Phylogeography Reveals Association between Swine Trade and the Spread of Porcine Epidemic Diarrhea Virus in China and across the World

Abstract The ongoing SARS (severe acute respiratory syndrome)-CoV (coronavirus)-2 pandemic has exposed major gaps in our knowledge on the origin, ecology, evolution, and spread of animal coronaviruses. Porcine epidemic diarrhea virus (PEDV) is a member of the genus Alphacoronavirus in the family Coronaviridae that may have originated from bats and leads to significant hazards and widespread epidemics in the swine population. The role of local and global trade of live swine and swine-related products in disseminating PEDV remains unclear, especially in developing countries with complex swine production systems. Here, we undertake an in-depth phylogeographic analysis of PEDV sequence data (including 247 newly sequenced samples) and employ an extension of this inference framework that enables formally testing the contribution of a range of predictor variables to the geographic spread of PEDV. Within China, the provinces of Guangdong and Henan were identified as primary hubs for the spread of PEDV, for which we estimate live swine trade to play a very important role. On a global scale, the United States and China maintain the highest number of PEDV lineages. We estimate that, after an initial introduction out of China, the United States acted as an important source of PEDV introductions into Japan, Korea, China, and Mexico. Live swine trade also explains the dispersal of PEDV on a global scale. Given the increasingly global trade of live swine, our findings have important implications for designing prevention and containment measures to combat a wide range of livestock coronaviruses.

[1]  Yao-Wei Huang,et al.  Expression of the human or porcine C-type lectins DC-SIGN/L-SIGN confers susceptibility to porcine epidemic diarrhea virus entry and infection in otherwise refractory cell lines , 2021, Microbial Pathogenesis.

[2]  Zhibiao Yang,et al.  A Virulent PEDV Strain FJzz1 with Genomic Mutations and Deletions at the High Passage Level Was Attenuated in Piglets via Serial Passage In Vitro , 2021, Virologica Sinica.

[3]  M. Suchard,et al.  Genomic Epidemiology, Evolution, and Transmission Dynamics of Porcine Deltacoronavirus , 2020, Molecular biology and evolution.

[4]  R. Baric,et al.  SARS-CoV-2: Combating Coronavirus Emergence , 2020, Immunity.

[5]  Philippe Lemey,et al.  Hamiltonian Monte Carlo sampling to estimate past population dynamics using the skygrid coalescent model in a Bayesian phylogenetics framework , 2020, Wellcome open research.

[6]  Jia-Fu Jiang,et al.  Identifying SARS-CoV-2-related coronaviruses in Malayan pangolins , 2020, Nature.

[7]  Jin Tian,et al.  COVID-19: Epidemiology, Evolution, and Cross-Disciplinary Perspectives , 2020, Trends in Molecular Medicine.

[8]  M. Suchard,et al.  Assessing the role of live poultry trade in community-structured transmission of avian influenza in China , 2020, Proceedings of the National Academy of Sciences.

[9]  Y. Hu,et al.  Epidemic and genetic characterization of porcine epidemic diarrhea virus strains circulating in the regions around Hunan, China, during 2017-2018 , 2020, Archives of Virology.

[10]  Kai Zhao,et al.  A pneumonia outbreak associated with a new coronavirus of probable bat origin , 2020, Nature.

[11]  M. Suchard,et al.  In Search of Covariates of HIV-1 Subtype B Spread in the United States—A Cautionary Tale of Large-Scale Bayesian Phylogeography , 2020, Viruses.

[12]  Li Feng,et al.  A molecular epidemiological investigation of PEDV in China: Characterization of co‐infection and genetic diversity of S1‐based genes , 2019, Transboundary and emerging diseases.

[13]  J. McLellan,et al.  The 3.1-Angstrom Cryo-electron Microscopy Structure of the Porcine Epidemic Diarrhea Virus Spike Protein in the Prefusion Conformation , 2019, Journal of Virology.

[14]  Changhee Lee,et al.  Molecular characteristics and pathogenic assessment of porcine epidemic diarrhoea virus isolates from the 2018 endemic outbreaks on Jeju Island, South Korea , 2019, Transboundary and emerging diseases.

[15]  M. Veit,et al.  Interspecies Transmission, Genetic Diversity, and Evolutionary Dynamics of Pseudorabies Virus , 2018, The Journal of infectious diseases.

[16]  Daniel L. Ayres,et al.  BEAGLE 3: Improved Performance, Scaling, and Usability for a High-Performance Computing Library for Statistical Phylogenetics , 2019, Systematic biology.

[17]  T. Bedford,et al.  The ability of single genes vs full genomes to resolve time and space in outbreak analysis , 2019, BMC Evolutionary Biology.

[18]  Y. Lan,et al.  Phylogeographic investigation of 2014 porcine epidemic diarrhea virus (PEDV) transmission in Taiwan , 2019, PloS one.

[19]  F. Gao,et al.  Genetic evolution analysis and pathogenicity assessment of porcine epidemic diarrhea virus strains circulating in part of China during 2011–2017 , 2019, Infection, Genetics and Evolution.

[20]  Emmanuel Paradis,et al.  ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R , 2018, Bioinform..

[21]  Xiangdong Li,et al.  Emergence of African Swine Fever in China, 2018. , 2018, Transboundary and emerging diseases.

[22]  Guy Baele,et al.  Recent advances in computational phylodynamics. , 2018, Current opinion in virology.

[23]  K. Yuen,et al.  Origin, Genetic Diversity, and Evolutionary Dynamics of Novel Porcine Circovirus 3 , 2018, Advanced science.

[24]  Qiuhong Wang,et al.  New variants of porcine epidemic diarrhea virus with large deletions in the spike protein, identified in the United States, 2016-2017 , 2018, Archives of Virology.

[25]  M. Suchard,et al.  Posterior summarisation in Bayesian phylogenetics using Tracer , 2022 .

[26]  Joon Yoon,et al.  Time-calibrated phylogenomics of the porcine epidemic diarrhea virus: genome-wide insights into the spatio-temporal dynamics , 2018, Genes & Genomics.

[27]  T. Hirai,et al.  Molecular characterization of US-like and Asian non-S INDEL strains of porcine epidemic diarrhea virus (PEDV) that circulated in Japan during 2013–2016 and PEDVs collected from recurrent outbreaks , 2018, BMC Veterinary Research.

[28]  Yun Zhang,et al.  Genetic epidemiology of porcine epidemic diarrhoea virus circulating in China in 2012–2017 based on spike gene , 2018, Transboundary and emerging diseases.

[29]  Daniel L. Ayres,et al.  Bayesian phylogenetic and phylodynamic data integration using BEAST 1.10 , 2018, Virus evolution.

[30]  Gaiping Zhang,et al.  The prevalent status and genetic diversity of porcine reproductive and respiratory syndrome virus in China: a molecular epidemiological perspective , 2018, Virology Journal.

[31]  Xiufan Liu,et al.  Current situation of H9N2 subtype avian influenza in China , 2017, Veterinary Research.

[32]  A. von Haeseler,et al.  UFBoot2: Improving the Ultrafast Bootstrap Approximation , 2017, bioRxiv.

[33]  Trevor Bedford,et al.  Virus genomes reveal factors that spread and sustained the Ebola epidemic , 2017, Nature.

[34]  J. Piriyapongsa,et al.  Evolutionary and epidemiological analyses based on spike genes of porcine epidemic diarrhea virus circulating in Thailand in 2008–2015 , 2017, Infection, Genetics and Evolution.

[35]  M. Begon,et al.  Urbanization and Disease Emergence: Dynamics at the Wildlife–Livestock–Human Interface , 2017, Trends in ecology & evolution.

[36]  Rebecca Rose,et al.  SERAPHIM: studying environmental rasters and phylogenetically informed movements , 2016, Bioinform..

[37]  B. Bosch,et al.  Cellular entry of the porcine epidemic diarrhea virus , 2016, Virus Research.

[38]  S. Xiao,et al.  Porcine epidemic diarrhea in China , 2016, Virus Research.

[39]  M. Suchard,et al.  SpreaD3: Interactive Visualization of Spatiotemporal History and Trait Evolutionary Processes. , 2016, Molecular biology and evolution.

[40]  S. Dee,et al.  Modeling the transboundary risk of feed ingredients contaminated with porcine epidemic diarrhea virus , 2016, BMC Veterinary Research.

[41]  M. Ciccozzi,et al.  Origin and evolution of Nipah virus , 2016, Journal of medical virology.

[42]  Andrew Rambaut,et al.  Exploring the temporal structure of heterochronous sequences using TempEst (formerly Path-O-Gen) , 2016, Virus evolution.

[43]  David K. Smith,et al.  Co-circulation of three camel coronavirus species and recombination of MERS-CoVs in Saudi Arabia , 2016, Science.

[44]  M. Nelson,et al.  Genomic and evolutionary inferences between American and global strains of porcine epidemic diarrhea virus , 2015, Preventive Veterinary Medicine.

[45]  Changhee Lee Porcine epidemic diarrhea virus: An emerging and re-emerging epizootic swine virus , 2015, Virology Journal.

[46]  B. Murrell,et al.  RDP4: Detection and analysis of recombination patterns in virus genomes , 2015, Virus evolution.

[47]  Cécile Viboud,et al.  Global migration of influenza A viruses in swine , 2015, Nature Communications.

[48]  Chengping Lu,et al.  Genomic and Epidemiological Characteristics Provide New Insights into the Phylogeographical and Spatiotemporal Spread of Porcine Epidemic Diarrhea Virus in Asia , 2015, Journal of Clinical Microbiology.

[49]  A. von Haeseler,et al.  IQ-TREE: A Fast and Effective Stochastic Algorithm for Estimating Maximum-Likelihood Phylogenies , 2014, Molecular biology and evolution.

[50]  Changhee Lee,et al.  Outbreak-Related Porcine Epidemic Diarrhea Virus Strains Similar to US Strains, South Korea, 2013 , 2014, Emerging infectious diseases.

[51]  S. Zhai,et al.  Porcine circovirus type 2 in China: an update on and insights to its prevalence and control , 2014, Virology Journal.

[52]  P. Gauger,et al.  Role of Transportation in Spread of Porcine Epidemic Diarrhea Virus Infection, United States , 2014, Emerging infectious diseases.

[53]  M. Suchard,et al.  Unifying Viral Genetics and Human Transportation Data to Predict the Global Transmission Dynamics of Human Influenza H3N2 , 2014, PLoS pathogens.

[54]  Guy Baele,et al.  Inferring Heterogeneous Evolutionary Processes Through Time: from Sequence Substitution to Phylogeography , 2013, Systematic biology.

[55]  M. Suchard,et al.  The spread of type 2 Porcine Reproductive and Respiratory Syndrome Virus (PRRSV) in North America: a phylogeographic approach. , 2013, Virology.

[56]  Samantha Lycett,et al.  Automated analysis of phylogenetic clusters , 2013, BMC Bioinformatics.

[57]  Li Fang,et al.  Origin, Evolution, and Genotyping of Emergent Porcine Epidemic Diarrhea Virus Strains in the United States , 2013, mBio.

[58]  E. Albina,et al.  Comprehensive Phylogenetic Reconstructions of African Swine Fever Virus: Proposal for a New Classification and Molecular Dating of the Virus , 2013, PloS one.

[59]  Dong-sheng Gao,et al.  Genetic properties of endemic Chinese porcine epidemic diarrhea virus strains isolated since 2010 , 2013, Archives of Virology.

[60]  Mandev S. Gill,et al.  Improving Bayesian population dynamics inference: a coalescent-based model for multiple loci. , 2013, Molecular biology and evolution.

[61]  K. Katoh,et al.  MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability , 2013, Molecular biology and evolution.

[62]  A. Osterhaus,et al.  Isolation of a novel coronavirus from a man with pneumonia in Saudi Arabia. , 2012, The New England journal of medicine.

[63]  Qigai He,et al.  New Variants of Porcine Epidemic Diarrhea Virus, China, 2011 , 2012, Emerging infectious diseases.

[64]  Liam J. Revell,et al.  phytools: an R package for phylogenetic comparative biology (and other things) , 2012 .

[65]  Jianfei Chen,et al.  Complete Genome Sequence of a Porcine Epidemic Diarrhea Virus Variant , 2012, Journal of Virology.

[66]  De-kun Chen,et al.  Outbreak of Porcine Epidemic Diarrhea in Suckling Piglets, China , 2012, Emerging infectious diseases.

[67]  Daniel L. Ayres,et al.  BEAGLE: An Application Programming Interface and High-Performance Computing Library for Statistical Phylogenetics , 2011, Systematic biology.

[68]  Chengbao Wang,et al.  Complete Genome Sequence of a Chinese Virulent Porcine Epidemic Diarrhea Virus Strain , 2011, Journal of Virology.

[69]  Cécile Viboud,et al.  Spatial Dynamics of Human-Origin H1 Influenza A Virus in North American Swine , 2011, PLoS pathogens.

[70]  N. Wolfe,et al.  Outbreak of Porcine Epidemic Diarrhea in Suckling Piglets, China , 2011 .

[71]  M. Suchard,et al.  Phylogeography takes a relaxed random walk in continuous space and time. , 2010, Molecular biology and evolution.

[72]  Changhee Lee,et al.  Heterogeneity in spike protein genes of porcine epidemic diarrhea viruses isolated in Korea , 2010, Virus Research.

[73]  D. Posada,et al.  The Effect of Recombination on the Reconstruction of Ancestral Sequences , 2010, Genetics.

[74]  Alexei J. Drummond,et al.  Bayesian Phylogeography Finds Its Roots , 2009, PLoS Comput. Biol..

[75]  Gavin J. D. Smith,et al.  Origins and evolutionary genomics of the 2009 swine-origin H1N1 influenza A epidemic , 2009, Nature.

[76]  Marc A Suchard,et al.  Fast, accurate and simulation-free stochastic mapping , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[77]  Edward C Holmes,et al.  Evolutionary history and phylogeography of human viruses. , 2008, Annual review of microbiology.

[78]  Marco A. R. Ferreira,et al.  Bayesian analysis of elapsed times in continuous‐time Markov chains , 2008 .

[79]  Marc A Suchard,et al.  Counting labeled transitions in continuous-time Markov models of evolution , 2007, Journal of mathematical biology.

[80]  David Posada,et al.  An Exact Nonparametric Method for Inferring Mosaic Structure in Sequence Triplets , 2007, Genetics.

[81]  Tony O’Hagan Bayes factors , 2006 .

[82]  Tae-Geum Kim,et al.  Cloning and sequence analysis of the Korean strain of spike gene of porcine epidemic diarrhea virus and expression of its neutralizing epitope in plants. , 2005, Protein expression and purification.

[83]  R. Baric,et al.  Coronavirus Genome Structure and Replication , 2005, Current topics in microbiology and immunology.

[84]  H. Kishino,et al.  Dating of the human-ape splitting by a molecular clock of mitochondrial DNA , 2005, Journal of Molecular Evolution.

[85]  E. Nagy,et al.  Cloning and Sequence Analysis of the Spike Gene of Porcine Epidemic Diarrhea Virus Chinju99 , 2003, Virus Genes.

[86]  Ziheng Yang Maximum likelihood phylogenetic estimation from DNA sequences with variable rates over sites: Approximate methods , 1994, Journal of Molecular Evolution.

[87]  X. L. Liu,et al.  Isolation and Characterization of Viruses Related to the SARS Coronavirus from Animals in Southern China , 2003, Science.

[88]  Christian Drosten,et al.  Identification of a novel coronavirus in patients with severe acute respiratory syndrome. , 2003, The New England journal of medicine.

[89]  J. Hein,et al.  A simulation study of the reliability of recombination detection methods. , 2001, Molecular biology and evolution.

[90]  Mark J. Gibbs,et al.  Sister-Scanning: a Monte Carlo procedure for assessing signals in recombinant sequences , 2000, Bioinform..

[91]  Darren Martin,et al.  RDP: detection of recombination amongst aligned sequences , 2000, Bioinform..

[92]  S. Sawyer,et al.  Possible emergence of new geminiviruses by frequent recombination. , 1999, Virology.

[93]  D. Burke,et al.  Identification of breakpoints in intergenotypic recombinants of HIV type 1 by bootscanning. , 1995, AIDS research and human retroviruses.

[94]  C. Mebus African Swine Fever , 1987, Developments in Veterinary Virology.

[95]  R. Ducatelle,et al.  Pathology of Experimental CV777 Coronavirus Enteritis in Piglets. I. Histological and Histochemical Study , 1982, Veterinary pathology.

[96]  E. N. Wood An apparently new syndrome of porcine epidemic diarrhoea , 1977, Veterinary Record.