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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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Pacini A, Paredes F, Heckel S, Ibarra G, Petreli MV, Perez M, Agnella Y, Piskulic L, Allasia MB, Caprile L, Colaneri A, Sesma J. Ready for new waves: optimizing SARS-CoV-2 variants monitoring in pooled samples with droplet digital PCR. Front Public Health 2024; 11:1340420. [PMID: 38298257 PMCID: PMC10829044 DOI: 10.3389/fpubh.2023.1340420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 12/21/2023] [Indexed: 02/02/2024] Open
Abstract
Introduction The declaration of the end of the Public Health Emergency for COVID-19 on May 11th, 2023, has shifted the global focus led by WHO and CDC towards monitoring the evolution of SARS-CoV-2. Augmenting these international endeavors with local initiatives becomes crucial to not only track the emergence of new variants but also to understand their spread. We present a cost-effective digital PCR-based pooled sample testing methodology tailored for early variant surveillance. Methods Using 1200 retrospective SARS-CoV-2 positive samples, either negative or positive for Delta or Omicron, we assessed the sensitivity and specificity of our detection strategy employing commercial TaqMan variant probes in a 1:9 ratio of variant-positive to variant-negative samples. Results The study achieved 100% sensitivity and 99% specificity in 10-sample pools, with an Area Under the Curve (AUC) exceeding 0.998 in ROC curves, using distinct commercial TaqMan variant probes. Discussion The employment of two separate TaqMan probes for both Delta and Omicron establishes dual validation routes, emphasizing the method's robustness. Although we used known samples to model realistic emergence scenarios of the Delta and Omicron variants, our main objective is to demonstrate the versatility of this strategy to identify future variant appearances. The utilization of two divergent variants and distinct probes for each confirms the method's independence from specific variants and probes. This flexibility ensures it can be tailored to recognize any subsequent variant emergence, given the availability of its sequence and a specific probe. Consequently, our approach stands as a robust tool for tracking and managing any new variant outbreak, reinforcing our global readiness against possible future SARS-CoV-2 waves.
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Affiliation(s)
- Antonella Pacini
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Instituto de Inmunología Clínica y Experimental de Rosario, CONICET, Rosario, Argentina
| | - Franco Paredes
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Facultad de Ciencias Bioquímicas y Farmacéuticas de Rosario, Universidad Nacional de Rosario, Rosario, Argentina
| | - Sofia Heckel
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Instituto de Inmunología Clínica y Experimental de Rosario, CONICET, Rosario, Argentina
- Facultad de Ciencias Bioquímicas y Farmacéuticas de Rosario, Universidad Nacional de Rosario, Rosario, Argentina
| | - Guadalupe Ibarra
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Facultad de Ciencias Bioquímicas y Farmacéuticas de Rosario, Universidad Nacional de Rosario, Rosario, Argentina
| | - Maria Victoria Petreli
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Facultad de Ciencias Bioquímicas y Farmacéuticas de Rosario, Universidad Nacional de Rosario, Rosario, Argentina
| | - Marilina Perez
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
| | - Yanina Agnella
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Facultad de Ciencias Veterinarias, Universidad Nacional de Rosario, Casilda, Argentina
| | - Laura Piskulic
- Área Estadística y Procesamiento de Datos, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Rosario, Argentina
| | - Maria Belen Allasia
- Área Estadística y Procesamiento de Datos, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Rosario, Argentina
| | - Luis Caprile
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
| | - Alejandro Colaneri
- Consejo Nacional de Investigaciones Científicas y Técnicas, Rosario, Argentina
| | - Juliana Sesma
- Molecular Biology Department, Hospital Provincial de Rosario, Rosario, Argentina
- Instituto de Inmunología Clínica y Experimental de Rosario, CONICET, Rosario, Argentina
- Facultad de Ciencias Médicas, Universidad Nacional de Rosario, Rosario, Argentina
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