1
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Wang YH, Chen JJ, Ma J, Owen JE, Wang GL, Yu LJ, Shan CX, Tian Y, Lv CL, Wang T, Zhang Y, Lin SH, Zhao XJ, Zhang S, Wei WQ, Zhang YY, Tang T, Li XL, Jiang T, Li J, Zhang XA, Hong F, Hay SI, Sun YS, Liu W, Fang LQ. Early-warning signals and the role of H9N2 in the spillover of avian influenza viruses. MED 2025:100639. [PMID: 40139184 DOI: 10.1016/j.medj.2025.100639] [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: 08/09/2024] [Revised: 10/29/2024] [Accepted: 02/26/2025] [Indexed: 03/29/2025]
Abstract
BACKGROUND The spillover of avian influenza viruses (AIVs) presents a significant global public health threat, leading to unpredictable and recurring pandemics. Current pandemic assessment tools suffer from deficiencies in terms of timeliness, capability for automation, and ability to generate risk estimates for multiple subtypes in the absence of documented human cases. METHODS To address these challenges, we created an integrated database encompassing global AIV-related data from 1981 to 2022. This database enabled us to estimate the rapid expansion of spatial range and host diversity for specific AIV subtypes, alongside their increasing prevalence in hosts that have close contact with humans. These factors were used as early-warning signals for potential AIV spillover. We analyzed spillover patterns of AIVs using machine learning models, spatial Durbin models, and phylogenetic analysis. FINDINGS Our results indicate a high potential for future spillover by subtypes H3N1, H4N6, H5N2, H5N3, H6N2, and H11N9. Additionally, we identified a significant risk for re-emergence by subtypes H5N1, H5N6, H5N8, and H9N2. Furthermore, our analysis highlighted 12 key strains of H9N2 as internal genetic donors for human adaptation in AIVs, demonstrating the crucial role of H9N2 in facilitating AIV spillover. CONCLUSIONS These findings provide a foundation for rapidly identifying high-risk subtypes, thus optimizing resource allocation in vaccine manufacture. They also underscore the potential significance of reducing the prevalence of H9N2 as a complementary strategy to mitigate chances of AIV spillovers. FUNDING National Key Research and Development Program of China.
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Affiliation(s)
- Yan-He Wang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; The 968(th) Hospital of Joint Logistics Support Force of PLA, Jinzhou, Liaoning 121001, P.R. China
| | - Jin-Jin Chen
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; Department of Clinical Laboratory, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui 230601, P.R. China
| | - Jun Ma
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou 550025, P.R. China
| | - Jonathan E Owen
- School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Guo-Lin Wang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Lin-Jie Yu
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Chun-Xi Shan
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Yao Tian
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Chen-Long Lv
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Tao Wang
- The 949(th) Hospital of Chinese PLA, Altay, Xinjiang 836500, P.R. China
| | - Yan Zhang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Sheng-Hong Lin
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Xin-Jing Zhao
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; Department of Epidemiology and Health Statistics, School of Public Health, Anhui Medical University, Hefei, Anhui 230032, P.R. China
| | - Sheng Zhang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou 550025, P.R. China
| | - Wang-Qian Wei
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; Department of Epidemiology and Health Statistics, School of Public Health, Anhui Medical University, Hefei, Anhui 230032, P.R. China
| | - Yuan-Yuan Zhang
- The 926(th) Hospital of Joint Logistics Support Force of PLA, Kaiyuan, Yunnan 661606, P.R. China
| | - Tian Tang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Xin-Lou Li
- Department of Medical Research, Key Laboratory of Environmental Sense Organ Stress and Health of the Ministry of Environmental Protection, PLA Strategic Support Force Medical Center, Beijing 100101, P.R. China
| | - Tao Jiang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Jing Li
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Xiao-Ai Zhang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China
| | - Feng Hong
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou 550025, P.R. China
| | - Simon I Hay
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, WA 98195, USA; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98121, USA.
| | - Yan-Song Sun
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China.
| | - Wei Liu
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; Department of Epidemiology and Health Statistics, School of Public Health, Anhui Medical University, Hefei, Anhui 230032, P.R. China.
| | - Li-Qun Fang
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing 100071, P.R. China; School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou 550025, P.R. China; Department of Epidemiology and Health Statistics, School of Public Health, Anhui Medical University, Hefei, Anhui 230032, P.R. China.
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2
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Huang C, Yu L, Xu Y, Huang J, Qin Y, Guo X, Zeng Y, Qin Y, Ouyang K, Wei Z, Huang W, García-Sastre A, Chen Y. Long-term co-circulation of multiple influenza A viruses in pigs, Guangxi, China. Emerg Microbes Infect 2024; 13:2337673. [PMID: 38572517 PMCID: PMC11005871 DOI: 10.1080/22221751.2024.2337673] [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: 12/14/2023] [Accepted: 03/27/2024] [Indexed: 04/05/2024]
Abstract
Influenza A viruses (IAVs) pose a persistent potential threat to human health because of the spillover from avian and swine infections. Extensive surveillance was performed in 12 cities of Guangxi, China, during 2018 and 2023. A total of 2540 samples (including 2353 nasal swabs and 187 lung tissues) were collected from 18 pig farms with outbreaks of respiratory disease. From these, 192 IAV-positive samples and 19 genomic sequences were obtained. We found that the H1 and H3 swine influenza A viruses (swIAVs) of multiple lineages and genotypes have continued to co-circulate during that time in this region. Genomic analysis revealed the Eurasian avian-like H1N1 swIAVs (G4) still remained predominant in pig populations. Strikingly, the novel multiple H3N2 genotypes were found to have been generated through the repeated introduction of the early H3N2 North American triple reassortant viruses (TR H3N2 lineage) that emerged in USA and Canada in 1998 and 2005, respectively. Notably, when the matrix gene segment derived from the H9N2 avian influenza virus was introduced into endemic swIAVs, this produced a novel quadruple reassortant H1N2 swIAV that could pose a potential risk for zoonotic infection.
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Affiliation(s)
- Chongqiang Huang
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Liangzheng Yu
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
| | - Yi Xu
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Jiamo Huang
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Yibin Qin
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Institute of Veterinary Medicine, Nanning, People’s Republic of China
| | - Xuan Guo
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Nongken Yongxin Animal Husbandry Group Co. Ltd., Nanning, People’s Republic of China
| | - Yongfang Zeng
- Nanning Zhufulai Animal Health Management Co. Ltd., Nanning, People’s Republic of China
| | - Yifeng Qin
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Kang Ouyang
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Zuzhang Wei
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Weijian Huang
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
| | - Adolfo García-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Medicine, Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ying Chen
- Laboratory of Animal Infectious Diseases and Molecular Immunology, College of Animal Science and Technology, Guangxi University, Nanning, People’s Republic of China
- Guangxi Zhuang Autonomous Region Engineering Research Center of Veterinary Biologics, Nanning, People’s Republic of China
- Guangxi Key Laboratory of Animal Breeding, Disease Control and Prevention, Nanning, People’s Republic of China
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Alberts F, Berke O, Maboni G, Petukhova T, Poljak Z. Utilizing machine learning and hemagglutinin sequences to identify likely hosts of influenza H3Nx viruses. Prev Vet Med 2024; 233:106351. [PMID: 39353303 DOI: 10.1016/j.prevetmed.2024.106351] [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: 04/16/2024] [Revised: 08/16/2024] [Accepted: 09/25/2024] [Indexed: 10/04/2024]
Abstract
Influenza is a disease that represents both a public health and agricultural risk with pandemic potential. Among the subtypes of influenza A virus, H3 influenza virus can infect many avian and mammalian species and is therefore a virus of interest to human and veterinary public health. The primary goal of this study was to train and validate classifiers for the identification of the most likely host species using the hemagglutinin gene segment of H3 viruses. A five-step process was implemented, which included training four machine learning classifiers, testing the classifiers on the validation dataset, and further exploration of the best-performing model on three additional datasets. The gradient boosting machine classifier showed the highest host-classification accuracy with a 98.0 % (95 % CI [97.01, 98.73]) correct classification rate on an independent validation dataset. The classifications were further analyzed using the predicted probability score which highlighted sequences of particular interest. These sequences were both correctly and incorrectly classified sequences that showed considerable predicted probability for multiple hosts. This showed the potential of using these classifiers for rapid sequence classification and highlighting sequences of interest. Additionally, the classifiers were tested on a separate swine dataset composed of H3N2 sequences from 1998 to 2003 from the United States of America, and a separate canine dataset composed of canine H3N2 sequences of avian origin. These two datasets were utilized to look at the applications of predicted probability and host convergence over time. Lastly, the classifiers were used on an independent dataset of environmental sequences to explore the host identification of environmental sequences. The results of these classifiers show the potential for machine learning to be used as a host identification technique for viruses of unknown origin on a species-specific level.
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Affiliation(s)
- Famke Alberts
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada.
| | - Olaf Berke
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada; Centre for Public Health and Zoonoses, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada; Centre for Advancing Responsible and Ethical Artificial Intelligence, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada.
| | - Grazieli Maboni
- Athens Veterinary Diagnostic Laboratory, Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, 501 D.W.Brooks Drive Athens, GA, USA.
| | - Tatiana Petukhova
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada.
| | - Zvonimir Poljak
- Department of Population Medicine, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada; Centre for Public Health and Zoonoses, Ontario Veterinary College, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada.
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4
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Zhuang Y, Wang M, Liang L, Mao Y, Wang K, Yang S, Deng A, Zeng K, Zhang Y, Zhang G, Kang M, Li B, Zhang M, Ye S. First Known Human Death After Infection With the Avian Influenza A/H3N8 Virus: Guangdong Province, China, March 2023. Clin Infect Dis 2024; 78:646-650. [PMID: 37555762 DOI: 10.1093/cid/ciad462] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2023] [Revised: 07/29/2023] [Accepted: 08/04/2023] [Indexed: 08/10/2023] Open
Abstract
Here, we report on a case of human infection with the H3N8 avian influenza virus. The patient had multiple myeloma and died of severe infection. Genome analysis showed multiple gene mutations and reassortments without mammalian-adaptive mutations. This suggests that avian influenza (A/H3N8) virus infection could be lethal for immunocompromised persons.
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Affiliation(s)
- Yali Zhuang
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Man Wang
- General Office, Zhongshan Center for Disease Control and Prevention, Zhongshan, Guangdong, P.R. China
| | - Lijun Liang
- Institute of Pathogenic Microbiology, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Yunxia Mao
- Institute of Infectious Disease Control and Prevention, Zhongshan Center for Disease Control and Prevention, Zhongshan, Guangdong, P.R. China
| | - Kaibin Wang
- Guangdong Provincial Field Epidemiology Training Program, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
- Department of Disinfection and Vector Control, Guangzhou Tianhe District Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Shuhuan Yang
- Institute of Pathogenic Microbiology, Zhongshan Center for Disease Control and Prevention, Zhongshan, Guangdong, P.R. China
| | - Aiping Deng
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Kewen Zeng
- Department of Prevention & Healthcare, Zhongshan City People's Hospital, Zhongshan, Guangdong, P.R. China
| | - Yingtao Zhang
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Guanting Zhang
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Min Kang
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Baisheng Li
- Institute of Pathogenic Microbiology, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Meng Zhang
- Institute of Infectious Disease Control and Prevention, Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, Guangdong, P.R. China
| | - Shinan Ye
- General Office, Zhongshan Center for Disease Control and Prevention, Zhongshan, Guangdong, P.R. China
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5
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Honce R, Schultz-Cherry S. Looking beyond the H5 avian influenza viruses. Cell 2023; 186:4003-4004. [PMID: 37714131 DOI: 10.1016/j.cell.2023.08.014] [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: 08/11/2023] [Revised: 08/14/2023] [Accepted: 08/15/2023] [Indexed: 09/17/2023]
Abstract
Avian influenza viruses continue to cross the species barrier and infect mammals. In this issue of Cell, Sun and colleagues demonstrate that viruses obtained from humans infected with an emergent avian H3N8 viruses exhibit increasing accumulation of mutations that promote respiratory droplet transmission and disease in mammals.
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Affiliation(s)
- Rebekah Honce
- Vermont Lung Center, Division of Pulmonology and Critical Care, Department of Medicine, Larner College of Medicine, University of Vermont, Burlington, VT, USA
| | - Stacey Schultz-Cherry
- Department of Host-Microbe Interactions, St Jude Children's Research Hospital, Memphis, TN, USA.
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