Tracing the evolutionary trajectory of Japanese encephalitis virus across hosts and countries

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Japanese encephalitis Virus (JEV), the leading cause of epidemic encephalitis worldwide, is widespread across Asia and Australia cycling between vertebrate reservoir hosts and culicine mosquitoes. Change in dominant genotype, epidemics in new regions and re-emergence of dormant genotypes pose major public health concerns. To investigate the prevalent genotypes and their host range, JEV isolates were compiled from NCBI GenBank over a period of eight decades and full-length envelope gene sequences were analyzed. TMRCA analysis confirmed that JEV originated in the Indonesia-Malaysia region and subsequently diversified into multiple genotypes. Intriguing trends in the genotype distribution and the spread of the virus across various hosts and regions were observed. A notable change from GIII to GI is observed in many countries and distinct emergence and dispersion patterns across different regions and time periods were documented. The re-emergence of GIV in Indonesia after 37 years, coupled with its emergence in Australia highlight the need for critical control measures. Similarly, GV’s resurgence in China after 57 years and its circulation in Korea emphasize the necessity of continuous genomic surveillance. Whole genome analysis further reinforced these findings, revealing a broader host range and deeper evolutionary insights, underscoring the urgency of proactive public health interventions.Supplementary InformationThe online version contains supplementary material available at 10.1038/s41598-025-03277-0.

ReferencesShowing 10 of 33 papers
  • Open Access Icon
  • Cite Count Icon 28
  • 10.1371/journal.pntd.0007601
Partial cross-protection between Japanese encephalitis virus genotype I and III in mice.
  • Aug 2, 2019
  • PLOS Neglected Tropical Diseases
  • Jianchao Wei + 12 more

  • Open Access Icon
  • Cite Count Icon 978
  • 10.1093/genetics/161.3.1307
Estimating mutation parameters, population history and genealogy simultaneously from temporally spaced sequence data.
  • Jul 1, 2002
  • Genetics
  • Alexei J Drummond + 3 more

  • Open Access Icon
  • Cite Count Icon 30491
  • 10.1093/molbev/msy096
MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms.
  • May 2, 2018
  • Molecular Biology and Evolution
  • Sudhir Kumar + 4 more

  • Open Access Icon
  • Cite Count Icon 533
  • 10.3201/eid1501.080311
Past, Present, and Future of Japanese Encephalitis
  • Jan 1, 2009
  • Emerging Infectious Diseases
  • Tobias E Erlanger + 4 more

  • Open Access Icon
  • Cite Count Icon 35
  • 10.1128/jvi.00358-15
A Japanese encephalitis virus genotype 5 molecular clone is highly neuropathogenic in a mouse model: impact of the structural protein region on virulence.
  • Mar 18, 2015
  • Journal of Virology
  • Mélissanne De Wispelaere + 2 more

  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 27
  • 10.3390/tropicalmed5030133
A Case of Japanese Encephalitis with a Fatal Outcome in an Australian Who Traveled from Bali in 2019.
  • Aug 19, 2020
  • Tropical Medicine and Infectious Disease
  • Alyssa T Pyke + 11 more

  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 50
  • 10.1186/1743-422x-9-271
Molecular evidence for the occurrence of Japanese encephalitis virus genotype I and III infection associated with acute encephalitis in patients of West Bengal, India, 2010.
  • Nov 15, 2012
  • Virology Journal
  • Arindam Sarkar + 4 more

  • Open Access Icon
  • Cite Count Icon 39
  • 10.1007/s00705-022-05481-z
Molecular pathogenesis of Japanese encephalitis and possible therapeutic strategies.
  • Jun 2, 2022
  • Archives of virology
  • Sanjay Kumar + 6 more

  • Open Access Icon
  • Cite Count Icon 520
  • 10.1136/jnnp.68.4.405
Japanese encephalitis
  • Apr 1, 2000
  • Journal of Neurology, Neurosurgery & Psychiatry
  • T Solomon

  • Cite Count Icon 36
  • 10.1099/vir.0.000213
In vitro growth, pathogenicity and serological characteristics of the Japanese encephalitis virus genotype V Muar strain.
  • Jun 5, 2015
  • Journal of General Virology
  • Shigeru Tajima + 9 more

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Molecular Epidemiology of Japanese Encephalitis Virus, Taiwan
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Molecular Epidemiology of Japanese Encephalitis Virus, Taiwan

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  • 10.3201/eid1702.100815
Introduction of Japanese Encephalitis Virus Genotype I, India
  • Feb 1, 2011
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  • Pradip V Fulmali + 5 more

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Isolation and Genetic Characterization of Japanese Encephalitis Virus Two Decades after Its Elimination in Singapore
  • Nov 28, 2022
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  • Ming Jie Lim + 12 more

Japanese encephalitis virus (JEV) is an important arbovirus in Asia that can cause serious neurological disease. JEV is transmitted by mosquitoes in an enzootic cycle involving porcine and avian reservoirs, in which humans are accidental, dead-end hosts. JEV is currently not endemic in Singapore, after pig farming was abolished in 1992; the last known human case was reported in 2005. However, due to its location along the East-Asian Australasian Flyway (EAAF), Singapore is vulnerable to JEV re-introduction from the endemic regions. Serological and genetic evidence in the last decade suggests JEV's presence in the local fauna. In the present study, we report the genetic characterization and the first isolation of JEV from 3214 mosquito pools consisting of 41,843 Culex mosquitoes, which were trapped from April 2014 to May 2021. The findings demonstrated the presence of genotype I of JEV (n = 10), in contrast to the previous reports of the presence of genotype II of JEV in Singapore. The genetic analyses also suggested that JEV has entered Singapore on several occasions and has potentially established an enzootic cycle in the local fauna. These observations have important implications in the risk assessment and the control of Japanese encephalitis in non-endemic countries, such as Singapore, that are at risk for JEV transmission.

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Japanese Encephalitis, Tibet, China
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Japanese Encephalitis, Tibet, China

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Isolation of Japanese encephalitis virus from mosquitoes collected in Karnataka state, India from 1985 to 1987
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Isolation of Japanese encephalitis virus from mosquitoes collected in Karnataka state, India from 1985 to 1987

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The appearance of a second genotype of Japanese encephalitis virus in the Australasian region.
  • Dec 1, 2001
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  • A T Pyke + 13 more

In mid-January 2000, the reappearance of Japanese encephalitis (JE) virus activity in the Australasian region was first demonstrated by the isolation of JE virus from 3 sentinel pigs on Badu Island in the Torres Strait. Further evidence of JE virus activity was revealed through the isolation of JE virus from Culex gelidus mosquitoes collected on Badu Island and the detection of specific JE virus neutralizing antibodies in 3 pigs from Saint Pauls community on Moa Island. Nucleotide sequencing and phylogenetic analyses of the premembrane and envelope genes were performed which showed that both the pig and mosquito JE virus isolates (TS00 and TS4152, respectively) clustered in genotype I, along with northern Thai, Cambodian, and Korean isolates. All previous Australasian JE virus isolates belong to genotype II, along with Malaysian and Indonesian isolates. Therefore, for the first time, the appearance and transmission of a second genotype of JE virus in the Australasian region has been demonstrated.

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  • 10.3390/vaccines10081303
Genomic Characteristics and E Protein Bioinformatics Analysis of JEV Isolates from South China from 2011 to 2018.
  • Aug 12, 2022
  • Vaccines
  • Yawei Sun + 12 more

Japanese encephalitis is a mosquito-borne zoonotic epidemic caused by the Japanese encephalitis virus (JEV). JEV is not only the leading cause of Asian viral encephalitis, but also one of the leading causes of viral encephalitis worldwide. To understand the genetic evolution and E protein characteristics of JEV, 263 suspected porcine JE samples collected from South China from 2011 to 2018 were inspected. It was found that 78 aborted porcine fetuses were JEV-nucleic-acid-positive, with a positive rate of 29.7%. Furthermore, four JEV variants were isolated from JEV-nucleic-acid-positive materials, namely, CH/GD2011/2011, CH/GD2014/2014, CH/GD2015/2015, and CH/GD2018/2018. The cell culture and virus titer determination of four JEV isolates showed that four JEV isolates could proliferate stably in Vero cells, and the virus titer was as high as 108.5 TCID 50/mL. The whole-genome sequences of four JEV isolates were sequenced. Based on the phylogenetic analysis of the JEV E gene and whole genome, it was found that CH/GD2011/2011 and CH/GD2015/2015 belonged to the GIII type, while CH/GD2014/2014 and CH/GD2018/2018 belonged to the GI type, which was significantly different from that of the JEV classical strain CH/BJ-1/1995. Bioinformatics tools were used to analyze the E protein phosphorylation site, glycosylation site, B cell antigen epitope, and modeled 3D structures of E protein in four JEV isolates. The analysis of the prevalence of JEV and the biological function of E protein can provide a theoretical basis for the prevention and control of JEV and the design of antiviral drugs.

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  • Cite Count Icon 120
  • 10.1371/journal.pntd.0002411
Phylogeography of Japanese Encephalitis Virus: Genotype Is Associated with Climate
  • Aug 29, 2013
  • PLoS Neglected Tropical Diseases
  • Amy J Schuh + 3 more

The circulation of vector-borne zoonotic viruses is largely determined by the overlap in the geographical distributions of virus-competent vectors and reservoir hosts. What is less clear are the factors influencing the distribution of virus-specific lineages. Japanese encephalitis virus (JEV) is the most important etiologic agent of epidemic encephalitis worldwide, and is primarily maintained between vertebrate reservoir hosts (avian and swine) and culicine mosquitoes. There are five genotypes of JEV: GI-V. In recent years, GI has displaced GIII as the dominant JEV genotype and GV has re-emerged after almost 60 years of undetected virus circulation. JEV is found throughout most of Asia, extending from maritime Siberia in the north to Australia in the south, and as far as Pakistan to the west and Saipan to the east. Transmission of JEV in temperate zones is epidemic with the majority of cases occurring in summer months, while transmission in tropical zones is endemic and occurs year-round at lower rates. To test the hypothesis that viruses circulating in these two geographical zones are genetically distinct, we applied Bayesian phylogeographic, categorical data analysis and phylogeny-trait association test techniques to the largest JEV dataset compiled to date, representing the envelope (E) gene of 487 isolates collected from 12 countries over 75 years. We demonstrated that GIII and the recently emerged GI-b are temperate genotypes likely maintained year-round in northern latitudes, while GI-a and GII are tropical genotypes likely maintained primarily through mosquito-avian and mosquito-swine transmission cycles. This study represents a new paradigm directly linking viral molecular evolution and climate.

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  • Cite Count Icon 15
  • 10.1016/j.virusres.2013.09.002
Molecular phylogenetic and positive selection analysis of Japanese encephalitis virus strains isolated from pigs in China
  • Sep 14, 2013
  • Virus Research
  • Wen-Jun Liu + 9 more

Molecular phylogenetic and positive selection analysis of Japanese encephalitis virus strains isolated from pigs in China

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  • Cite Count Icon 27
  • 10.4269/ajtmh.2001.65.388
Short report: genetic heterogeneity of Japanese encephalitis virus assessed via analysis of the full-length genome sequence of a Korean isolate.
  • Oct 1, 2001
  • The American journal of tropical medicine and hygiene
  • J H Nam + 7 more

We determined the full-length genome sequence of Japanese encephalitis virus (JEV) K94P05 isolated in Korea. Sequence analysis showed that the 10,963-nucleotide-long RNA genome of K94P05 was 13 or 14 nucleotides shorter than the genome of other JEV isolates because of a deletion in the 3' noncoding region of K94P05. Compared with sequences of other JEV isolates, the full-length nucleotide sequence showed 89.0-89.6% homology, and the deduced amino acid sequence showed between 96.4-97.3% homology. A region of approximately 60 nucleotides immediately downstream of the open reading frame stop codon of K94P05 showed high sequence variability as compared with other JEV isolates. K94P05 formed a distinct group within a phylogenetic tree established with the full-length genome sequences. Cross-neutralization studies showed that polyclonal antibodies to Korean isolates were 3 times better at neutralizing the Korean isolates than antibodies to Nakayama-NIH. These findings suggest that Korean JEV K94P05 is genetically and antigenically distinct from other Asian JEV isolates.

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  • Cite Count Icon 27
  • 10.1007/s00705-013-1777-5
Comparison of genomic and amino acid sequences of eight Japanese encephalitis virus isolates from bats
  • Jul 9, 2013
  • Archives of Virology
  • Shan Liu + 15 more

We compared nucleotide and deduced amino acid sequences of eight Japanese encephalitis virus (JEV) isolates derived from bats in China. We also compared the bat JEV isolates with other JEV isolates available from GenBank to determine their genetic similarity. We found a high genetic homogeneity among the bat JEVs isolated in different geographical areas from various bat species at different time periods. All eight bat JEV isolates belonged to genotype III. The mean evolutionary rate of bat JEV isolates was lower than those of isolates of other origin, but this difference was not statistically significant. Based on these results, we presume that the bat JEV isolates might be evolutionarily conserved. The eight bat JEV isolates were phylogenetically similar to mosquito BN19 and human Liyujie isolates of JEV. These results indicate that bats might be involved in natural cycle of JEV.

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  • Cite Count Icon 27
  • 10.1186/1746-6148-10-63
Japanese encephalitis in a 114-month-old cow: pathological investigation of the affected cow and genetic characterization of Japanese encephalitis virus isolate
  • Mar 11, 2014
  • BMC Veterinary Research
  • Naomi Kako + 6 more

BackgroundJapanese encephalitis virus (JEV) is classified into the genus Flavivirus in the family Flaviviridae. JEV can cause febrile illness and encephalitis mainly in humans and horses, and occasionally in cattle.Case presentationIn late September 2010, a 114-month-old cow showed neurological symptoms similar to the symptoms observed in previous bovine cases of Japanese encephalitis (JE); therefore, we conducted virological and pathological tests on the cow. As a result, JEV was isolated from the cerebrum of the affected cow. We determined the complete genome sequence of the JEV isolate, which we named JEV/Bo/Aichi/1/2010, including the envelope (E) gene region and 3’ untranslated region (3’UTR). Our phylogenetic analyses of the E region and complete genome showed that the isolate belongs to JEV genotype 1 (G1). The isolate, JEV/Bo/Aichi/1/2010, was most closely related to several JEV G1 isolates in Toyama Prefecture, Japan in 2007–2009 by the phylogenetic analysis of the E region. In addition, the nucleotide alignment revealed that the deletion in the 3’UTR was the same between JEV/Bo/Aichi/1/2010 and several other JEV G1 isolates identified in Toyama Prefecture in 2008–2009. A hemagglutination inhibition (HI) test was conducted for the detection of anti-JEV antibodies in the affected cow, and the test detected 2-mercaptoethanol (2-ME)-sensitive HI antibodies against JEV in the serum of the affected cow. The histopathological investigation revealed nonsuppurative encephalomyelitis in the affected cow, and the immunohistochemical assay detected JEV antigen in the cerebrum.ConclusionWe diagnosed the case as JE of a cow based on the findings of nonsuppurative encephalomyelitis observed in the central nervous system, JEV antigen detected in the cerebrum, JEV isolated from the cerebrum, and 2-ME-sensitive HI antibodies against JEV detected in the serum. This is the first reported case of JE in a cow over 24 months old.

  • Research Article
  • 10.3760/cma.j.issn.0254-6450.2012.01.018
Study on the molecular characteristics of Japanese encephalitis virus living in vector mosquitoes, in Zhejiang province, 2009 - 2010
  • Jan 1, 2012
  • Chinese journal of epidemiology
  • Ju-Ying Yan + 7 more

To investigate the molecular characteristics of Japanese encephalitis virus (JEV) living in vector mosquitoes, from Zhejiang province. A total of 13 620 mosquitoes were collected from the monitoring stations located in Cixi city and Xianju county in Zhejiang province, in July and August, 2009 - 2010. Nucleic acid of JEV from the mosquitoes was monitored by using real-time RT-PCR. The virus strains were isolated with BHK-21 cell line, with E genes of the isolated viruses amplified, sequenced and their phylogeny and homology analyzed. The positive rates of JEV for those mosquitoes collected in the stations of Cixi and Xianju were 17.0% (27/159) and 3.4% (1/29), respectively. Twenty-two JEV strains were isolated, accounted for 15.4% among the 143 batches of mosquitoes collected in 2010. All E genes in the 6 sequenced virus isolates contained 1500 nucleotides encoding 500 amino acids, in which no inserts and deletions were identified. The identity rates of nucleotide and amino acid in E gene were 99.2% - 99.8% and 100.0% among the 6 JEV strains isolated from Zhejiang, 99.1% - 99.3% and 99.2% - 99.8% between the Zhejiang strains in 2009 - 2010 and the Zhejiang strains in 2007 - 2008, respectively, 87.6% - 88.0% and 97.8% between the 6 Zhejiang strains and the vaccine strain SA14-14-2 of JEV, respectively. The phylogeny tree of E gene indicated that the JEV isolates in Zhejiang during 2009 - 2010 was located in the branch of the genotype I. Mosquitoes collected from Cixi and Xianju areas carried JEV, with the rate of JEV in Cixi higher than in Xianju. All the Zhejiang isolates in 2009 - 2010 were proven to be the genotype I of JEV.

  • Research Article
  • Cite Count Icon 50
  • 10.1089/vbz.2011.0870
Genetic Diversity of Japanese Encephalitis Virus Isolates Obtained from the Indonesian Archipelago Between 1974 and 1987
  • Apr 16, 2013
  • Vector-Borne and Zoonotic Diseases
  • Amy J Schuh + 3 more

Five genotypes (GI-V) of Japanese encephalitis virus (JEV) have been identified, all of which have distinct geographical distributions and epidemiologies. It is thought that JEV originated in the Indonesia-Malaysia region from an ancestral virus. From that ancestral virus GV diverged, followed by GIV, GIII, GII, and GI. Genotype IV appears to be confined to the Indonesia-Malaysia region, as GIV has been isolated in Indonesia from mosquitoes only, while GV has been isolated on three occasions only from a human in Malaysia and mosquitoes in China and South Korea. In contrast, GI-III viruses have been isolated throughout Asia and Australasia from a variety of hosts. Prior to this study only 13 JEV isolates collected from the Indonesian archipelago had been studied genetically. Therefore the sequences of the envelope (E) gene of 24 additional Indonesian JEV isolates, collected throughout the archipelago between 1974 and 1987, were determined and a series of molecular adaptation analyses were performed. Phylogenetic analysis indicated that over a 14-year time span three genotypes of JEV circulated throughout Indonesia, and a statistically significant association between the year of virus collection and genotype was revealed: isolates collected between 1974 and 1980 belonged to GII, isolates collected between 1980 and 1981 belonged to GIV, and isolates collected in 1987 belonged to GIII. Interestingly, three of the GII Indonesian isolates grouped with an isolate that was collected during the JE outbreak that occurred in Australia in 1995, two of the GIII Indonesian isolates were closely related to a Japanese isolate collected 40 years previously, and two Javanese GIV isolates possessed six amino acid substitutions within the E protein when compared to a previously sequenced GIV isolate collected in Flores. Several amino acids within the E protein of the Indonesian isolates were found to be under directional evolution and/or co-evolution. Conceivably, the tropical climate of the Indonesia/Malaysia region, together with its plethora of distinct fauna and flora, may have driven the emergence and evolution of JEV. This is consistent with the extensive genetic diversity seen among the JEV isolates observed in this study, and further substantiates the hypothesis that JEV originated in the Indonesia-Malaysia region.

  • Research Article
  • Cite Count Icon 27
  • 10.4142/jvs.2012.13.2.111
Isolation and genetic characterization of Japanese encephalitis virus from equines in India
  • Jan 1, 2012
  • Journal of Veterinary Science
  • Baldev R Gulati + 5 more

Japanese encephalitis (JE) is an important vector-borne viral disease of humans and horses in Asia. JE outbreaks occur regularly amongst humans in certain parts of India and sporadic cases occur among horses. In this study, JE seroprevalence and evidence of JE virus (JEV) infection among horses in Haryana (India) is described. Antibodies against JEV were detected in 67 out of 637 (10.5%) horses screened between 2006 and 2010. Two foals exhibiting neurological signs were positive for JEV RNA by RT-PCR; JEV was isolated from the serum of one of the foals collected on the second day of illness. This is the first report of JEV isolation from a horse in India. Furthermore, a pool of mosquitoes collected from the premises housing these foals was positive for JEV RNA by RT-PCR. Three structural genes, capsid (C), premembrane (prM), and envelope (E) of the isolated virus (JE/eq/India/H225/2009) spanning 2,500 nucleotides (from 134 to 2,633) were cloned and sequenced. BLAST results showed that these genes had a greater than 97% nucleotide sequence identity with different human JEV isolates from India. Phylogenetic analysis based on E- and C/prM genes indicated that the equine JEV isolate belonged to genotype III and was closely related to the Vellore group of JEV isolates from India.

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