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Le Sage V, Souza CK, Rockey NC, Shephard M, Zanella GC, Arruda B, Wang S, Drapeau EM, Doyle JD, Xu L, Barbeau DJ, Paulson JC, McElroy AK, Hensley SE, Anderson TK, Vincent Baker AL, Lakdawala SS. Eurasian 1C swine influenza A virus exhibits high pandemic risk traits. Emerg Microbes Infect 2025; 14:2492210. [PMID: 40207467 PMCID: PMC12064114 DOI: 10.1080/22221751.2025.2492210] [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: 11/06/2024] [Revised: 03/10/2025] [Accepted: 04/07/2025] [Indexed: 04/11/2025]
Abstract
ABSTRACTRecent surveillance has identified an expansion of swine H1 1C influenza viruses in Eurasian swine. Since 2010, at least 21 spillover events of 1C virus into humans have been detected and three of these occurred from July to December of 2023. Pandemic risk assessment of H1 1C influenza virus revealed that individuals born after 1950 had limited cross-reactive antibodies, confirming that they are antigenically novel viruses. The 1C virus exhibited phenotypic signatures similar to the 2009 pandemic H1N1 virus, including human receptor preference, productive replication in human airway cells, and robust environmental stability. Efficient inter- and intraspecies airborne transmission using the swine and ferret models was observed, including efficient airborne transmission to ferrets with pre-existing human seasonal H1N1 immunity. Together our data suggest H1 1C influenza virus poses a relatively high pandemic risk.
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Affiliation(s)
- Valerie Le Sage
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Carine K. Souza
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, USA
- Department of Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA, USA
| | - Nicole C. Rockey
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Meredith Shephard
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA, USA
| | - Giovana C. Zanella
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, USA
- Department of Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA, USA
| | - Bailey Arruda
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, USA
- Department of Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA, USA
| | - Shengyang Wang
- Departments of Molecular Medicine and Immunology & Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Elizabeth M. Drapeau
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joshua D. Doyle
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Division of Infectious Diseases, Department of Pediatrics, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Lingqing Xu
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Division of Infectious Diseases, Department of Pediatrics, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Dominique J. Barbeau
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Division of Infectious Diseases, Department of Pediatrics, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - James C. Paulson
- Departments of Molecular Medicine and Immunology & Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Anita K. McElroy
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Division of Infectious Diseases, Department of Pediatrics, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Scott E. Hensley
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Tavis K. Anderson
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, USA
| | - Amy L. Vincent Baker
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, USA
| | - Seema S. Lakdawala
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA, USA
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2
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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.
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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
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Gonzalez FL, Ranaivoson HC, Andrianiaina A, Andry S, Raharinosy V, Randriambolamanantsoa TH, Lacoste V, Dussart P, Héraud JM, Brook CE. Genomic characterization of novel bat kobuviruses in Madagascar: implications for viral evolution and zoonotic risk. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.24.630179. [PMID: 39763865 PMCID: PMC11703200 DOI: 10.1101/2024.12.24.630179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/19/2025]
Abstract
Kobuviruses (family Picornaviridae, genus Kobuvirus) are enteric viruses that infect a wide range of both human and animal hosts. Much of the evolutionary history of kobuviruses remains elusive, largely due to limited screening in wildlife. Bats have been implicated as major sources of virulent zoonoses, including coronaviruses, henipaviruses, and filoviruses, though much of the bat virome still remains uncharacterized. While most bat virus research has historically focused on immediately recognizable zoonotic clades (e.g. SARS-related coronaviruses), a handful of prior reports catalog kobuvirus infection in bats and posit the role of bats as potential progenitors of downstream kobuvirus evolution. As part of a multi-year study, we carried out metagenomic Next Generation Sequencing (mNGS) on fecal samples obtained from endemic, wild-caught Madagascar fruit bats to characterize potentially zoonotic viruses circulating within these populations. The wild bats of Madagascar represent diverse Asian and African phylogeographic histories, presenting a unique opportunity for viruses from disparate origins to mix, posing significant public health threats. Here, we report detection of kobuvirus RNA in Malagasy fruit bat (Eidolon dupreanum) feces and undertake phylogenetic characterization of one full genome kobuvirus sequence, which nests within the Aichivirus A clade - a kobuvirus clade known to infect a wide range of hosts including humans, rodents, canids, felids, birds, and bats. Given the propensity of kobuviruses for recombination and cross-species infection, further characterization of this clade is critical to accurate evaluation of future zoonotic threats.
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Affiliation(s)
- Freddy L Gonzalez
- Department of Ecology and Evolution, University of Chicago, IL, United States
- Department of Ecology and Evolutionary Biology, Yale University, CT, United States
| | - Hafaliana Christian Ranaivoson
- Department of Ecology and Evolution, University of Chicago, IL, United States
- Department of Zoology and Animal Biodiversity, University of Antananarivo, Madagascar
- Virology Unit, Institut Pasteur de Madagascar, Anatananarivo, Madagascar
| | - Angelo Andrianiaina
- Department of Zoology and Animal Biodiversity, University of Antananarivo, Madagascar
| | - Santino Andry
- Department of Entomology, University of Antananarivo, Madagascar
| | | | | | - Vincent Lacoste
- Virology Unit, Institut Pasteur de Madagascar, Anatananarivo, Madagascar
| | - Philippe Dussart
- Virology Unit, Institut Pasteur de Madagascar, Anatananarivo, Madagascar
| | - Jean-Michel Héraud
- Virology Unit, Institut Pasteur de Madagascar, Anatananarivo, Madagascar
| | - Cara E Brook
- Department of Ecology and Evolution, University of Chicago, IL, United States
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Kalinich CC, Gonzalez FL, Osmaston A, Breban MI, Distefano I, Leon C, Sheen P, Zimic M, Coronel J, Tan G, Crudu V, Ciobanu N, Codreanu A, Solano W, Ráez J, Allicock OM, Chaguza C, Wyllie AL, Brandt M, Weinberger DM, Sobkowiak B, Cohen T, Grandjean L, Grubaugh ND, Redmond SN. Tiled Amplicon Sequencing Enables Culture-free Whole-Genome Sequencing of Pathogenic Bacteria From Clinical Specimens. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.19.629550. [PMID: 39763738 PMCID: PMC11702625 DOI: 10.1101/2024.12.19.629550] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/15/2025]
Abstract
Pathogen sequencing is an important tool for disease surveillance and demonstrated its high value during the COVID-19 pandemic. Viral sequencing during the pandemic allowed us to track disease spread, quickly identify new variants, and guide the development of vaccines. Tiled amplicon sequencing, in which a panel of primers is used for multiplex amplification of fragments across an entire genome, was the cornerstone of SARS-CoV-2 sequencing. The speed, reliability, and cost-effectiveness of this method led to its implementation in academic and public health laboratories across the world and adaptation to a broad range of viral pathogens. However, similar methods are not available for larger bacterial genomes, for which whole-genome sequencing typically requires in vitro culture. This increases costs, error rates and turnaround times. The need to culture poses particular problems for medically important bacteria such as Mycobacterium tuberculosis, which are slow to grow and challenging to culture. As a proof of concept, we developed two novel whole-genome amplicon panels for M. tuberculosis and Streptococcus pneumoniae. Applying our amplicon panels to clinical samples, we show the ability to classify pathogen subgroups and to reliably identify markers of drug resistance without culturing. Development of this work in clinical settings has the potential to dramatically reduce the time of diagnosis of drug resistance for multiple drugs in parallel, enabling earlier intervention for high priority pathogens.
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Affiliation(s)
- Chaney C Kalinich
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Freddy L Gonzalez
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, Connecticut, USA
| | - Alice Osmaston
- Department of Infection, Immunity, and Inflammation, Institute of Child Health, University College Longon, London, England
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Mallery I Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Isabel Distefano
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Candy Leon
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | - Mirko Zimic
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | - Grace Tan
- Department of Infection, Immunity, and Inflammation, Institute of Child Health, University College Longon, London, England
| | | | | | | | | | - Jimena Ráez
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Orchid M Allicock
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, USA
| | - Chrispin Chaguza
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Anne L Wyllie
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Matthew Brandt
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Daniel M Weinberger
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, USA
- Public Health Modeling Unit, Yale School of Public Health, New Haven, Connecticut, USA
| | - Benjamin Sobkowiak
- Department of Infection, Immunity, and Inflammation, Institute of Child Health, University College Longon, London, England
- Public Health Modeling Unit, Yale School of Public Health, New Haven, Connecticut, USA
| | - Ted Cohen
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
- Public Health Modeling Unit, Yale School of Public Health, New Haven, Connecticut, USA
| | - Louis Grandjean
- Department of Infection, Immunity, and Inflammation, Institute of Child Health, University College Longon, London, England
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, Connecticut, USA
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, USA
- Public Health Modeling Unit, Yale School of Public Health, New Haven, Connecticut, USA
| | - Seth N Redmond
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
- Yale Institute for Global Health, Yale University, New Haven, Connecticut, USA
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Powell JD, Thomas MN, Anderson TK, Zeller MA, Gauger PC, Vincent Baker AL. 2018-2019 human seasonal H3N2 influenza A virus spillovers into swine with demonstrated virus transmission in pigs were not sustained in the pig population. J Virol 2024; 98:e0008724. [PMID: 39526773 DOI: 10.1128/jvi.00087-24] [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: 01/16/2024] [Accepted: 10/14/2024] [Indexed: 11/16/2024] Open
Abstract
Human seasonal H3 clade 3C3a influenza A viruses (IAV) were detected four times in U.S. pigs from commercial swine farms in Michigan, Illinois, and Virginia in 2019. To evaluate the relative risk of this spillover to the pig population, whole genome sequencing and phylogenetic characterization were conducted, and the results revealed that all eight viral gene segments were closely related to 2018-2019 H3N2 human seasonal IAV. Next, a series of in vitro viral kinetics, receptor binding, and antigenic characterization studies were performed using a representative A/swine/Virginia/A02478738/2018(H3N2) (SW/VA/19) isolate. Viral replication kinetic studies of SW/VA/19 demonstrated less efficient replication curves than all 10 swine H3N2 viruses tested but higher than three human H3N2 strains. Serial passaging experiments of SW/VA/19 in swine cells did not increase virus replication, but changes at HA amino acid positions 9 and 159 occurred. In swine transmission studies, wild-type SW/VA/19 was shed in nasal secretions and transmitted to all indirect contact pigs, whereas the human seasonal strain A/Switzerland/9715293/2013(H3N2) from the same 3C3a clade failed to transmit. SW/VA/19 induced minimal macroscopic and microscopic lung lesions. Collectively, these findings demonstrate that these human seasonal H3N2 3C3a-like viruses did not require reassortment with endemic swine IAV gene segments for virus shedding and transmission in pigs. Limited detections in the U.S. pig population in the subsequent period of time suggest a yet-unknown restriction factor likely limiting the spread of these viruses in the U.S. pig population.IMPORTANCEInterspecies human-to-swine IAV transmission occurs globally and contributes to increased IAV diversity in pig populations. We present data that a swine isolate from a 2018-2019 human-to-swine transmission event was shed for multiple days in challenged and contact pigs. By characterizing this introduction through bioinformatic, molecular, and animal experimental approaches, these findings better inform animal health practices and vaccine decision-making. Since wholly human seasonal H3N2 viruses in the United States were not previously identified as being transmissible in pigs (i.e., reverse zoonosis), these findings reveal that the interspecies barriers for transmission to pigs may not require significant changes to all human seasonal H3N2, although additional changes may be required for sustained transmission in swine populations.
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Affiliation(s)
- Joshua D Powell
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, USDA, Ames, Iowa, USA
| | - Megan N Thomas
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, USDA, Ames, Iowa, USA
- Department of Veterinary Microbiology and Preventive Medicine, College of Veterinary Medicine, Iowa State University, Ames, Iowa, USA
| | - Tavis K Anderson
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, USDA, Ames, Iowa, USA
| | - Michael A Zeller
- Department of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, Iowa, USA
| | - Phillip C Gauger
- Department of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, Iowa, USA
| | - Amy L Vincent Baker
- Virus and Prion Research Unit, National Animal Disease Center, Agricultural Research Service, USDA, Ames, Iowa, USA
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Ackermann MR, Bannantine JP. Progress and persistence of diseases of high consequence to livestock in the United States. One Health 2024; 19:100865. [PMID: 39185352 PMCID: PMC11344017 DOI: 10.1016/j.onehlt.2024.100865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 07/18/2024] [Accepted: 07/26/2024] [Indexed: 08/27/2024] Open
Abstract
The USDA/ARS-National Disease Center (NADC) will celebrate its 65th anniversary of existence in November 2026. NADC continues as one of the world's premier animal health research centers conducting basic and applied research on endemic diseases with economic impact on U.S. livestock and wildlife. This research center also supports a program studying important food safety pathogens such as Salmonella, E. coli and Campylobacter. NADC has contributed significantly to the elimination of a few diseases, notably hog cholera and milk fever, and made progress in reducing the impact of many other animal diseases through vaccines, therapies and managerial recommendations. Despite nearly 65 years of targeted research on these diseases and much progress, some of these continue to persist. The reasons for such persistence varies for each disease condition and they are often multifactorial involving host susceptibility, virulence and even environmental conditions. Individually and in aggregate, these disease conditions have a massive economic impact and can be devasting to animal producers, owners and individuals that become infected through zoonotic disease agents such as tuberculosis, leptospirosis and avian influenza. They also diminish the health, well-being and welfare of affected animals, which directly affects the food supply. The NADC is using all available technologies including genomic, biochemical, reverse genetics, and vaccine trials in the target host to combat these significant diseases. We review the progress and reasons for persistence of selected diseases and food safety pathogens as well as the progress and potential outcomes should research and programmatic plans to eliminate these disease conditions cease.
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Affiliation(s)
- Mark R. Ackermann
- US Department of Agriculture-Agricultural Research Service, National Animal Disease Center, Ames, IA, USA
| | - John P. Bannantine
- US Department of Agriculture-Agricultural Research Service, National Animal Disease Center, Ames, IA, USA
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Storms SM, Leonardi-Cattolica A, Prezioso T, Varga C, Wang L, Lowe J. Influenza A virus shedding and reinfection during the post-weaning period in swine: longitudinal study of two nurseries. Front Vet Sci 2024; 11:1482225. [PMID: 39606665 PMCID: PMC11601151 DOI: 10.3389/fvets.2024.1482225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2024] [Accepted: 10/15/2024] [Indexed: 11/15/2024] Open
Abstract
INTRODUCTION Influenza A virus in swine (IAV-S) is common in the United States commercial swine population and has the potential for zoonotic transmission. OBJECTIVE To elucidate influenza shedding the domestic pig population, we evaluated two commercial swine farms in Illinois, United States, for 7 weeks. Farm 1 had a recent IAV-S outbreak. Farm 2 has had IAV-S circulating for several years. METHODS Forty post-weaning pigs on Farm 1 and 51 pigs from Farm 2 were individually monitored and sampled by nasal swabs for 7 weeks. RESULTS RT-PCR results over time showed most piglets shed in the first 2 weeks post weaning, with 91.2% shedding in week one, and 36.3% in week two. No difference in the number of pigs shedding was found between the two nurseries. Reinfection events did differ between the farms, with 30% of piglets on Farm 1 becoming reinfected, compared to 7.8% on Farm 2. In addition, whole genome sequencing of nasal swab samples from each farm showed identical viruses circulating between the initial infection and the reinfection periods. Sequencing also allowed for nucleic and amino acid mutation analysis in the circulating viruses, as well the identification of a potential reverse zoonosis event. We saw antigenic site mutations arising in some pigs and MxA resistance genes in almost all samples. CONCLUSION This study provided information on IAV-S circulation in nurseries to aid producers and veterinarians to screen appropriately for IAV-S, determine the duration of IAV-S shedding, and predict the occurrence of reinfection in the nursery period.
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Affiliation(s)
- Suzanna M. Storms
- Department of Veterinary Clinical Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | | | - Tara Prezioso
- Department of Pathobiology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Csaba Varga
- Department of Pathobiology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Leyi Wang
- Department of Veterinary Clinical Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - James Lowe
- Department of Veterinary Clinical Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, United States
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8
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Brigleb PH, Sharp B, Roubidoux EK, Meliopoulos V, Tan S, Livingston B, Morris D, Ripperger T, Lazure L, Balaraman V, Thompson AC, Kleinhenz K, Dimitrov K, Thomas PG, Schultz-Cherry S. Immune History Modifies Disease Severity to HPAI H5N1 Clade 2.3.4.4b Viral Challenge. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.23.619695. [PMID: 39484458 PMCID: PMC11526876 DOI: 10.1101/2024.10.23.619695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
The most recent outbreak of highly pathogenic avian H5 influenza (HPAI) virus in cattle is now widespread across the U.S. with spillover events happening to other mammals, including humans. Several human cases have been reported with clinical signs ranging from conjunctivitis to respiratory illness. However, most of those infected report mild to moderate symptoms, while previously reported HPAI H5Nx infections in humans have had mortality rates upwards of 50%. We recently reported that mice with pre-existing immunity to A/Puerto Rico/08/1934 H1N1 virus were protected from lethal challenge from highly pathogenic clade 2.3.4.4b H5N1 influenza virus. Here, we demonstrate that mice infected with the 2009 pandemic H1N1 virus strain A/California/04/2009 (Cal09) or vaccinated with a live-attenuated influenza vaccine (LAIV) were moderately-to-highly protected against a lethal A/bovine/Ohio/B24OSU-439/2024 H5N1 virus challenge. We also observed that ferrets with mixed pre-existing immunity-either from LAIV vaccination and/or from Cal09 infection-showed protection against a HPAI H5N1 clade 2.3.4.4b virus isolated from a cat. Notably, this protection occurred independently of any detectable hemagglutination inhibition titers (HAIs) against the H5N1 virus. To explore factors that may contribute to protection, we conducted detailed T cell epitope mapping using previously published sequences from H1N1 strains. This analysis revealed a high conservation of amino acid sequences within the internal proteins of our bovine HPAI H5N1 virus strain. These data highlight the necessity to explore additional factors that contribute to protection against HPAI H5N1 viruses, such as memory T cell responses, in addition to HA-inhibition or neutralizing antibodies.
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Ohlopkova OV, Goncharov AE, Aslanov BI, Fadeev AV, Davidyuk YN, Moshkin AD, Stolbunova KA, Stepanyuk MA, Sobolev IA, Tyumentseva MA, Tyumentsev AI, Shestopalov AM, Akimkin VG. First detection of influenza A virus subtypes H1N1 and H3N8 in the Antarctic region: King George Island, 2023. Vopr Virusol 2024; 69:377-389. [PMID: 39361931 DOI: 10.36233/0507-4088-257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Indexed: 10/05/2024]
Abstract
RELEVANCE Influenza A virus is characterized by a segmented single-stranded RNA genome. Such organization of the virus genome determines the possibility of reassortment, which can lead to the emergence of new virus variants. The main natural reservoir of most influenza A virus subtypes are wild waterfowl. Seasonal migrations gather waterfowl from all major migration routes to nesting areas near the northern and southern polar circles. This makes intercontinental spread of influenza A viruses possible. Objective ‒ to conduct molecular genetic monitoring and study the phylogenetic relationships of influenza A virus variants circulating in Antarctica in 2023. MATERIALS AND METHODS We studied 84 samples of biological material obtained from birds and marine mammals in April‒May 2023 in coastal areas of Antarctica. For 3 samples, sequencing was performed on the Miseq, Illumina platform and phylogenetic analysis of the obtained nucleotide sequences of the influenza A virus genomes was performed. RESULTS The circulation of avian influenza virus in the Antarctic region was confirmed. Heterogeneity of the pool of circulating variants of the influenza A virus (H3N8, H1N1) was revealed. Full-length genomes of the avian influenza virus were sequenced and posted in the GISAID database (EPI_ISL_19032103, 19174530, 19174467). CONCLUSION The study of the genetic diversity of influenza A viruses circulating in the polar regions of the Earth and the identification of the conditions for the emergence of new genetic variants is a relevant task for the development of measures to prevent biological threats.
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Affiliation(s)
- O V Ohlopkova
- Central Research Institute of Epidemiology, Rospotrebnadzor
- Federal Research Center for Fundamental and Translational Medicine
| | - A E Goncharov
- Institute of Experimental Medicine
- Northwestern State Medical University named after I.I. Mechnikov
| | - B I Aslanov
- Northwestern State Medical University named after I.I. Mechnikov
| | - A V Fadeev
- A.A. Smorodintsev Research Institute of Influenza, Ministry of Health of the Russian Federation
| | - Y N Davidyuk
- Federal State Educational Institution of Higher Education «Kazan (Volga Region) Federal University»
| | - A D Moshkin
- Federal Research Center for Fundamental and Translational Medicine
| | - K A Stolbunova
- Federal Research Center for Fundamental and Translational Medicine
| | - M A Stepanyuk
- Federal Research Center for Fundamental and Translational Medicine
| | - I A Sobolev
- Federal Research Center for Fundamental and Translational Medicine
| | | | - A I Tyumentsev
- Central Research Institute of Epidemiology, Rospotrebnadzor
| | - A M Shestopalov
- Federal Research Center for Fundamental and Translational Medicine
| | - V G Akimkin
- Central Research Institute of Epidemiology, Rospotrebnadzor
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10
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Banyard AC, Bennison A, Byrne AMP, Reid SM, Lynton-Jenkins JG, Mollett B, De Silva D, Peers-Dent J, Finlayson K, Hall R, Blockley F, Blyth M, Falchieri M, Fowler Z, Fitzcharles EM, Brown IH, James J. Detection and spread of high pathogenicity avian influenza virus H5N1 in the Antarctic Region. Nat Commun 2024; 15:7433. [PMID: 39227574 PMCID: PMC11372179 DOI: 10.1038/s41467-024-51490-8] [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: 11/23/2023] [Accepted: 08/08/2024] [Indexed: 09/05/2024] Open
Abstract
Until recent events, the Antarctic was the only major geographical region in which high pathogenicity avian influenza virus (HPAIV) had never previously been detected. Here we report on the detection of clade 2.3.4.4b H5N1 HPAIV in the Antarctic and sub-Antarctic regions of South Georgia and the Falkland Islands, respectively. We initially detected H5N1 HPAIV in samples collected from brown skuas at Bird Island, South Georgia on 8th October 2023. Since this detection, mortalities were observed in several avian and mammalian species at multiple sites across South Georgia. Subsequent testing confirmed H5N1 HPAIV across several sampling locations in multiple avian species and two seal species. Simultaneously, we also confirmed H5N1 HPAIV in southern fulmar and black-browed albatross in the Falkland Islands. Genetic assessment of the virus indicates spread from South America, likely through movement of migratory birds. Critically, genetic assessment of sequences from mammalian species demonstrates no increased risk to human populations above that observed in other instances of mammalian infections globally. Here we describe the detection, species impact and genetic composition of the virus and propose both introductory routes and potential long-term impact on avian and mammalian species across the Antarctic region. We also speculate on the threat to specific populations following recent reports in the area.
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Affiliation(s)
- Ashley C Banyard
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK.
- WOAH/FAO International Reference Laboratory for Avian Influenza, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK.
| | - Ashley Bennison
- British Antarctic Survey, Madingley Road, Cambridge, CB3 0ET, UK
| | - Alexander M P Byrne
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
- Worldwide Influenza Centre, The Francis Crick Institute, Midland Road, London, NW1 1AT, UK
| | - Scott M Reid
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Joshua G Lynton-Jenkins
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
- WOAH/FAO International Reference Laboratory for Avian Influenza, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Benjamin Mollett
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Dilhani De Silva
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Jacob Peers-Dent
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Kim Finlayson
- KEMH Pathology and Food, Water & Environmental Laboratory, St Mary's Walk, Stanley, FIQQ 1ZZ, Falkland Islands
| | - Rosamund Hall
- British Antarctic Survey, Madingley Road, Cambridge, CB3 0ET, UK
| | - Freya Blockley
- British Antarctic Survey, Madingley Road, Cambridge, CB3 0ET, UK
| | - Marcia Blyth
- British Antarctic Survey, Madingley Road, Cambridge, CB3 0ET, UK
| | - Marco Falchieri
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Zoe Fowler
- Department of Agriculture, Bypass Road, Stanley, FIQQ 1ZZ, Falkland Islands
| | | | - Ian H Brown
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
- WOAH/FAO International Reference Laboratory for Avian Influenza, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK
| | - Joe James
- Department of Virology, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK.
- WOAH/FAO International Reference Laboratory for Avian Influenza, Animal and Plant Health Agency (APHA-Weybridge), Woodham Lane, Addlestone, Surrey, KT15 3NB, UK.
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11
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Barbosa ADO, Gava D, Tochetto C, Ribeiro LC, Bastos APA, Morés MAZ, Schaefer R, de Lima M. Immunogenicity of an Inactivated Senecavirus A Vaccine with a Contemporary Brazilian Strain in Mice. Vaccines (Basel) 2024; 12:845. [PMID: 39203971 PMCID: PMC11358955 DOI: 10.3390/vaccines12080845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 07/19/2024] [Accepted: 07/24/2024] [Indexed: 09/03/2024] Open
Abstract
Senecavirus A (SVA) is a picornavirus that is endemic in swine, causing a vesicular disease clinically indistinguishable from other vesicular diseases, like foot-and-mouth disease. The widespread viral circulation, constant evolution, and economic losses caused to the swine industry emphasize the need for measures to control the agent. In this study, we evaluated the immunogenicity of a whole-virus-inactivated vaccine using a representative contemporary Brazilian SVA strain in Balb/ByJ mice. The animals were vaccinated with two doses by an intramuscular route. The humoral response induced by the vaccination was evaluated by an in-house ELISA assay for IgG detection. The cellular response was assessed by flow cytometry after in vitro SVA stimulation in splenocyte cultures from vaccinated and non-vaccinated groups. Protection against SVA was assessed in the experimental groups following an oral challenge with the homologous virus. The vaccination induced high levels of IgG antibodies and the proliferation of CD45R/B220+sIgM+, CD3e+CD69+, and CD3e+CD4+CD44+CD62L- cells. These results indicate the immunogenicity and safety of the vaccine formulation in a murine model and the induction of humoral and cellular response against SVA.
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Affiliation(s)
- Amanda de Oliveira Barbosa
- Laboratório de Virologia e Imunologia, Universidade Federal de Pelotas, Capão do Leão 96160-000, RS, Brazil; (A.d.O.B.); (L.C.R.)
| | - Danielle Gava
- Embrapa Suínos e Aves, BR 153, Km 110, Distrito de Tamanduá, Concordia 89715-899, SC, Brazil; (D.G.); (C.T.); (A.P.A.B.); (M.A.Z.M.); (R.S.)
| | - Caroline Tochetto
- Embrapa Suínos e Aves, BR 153, Km 110, Distrito de Tamanduá, Concordia 89715-899, SC, Brazil; (D.G.); (C.T.); (A.P.A.B.); (M.A.Z.M.); (R.S.)
| | - Leonardo Clasen Ribeiro
- Laboratório de Virologia e Imunologia, Universidade Federal de Pelotas, Capão do Leão 96160-000, RS, Brazil; (A.d.O.B.); (L.C.R.)
| | - Ana Paula Almeida Bastos
- Embrapa Suínos e Aves, BR 153, Km 110, Distrito de Tamanduá, Concordia 89715-899, SC, Brazil; (D.G.); (C.T.); (A.P.A.B.); (M.A.Z.M.); (R.S.)
| | - Marcos Antônio Zanella Morés
- Embrapa Suínos e Aves, BR 153, Km 110, Distrito de Tamanduá, Concordia 89715-899, SC, Brazil; (D.G.); (C.T.); (A.P.A.B.); (M.A.Z.M.); (R.S.)
| | - Rejane Schaefer
- Embrapa Suínos e Aves, BR 153, Km 110, Distrito de Tamanduá, Concordia 89715-899, SC, Brazil; (D.G.); (C.T.); (A.P.A.B.); (M.A.Z.M.); (R.S.)
| | - Marcelo de Lima
- Laboratório de Virologia e Imunologia, Universidade Federal de Pelotas, Capão do Leão 96160-000, RS, Brazil; (A.d.O.B.); (L.C.R.)
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12
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Leonard SR, Mammel MK, Almeria S, Gebru ST, Jacobson DK, Peterson AC, Barratt JLN, Musser SM. Evaluation of the Increased Genetic Resolution and Utility for Source Tracking of a Recently Developed Method for Genotyping Cyclospora cayetanensis. Microorganisms 2024; 12:848. [PMID: 38792677 PMCID: PMC11124223 DOI: 10.3390/microorganisms12050848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/09/2024] [Accepted: 04/19/2024] [Indexed: 05/26/2024] Open
Abstract
Cyclospora cayetanensis is a foodborne parasite that causes cyclosporiasis, an enteric illness in humans. Genotyping methods are used to genetically discriminate between specimens from cyclosporiasis cases and can complement source attribution investigations if the method is sufficiently sensitive for application to food items. A very sensitive targeted amplicon sequencing (TAS) assay for genotyping C. cayetanensis encompassing 52 loci was recently designed. In this study, we analyzed 66 genetically diverse clinical specimens to assess the change in phylogenetic resolution between the TAS assay and a currently employed eight-marker scheme. Of the 52 markers, ≥50 were successfully haplotyped for all specimens, and these results were used to generate a hierarchical cluster dendrogram. Using a previously described statistical approach to dissect hierarchical trees, the 66 specimens resolved into 24 and 27 distinct genetic clusters for the TAS and an 8-loci scheme, respectively. Although the specimen composition of 15 clusters was identical, there were substantial differences between the two dendrograms, highlighting the importance of both inclusion of additional genome coverage and choice of loci to target for genotyping. To evaluate the ability to genetically link contaminated food samples with clinical specimens, C. cayetanensis was genotyped from DNA extracted from raspberries inoculated with fecal specimens. The contaminated raspberry samples were assigned to clusters with the corresponding clinical specimen, demonstrating the utility of the TAS assay for traceback efforts.
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Affiliation(s)
- Susan R. Leonard
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD 20708, USA; (M.K.M.); (S.A.); (S.T.G.)
| | - Mark K. Mammel
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD 20708, USA; (M.K.M.); (S.A.); (S.T.G.)
| | - Sonia Almeria
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD 20708, USA; (M.K.M.); (S.A.); (S.T.G.)
| | - Solomon T. Gebru
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD 20708, USA; (M.K.M.); (S.A.); (S.T.G.)
| | - David K. Jacobson
- Division of Parasitic Diseases and Malaria, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, GA 30329, USA; (D.K.J.); (A.C.P.); (J.L.N.B.)
| | - Anna C. Peterson
- Division of Parasitic Diseases and Malaria, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, GA 30329, USA; (D.K.J.); (A.C.P.); (J.L.N.B.)
| | - Joel L. N. Barratt
- Division of Parasitic Diseases and Malaria, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, GA 30329, USA; (D.K.J.); (A.C.P.); (J.L.N.B.)
| | - Steven M. Musser
- Office of the Center Director, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, College Park, MD 20740, USA;
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13
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Patané JSL, Martins J, Setubal JC. A Guide to Phylogenomic Inference. Methods Mol Biol 2024; 2802:267-345. [PMID: 38819564 DOI: 10.1007/978-1-0716-3838-5_11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]
Abstract
Phylogenomics aims at reconstructing the evolutionary histories of organisms taking into account whole genomes or large fractions of genomes. Phylogenomics has significant applications in fields such as evolutionary biology, systematics, comparative genomics, and conservation genetics, providing valuable insights into the origins and relationships of species and contributing to our understanding of biological diversity and evolution. This chapter surveys phylogenetic concepts and methods aimed at both gene tree and species tree reconstruction while also addressing common pitfalls, providing references to relevant computer programs. A practical phylogenomic analysis example including bacterial genomes is presented at the end of the chapter.
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Affiliation(s)
- José S L Patané
- Laboratório de Genética e Cardiologia Molecular, Instituto do Coração/Heart Institute Hospital das Clínicas - Faculdade de Medicina da Universidade de São Paulo São Paulo, São Paulo, SP, Brazil
| | - Joaquim Martins
- Integrative Omics group, Biorenewables National Laboratory, Brazilian Center for Research in Energy and Materials, Campinas, SP, Brazil
| | - João Carlos Setubal
- Departmento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, SP, Brazil.
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14
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Jacobson DK, Low R, Plucinski MM, Barratt JLN. An improved framework for detecting discrete epidemiologically meaningful partitions in hierarchically clustered genetic data. BIOINFORMATICS ADVANCES 2023; 3:vbad118. [PMID: 37744999 PMCID: PMC10517639 DOI: 10.1093/bioadv/vbad118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 08/14/2023] [Accepted: 08/31/2023] [Indexed: 09/26/2023]
Abstract
Motivation Hierarchical clustering of microbial genotypes has the limitation that hierarchical clusters are nested, where smaller groups of related isolates exist within larger groups that get progressively larger as relationships become increasingly distant. In an epidemiologic context, investigators must dissect hierarchical trees into discrete groupings that are epidemiologically meaningful. We recently described a statistical framework (Method A) for dissecting hierarchical trees that attempts to minimize investigator bias. Here, we apply a modified version of that framework (Method B) to a hierarchical tree constructed from 2111 genotypes of the foodborne parasite Cyclospora, including 639 genotypes linked to epidemiologically defined outbreaks. To evaluate Method B's performance, we examined the concordance between these epidemiologically defined groupings and the genetic partitions identified. We also used the same epidemiologic clusters to evaluate the performance of Method A, plus two tree-dissection methods (cutreeHybrid and cutreeDynamic) available within the Dynamic Tree Cut R package, in addition to the TreeCluster method and PARNAS. Results Compared to the other methods, Method B, TreeCluster, and PARNAS were the most accurate (99.4%) in identifying genetic groups that reflected the epidemiologic groupings, noting that TreeCluster and PARNAS performed identically on our dataset. CutreeHybrid identified groups reflecting patterns in the wider Cyclospora population structure but lacked finer, strain-level discrimination (Simpson's D: cutreeHybrid=0.785). CutreeDynamic displayed good strain discrimination (Simpson's D = 0.933), though lacked sensitivity (77%). At two different threshold/radius settings TreeCluster/PARNAS displayed similar utility to Method B. However, Method B computes a tree-dissection threshold automatically, and the threshold/radius settings used when executing TreeCluster/PARNAS here were computed using Method B. Using a TreeCluster threshold of 0.045 as recommended in the TreeCluster documentation, epidemiologic utility dropped markedly below that of Method B. Availability and implementation Relevant code and data are publicly available. Source code (Method B) and instructions for its use are available here: https://github.com/Joel-Barratt/Hierarchical-tree-dissection-framework.
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Affiliation(s)
- David K Jacobson
- Division of Parasitic Diseases and Malaria, Centers for Disease Control and Prevention, Atlanta, GA, 30329, United States
| | - Ross Low
- Division of Parasitic Diseases and Malaria, Centers for Disease Control and Prevention, Atlanta, GA, 30329, United States
- Oak Ridge Institute of Science and Education, Oak Ridge, TN, 37830, United States
| | - Mateusz M Plucinski
- Division of Parasitic Diseases and Malaria, Centers for Disease Control and Prevention, Atlanta, GA, 30329, United States
| | - Joel L N Barratt
- Division of Parasitic Diseases and Malaria, Centers for Disease Control and Prevention, Atlanta, GA, 30329, United States
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