982313 Free PMC article.

Abstract

Brazil has experienced some of the highest numbers of COVID-19 cases and deaths globally and from May 2021 made Latin America a pandemic epicenter. Although SARS-CoV-2 established sustained transmission in Brazil early in the pandemic, important gaps remain in our understanding of virus transmission dynamics at the national scale. Here, we describe the genomic epidemiology of SARS-CoV-2 using near-full genomes sampled from 27 Brazilian states and a bordering country - Paraguay. We show that the early stage of the pandemic in Brazil was characterised by the co-circulation of multiple viral lineages, linked to multiple importations predominantly from Europe, and subsequently characterized by large local transmission clusters. As the epidemic progressed under an absence of effective restriction measures, there was a local emergence and onward international spread of Variants of Concern (VOC) and Variants Under Monitoring (VUM), including Gamma (P.1) and Zeta (P.2). In addition, we provide a preliminary genomic overview of the epidemic in Paraguay, showing evidence of importation from Brazil. These data reinforce the usefulness and need for the implementation of widespread genomic surveillance in South America as a toolkit for pandemic monitoring that provides a means to follow the real-time spread of emerging SARS-CoV-2 variants with possible implications for public health and immunization strategies.

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Conflict of interest statement

Competing interests: The authors declare no competing interests.

Figures

Fig. 1.
Fig. 1.. Key events following the first confirmed infection of SARS-CoV-2 in Brazil.
(A) Timeline of SARS-CoV-2 key events in Brazil. The Brazilian map was colored according to geographical macro region: North (red), Northeast (green), Southeast (purple), Midwest (light blue) South (light orange). (B) Epidemic curve showing the progression of reported daily viral infection numbers in Brazil from the beginning of the epidemic (grey) and deaths (red) in the same period, with restriction phases indicated along the bottom. (C) Map of cumulative SARS-CoV-2 cases per 100,000 inhabitants in Brazil up to June 2021.
Fig. 2.
Fig. 2.. Phylogenetic analysis and SARS-CoV-2 lineage dynamics in Brazil.
(A) Map of Brazil with the number of sequences in GISAID as of 30th June 2021. (B) Temporal sampling of sequences in Brazilian states through time with VOCs highlighted and annotated according to their PANGO lineage assignment. (C) Time resolved maximum likelihood phylogeny containing high qualitynear-full-genome sequences from Brazil (n=3866) obtained from this study, analysed against a backdrop of global reference sequences (n=25,288). Variants under monitoring (VUM) and concern (VOC) are highlighted on the phylogeny. (D) Sources of viral introductions into Brazil characterized as external introductions from the rest of the world. (E) Sources of viral exchanges (imports and exports) in and outside Brazil. (F) Number of viral exchanges within Brazilian regions by counting the state changes from the root to the tips of the phylogeny in panel C.
Fig. 3.
Fig. 3.. Spatiotemporal spread of VOC and VUM in Brazil.
(A) Phylogeographic reconstruction of the spread of the Gamma VOC in Brazil. Circles represent nodes of the maximum clade credibility phylogeny and are colored according to their inferred time of occurrence. Shaded areas represent the 80% highest posterior density interval and depict the uncertainty of the phylogeographic estimates for each node. Differences in population density are shown on a dark-white scale; B) Phylogeographic reconstruction of the spread of the Zeta VUM across Brazil. Circles represent nodes of the maximum clade credibility phylogeny and are colored according to their inferred time of occurrence. Shaded areas represent the 80% highest posterior density interval and depict the uncertainty of the phylogeographic estimates for each node. Differences in population density are shown on a dark-white scale; In both Panels (A) and (B) solid curved lines denote the links between nodes and the directionality of movement is anti-clockwise along the curve (as shown in the “dispersal direction” sublegends). (C) Number of exchanges of the Gamma variant between Brazilian regions (N=North; NE=Northeast; MD=Midwest; SE=Southeast; S=South); (D) Number of exchanges of the Zeta variant between Brazilian regions; (E) Sources of viral export of the VOC and VUM from Brazil to the rest of the world.
Fig. 4.
Fig. 4.. The SARS-CoV-2 epidemic in Paraguay.
(A) Epidemic curve showing the progression of reported viral infection numbers in Paraguay from the beginning of the epidemic (grey) and deaths (red) in the same period; (B) Progressive distribution of the top 20 PANGO lineages in Paraguay over time; (C) Time resolved maximum likelihood tree containing (n=63) high quality near-complete genome sequences from Paraguay obtained in this study analysed against a backdrop of global reference sequences. VUM and VOCs are highlighted on the phylogeny. Small circles indicate genome sequences from Brazil. Bigger circles indicate sequences from Paraguay. New genomic sequences from Paraguay obtained in this study are highlighted with a red border.

References

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