1
|
Sintchenko V, Sim EM, Suster CJE. Estimating the deferred value of pathogen genomic data for secondary use. Sci Data 2025; 12:784. [PMID: 40360501 PMCID: PMC12075588 DOI: 10.1038/s41597-025-05049-x] [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: 06/18/2024] [Accepted: 04/23/2025] [Indexed: 05/15/2025] Open
Abstract
The COVID-19 pandemic has illuminated the utility of pathogen genomics and highlighted roadblocks to international data sharing. This article describes the deferred value of pathogen genomics data for secondary use using a set of 10,110 assembled genomes of Vibrio cholerae shared via international repositories between 2010 and 2024 as an illustrative representation of a pandemic disease. Trends in the quality, representativeness, and timeliness of data sharing as well as the increasing role of microbiology services as genomic data providers resulting from gradually improving access to sequencing technologies in countries with a high burden of disease were identified. The deferred value of individual and aggregated genomic data was tracked over time and mapped to geographical hot spots of cholera. The time lag between the collection of the samples for V. cholerae cultures and the submission of the genome to an international database remained eight years on average. The data value assessment described here paves the way for the international mobilization of quality microbial genomic data for global health and knowledge discovery.
Collapse
Affiliation(s)
- Vitali Sintchenko
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.
- Sydney Infectious Diseases Institute, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.
- Centre for Infectious Diseases and Microbiology - Public Health, Westmead Hospital, Westmead, New South Wales, Australia.
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Westmead, New South Wales, Australia.
| | - Eby M Sim
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Sydney Infectious Diseases Institute, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Centre for Infectious Diseases and Microbiology - Public Health, Westmead Hospital, Westmead, New South Wales, Australia
| | - Carl J E Suster
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Sydney Infectious Diseases Institute, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Centre for Infectious Diseases and Microbiology - Public Health, Westmead Hospital, Westmead, New South Wales, Australia
| |
Collapse
|
2
|
Emmen IE, Vuyk WC, Lail AJ, Wolf S, O'Connor EJ, Dalvie R, Bhasin M, Virdi A, White C, Hassan NR, Richardson A, VanSleet G, Weiler A, Rounds-Dunn S, Van Horn K, Gartler M, Jorgenson J, Spelman M, Ottosen S, Minor NR, Wilson N, Friedrich TC, O'Connor DH. SARS-CoV-2 Genomic Surveillance from Community-Distributed Rapid Antigen Tests, Wisconsin, USA. Emerg Infect Dis 2025; 31:61-69. [PMID: 40359069 PMCID: PMC12078534 DOI: 10.3201/eid3113.241192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/15/2025] Open
Abstract
In the United States, SARS-CoV-2 genomic surveillance initially relied almost entirely on residual diagnostic specimens from nucleic acid amplification-based tests. However, use of those tests waned after the end of the COVID-19 Public Health Emergency on May 11, 2023. In Dane County, Wisconsin, we partnered with local- and state-level public health agencies and the South Central Library System to continue genomic surveillance by obtaining SARS-CoV-2 genome sequences from freely available community rapid antigen tests (RATs). During August 15, 2023-February 29, 2024, we received 227 RAT samples, from which we generated 127 sequences with >10× depth of coverage for >90% of the SARS-CoV-2 genome. In a subset of tests, lower cycle threshold values correlated with sequence success. Our results demonstrated that collecting and sequencing results from RATs in partnership with community sites is a practical approach for sustaining SARS-CoV-2 genomic surveillance.
Collapse
|
3
|
Nguyen TQ, Hutter CR, Markin A, Thomas M, Lantz K, Killian ML, Janzen GM, Vijendran S, Wagle S, Inderski B, Magstadt DR, Li G, Diel DG, Frye EA, Dimitrov KM, Swinford AK, Thompson AC, Snekvik KR, Suarez DL, Lakin SM, Schwabenlander S, Ahola SC, Johnson KR, Baker AL, Robbe-Austerman S, Torchetti MK, Anderson TK. Emergence and interstate spread of highly pathogenic avian influenza A(H5N1) in dairy cattle in the United States. Science 2025; 388:eadq0900. [PMID: 40273240 DOI: 10.1126/science.adq0900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 02/14/2025] [Indexed: 04/26/2025]
Abstract
Highly pathogenic avian influenza (HPAI) viruses cross species barriers and have the potential to cause pandemics. In North America, HPAI A(H5N1) viruses related to the goose/Guangdong 2.3.4.4b hemagglutinin phylogenetic clade have infected wild birds, poultry, and mammals. Our genomic analysis and epidemiological investigation showed that a reassortment event in wild bird populations preceded a single wild bird-to-cattle transmission episode. The movement of asymptomatic or presymptomatic cattle has likely played a role in the spread of HPAI within the United States dairy herd. Some molecular markers that may lead to changes in transmission efficiency and phenotype were detected at low frequencies. Continued transmission of H5N1 HPAI within dairy cattle increases the risk for infection and subsequent spread of the virus to human populations.
Collapse
Affiliation(s)
- Thao-Quyen Nguyen
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
- Department of Computer Science, Iowa State University, Ames, IA, USA
| | - Carl R Hutter
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Alexey Markin
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Megan Thomas
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Kristina Lantz
- National Veterinary Services Laboratories, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ames, IA, USA
| | - Mary Lea Killian
- National Veterinary Services Laboratories, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ames, IA, USA
| | - Garrett M Janzen
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Sriram Vijendran
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
- Department of Computer Science, Iowa State University, Ames, IA, USA
| | - Sanket Wagle
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
- Department of Computer Science, Iowa State University, Ames, IA, USA
| | - Blake Inderski
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Drew R Magstadt
- Veterinary Diagnostic Laboratory, College of Veterinary Medicine, Iowa State University, Ames, IA, USA
- Department of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, USA
| | - Ganwu Li
- Veterinary Diagnostic Laboratory, College of Veterinary Medicine, Iowa State University, Ames, IA, USA
| | - Diego G Diel
- Department of Population Medicine and Diagnostic Sciences, Animal Health Diagnostic Center, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Elisha Anna Frye
- Department of Population Medicine and Diagnostic Sciences, Animal Health Diagnostic Center, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Kiril M Dimitrov
- Texas A&M Veterinary Medical Diagnostic Laboratory, College Station, TX, USA
| | - Amy K Swinford
- Texas A&M Veterinary Medical Diagnostic Laboratory, College Station, TX, USA
| | | | - Kevin R Snekvik
- Department of Veterinary Microbiology and Pathology, College of Veterinary Medicine, Washington State University, Pullman, WA, USA
- The Washington Animal Disease Diagnostic Laboratory, College of Veterinary Medicine, Washington State University, Pullman, WA, USA
| | - David L Suarez
- Southeast Poultry Research Laboratory, National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, USA
| | - Steven M Lakin
- National Veterinary Services Laboratories, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ames, IA, USA
| | - Stacey Schwabenlander
- Ruminant Health Center, Animal and Plant Health Inspection Services, United States Department of Agriculture, Riverdale, MD, USA
| | - Sara C Ahola
- Field Epidemiologic Investigation Services, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ft. Collins, CO, USA
| | - Kammy R Johnson
- Field Epidemiologic Investigation Services, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ft. Collins, CO, USA
| | - Amy L Baker
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Suelee Robbe-Austerman
- National Veterinary Services Laboratories, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ames, IA, USA
| | - Mia Kim Torchetti
- National Veterinary Services Laboratories, Animal and Plant Health Inspection Services, United States Department of Agriculture, Ames, IA, USA
| | - Tavis K Anderson
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| |
Collapse
|
4
|
Brcko IC, de Souza VC, Ribeiro G, Lima ARJ, Martins AJ, Barros CRDS, de Carvalho E, Pereira JS, de Lima LPO, Viala VL, Kashima S, de La Roque DGL, Santos EV, Rodrigues ES, Nunes JA, Torres LS, Caldeira LAV, Palmieri M, Medina CG, de Arruda RA, Lopes RB, Sobrinho GR, Jorge DMDM, Arruda E, Mendes ECBDS, Santos HDO, de Mello ALES, Pereira FM, Gómez MKA, Nardy VB, Henrique B, Vieira LL, Roll MM, de Oliveira EC, Almeida JDPC, da Silva SF, Borges GAL, Furtado KCDL, da Costa PMSSB, Chagas SMDS, Kallás EG, Larh D, Giovanetti M, Nanev Slavov S, Coccuzzo Sampaio S, Elias MC. Comprehensive molecular epidemiology of influenza viruses in Brazil: insights from a nationwide analysis. Virus Evol 2024; 11:veae102. [PMID: 39802823 PMCID: PMC11711486 DOI: 10.1093/ve/veae102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 10/25/2024] [Accepted: 11/22/2024] [Indexed: 01/16/2025] Open
Abstract
Influenza A and B viruses represent significant global health threats, contributing substantially to morbidity and mortality rates. However, a comprehensive understanding of the molecular epidemiology of these viruses in Brazil, a continental-size country and a crucial hub for the entry, circulation, and dissemination of influenza viruses within South America, still needs to be improved. This study addresses this gap by consolidating data and samples across all Brazilian macroregions, as part of the Center for Viral Surveillance and Serological Assessment project, together with an extensive number of other Brazilian sequences provided by a public database during the epidemic seasons spanning 2021-23. Phylogenetic analysis of the hemagglutinin segment of influenza A/H1N1pdm09, A/H3N2, and influenza B/Victoria-lineage viruses revealed that in 2021 and in the first semester of 2022, the A/H3N2 2a.3 strain was the predominant circulating strain. Subsequently, the A/H3N2 2b became the prevalent strain until October, when it was substituted by A/H1N1pdm09 5a.2a and 5a.2a.1 lineages. This scenario was maintained during the year of 2023. B/Victoria emerged and circulated at low levels between December 2021 and September 2022 and then became coprevalent with A/H1N1pdm09 5a.2a and 5a.2a.1 lineages. The comparison between the vaccine strain A/Darwin/9/2021 and circulating viruses revealed shared mutations to aspartic acid at residues 186 and 225 across all A/H3N2 lineages from 2021 to 2023, altering the charge in the receptor-binding domain. For A/H1N1pdm09, the 2022 consensus of 5a.2a.1 and the vaccine strain A/Victoria/2570/2019 showed 14 amino acid substitutions. Key residues H180, D187, K219, R223, E224, and T133 are involved in hydrogen interactions with sialic acids, while N130, K142, and D222 may contribute to distance interactions based on docking analyses. Importantly, distinct influenza A lineage frequency patterns were observed across Brazil's macroregions, underscoring the regional variations in virus circulation. This study characterizes influenza A and B viruses circulating in Brazil, providing insights into their circulation patterns and dynamics across Brazilian macroregions. These findings hold significant implications for public health interventions, informing strategies to mitigate transmission risks, optimize vaccination efforts, and enhance outbreak control measures.
Collapse
Affiliation(s)
- Isabela Carvalho Brcko
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Vinicius Carius de Souza
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Gabriela Ribeiro
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Alex Ranieri Jeronimo Lima
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Antonio Jorge Martins
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Claudia Renata dos Santos Barros
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Eneas de Carvalho
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - James Siqueira Pereira
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Loyze Paola Oliveira de Lima
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Vincent Louis Viala
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Simone Kashima
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Hemocentro Ribeirão Preto, Rua Tenente Catão Roxo, 2501, Ribeirão Preto, São Paulo 14051-140, Brazil
| | | | - Elaine Vieira Santos
- Hemocentro Ribeirão Preto, Rua Tenente Catão Roxo, 2501, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Evandra Strazza Rodrigues
- Hemocentro Ribeirão Preto, Rua Tenente Catão Roxo, 2501, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Juliana Almeida Nunes
- Coordenadoria de Vigilância em Saúde (COVISA), Secretaria Municipal de Saúde (SMS/SP), Prefeitura São Paulo, Rua Siqueira Campos, 176, São Paulo, São Paulo 01509-020, Brazil
| | - Leandro Spalato Torres
- Coordenadoria de Vigilância em Saúde (COVISA), Secretaria Municipal de Saúde (SMS/SP), Prefeitura São Paulo, Rua Siqueira Campos, 176, São Paulo, São Paulo 01509-020, Brazil
| | - Luiz Artur Vieira Caldeira
- Coordenadoria de Vigilância em Saúde (COVISA), Secretaria Municipal de Saúde (SMS/SP), Prefeitura São Paulo, Rua Siqueira Campos, 176, São Paulo, São Paulo 01509-020, Brazil
| | - Melissa Palmieri
- Coordenadoria de Vigilância em Saúde (COVISA), Secretaria Municipal de Saúde (SMS/SP), Prefeitura São Paulo, Rua Siqueira Campos, 176, São Paulo, São Paulo 01509-020, Brazil
| | - Caio Genovez Medina
- Departamento de Atenção Hospitalar de São Bernardo do Campo, Prefeitura São Bernardo do Campo, Rua João Pessoa, 59, São Bernardo do Campo, São Paulo 09715-000, Brazil
| | - Raphael Augusto de Arruda
- Departamento de Atenção Hospitalar de São Bernardo do Campo, Prefeitura São Bernardo do Campo, Rua João Pessoa, 59, São Bernardo do Campo, São Paulo 09715-000, Brazil
| | - Renata Beividas Lopes
- Departamento de Atenção Hospitalar de São Bernardo do Campo, Prefeitura São Bernardo do Campo, Rua João Pessoa, 59, São Bernardo do Campo, São Paulo 09715-000, Brazil
| | - Geraldo Reple Sobrinho
- Secretaria de Saúde de São Bernardo do Campo, Prefeitura São Bernardo do Campo, Rua João Pessoa, 59, São Bernardo do Campo, São Paulo 09715-000, Brazil
| | - Daniel Macedo de Melo Jorge
- Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Avenida dos Bandeirantes, 3900, Ribeirão Preto, São Paulo 14048-900, Brazil
| | - Eurico Arruda
- Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Avenida dos Bandeirantes, 3900, Ribeirão Preto, São Paulo 14048-900, Brazil
| | | | - Hazerral de Oliveira Santos
- Laboratório Central de Saúde Pública do Estado de Alagoas (LACEN-AL), Rua Doutor Ernesto Gomes Maranhão, 1773, Maceió, Alagoas 57036-860, Brazil
| | - Arabela Leal e Silva de Mello
- Laboratório Central de Saúde Pública do Estado da Bahia (LACEN-BA), 4ª Avenida, 400, Salvador, Bahia 41745-900, Brazil
| | - Felicidade Mota Pereira
- Laboratório Central de Saúde Pública do Estado da Bahia (LACEN-BA), 4ª Avenida, 400, Salvador, Bahia 41745-900, Brazil
| | - Marcela Kelly Astete Gómez
- Laboratório Central de Saúde Pública do Estado da Bahia (LACEN-BA), 4ª Avenida, 400, Salvador, Bahia 41745-900, Brazil
| | - Vanessa Brandão Nardy
- Laboratório Central de Saúde Pública do Estado da Bahia (LACEN-BA), 4ª Avenida, 400, Salvador, Bahia 41745-900, Brazil
| | - Brenno Henrique
- Laboratório Central de Saúde Pública do Distrito Federal (LACEN-DF), Lotes O e P, Sgan 601, Brasília, Distrito Federal 70.830-010, Brazil
| | - Lucas Luiz Vieira
- Laboratório Central de Saúde Pública do Distrito Federal (LACEN-DF), Lotes O e P, Sgan 601, Brasília, Distrito Federal 70.830-010, Brazil
| | - Mariana Matos Roll
- Laboratório Central de Saúde Pública do Distrito Federal (LACEN-DF), Lotes O e P, Sgan 601, Brasília, Distrito Federal 70.830-010, Brazil
| | - Elaine Cristina de Oliveira
- Laboratório Central de Saúde Pública do Estado de Mato Grosso (LACEN-MT), Rua Santiago, 70, Cuiabá, Mato Grosso 78.060-628, Brazil
| | | | - Stephanni Figueiredo da Silva
- Laboratório Central de Saúde Pública do Estado de Mato Grosso (LACEN-MT), Rua Santiago, 70, Cuiabá, Mato Grosso 78.060-628, Brazil
| | - Gleissy Adriane Lima Borges
- Laboratório Central de Saúde Pública do Estado do Pará (LACEN-PA), Rodovia Augusto Montenegro, 524, Belém, Pará 66823-010, Brazil
| | - Katia Cristina de Lima Furtado
- Laboratório Central de Saúde Pública do Estado do Pará (LACEN-PA), Rodovia Augusto Montenegro, 524, Belém, Pará 66823-010, Brazil
| | | | - Shirley Moreira da Silva Chagas
- Laboratório Central de Saúde Pública do Estado do Pará (LACEN-PA), Rodovia Augusto Montenegro, 524, Belém, Pará 66823-010, Brazil
| | - Esper G Kallás
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, Rua Doutor Ovídio Pires de Campos, 225, São Paulo, São Paulo 05403-010, Brazil
| | - Daniel Larh
- Instituto de Biociências, Universidade de São Paulo, Rua do Matão, 321, São Paulo, São Paulo 05508-090, Brazil
| | - Marta Giovanetti
- Department of Science and Technology for Humans and the Environment, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, Rome 00128 Rome, Italy
- Instituto Rene Rachou, Fundação Oswaldo Cruz, Avenida Augusto de Lima, 1715, Belo Horizonte, Minas Gerais 30190-002, Brazil
- Climate Amplified Diseases and Epidemics (CLIMADE), CERI, Tygerberg Medical Campus, Cape Town, South Africa & Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | - Svetoslav Nanev Slavov
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Sandra Coccuzzo Sampaio
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| | - Maria Carolina Elias
- Center for Viral Surveillance and Serological Assessment (CeVIVAS), Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
- Instituto Butantan, Avenida Vital Brasil, 1500, Butantã, São Paulo, São Paulo 05503-900, Brazil
| |
Collapse
|
5
|
Meirelles PM, Viana PAB, Tschoeke DA, de Moraes L, Santos LA, Barral-Netto M, Khouri R, Ramos PIP. Optimizing next-generation sequencing efficiency in clinical settings: analysis of read length impact on cost and performance. BMC Genomics 2024; 25:856. [PMID: 39266944 PMCID: PMC11396997 DOI: 10.1186/s12864-024-10778-1] [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: 02/16/2024] [Accepted: 09/04/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND The expansion of sequencing technologies as a result of the response to the COVID-19 pandemic enabled pathogen (meta)genomics to be deployed as a routine component of surveillance in many countries. Scaling genomic surveillance, however, comes with associated costs in both equipment and sequencing reagents, which should be optimized. Here, we evaluate the cost efficiency and performance of different read lengths in identifying pathogens in metagenomic samples. We carefully evaluated performance metrics, costs, and time requirements relative to choices of 75, 150 and 300 base pairs (bp) read lengths in pathogen identification. RESULTS Our findings revealed that moving from 75 bp to 150 bp read length approximately doubles both the cost and sequencing time. Opting for 300 bp reads leads to approximately two- and three-fold increases, respectively, in cost and sequencing time compared to 75 bp reads. For viral pathogen detection, the sensitivity median ranged from 99% with 75 bp reads to 100% with 150-300 bp reads. However, bacterial pathogens detection was less effective with shorter reads: 87% with 75 bp, 95% with 150 bp, and 97% with 300 bp reads. These findings were consistent across different levels of taxa abundance. The precision of pathogen detection using shorter reads was comparable to that of longer reads across most viral and bacterial taxa. CONCLUSIONS During disease outbreak situations, when swift responses are required for pathogen identification, we suggest prioritizing 75 bp read lengths, especially if detection of viral pathogens is aimed. This practical approach allows better use of resources, enabling the sequencing of more samples using streamlined workflows, while maintaining a reliable response capability.
Collapse
Affiliation(s)
- Pedro Milet Meirelles
- Institute of Biology, Federal University of Bahia (UFBA), Salvador, Bahia, 41745-715, Brazil.
- National Institute for Interdisciplinary Transdisciplinary Studies in Ecology and Evolution (IN-TREE), Salvador, Brazil.
| | - Pablo Alessandro B Viana
- Institute of Biology, Federal University of Bahia (UFBA), Salvador, Bahia, 41745-715, Brazil
- Center for Data and Knowledge Integration for Health (CIDACS), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
| | - Diogo Antonio Tschoeke
- Health Systems Engineering Laboratory, Alberto Luiz Coimbra Institute of Graduate Studies and Engineering Research (COPPE), Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
- Institute of Biology, Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro, RJ, Brazil
| | - Laise de Moraes
- Laboratory of Precision Medicine and Public Health (MESP 2), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
| | - Luciane Amorim Santos
- Laboratory of Precision Medicine and Public Health (MESP 2), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
| | - Manoel Barral-Netto
- Laboratory of Precision Medicine and Public Health (MESP 2), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
- Federal University of Bahia School of Medicine, Salvador, Brazil
- Center for Data and Knowledge Integration for Health (CIDACS), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
| | - Ricardo Khouri
- Laboratory of Precision Medicine and Public Health (MESP 2), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
- Federal University of Bahia School of Medicine, Salvador, Brazil
| | - Pablo Ivan P Ramos
- Center for Data and Knowledge Integration for Health (CIDACS), Gonçalo Moniz Institute, Oswaldo Cruz Foundation (Fiocruz), Salvador, Bahia, Brazil
| |
Collapse
|
6
|
He X, Tia AB, Yin Q, Gao L, Wang L, Tian T, Xiao K, Zhang Y, Tian F, Ma X, Harding D, Dong X. A retrospective study revealing complex viral diversity and a substantial burden of HPV infection in SARS-CoV-2 positive individuals, Sierra Leone. Virol J 2024; 21:201. [PMID: 39192225 PMCID: PMC11350954 DOI: 10.1186/s12985-024-02466-z] [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: 06/11/2024] [Accepted: 08/12/2024] [Indexed: 08/29/2024] Open
Abstract
BACKGROUND The COVID-19 pandemic has underscored the critical role of sequencing technology in disease control and outbreak response. However, resource limitations and challenging environments often impede such efforts in low and middle-income countries. This study aimed to investigate the spectrum of viral co-infections, particularly with human viral pathogens, in SARS-CoV-2 positive individuals in Sierra Leone using metagenomic sequencing, evaluating the feasibility of utilizing this technology for epidemiological and evolutionary surveillance of pathogens related to public health in low-income environments. METHODS We retrospectively collected and analyzed 98 nasopharyngeal swab specimens from SARS-CoV-2 positive individuals in Sierra Leone. Samples were pre-processed locally and transferred to China via FTA cards for metagenomic sequencing, which was performed using the Novaseq platform. The study focused on the identification of nasopharyngeal viruses co-infecting with SARS-CoV-2, with a deeper analysis of significant human viral pathogens such as HPV. RESULTS The study identified 22 viral taxa from 20 families, including 4 human viruses. Notably, 19.4% of samples showed HPV co-infection with 34 distinct types, predominantly beta and gamma HPVs. Multiple HPV types were found in individual samples, indicating a high complexity of viral co-infections. CONCLUSIONS The identification of a wide range of co-infecting viruses, particularly multiple HPV genotypes, highlights the complexity of viral interactions and their potential implications for public health. These findings enhance our understanding of viral co-infections and provide valuable insights for public health interventions in Sierra Leone. Further research is needed to explore the clinical significance of these findings and their impact on disease outcomes.
Collapse
Affiliation(s)
- Xiaozhou He
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Alie Brima Tia
- Sierra Leone-China Friendship Biological Safety Laboratory, Freetown, Sierra Leone
| | - Qikai Yin
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Liping Gao
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Lili Wang
- Chinese Center for Disease Control and Prevention, Beijing, People's Republic of China
| | - Tingting Tian
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Kang Xiao
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Yi Zhang
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Fengyu Tian
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China
| | - Xuejun Ma
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China.
| | - Doris Harding
- Ministry of Health and Sanitation, 4th & 5th Floors Youyi Building, Freetown, Sierra Leone.
| | - Xiaoping Dong
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, 102206, People's Republic of China.
| |
Collapse
|
7
|
Innocenti G, Obara M, Costa B, Jacobsen H, Katzmarzyk M, Cicin-Sain L, Kalinke U, Galardini M. Real-time identification of epistatic interactions in SARS-CoV-2 from large genome collections. Genome Biol 2024; 25:228. [PMID: 39175058 PMCID: PMC11342480 DOI: 10.1186/s13059-024-03355-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 07/26/2024] [Indexed: 08/24/2024] Open
Abstract
BACKGROUND The emergence of the SARS-CoV-2 virus has highlighted the importance of genomic epidemiology in understanding the evolution of pathogens and guiding public health interventions. The Omicron variant in particular has underscored the role of epistasis in the evolution of lineages with both higher infectivity and immune escape, and therefore the necessity to update surveillance pipelines to detect them early on. RESULTS In this study, we apply a method based on mutual information between positions in a multiple sequence alignment, which is capable of scaling up to millions of samples. We show how it can reliably predict known experimentally validated epistatic interactions, even when using as little as 10,000 sequences, which opens the possibility of making it a near real-time prediction system. We test this possibility by modifying the method to account for the sample collection date and apply it retrospectively to multiple sequence alignments for each month between March 2020 and March 2023. We detected a cornerstone epistatic interaction in the Spike protein between codons 498 and 501 as soon as seven samples with a double mutation were present in the dataset, thus demonstrating the method's sensitivity. We test the ability of the method to make inferences about emerging interactions by testing candidates predicted after March 2023, which we validate experimentally. CONCLUSIONS We show how known epistatic interaction in SARS-CoV-2 can be detected with high sensitivity, and how emerging ones can be quickly prioritized for experimental validation, an approach that could be implemented downstream of pandemic genome sequencing efforts.
Collapse
Affiliation(s)
- Gabriel Innocenti
- Institute for Molecular Bacteriology, TWINCORE Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School (MHH) and the Helmholtz Centre for Infection Research (HZI), Hannover, Germany
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH), Hannover, Germany
- Center for Cancer Research, Medical University of Vienna, Vienna, Austria
| | - Maureen Obara
- Institute for Experimental Infection Research, TWINCORE Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School (MHH) and the Helmholtz Centre for Infection Research (HZI), Hannover, Germany
| | - Bibiana Costa
- Institute for Experimental Infection Research, TWINCORE Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School (MHH) and the Helmholtz Centre for Infection Research (HZI), Hannover, Germany
| | - Henning Jacobsen
- Helmholtz Centre for Infection Research, Department of Viral Immunology (VIRI), Brunswick, Germany
- Centre for Individualized Infection Medicine (CiiM) a Joint Venture of Helmholtz Centre for Infection Research and Hannover Medical School, Hannover, Germany
| | - Maeva Katzmarzyk
- Helmholtz Centre for Infection Research, Department of Viral Immunology (VIRI), Brunswick, Germany
- Centre for Individualized Infection Medicine (CiiM) a Joint Venture of Helmholtz Centre for Infection Research and Hannover Medical School, Hannover, Germany
| | - Luka Cicin-Sain
- Helmholtz Centre for Infection Research, Department of Viral Immunology (VIRI), Brunswick, Germany
- Centre for Individualized Infection Medicine (CiiM) a Joint Venture of Helmholtz Centre for Infection Research and Hannover Medical School, Hannover, Germany
| | - Ulrich Kalinke
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH), Hannover, Germany
- Institute for Experimental Infection Research, TWINCORE Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School (MHH) and the Helmholtz Centre for Infection Research (HZI), Hannover, Germany
| | - Marco Galardini
- Institute for Molecular Bacteriology, TWINCORE Centre for Experimental and Clinical Infection Research, a joint venture between the Hannover Medical School (MHH) and the Helmholtz Centre for Infection Research (HZI), Hannover, Germany.
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School (MHH), Hannover, Germany.
| |
Collapse
|
8
|
Halabi S, Gostin LO, Egbokhare O, Kavanagh MM. Global Health Law for a Safer and Fairer World. N Engl J Med 2024; 390:1925-1931. [PMID: 38718375 DOI: 10.1056/nejmms2403267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/31/2024]
Affiliation(s)
- Sam Halabi
- From the O'Neill Institute for National and Global Health Law, Georgetown University Law Center and Georgetown University School of Health, Washington, DC
| | - Lawrence O Gostin
- From the O'Neill Institute for National and Global Health Law, Georgetown University Law Center and Georgetown University School of Health, Washington, DC
| | - Olohikhuae Egbokhare
- From the O'Neill Institute for National and Global Health Law, Georgetown University Law Center and Georgetown University School of Health, Washington, DC
| | - Matthew M Kavanagh
- From the O'Neill Institute for National and Global Health Law, Georgetown University Law Center and Georgetown University School of Health, Washington, DC
| |
Collapse
|
9
|
Iketani S, Ho DD. SARS-CoV-2 resistance to monoclonal antibodies and small-molecule drugs. Cell Chem Biol 2024; 31:632-657. [PMID: 38640902 PMCID: PMC11084874 DOI: 10.1016/j.chembiol.2024.03.008] [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: 09/07/2023] [Revised: 03/18/2024] [Accepted: 03/21/2024] [Indexed: 04/21/2024]
Abstract
Over four years have passed since the beginning of the COVID-19 pandemic. The scientific response has been rapid and effective, with many therapeutic monoclonal antibodies and small molecules developed for clinical use. However, given the ability for viruses to become resistant to antivirals, it is perhaps no surprise that the field has identified resistance to nearly all of these compounds. Here, we provide a comprehensive review of the resistance profile for each of these therapeutics. We hope that this resource provides an atlas for mutations to be aware of for each agent, particularly as a springboard for considerations for the next generation of antivirals. Finally, we discuss the outlook and thoughts for moving forward in how we continue to manage this, and the next, pandemic.
Collapse
Affiliation(s)
- Sho Iketani
- Aaron Diamond AIDS Research Center, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA; Division of Infectious Diseases, Department of Medicine, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA
| | - David D Ho
- Aaron Diamond AIDS Research Center, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA; Division of Infectious Diseases, Department of Medicine, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA; Department of Microbiology and Immunology, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA.
| |
Collapse
|
10
|
Anderson TK, Medina RA, Nelson MI. The Evolution of SARS-CoV-2 and Influenza A Virus at the Human–Animal Interface. GENETICS AND EVOLUTION OF INFECTIOUS DISEASES 2024:549-572. [DOI: 10.1016/b978-0-443-28818-0.00016-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
|