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Santa Ardisson J, Vedovatti Monfardini Sagrillo M, Ramos Athaydes B, Corredor Vargas AM, Torezani R, Ribeiro-Rodrigues R, Cruz Spano L, Gaburro Paneto G, Delatorre E, Ventorin von Zeidler S, Freire Bastos Filho T. Comparative spatial-temporal analysis of SARS-CoV-2 lineages B.1.1.33 and BQ.1.1 Omicron variant across pandemic phases. Sci Rep 2025; 15:10319. [PMID: 40133656 PMCID: PMC11937565 DOI: 10.1038/s41598-025-95140-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 03/19/2025] [Indexed: 03/27/2025] Open
Abstract
The evolution of COVID-19 pandemic has been characterized by the rapid emergence of new SARS-CoV-2 variants, each of which poses unique challenges to public health. This study analyzes the dispersion profiles during the Pre-Omicron and Post-Omicron phases in different epidemiological contexts. The Brazilian state of Espirito Santo, despite its low population density, plays a critical role as a commercial hub due to its intense port activity, which may have contributed to COVID-19 cases and mortality rates being higher than the national average. The state recorded 34,000 confirmed cases and 377 deaths per 100,000 inhabitants. Genomic surveillance revealed that the Pre-Omicron phase was dominated by the B.1.1.33 lineage, characterized by localized intraregional circulation. In contrast, the Post-Omicron phase, dominated by the BQ.1.1 lineage, exhibited greater diversity in circulating lineages, increased international interactions, and rapid viral dissemination, highlighting distinct transmission dynamics between such periods. This study highlights the need for adaptive public health strategies that account for both viral behavior and regional socioeconomic factors, while highlighting the strategic importance of Espirito Santo in monitoring SARS-CoV-2 evolution.
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Affiliation(s)
- Juliana Santa Ardisson
- Postgraduate Program in Biotechnology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil.
| | | | - Brena Ramos Athaydes
- Postgraduate Program in Biotechnology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
- Department of Pathology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
| | | | - Renata Torezani
- Postgraduate Program in Biotechnology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
| | - Rodrigo Ribeiro-Rodrigues
- Postgraduate Program in Infectious Diseases, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
- Department of Pathology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
- Central Public Health Laboratory of the State of Espirito Santo (LACEN-ES), Vitoria, 29050-260, Brazil
| | - Liliana Cruz Spano
- Postgraduate Program in Infectious Diseases, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
| | - Greiciane Gaburro Paneto
- Postgraduate Program in Biotechnology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
| | - Edson Delatorre
- Postgraduate Program in Infectious Diseases, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
- Department of Pathology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
| | - Sandra Ventorin von Zeidler
- Postgraduate Program in Biotechnology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
- Department of Pathology, Federal University of Espirito Santo, Vitoria, 29047-105, Brazil
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2
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Gräf T, Martinez AA, Bello G, Dellicour S, Lemey P, Colizza V, Mazzoli M, Poletto C, Cardoso VLO, da Silva AF, Motta FC, Resende PC, Siqueira MM, Franco L, Gresh L, Gabastou JM, Rodriguez A, Vicari A, Aldighieri S, Mendez-Rico J, Leite JA. Dispersion patterns of SARS-CoV-2 variants Gamma, Lambda and Mu in Latin America and the Caribbean. Nat Commun 2024; 15:1837. [PMID: 38418815 PMCID: PMC10902334 DOI: 10.1038/s41467-024-46143-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 02/15/2024] [Indexed: 03/02/2024] Open
Abstract
Latin America and Caribbean (LAC) regions were an important epicenter of the COVID-19 pandemic and SARS-CoV-2 evolution. Through the COVID-19 Genomic Surveillance Regional Network (COVIGEN), LAC countries produced an important number of genomic sequencing data that made possible an enhanced SARS-CoV-2 genomic surveillance capacity in the Americas, paving the way for characterization of emerging variants and helping to guide the public health response. In this study we analyzed approximately 300,000 SARS-CoV-2 sequences generated between February 2020 and March 2022 by multiple genomic surveillance efforts in LAC and reconstructed the diffusion patterns of the main variants of concern (VOCs) and of interest (VOIs) possibly originated in the Region. Our phylogenetic analysis revealed that the spread of variants Gamma, Lambda and Mu reflects human mobility patterns due to variations of international air passenger transportation and gradual lifting of social distance measures previously implemented in countries. Our results highlight the potential of genetic data to reconstruct viral spread and unveil preferential routes of viral migrations that are shaped by human mobility patterns.
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Affiliation(s)
- Tiago Gräf
- Laboratório de Virologia Molecular, Instituto Carlos Chagas, Fundação Oswaldo Cruz, Curitiba, Brazil.
| | - Alexander A Martinez
- Gorgas Memorial Institute for Health Studies, Panama City, Panama
- National Research System (SNI), National Secretary of Research, Technology and Innovation (SENACYT), Panama City, Panama
- Department of Microbiology and Immunology, University of Panama, Panama City, Panama
| | - Gonzalo Bello
- Laboratório de Arbovírus e Vírus Hemorrágicos, Instituto Oswaldo Cruz, FIOCRUZ, Rio de Janeiro, Brazil
| | - Simon Dellicour
- Spatial Epidemiology Lab (SpELL), Université Libre de Bruxelles, CP160/12, 50 av. FD Roosevelt, Bruxelles, Belgium
- Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory for Clinical and Epidemiological Virology, KU Leuven, University of Leuven, Leuven, Belgium
| | - Philippe Lemey
- Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory for Clinical and Epidemiological Virology, KU Leuven, University of Leuven, Leuven, Belgium
| | - Vittoria Colizza
- Sorbonne Université, INSERM, Institut Pierre Louis d'Épidémiologie et de Santé Publique (IPLESP), Paris, France
| | - Mattia Mazzoli
- Sorbonne Université, INSERM, Institut Pierre Louis d'Épidémiologie et de Santé Publique (IPLESP), Paris, France
| | - Chiara Poletto
- Department of Molecular Medicine, University of Padova, 35121, Padova, Italy
| | - Vanessa Leiko Oikawa Cardoso
- Laboratório de Enfermidades Infecciosas Transmitidas por Vetores, Instituto Gonçalo Moniz, FIOCRUZ-Bahia, Salvador, Brazil
| | | | - Fernando Couto Motta
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Paola Cristina Resende
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Marilda M Siqueira
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Leticia Franco
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Lionel Gresh
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Jean-Marc Gabastou
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Angel Rodriguez
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Andrea Vicari
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Sylvain Aldighieri
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Jairo Mendez-Rico
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA
| | - Juliana Almeida Leite
- Infectious Hazards Management Unit, Health Emergencies Department, Pan American Health Organization, Washington D.C., USA.
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3
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Laurino J, De Deyne S, Cabana Á, Kaczer L. The Pandemic in Words: Tracking Fast Semantic Changes via a Large-Scale Word Association Task. Open Mind (Camb) 2023; 7:221-239. [PMID: 37416071 PMCID: PMC10320820 DOI: 10.1162/opmi_a_00081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 04/29/2023] [Indexed: 07/08/2023] Open
Abstract
Most words have a variety of senses that can be added, removed, or altered over time. Understanding how they change across different contexts and time periods is crucial for revealing the role of language in social and cultural evolution. In this study we aimed to explore the collective changes in the mental lexicon as a consequence of the COVID-19 pandemic. We performed a large-scale word association experiment in Rioplatense Spanish. The data were obtained in December 2020, and compared with responses previously obtained from the Small World of Words database (SWOW-RP, Cabana et al., 2023). Three different word-association measures detected changes in a word's mental representation from Precovid to Covid. First, significantly more new associations appeared for a set of pandemic-related words. These new associations can be interpreted as incorporating new senses. For example, the word 'isolated' incorporated direct associations with 'coronavirus' and 'quarantine'. Second, when analyzing the distribution of responses, we observed a greater Kullback-Leibler divergence (i.e., relative entropy) between the Precovid and Covid periods for pandemic words. Thus, some words (e.g., 'protocol', or 'virtual') changed their overall association patterns due to the COVID-19 pandemic. Finally, using semantic similarity analysis, we evaluated the changes between the Precovid and Covid periods for each cue word's nearest neighbors and the changes in their similarity to certain word senses. We found a larger diachronic difference for pandemic cues where polysemic words like 'immunity' or 'trial' increased their similarity to sanitary/health words during the Covid period. We propose that this novel methodology can be expanded to other scenarios of fast diachronic semantic changes.
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Affiliation(s)
- Julieta Laurino
- Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE)-CONICET, Buenos Aires, Argentina
- Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Simon De Deyne
- Computational Cognitive Science Lab, Complex Human Data Hub, University of Melbourne, Melbourne, Australia
| | - Álvaro Cabana
- Instituto de Fundamentos y Métodos y Centro de Investigación Básica en Psicología (CIBPsi), Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Centro Interdisciplinario en Ciencia de Datos y Aprendizaje Automático (CICADA), Universidad de la República, Montevideo, Uruguay
| | - Laura Kaczer
- Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE)-CONICET, Buenos Aires, Argentina
- Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
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4
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Arantes I, Bello G, Nascimento V, Souza V, da Silva A, Silva D, Nascimento F, Mejía M, Brandão MJ, Gonçalves L, Silva G, da Costa CF, Abdalla L, Santos JH, Ramos TCA, Piantham C, Ito K, Siqueira MM, Resende PC, Wallau GL, Delatorre E, Gräf T, Naveca FG. Comparative epidemic expansion of SARS-CoV-2 variants Delta and Omicron in the Brazilian State of Amazonas. Nat Commun 2023; 14:2048. [PMID: 37041143 PMCID: PMC10089528 DOI: 10.1038/s41467-023-37541-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 03/21/2023] [Indexed: 04/13/2023] Open
Abstract
The SARS-CoV-2 variants of concern (VOCs) Delta and Omicron spread globally during mid and late 2021, respectively. In this study, we compare the dissemination dynamics of these VOCs in the Amazonas state, one of Brazil's most heavily affected regions. We sequenced the virus genome from 4128 patients collected in Amazonas between July 1st, 2021, and January 31st, 2022, and investigated the viral dynamics using a phylodynamic approach. The VOCs Delta and Omicron BA.1 displayed similar patterns of phylogeographic spread but different epidemic dynamics. The replacement of Gamma by Delta was gradual and occurred without an upsurge of COVID-19 cases, while the rise of Omicron BA.1 was extremely fast and fueled a sharp increase in cases. Thus, the dissemination dynamics and population-level impact of new SARS-CoV-2 variants introduced in the Amazonian population after mid-2021, a setting with high levels of acquired immunity, greatly vary according to their viral phenotype.
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Affiliation(s)
- Ighor Arantes
- Laboratório de AIDS e Imunologia Molecular, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil
| | - Gonzalo Bello
- Laboratório de AIDS e Imunologia Molecular, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil.
| | - Valdinete Nascimento
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Victor Souza
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Arlesson da Silva
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Dejanane Silva
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Fernanda Nascimento
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Matilde Mejía
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Maria Júlia Brandão
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
| | - Luciana Gonçalves
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
- Fundação de Vigilância em Saúde do Amazonas - Dra Rosemary Costa Pinto, Manaus, Brazil
| | - George Silva
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil
- Fundação Centro de Controle de Oncologia do Estado do Amazonas, Manaus, Brazil
| | - Cristiano Fernandes da Costa
- Fundação de Vigilância em Saúde do Amazonas - Dra Rosemary Costa Pinto, Manaus, Brazil
- Conselho de Secretários Municipais de Saúde do Amazonas COSEMS - AM, Manaus, Brazil
| | | | | | | | - Chayada Piantham
- Graduate School of Infectious Diseases, Hokkaido University, Hokkaido, Japan
| | - Kimihito Ito
- International Institute for Zoonosis Control, Hokkaido University, Hokkaido, Japan
| | - Marilda Mendonça Siqueira
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil
| | - Paola Cristina Resende
- Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil
| | - Gabriel Luz Wallau
- Instituto Aggeu Magalhães, Fundação Oswaldo Cruz, Recife, Brazil
- Department of Arbovirology, Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
| | - Edson Delatorre
- Departamento de Biologia, Centro de Ciências Exatas, Naturais e da Saúde, Universidade Federal do Espírito Santo, Alegre, Brazil
| | - Tiago Gräf
- Laboratório de Virologia Molecular, Instituto Carlos Chagas, Fiocruz, Curitiba, Brazil
| | - Felipe Gomes Naveca
- Laboratório de Ecologia de Doenças Transmissíveis na Amazônia, Instituto Leônidas e Maria Deane, Fiocruz, Manaus, Brazil.
- Laboratório de Arbovírus e Vírus Hemorrágicos, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil.
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5
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Nepomuceno TCC, Garcez TV, Silva LCE, Coutinho AP. Measuring the mobility impact on the COVID-19 pandemic. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2022; 19:7032-7054. [PMID: 35730295 DOI: 10.3934/mbe.2022332] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
This assessment aims at measuring the impact of different location mobility on the COVID-19 pandemic. Data over time and over the 27 Brazilian federations in 5 regions provided by Google's COVID-19 community mobility reports and classified by place categories (retail and recreation, grocery and pharmacy, parks, transit stations, workplaces, and residences) are autoregressed on the COVID-19 incidence in Brazil using generalized linear regressions to measure the aggregate dynamic impact of mobility on each socioeconomic category. The work provides a novel multicriteria approach for selecting the most appropriate estimation model in the context of this application. Estimations for the time gap between contagion and data disclosure for public authorities' decision-making, estimations regarding the propagation rate, and the marginal mobility contribution for each place category are also provided. We report the pandemic evolution on the dimensions of cases and a geostatistical analysis evaluating the most critical cities in Brazil based on optimized hotspots with a brief discussion on the effects of population density and the carnival.
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Affiliation(s)
- Thyago Celso C Nepomuceno
- Núcleo de Tecnologia, Federal University of Pernambuco, Km 59, s/n, Nova Caruaru, Caruaru, PE, Brazil
- Dipartimento di Ingegneria Informatica Automatica e Gestionale Antonio Ruberti, Sapienza University of Rome, Via Ariosto, 25, Roma, Italy
| | - Thalles Vitelli Garcez
- Núcleo de Tecnologia, Federal University of Pernambuco, Km 59, s/n, Nova Caruaru, Caruaru, PE, Brazil
| | - Lúcio Camara E Silva
- Núcleo de Tecnologia, Federal University of Pernambuco, Km 59, s/n, Nova Caruaru, Caruaru, PE, Brazil
| | - Artur Paiva Coutinho
- Núcleo de Tecnologia, Federal University of Pernambuco, Km 59, s/n, Nova Caruaru, Caruaru, PE, Brazil
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