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Zhang L, Sun S, Gong W, Thompson L, Cruz J, Dukpa K, Gonzales RM, Tu Z, He B, Liu Y, Tu C, Feng Y. Large-scale phylogenetic analysis reveals genetic diversity and geographic distribution of rabies virus in South-East and South Asia. INFECTION, GENETICS AND EVOLUTION : JOURNAL OF MOLECULAR EPIDEMIOLOGY AND EVOLUTIONARY GENETICS IN INFECTIOUS DISEASES 2023; 113:105472. [PMID: 37353186 DOI: 10.1016/j.meegid.2023.105472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Revised: 06/14/2023] [Accepted: 06/20/2023] [Indexed: 06/25/2023]
Abstract
South-East Asia (SEA) and South Asia (SA) are two important geographic regions with the most severe enzootic rabies in the world. In these regions, phylogenetic analysis of rabies virus (RABV) has been conducted only at a country level; the results obtained from different countries are scattered and unequal, with a non-uniform system to name RABV genotypes. Therefore, it is difficult to undertake origin-tracking and compare inter-country RABV evolution and transmission. To avoid the confusion in understanding and to generate a panoramic picture of RABV genetic diversity, distribution, and transmission in SEA and SA, the present study conducted a systematic phylogenetic analysis by combining all sequences representing 2368 RABV strains submitted to GenBank by 14 rabies endemic SEA and SA countries. The results showed that RABVs circulating in two regions were classified into four major clades and many subclades: the Asia clade is circulating only in SEA, the Indian subcontinent, and Arctic-like clades only in SA, while the Cosmopolitan clade has been detected in both regions. The results also showed a wide range of hosts were infected by divergent RABV subclades, with dogs being the major transmission source. However, wildlife rabies was also found to be an important issue with 6 wild carnivore species identified as potential sources of spillover risk for sylvatic rabies to humans, domestic animals, and other wild animals. Current findings indicate that the two regions have separate virus clades circulating thus indicating the absence of cross-transmission between the regions. The study emphasizes the importance of phylogenetic analysis in the regions using uniform genotyping and naming systems for rabies surveillance, to coordinate actions of member countries to eliminate dog-mediated human rabies by 2030.
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Affiliation(s)
- Liang Zhang
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China
| | - Sheng Sun
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China
| | - Wenjie Gong
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China; College of Animal Medicine, Jilin University, Changchun, Jilin Province, China
| | - Lesa Thompson
- World Organization for Animal Health Regional Representative for Asia and the Pacific, Tokyo, Japan
| | - Jeffrey Cruz
- Department of Agriculture Bureau of Animal Industry, Quezon, Philippines
| | - Kinzang Dukpa
- World Organization for Animal Health Regional Representative for Asia and the Pacific, Tokyo, Japan
| | | | - Zhongzhong Tu
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China
| | - Biao He
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China
| | - Yan Liu
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China
| | - Changchun Tu
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China; Jiangsu Co-innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonosis, Yangzhou University, Yangzhou, Jiangsu Province, China.
| | - Ye Feng
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun, Jilin Province, China; State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology, Beijing, China.
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Huaman C, Paskey AC, Clouse C, Feasley A, Rader M, Rice GK, Luquette AE, Fitzpatrick MC, Drumm HM, Yan L, Cer RZ, Donduashvili M, Buchukuri T, Nanava A, Hulseberg CE, Washington MA, Laing ED, Malagon F, Broder CC, Bishop-Lilly KA, Schaefer BC. Genomic Surveillance of Rabies Virus in Georgian Canines. Viruses 2023; 15:1797. [PMID: 37766204 PMCID: PMC10537093 DOI: 10.3390/v15091797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 08/08/2023] [Accepted: 08/21/2023] [Indexed: 09/29/2023] Open
Abstract
Rabies is a fatal zoonosis that is considered a re-emerging infectious disease. Although rabies remains endemic in canines throughout much of the world, vaccination programs have essentially eliminated dog rabies in the Americas and much of Europe. However, despite the goal of eliminating dog rabies in the European Union by 2020, sporadic cases of dog rabies still occur in Eastern Europe, including Georgia. To assess the genetic diversity of the strains recently circulating in Georgia, we sequenced seventy-eight RABV-positive samples from the brain tissues of rabid dogs and jackals using Illumina short-read sequencing of total RNA shotgun libraries. Seventy-seven RABV genomes were successfully assembled and annotated, with seventy-four of them reaching the coding-complete status. Phylogenetic analyses of the nucleoprotein (N) and attachment glycoprotein (G) genes placed all the assembled genomes into the Cosmopolitan clade, consistent with the Georgian origin of the samples. An amino acid alignment of the G glycoprotein ectodomain identified twelve different sequences for this domain among the samples. Only one of the ectodomain groups contained a residue change in an antigenic site, an R264H change in the G5 antigenic site. Three isolates were cultured, and these were found to be efficiently neutralized by the human monoclonal antibody A6. Overall, our data show that recently circulating RABV isolates from Georgian canines are predominantly closely related phylogroup I viruses of the Cosmopolitan clade. Current human rabies vaccines should offer protection against infection by Georgian canine RABVs. The genomes have been deposited in GenBank (accessions: OQ603609-OQ603685).
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Affiliation(s)
- Celeste Huaman
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Adrian C. Paskey
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | - Caitlyn Clouse
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Austin Feasley
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Madeline Rader
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Gregory K. Rice
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | - Andrea E. Luquette
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | - Maren C. Fitzpatrick
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | - Hannah M. Drumm
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | - Lianying Yan
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Regina Z. Cer
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
| | | | - Tamar Buchukuri
- State Laboratory of Agriculture (SLA), Tbilisi 0159, Georgia
| | - Anna Nanava
- US Army Medical Research Directorate-Georgia (USAMRD-G), Tbilisi 0198, Georgia
| | | | | | - Eric D. Laing
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
| | - Francisco Malagon
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
- Leidos, Reston, VA 20190, USA
| | | | - Kimberly A. Bishop-Lilly
- Genomics and Bioinformatics Department, Biological Defense Research Directorate, Naval Medical Research Command-Frederick, Fort Detrick, Frederick, MD 21702, USA
| | - Brian C. Schaefer
- Department of Microbiology, Uniformed Services University, Bethesda, MD 20814, USA
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Capin JBG, Sanque AJC, Eng MNJ, Lagare A, Sepulveda MCB, Murao LAE. Emerging Genomic Trends on Rabies Virus in Davao Region, Philippines, 2018-2021. Viruses 2023; 15:1658. [PMID: 37632001 PMCID: PMC10459148 DOI: 10.3390/v15081658] [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: 06/26/2023] [Revised: 07/10/2023] [Accepted: 07/19/2023] [Indexed: 08/27/2023] Open
Abstract
Rabies, caused by the rabies virus (RABV), remains a significant public health issue in the Philippines despite efforts to control it. To eliminate rabies by 2030, effective surveillance strategies are crucial. In this study, we examined RABV evolution and phylodynamics in the Davao Region using genome sequences from Davao City and nearby provinces. We adapted the RABV ARTIC Protocol for Oxford Nanopore High-Throughput Sequencing to optimize workflow efficiency under limited resources. Comparing new virus samples collected from June 2019 to June 2021 (n = 38) with baseline samples from June 2018 to May 2019 (n = 49), new sub-clades were observed in the phylogenetic tree, suggesting divergence from older variants that were previously undetected. Most of the new viruses belonged to the Asian SEA4_A1.1.1 lineage, but new (SEA4_B1 and SEA4_B1.1) and emerging (SEA4_B1.1_E1) lineages that have never been reported in the Philippines were also identified. The baseline study reported phylogeographic clustering of RABV isolates from the same areas. However, this pattern was disrupted in the current biosurveillance, with variants detected in areas outside the original cluster. Furthermore, our findings revealed significant transmission routes between Davao City and neighboring provinces, contrasting with the predominantly intra-city transmission observed in the baseline study. These results underscore the need for ongoing and timely genomic surveillance to monitor genetic diversity changes and the emergence of novel strains, as well as to track alterations in transmission pathways. Implementing cost-effective next-generation sequencing workflows will facilitate the integration of genomic surveillance into rabies control programs, particularly in resource-limited settings. Collaborations between different sectors can empower local laboratories and experts in genomic technologies and analysis.
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Affiliation(s)
- Jessel Babe G. Capin
- Department of Biological Science and Environmental Studies, College of Science and Mathematics, University of the Philippines Mindanao, Davao City 8000, Philippines; (J.B.G.C.); (A.J.C.S.)
| | - Angela Jahn C. Sanque
- Department of Biological Science and Environmental Studies, College of Science and Mathematics, University of the Philippines Mindanao, Davao City 8000, Philippines; (J.B.G.C.); (A.J.C.S.)
| | - Maria Noreen J. Eng
- Davao City Veterinarian’s Office, Davao City 8000, Philippines; (M.N.J.E.); (A.L.); (M.C.B.S.)
| | - Arlene Lagare
- Davao City Veterinarian’s Office, Davao City 8000, Philippines; (M.N.J.E.); (A.L.); (M.C.B.S.)
| | | | - Lyre Anni E. Murao
- Department of Biological Science and Environmental Studies, College of Science and Mathematics, University of the Philippines Mindanao, Davao City 8000, Philippines; (J.B.G.C.); (A.J.C.S.)
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Guzman FD, Iwamoto Y, Saito N, Salva EP, Dimaano EM, Nishizono A, Suzuki M, Oloko O, Ariyoshi K, Smith C, Parry CM, Solante RM. Clinical, epidemiological, and spatial features of human rabies cases in Metro Manila, the Philippines from 2006 to 2015. PLoS Negl Trop Dis 2022; 16:e0010595. [PMID: 35852994 PMCID: PMC9295989 DOI: 10.1371/journal.pntd.0010595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Accepted: 06/18/2022] [Indexed: 11/18/2022] Open
Abstract
Rabies remains a public health problem in the Philippines despite the widespread provision of rabies vaccines and rabies immunoglobulin (RIG) as post-exposure prophylaxis (PEP). Detailed descriptions of recent human rabies cases in the Philippines are scarce. This study aimed to describe the clinical, epidemiological, and spatial features of human rabies cases between January 1, 2006, and December 31, 2015. We conducted a retrospective hospital-based case record review of all patients admitted to one referral hospital in Manila who received a clinical diagnosis of rabies. During the 10-year study period there were 575 patients (average 57.5 cases per year, range 57 to 119) with a final diagnosis of rabies. Most patients were male (n = 404, 70.3%) and aged ≥ 20 years (n = 433, 75.3%). Patients mostly came from the National Capital Region (n = 160, 28.0%) and the adjacent Regions III (n = 197, 34.4%) and IV-A (n = 168, 29.4%). Case mapping and heatmaps showed that human rabies cases were continuously observed in similar areas throughout the study period. Most patients had hydrophobia (n = 444, 95.5%) and/or aerophobia (n = 432, 93.3%). The leading causative animals were dogs (n = 421, 96.3%) and cats (n = 16, 3.7%). Among 437 patients with animal exposure history, only 42 (9.6%) had been administered at least one rabies vaccine. Two patients (0.5%), young children bitten on their face, had received and a full course of rabies vaccine. Human rabies patients were continuously admitted to the hospital, with no notable decline over the study period. The geographical area in which human rabies cases commonly occurred also did not change. Few patients received PEP and there were two suspected cases of PEP failure. The retrospective design of this study was a limitation; thus, prospective studies are required. Rabies remains a public health problem in the Philippines despite improvements in the availability of rabies vaccines and rabies immunoglobulin (RIG) as post-exposure prophylaxis (PEP). The incidence of rabies is highest in Metro Manila and surrounding areas. We reviewed the records of all human rabies patients admitted to the national infectious disease hospital in Manila between 2006 and 2015. This hospital treats most cases in this area. During the 10-year study period, human rabies cases were continuously admitted to the hospital, with no notable decline in numbers by year. Most patients were adult men bitten by domestic dogs. The geographical areas in which cases commonly occurred during the 10-year period also did not change over time. Only 9.6% of patients had received at least one dose of a rabies vaccine as PEP. Although the risk of PEP failure is reported to be almost zero, we identified two suspected cases of PEP failure. The retrospective design of this study was a limitation, and the exact details of PEP were not reliably available. As human rabies death is a significant public health concern, the circumstances of each case should be prospectively investigated. Further research is required to understand how to reduce the number of rabies cases.
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Affiliation(s)
| | - Yuta Iwamoto
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
| | - Nobuo Saito
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Department of Clinical Medicine, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
- Department of Microbiology, Faculty of Medicine, Oita University, Yufu, Japan
- * E-mail:
| | | | | | - Akira Nishizono
- Department of Microbiology, Faculty of Medicine, Oita University, Yufu, Japan
| | - Motoi Suzuki
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Infectious Disease Surveillance Center, National Institute of Infectious Diseases, Tokyo, Japan
| | - Oladeji Oloko
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Koya Ariyoshi
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Department of Clinical Medicine, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
| | - Chris Smith
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Department of Clinical Medicine, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Christopher M. Parry
- School of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan
- Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
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5
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Cross-reactive immunity potentially drives global oscillation and opposed alternation patterns of seasonal influenza A viruses. Sci Rep 2022; 12:8883. [PMID: 35614123 PMCID: PMC9131982 DOI: 10.1038/s41598-022-08233-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 03/02/2022] [Indexed: 11/08/2022] Open
Abstract
Several human pathogens exhibit distinct patterns of seasonality and circulate as pairs. For instance, influenza A virus subtypes oscillate and peak during winter seasons of the world’s temperate climate zones. Alternation of dominant strains in successive influenza seasons makes epidemic forecasting a major challenge. From the start of the 2009 influenza pandemic we enrolled influenza A virus infected patients (n = 2980) in a global prospective clinical study. Complete hemagglutinin sequences were obtained from 1078 A/H1N1 and 1033 A/H3N2 viruses. We used phylodynamics to construct high resolution spatio-temporal phylogenetic hemagglutinin trees and estimated global influenza A effective reproductive numbers (R) over time (2009–2013). We demonstrate that R oscillates around R = 1 with a clear opposed alternation pattern between phases of the A/H1N1 and A/H3N2 subtypes. Moreover, we find a similar alternation pattern for the number of global viral spread between the sampled geographical locations. Both observations suggest a between-strain competition for susceptible hosts on a global level. Extrinsic factors that affect person-to-person transmission are a major driver of influenza seasonality. The data presented here indicate that cross-reactive host immunity is also a key intrinsic driver of influenza seasonality, which determines the influenza A virus strain at the onset of each epidemic season.
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Bouslama Z, Kharmachi H, Basdouri N, Ben Salem J, Ben Maiez S, Handous M, Saadi M, Ghram A, Turki I. Molecular Epidemiology of Rabies in Wild Canidae in Tunisia. Viruses 2021; 13:v13122473. [PMID: 34960742 PMCID: PMC8703460 DOI: 10.3390/v13122473] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 10/29/2021] [Accepted: 11/02/2021] [Indexed: 12/25/2022] Open
Abstract
Rabies is a viral zoonosis that is transmissible to humans via domestic and wild animals. There are two epidemiological cycles for rabies, the urban and the sylvatic cycles. In an attempt to study the epidemiological role of wild canidae in rabies transmission, the present study aimed to analyze the genetic characteristics of virus isolates and confirm prior suggestions that rabies is maintained through a dog reservoir in Tunisia. Virus strains isolated from wild canidae were subject to viral sequencing, and Bayesian phylogenetic analysis was performed using Beast2 software. Essentially, the virus strains isolated from wild canidae belonged to the Africa-1 clade, which clearly diverges from fox-related strains. Our study also demonstrated that genetic characteristics of the virus isolates were not as distinct as could be expected if a wild reservoir had already existed. On the contrary, the geographic landscape is responsible for the genetic diversity of the virus. The landscape itself could have also acted as a natural barrier to the spread of the virus.
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Affiliation(s)
- Zied Bouslama
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
- Faculty of Sciences, Université Tunis El Manar, Tunis 2092, Tunisia
- Correspondence:
| | - Habib Kharmachi
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Nourhene Basdouri
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Jihen Ben Salem
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Samia Ben Maiez
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Mariem Handous
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Mohamed Saadi
- Laboratory for Rabies Diagnostics, Institute Pasteur of Tunis, Belvedere, Tunis 1002, Tunisia; (H.K.); (N.B.); (J.B.S.); (S.B.M.); (M.H.); (M.S.)
| | - Abdeljalil Ghram
- Laboratory of Epidemiology and Veterinary Microbiology, LR 16 IPT 03, Institut Pasteur de Tunis, Université Tunis El Manar, Tunis 2092, Tunisia;
| | - Imed Turki
- Service des Maladies Contagieuses, Ecole Nationale de Médecine Vétérinaire-Sidi Thabet, Université Manouba, Sidi Thabet 2020, Tunisia;
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Nahata KD, Bollen N, Gill MS, Layan M, Bourhy H, Dellicour S, Baele G. On the Use of Phylogeographic Inference to Infer the Dispersal History of Rabies Virus: A Review Study. Viruses 2021; 13:v13081628. [PMID: 34452492 PMCID: PMC8402743 DOI: 10.3390/v13081628] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 08/06/2021] [Accepted: 08/11/2021] [Indexed: 12/28/2022] Open
Abstract
Rabies is a neglected zoonotic disease which is caused by negative strand RNA-viruses belonging to the genus Lyssavirus. Within this genus, rabies viruses circulate in a diverse set of mammalian reservoir hosts, is present worldwide, and is almost always fatal in non-vaccinated humans. Approximately 59,000 people are still estimated to die from rabies each year, leading to a global initiative to work towards the goal of zero human deaths from dog-mediated rabies by 2030, requiring scientific efforts from different research fields. The past decade has seen a much increased use of phylogeographic and phylodynamic analyses to study the evolution and spread of rabies virus. We here review published studies in these research areas, making a distinction between the geographic resolution associated with the available sequence data. We pay special attention to environmental factors that these studies found to be relevant to the spread of rabies virus. Importantly, we highlight a knowledge gap in terms of applying these methods when all required data were available but not fully exploited. We conclude with an overview of recent methodological developments that have yet to be applied in phylogeographic and phylodynamic analyses of rabies virus.
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Affiliation(s)
- Kanika D. Nahata
- Department of Microbiology, Immunology and Transplantation, Rega Institute KU Leuven, 3000 Leuven, Belgium; (N.B.); (M.S.G.); (S.D.); (G.B.)
- Correspondence:
| | - Nena Bollen
- Department of Microbiology, Immunology and Transplantation, Rega Institute KU Leuven, 3000 Leuven, Belgium; (N.B.); (M.S.G.); (S.D.); (G.B.)
| | - Mandev S. Gill
- Department of Microbiology, Immunology and Transplantation, Rega Institute KU Leuven, 3000 Leuven, Belgium; (N.B.); (M.S.G.); (S.D.); (G.B.)
| | - Maylis Layan
- Mathematical Modelling of Infectious Diseases Unit, Institut Pasteur, Sorbonne Université, UMR2000, CNRS, 75015 Paris, France;
| | - Hervé Bourhy
- Lyssavirus Epidemiology and Neuropathology Unit, Institut Pasteur, 75015 Paris, France;
- WHO Collaborating Centre for Reference and Research on Rabies, Institut Pasteur, 75015 Paris, France
| | - Simon Dellicour
- Department of Microbiology, Immunology and Transplantation, Rega Institute KU Leuven, 3000 Leuven, Belgium; (N.B.); (M.S.G.); (S.D.); (G.B.)
- Spatial Epidemiology Lab (SpELL), Université Libre de Bruxelles, 1050 Bruxelles, Belgium
| | - Guy Baele
- Department of Microbiology, Immunology and Transplantation, Rega Institute KU Leuven, 3000 Leuven, Belgium; (N.B.); (M.S.G.); (S.D.); (G.B.)
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Mathematical modelling and phylodynamics for the study of dog rabies dynamics and control: A scoping review. PLoS Negl Trop Dis 2021; 15:e0009449. [PMID: 34043640 PMCID: PMC8189497 DOI: 10.1371/journal.pntd.0009449] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 06/09/2021] [Accepted: 05/05/2021] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Rabies is a fatal yet vaccine-preventable disease. In the last two decades, domestic dog populations have been shown to constitute the predominant reservoir of rabies in developing countries, causing 99% of human rabies cases. Despite substantial control efforts, dog rabies is still widely endemic and is spreading across previously rabies-free areas. Developing a detailed understanding of dog rabies dynamics and the impact of vaccination is essential to optimize existing control strategies and developing new ones. In this scoping review, we aimed at disentangling the respective contributions of mathematical models and phylodynamic approaches to advancing the understanding of rabies dynamics and control in domestic dog populations. We also addressed the methodological limitations of both approaches and the remaining issues related to studying rabies spread and how this could be applied to rabies control. METHODOLOGY/PRINCIPAL FINDINGS We reviewed how mathematical modelling of disease dynamics and phylodynamics have been developed and used to characterize dog rabies dynamics and control. Through a detailed search of the PubMed, Web of Science, and Scopus databases, we identified a total of n = 59 relevant studies using mathematical models (n = 30), phylodynamic inference (n = 22) and interdisciplinary approaches (n = 7). We found that despite often relying on scarce rabies epidemiological data, mathematical models investigated multiple aspects of rabies dynamics and control. These models confirmed the overwhelming efficacy of massive dog vaccination campaigns in all settings and unraveled the role of dog population structure and frequent introductions in dog rabies maintenance. Phylodynamic approaches successfully disentangled the evolutionary and environmental determinants of rabies dispersal and consistently reported support for the role of reintroduction events and human-mediated transportation over long distances in the maintenance of rabies in endemic areas. Potential biases in data collection still need to be properly accounted for in most of these analyses. Finally, interdisciplinary studies were determined to provide the most comprehensive assessments through hypothesis generation and testing. They also represent new avenues, especially concerning the reconstruction of local transmission chains or clusters through data integration. CONCLUSIONS/SIGNIFICANCE Despite advances in rabies knowledge, substantial uncertainty remains regarding the mechanisms of local spread, the role of wildlife in dog rabies maintenance, and the impact of community behavior on the efficacy of control strategies including vaccination of dogs. Future integrative approaches that use phylodynamic analyses and mechanistic models within a single framework could take full advantage of not only viral sequences but also additional epidemiological information as well as dog ecology data to refine our understanding of rabies spread and control. This would represent a significant improvement on past studies and a promising opportunity for canine rabies research in the frame of the One Health concept that aims to achieve better public health outcomes through cross-sector collaboration.
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9
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Bacus MG, Buenaventura SGC, Mamites AMC, Elizagaque HG, Labrador CC, Delfin FC, Eng MNJ, Lagare AP, Marquez GN, Murao LAE. Genome-based local dynamics of canine rabies virus epidemiology, transmission, and evolution in Davao City, Philippines, 2018-2019. INFECTION GENETICS AND EVOLUTION 2021; 92:104868. [PMID: 33878454 DOI: 10.1016/j.meegid.2021.104868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Revised: 04/01/2021] [Accepted: 04/13/2021] [Indexed: 11/19/2022]
Abstract
Rabies is a fatal zoonotic and neglected tropical disease caused by the rabies virus (RABV) and is associated with neuronal dysfunction and death, with dogs as the predominant carrier. The Philippines plans to eradicate rabies by 2022, but this is challenged with sub-optimal coverage of vaccination programs coupled with sustained transmission chains, making it unable to eradicate the disease. We investigated the dynamics of canine rabies in the highly urbanized Davao City of the Philippines and its neighboring localities by assessing genetic relationships, transmission patterns, selection pressure, and recombination events using the whole genome sequence of 49 RABV cases from June 2018 to May 2019, majority of which (46%) were from the district of Talomo, Davao City. Although phylogeographic clustering was observed, local variants also exhibited genetic sub-lineages. Phylogenetic and spatial transmission analysis provided evidence for intra- and inter-city transmission predominantly through the Talomo district of Davao City. Around 84% of the cases were owned dogs, but the genetic similiarity of RABVs from stray and owned dogs further alluded to the role of the former as transmission vectors. The high rate of improper vaccination among the affected dogs (80%) was also a likely contributor to transmission. The RABV population under Investigation is generally under strong purifying selection with no evidence of vaccine evasion due to the genetic homogeneity of viruses from vaccinated and improperly vaccinated dogs. However, some homologous recombination (HR) events were identified along the G and L genes, also predominantly associated with viruses from Talomo. The complementary findings on epidemiology, transmission, and recombination for Talomo suggest that high incidence areas can be seeds for virus dispersal and evolution. We recommend further Investigations on the possibility of HR in future large-scale genome studies. Finally, districts associated with these phenomena can be targeted for evidence-based local strategies that can help break RABV transmission chains and prevent emergence of novel strains in Davao City.
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Affiliation(s)
- Michael G Bacus
- Philippine Genome Center Mindanao, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines
| | - Sheryl Grace C Buenaventura
- Department of Biological Sciences and Environmental Studies, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines
| | - Allan Michael C Mamites
- Department of Biological Sciences and Environmental Studies, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines
| | - Hannah G Elizagaque
- Department of Biological Sciences and Environmental Studies, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines
| | - Christian C Labrador
- Philippine Genome Center Mindanao, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines
| | - Frederick C Delfin
- DNA Analysis Laboratory, Natural Sciences Research Institute, University of the Philippines Diliman, Quezon City, Philippines
| | - Ma Noreen J Eng
- Davao City Veterinary Office, Pichon St., Davao City, Philippines
| | - Arlene P Lagare
- Davao City Veterinary Office, Pichon St., Davao City, Philippines
| | - Gloria N Marquez
- Davao City Veterinary Office, Pichon St., Davao City, Philippines
| | - Lyre Anni E Murao
- Department of Biological Sciences and Environmental Studies, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines; Philippine Genome Center Mindanao, University of the Philippines Mindanao, Tugbok District, Mintal, Davao City, Philippines.
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10
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Manalo DL, Gomez MRR, Jarilla BR, Ang MJC, Tuason LT, Demetria CS, Medina PB, Dilig JE, Avenido-Cervantes EF, Park CH, Inoue S. A preliminary evaluation of a locally produced biotinylated polyclonal anti-rabies antibody for direct rapid immunohistochemical test (DRIT) in the Philippines. Acta Trop 2020; 211:105610. [PMID: 32610092 DOI: 10.1016/j.actatropica.2020.105610] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 05/30/2020] [Accepted: 06/26/2020] [Indexed: 11/29/2022]
Abstract
Rabies is a fatal zoonotic disease endemic in developing countries of Asia and Africa. Recently, the direct rapid immunohistochemical test (DRIT) was recommended by the World Health Organization (WHO) and the World Organization for Animal Health (OIE) as a diagnostic test for rabies. Therefore, a biotinylated polyclonal antibody (pAb) against the rabies lyssavirus (RABV) nucleoprotein was developed using a plasmid cDNA vaccine derived from a challenge virus standard 11 strain. A preliminary evaluation on the efficacy of this reagent in recognizing the Philippine RABV strain was tested using banked canine hippocampal tissue samples with DRIT and the results were compared to dFAT. The effects of acetone and formalin fixation on DRIT were also assessed through immunoreactivity scores of the specimens. Of the 142 samples examined, 104 tested positive and 38 negative using both dFAT and DRIT, showing 100% agreement between the two diagnostic procedures. Moreover, no false positive or false negative results were observed using acetone and formalin fixation. Thus, locally prepared biotinylated pAb from plasmid cDNA can be used for DRIT, especially in resource-limited laboratories in the Philippines. However, these results should be confirmed with a more thorough evaluation of this technique, and the range of detection needs to be further evaluated in a larger panel of animal samples and on other lyssaviruses.
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Affiliation(s)
- Daria L Manalo
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines.
| | - Ma Ricci R Gomez
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Blanca R Jarilla
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Mary Jasmin C Ang
- College of Veterinary Medicine, University of the Philippines Los Baños, Los Baños, Laguna, Philippines
| | - Laarni T Tuason
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Catalino S Demetria
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Plebeian B Medina
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Joselito E Dilig
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Eleonor F Avenido-Cervantes
- Research Institute for Tropical Medicine, 9002 Research Drive, Filinvest Corporate City, Alabang, Muntinlupa City, Philippines
| | - Chun-Ho Park
- Department of Veterinary Pathology, School of Veterinary Medicine, Kitasato University, Towada, Aomori, Japan
| | - Satoshi Inoue
- Department of Veterinary Science, National Institute for Infectious Diseases, Toyama, Shinjuku, Tokyo, Japan
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11
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Swetnam D, Widen SG, Wood TG, Reyna M, Wilkerson L, Debboun M, Symonds DA, Mead DG, Beaty BJ, Guzman H, Tesh RB, Barrett ADT. Terrestrial Bird Migration and West Nile Virus Circulation, United States. Emerg Infect Dis 2019; 24:2184-2194. [PMID: 30457531 PMCID: PMC6256381 DOI: 10.3201/eid2412.180382] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Host migration and emerging pathogens are strongly associated, especially with regard to zoonotic diseases. West Nile virus (WNV), a mosquitoborne pathogen capable of causing severe, sometimes fatal, neuroinvasive disease in humans, is maintained in highly mobile avian hosts. Using phylogeographic approaches, we investigated the relationship between WNV circulation in the United States and the flight paths of terrestrial birds. We demonstrated southward migration of WNV in the eastern flyway and northward migration in the central flyway, which is consistent with the looped flight paths of many terrestrial birds. We also identified 3 optimal locations for targeted WNV surveillance campaigns in the United States—Illinois, New York, and Texas. These results illustrate the value of multidisciplinary approaches to surveillance of infectious diseases, especially zoonotic diseases.
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12
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Chen J, Liu G, Jin T, Zhang R, Ou X, Zhang H, Lin P, Yao D, Chen S, Luo M, Yang F, Huang D, Sun B, Zhang R. Epidemiological and Genetic Characteristics of Rabies Virus Transmitted Through Organ Transplantation. Front Cell Infect Microbiol 2018; 8:86. [PMID: 29637047 PMCID: PMC5880885 DOI: 10.3389/fcimb.2018.00086] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Accepted: 03/02/2018] [Indexed: 11/26/2022] Open
Abstract
In January 2016, two patients died of rabies after receiving kidney transplants from a common organ donor at a hospital in Changsha, Hunan, China. The medical records, epidemiological data of the organ donor, two kidney and a liver recipients were reviewed. Intravitam saliva samples of the two kidney recipients were tested for rabies virus (RABV) using real-time RT-PCR, and the nucleoprotein (N) gene was amplified and sequenced by Sanger sequencing. Whole genome sequences were analyzed using next-generation sequencing. The N genes of the two kidney recipients showed 100% nucleic acid identity. Phylogenetic analysis of the complete genome, N and glycoprotein (G) genes indicated that the RABV was homologous with dog isolates from the Hunan province and belong to the China I lineage, which is widespread in China. The organ donor was a 22-month-old boy who died from unknown acute progressive encephalitis. After undergoing sub-hypothermia hibernation therapy, rabies-associated symptoms were atypical, and rabies was neglected because serum RABV-specific antibodies were negative. An unknown wound on the forehead of the donor was found 2 months before the onset of symptoms. Based on the clinical, epidemiological, and molecular findings, we speculated that the RABV initially originated in the donor from a dog bite, and was then transmitted to the recipients by organ transplantation. An uncertain exposure history and misdiagnosis played important roles in the spread of the RABV. Rabies should be considered in patients with acute progressive encephalitis of unexplained etiology, especially in potential organ donors.
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Affiliation(s)
- Jingfang Chen
- Changsha Center for Disease Control and Prevention, Changsha, China.,Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Guang Liu
- China National Genebank-Shenzhen, Shenzhen, China.,Infection Omics Research Institute, BGI-Shenzhen, Shenzhen, China
| | - Tao Jin
- China National Genebank-Shenzhen, Shenzhen, China.,Infection Omics Research Institute, BGI-Shenzhen, Shenzhen, China
| | - Rusheng Zhang
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Xinhua Ou
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Heng Zhang
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Peng Lin
- China National Genebank-Shenzhen, Shenzhen, China.,BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, China
| | - Dong Yao
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Shuilian Chen
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Meiling Luo
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Fan Yang
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Dana Huang
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Biancheng Sun
- Changsha Center for Disease Control and Prevention, Changsha, China
| | - Renli Zhang
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
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13
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Dellicour S, Rose R, Faria NR, Vieira LFP, Bourhy H, Gilbert M, Lemey P, Pybus OG. Using Viral Gene Sequences to Compare and Explain the Heterogeneous Spatial Dynamics of Virus Epidemics. Mol Biol Evol 2017. [PMID: 28651357 DOI: 10.1093/molbev/msx176] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Rabies is an important zoonotic disease distributed worldwide. A key question in rabies epidemiology is the identification of factors that impact virus dispersion. Here we apply new analytical methods, based on phylogeographic reconstructions of viral lineage movement, to undertake a comparative evolutionary-epidemiological study of the spatial dynamics of rabies virus (RABV) epidemics in different hosts and habitats. We compiled RABV data sets from skunk, raccoon, bat and domestic dog populations in order to investigate the viral diffusivity of different RABV epidemics, and to detect and compare the environmental factors that impact the velocity of viral spread in continuous spatial landscapes. We build on a recently developed statistical framework that uses spatially- and temporally-referenced phylogenies. We estimate several spatial statistics of virus spread, which reveal a higher diffusivity of RABV in domestic dogs compared with RABV in other mammals. This finding is explained by subsequent analyses of environmental heterogeneity, which indicate that factors relating to human geography play a significant role in RABV dispersion in domestic dogs. More generally, our results suggest that human-related factors are important worldwide in explaining RABV dispersion in terrestrial host species. Our study shows that phylogenetically informed viral movements can be used to elucidate the factors that impact virus dispersal, opening new opportunities for a better understanding of the impact of host species and environmental conditions on the spatial dynamics of rapidly evolving populations.
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Affiliation(s)
- Simon Dellicour
- Clinical and Epidemiological Virology, Department of Microbiology and Immunology, Rega Institute, KU Leuven-University of Leuven, Leuven, Belgium
| | | | | | - Luiz Fernando Pereira Vieira
- Department of Laboratorial Diagnosis, Institute of Agricultural and Forest Defense of Espírito Santo (IDAF), Vitoria, Brazil
| | - Hervé Bourhy
- Institut Pasteur, Lyssavirus Dynamics and Host Adaptation Unit, WHO Collaborating Centre for Reference and Research on Rabies, Paris, France
| | - Marius Gilbert
- Spatial Epidemiology Lab (SpELL), Université Libre de Bruxelles, Brussels, Belgium
| | - Philippe Lemey
- Clinical and Epidemiological Virology, Department of Microbiology and Immunology, Rega Institute, KU Leuven-University of Leuven, Leuven, Belgium
| | - Oliver G Pybus
- Department of Zoology, University of Oxford, Oxford, United Kingdom
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14
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Benjathummarak S, Fa-ngoen C, Pipattanaboon C, Boonha K, Ramasoota P, Pitaksajjakul P. Molecular genetic characterization of rabies virus glycoprotein gene sequences from rabid dogs in Bangkok and neighboring provinces in Thailand, 2013–2014. Arch Virol 2016; 161:1261-71. [DOI: 10.1007/s00705-016-2789-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2015] [Accepted: 02/07/2016] [Indexed: 10/22/2022]
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15
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Tohma K, Saito M, Demetria CS, Manalo DL, Quiambao BP, Kamigaki T, Oshitani H. Molecular and mathematical modeling analyses of inter-island transmission of rabies into a previously rabies-free island in the Philippines. INFECTION GENETICS AND EVOLUTION 2015; 38:22-28. [PMID: 26656835 DOI: 10.1016/j.meegid.2015.12.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Revised: 11/14/2015] [Accepted: 12/01/2015] [Indexed: 10/22/2022]
Abstract
Rabies is endemic in the Philippines and dog bites are a major cause of rabies cases in humans. The rabies control program has not been successful in eliminating rabies because of low vaccination coverage among dogs. Therefore, more effective and feasible strategies for rabies control are urgently required in the country. To control rabies, it is very important to know if inter-island transmission can occur because rabies can become endemic once the virus is introduced in areas that previously had no reported cases. Our molecular epidemiological study suggests that inter-island transmission events can occur; therefore, we further investigated these inter-island transmission using phylogenetic and modeling approaches. We investigate inter-island transmission between Luzon and Tablas Islands in the Philippines. Phylogenetic analysis and mathematical modeling demonstrate that there was a time lag of several months to a year from rabies introduction to initial case detection, indicating the difficulties in recognizing the initial rabies introductory event. There had been no rabies cases reported in Tablas Island; however, transmission chain was sustained on this island after the introduction of rabies virus because of low vaccination coverage among dogs. Across the islands, a rabies control program should include control of inter-island dog transportation and rabies vaccination to avoid viral introduction from the outside and to break transmission chains after viral introduction. However, this program has not yet been completely implemented and transmission chains following inter-island virus transmission are still observed. Local government units try to control dog transport; however, it should be more strictly controlled, and a continuous rabies control program should be implemented to prevent rabies spread even in rabies-free areas.
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Affiliation(s)
- Kentaro Tohma
- Department of Virology, Tohoku University Graduate School of Medicine, Sendai, Miyagi, Japan.
| | - Mariko Saito
- Department of Virology, Tohoku University Graduate School of Medicine, Sendai, Miyagi, Japan; Tohoku-RITM Collaborative Research Center on Emerging and Re-emerging Infectious Diseases, Muntinlupa City, Metro Manila, Philippines.
| | - Catalino S Demetria
- Research Institute for Tropical Medicine (RITM), Muntinlupa City, Metro Manila, Philippines.
| | - Daria L Manalo
- Research Institute for Tropical Medicine (RITM), Muntinlupa City, Metro Manila, Philippines.
| | - Beatriz P Quiambao
- Research Institute for Tropical Medicine (RITM), Muntinlupa City, Metro Manila, Philippines.
| | - Taro Kamigaki
- Department of Virology, Tohoku University Graduate School of Medicine, Sendai, Miyagi, Japan; Tohoku-RITM Collaborative Research Center on Emerging and Re-emerging Infectious Diseases, Muntinlupa City, Metro Manila, Philippines.
| | - Hitoshi Oshitani
- Department of Virology, Tohoku University Graduate School of Medicine, Sendai, Miyagi, Japan; Tohoku-RITM Collaborative Research Center on Emerging and Re-emerging Infectious Diseases, Muntinlupa City, Metro Manila, Philippines.
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