Shusuke Kawakubo1, Yasuhiro Tomitaka1, Kenta Tomimura1, Ryoko Koga1, Hiroki Matsuoka1, Seiji Uematsu2, Kazuo Yamashita3, Simon Y W Ho4, Kazusato Ohshima1. 1. Laboratory of Plant Virology, Department of Biological Resource Science, Faculty of Agriculture, Saga University, 1-banchi, Honjo-machi, Saga 840-8502, Japan. 2. Laboratory of Agro-Environmental Science, Warm Region Horticulture Institute, Chiba Prefectural Agriculture and Forestry Research Center, 1762 Yamamoto, Tateyama, Chiba 294-0014, Japan. 3. Vegetable Research Institute, Aomori Prefectural Industrial Technology Research Center, 91 Yanagisawa, Inuotose, Rokunohe, Aomori 033-0071, Japan. 4. School of Life and Environmental Sciences, University of Sydney, Sydney, NSW 2006, Australia.
Abstract
Characterizing the detailed spatial and temporal dynamics of plant pathogens can provide valuable information for crop protection strategies. However, the epidemiological characteristics and evolutionary trajectories of pathogens can differ markedly from one country to another. The most widespread and important virus of brassica vegetables, turnip mosaic virus (TuMV), causes serious plant diseases in Japan. We collected 317 isolates of TuMV from Raphanus and Brassica plants throughout Japan over nearly five decades. Genomic sequences from these isolates were combined with published sequences. We identified a total of eighty-eight independent recombination events in Japanese TuMV genomes and found eighty-two recombination-type patterns in Japan. We assessed the evolution of TuMV through space and time using whole and partial genome sequences of both nonrecombinants and recombinants. Our results suggest that TuMV was introduced into Japan after the country emerged from its isolationist policy (1639-1854) in the Edo period and then dispersed to other parts of Japan in the 20th century. The results of our analyses reveal the complex structure of the TuMV population in Japan and emphasize the importance of identifying recombination events in the genome. Our study also provides an example of surveying the epidemiology of a virus that is highly recombinogenic.
Characterizing the detailed spatial and temporal dynamics of plant pathogens can provide valuable information for crop protection strategies. However, the epidemiological characteristics and evolutionary trajectories of pathogens can differ markedly from one country to another. The most widespread and important virus of brassica vegetables, turnip mosaic virus (TuMV), causes serious plant diseases in Japan. We collected 317 isolates of TuMV from Raphanus and Brassica plants throughout Japan over nearly five decades. Genomic sequences from these isolates were combined with published sequences. We identified a total of eighty-eight independent recombination events in Japanese TuMV genomes and found eighty-two recombination-type patterns in Japan. We assessed the evolution of TuMV through space and time using whole and partial genome sequences of both nonrecombinants and recombinants. Our results suggest that TuMV was introduced into Japan after the country emerged from its isolationist policy (1639-1854) in the Edo period and then dispersed to other parts of Japan in the 20th century. The results of our analyses reveal the complex structure of the TuMV population in Japan and emphasize the importance of identifying recombination events in the genome. Our study also provides an example of surveying the epidemiology of a virus that is highly recombinogenic.
Turnip mosaic virus (TuMV) is one of the most widespread viruses, having the widest host
range (Walsh and Jenner 2002). It causes serious
yield losses of brassica vegetables (e.g. broccoli, cabbage, radish, and turnip) and
ornamental plants across the world (Ohshima, Yamaguchi, and
Hirota et al. 2002; Walsh and Jenner 2002;
Nellist et al. 2022) and is transmitted by aphids
in a non-persistent manner. TuMV was first described in 1921 in the USA in Brassica
rapa (Gardner and Kendrick 1921; Schultz 1921) and in the UK in Brassica
oleracea (Smith 1935). The first
descriptions of the pathogen in Japan were from Raphanus and
Brassica plants (Yoshii 1951), and
in the following decades, the Japanese isolates were biologically classified (Yoshii 1963; Sako
1981). There were also some reports of mosaic symptoms in Brassica
plants (Takimoto 1930) including Chinese cabbage
(Brassica pekinensis) and Raphanus plants (Ishiyama and Misawa 1942) before 1950, but the causal
viruses were unknown at the time.The major domesticated hosts of TuMV in Japan are Raphanus and
Brassica plants. There are descriptions of Japanese radish (daikon,
Raphanus sativus) in an early Japanese chronicle of myths, ‘Kojiki’ (712
CE) and ‘Nihon Shoki’ (720 CE), sometimes translated as the Chronicles of Japan (Aoba 2013). Japanese oilseed rape and Japanese mustard,
including Japanese radish, were introduced in the Yayoi period (10th century BCE to 3rd
century CE). Turnip (B. rapa) was also described in ‘Nihon Shoki’ and had
probably been introduced from China. Heading leaf cabbage was introduced in the 1850s,
toward the end of the Edo period (1603–1868 CE), and has been widely grown since about 1900.
Non-heading leaf Chinese cabbage (B. pekinensis) was introduced from China
at the beginning of the Meiji period and became heading leaf Chinese cabbage around 1895 CE
(Nishi 1981). The heading leaf Chinese cabbage was
widely grown at the beginning of the Taisho period (1912–1926 CE) and has become a major
crop vegetable since the 1950s (Shimizu 2008, 2017). Therefore, the various host plants of TuMV in
Japan were introduced in different eras over the past two to three millennia.TuMV is a member of the genus Potyvirus. This genus includes 190 virus
species that infect a wide range of both cultivated crops and wild plants.
Potyvirus is the largest genus of Potyviridae, the
largest family of plant RNA viruses (Gibbs and Ohshima
2010; Gibbs et al. 2020; Inoue-Nagata, Jordan, and Kreuze et al. 2022).
Potyviruses have flexuous filamentous particles 700–750 nm long, each of which contains a
single copy of the genome. The genome is a single-stranded positive sense RNA molecule of
about 9,000–12,000 nucleotides. It is translated into one large polyprotein that hydrolyzes
itself into at least ten mature proteins. Moreover, an overlapping pretty interesting
Potyviridae ORF (PIPO) exists in the +2 reading frame within the protein
3 (P3) coding region (Chung et al. 2008).TuMV is characterized by extensive recombination events, a feature that is common among
potyviruses (Ohshima, Yamaguchi, and Hirota et al.
2002; Chare and Holmes 2006; Gibbs and Ohshima 2010; Gibbs et al. 2020). Recombination hotspots in TuMV genomes were the first to have
been reported for potyviruses (Ohshima, Tomitaka, and Wood
et al. 2007). Furthermore, two major classes of recombinants have been found in the
TuMV population: intralineage recombinants (i.e. those parents from the same major group or
subgroup lineages) or interlineage recombinants (i.e. those parents from different major
group or subgroup lineages).The evolutionary history of such a highly recombinogenic virus can be difficult to
reconstruct because standard phylogenetic approaches can be seriously misled by
recombination (Schierup and Hein 2000; Martin, Lemey, and Posada 2011). Phylodynamic inference
requires that the recombination-type pattern of each isolate be taken into account, while
analysis might need to be limited to partial genomic regions. To minimize the impacts of
substitution saturation and the uncertainty in ancestral location states, it is best to
focus the virus-sampling efforts to a relatively small and well-defined geographic area
(Schluter et al. 1997; Dellicour, Rose, and Faria et al. 2017).Given the large impacts of recombination on genomes, it is unquestionable that accounting
for this process is essential when reconstructing the evolutionary history of a virus. Since
recombination can cause much larger genetic differences than point mutations, the process of
recombination in animal viruses has been often studied for its clinical importance (Hostager, Ragonnet-Cronin, and Murrell et al. 2019; Zhang, Chen, and Shan et al. 2020). In the case of DNA
plant viruses, inferring the date and location of recombination events has only been
reported in tomato yellow leaf curl virus (Lefeuvre, Martin,
and Harkins et al. 2010; Fiallo-Olivé et al.
2019). However, reconstruction of the dispersal history of each recombinant has not
been reported in any plant viruses because of the more limited amount of genomic data.Ages of virus recombination events have previously been inferred by multiple methods,
including partitioning into genomic regions and evaluating their dates separately (Bertrand et al. 2012; Ding
et al. 2017). Here, we infer the age of the most recent common ancestors of
isolates sharing the same recombination events, as has previously been attempted for some
viruses (Wittmann, Biek, and Hassanin et al. 2007;
Visser, Bellstedt, and Pirie 2012; Yasaka, Ohba, and Schwinghamer et al. 2015; Yasaka, Fukagawa, and Ikematsu et al. 2017).
Investigating the dispersal history using entire nonrecombinants and recombinants themselves
should lead to better characterization of virus dispersals.In this study, we examine the phylodynamic history of TuMV in Japan by analyzing a large
data set collected from symptomatic brassica plants over a period of more than a half
century. By using a phylogeographic approach, our goals are to understand the genetic
diversity and spatio-temporal dispersal of TuMV in Japan, as an example of a plant virus on
a whole-country scale. Our results provide molecular evolutionary information for a major
pathogen of important agricultural crops, while also illustrating how epidemiological and
evolutionary inference can be performed effectively for a highly recombinogenic virus.
Materials and methods
Collection of virus isolates
Japan is composed of the five main islands of Hokkaido, Honshu, Shikoku, Kyushu, and
Okinawa, and the largest island Honshu is further divided into five districts, Tohoku,
Kanto, Chubu, Kinki, and Chugoku (Supplementary Fig.
S1). During the crop-producing seasons from 1960 to 2017, we collected plant
samples showing mosaic or vein-clearing symptoms in Raphanus and
Brassica plants (Supplementary Table
S1). We intended to collect TuMV samples to include all parts of Japan, but it
was relatively difficult to collect TuMV in the northeastern parts of Hokkaido Prefecture.
However, we were able to collect TuMV isolates from all major islands and districts of
Japan, which spans approximately 2,800 km north to south and 3,000 km east to west.We tested for the presence of TuMV in all collected samples by direct double-antibody
sandwich enzyme-linked immunosorbent assay (Clark and Adams
1977). All isolates were mechanically inoculated to Chenopodium
quinoa using 0.01 M potassium phosphate buffer (PPB) (pH 7.0) and serially
cloned through single lesions at least twice. We then propagated the biologically cloned
isolates in B. rapa cv. Hakatasuwari (turnip) or Nicotiana
benthamiana for two to three weeks before extracting viral RNA for sequencing.
The old sample collections were stored in a deep freezer and not stored as live plant
materials. For instance, one isolate was collected in 1960 by a colleague from the
National Agriculture and Food Research Organization (Tsukuba, Tokyo) and stored in a deep
freezer. Therefore, any mutations that might have occurred during viral propagation in
susceptible hosts are likely to be small in number, so they would only have a minimal
impact on our subsequent evolutionary analyses (Ohshima,
Yamaguchi, and Hirota et al. 2002; Tan et al.
2005; Ohshima et al. 2010). Systemically
infected leaves were homogenized in 0.01 M PPB, and the isolates were mechanically
inoculated to young plants of Raphanus and Brassica
plants. The host-infecting type of each isolate was examined as described previously
(Ohshima, Yamaguchi, and Hirota et al. 2002).
Inoculated plants were kept at 25°C for at least four weeks in a glasshouse.
Genome sequencing
Viral RNA was extracted from leaves of TuMV-infected turnip or N.
benthamiana using Isogen II (Nippon Gene, Japan), then reverse transcribed by
PrimeScript Moloney murine leukemia virus reverse transcriptase (Takara Bio, Japan) and
amplified using high-fidelity Platinum Pfx DNA polymerase
(Invitrogen/ThermoFisher Scientific, Japan). We separated the products by electrophoresis
in agarose gels and purified them using the QIAquick Gel Extraction Kit (Qiagen K. K.,
Japan). We sometimes obtained smaller unexpected bands possibly partial TuMV genomes or
plant genomes, which would affect subsequent sequencing. Therefore, we removed these
whenever they appeared.The complete genome sequence of each isolate was determined using three or four
independent Reverse transcription and polymerase chain reaction (RT-PCR) products with
overlaps of 200–350 nucleotides. Each RT-PCR product was sequenced by primer walking using
a BigDye Terminator version 3.1 Cycle Sequencing Ready Reaction kit (Life
Technologies/ThermoFisher Scientific, Japan) with Applied Biosystems 3130 Genetic
Analyzer, as described previously (Yasaka, Fukagawa, and
Ikematsu et al. 2017). We assembled the sequence data using BioEdit version 5.0.9
(Hall 1999).We sequenced the genomes of 317 isolates from Japan. Nearly all of these had lengths of
9,798–9,799 nucleotides, excluding 5′-end thirty-five nucleotide primer sequences used for
amplification. All of the reported motifs in potyvirus polyprotein-encoded protein were
found. Our data set included a total of 370 TuMV genome sequences from Japan, comprising
the 317 determined in this study and fifty-three sequences available on GenBank. These
were combined with representative sequences of global TuMV diversity that were published
previously (Ohshima, Tomitaka, and Wood et al.
2007; Nguyen, Tomitaka, and Ho et al. 2013b;
Yasaka, Ohba, and Schwinghamer et al. 2015; Yasaka, Fukagawa, and Ikematsu et al. 2017; Kawakubo, Gao, and Li et al. 2021).The nucleotide sequences of the polyprotein-coding sequences were aligned via their amino
acid translations using CLUSTAL X version 2 (Larkin,
Blackshields, and Brown et al. 2007) with TransAlign (Weiller 1999). These alignments were then reassembled to form full
genome sequences by adding the aligned 5′ and 3′ noncoding regions of RNA. The total
dataset comprised 9,631 aligned nucleotides, excluding the thirty-five nucleotides that
were used as primers for 5′-end RT-PCR amplification.
Recombination analysis
We inferred the phylogenetic relationships of the aligned full genomic sequences,
including recombinant sequences, using the neighbor-net method in SPLITSTREE version
4.11.3 (Huson and Bryant 2006). Furthermore, all
isolates collected in Japan were examined for evidence of recombination using RDP (Martin and Rybicki 2000), GENECONV (Sawyer 1999), BOOTSCAN (Salminen et al. 1995), MAXCHI (Smith
1992), CHIMAERA (Posada and Crandall 2001),
and SISCAN (Gibbs, Armstrong, and Gibbs 2000),
implemented in the RDP5 Beta 5.05 program (Martin,
Varsani, and Roumagnac et al. 2020).We first examined the full genomic sequences of Japanese isolates with those of published
sequences for recombination events. We then examined the seven partial genomic sequences
of nt 1–1,500 (5′ end to helper-component proteinase [HC-Pro] protein-coding region), nt
1–3,000 (5′ end to P3 protein-coding region), nt 1,501–4,500 (HC-Pro to cylindrical
inclusion [CI] protein-coding regions), nt 3,001–6,000 (P3 to genome-linked viral protein
[VPg] protein-coding regions), nt 4,501–7,500 (CI to nuclear inclusion b [NIb]
protein-coding regions), nt 6,001–9,834 (VPg protein-coding region to 3′ end), and
7,501–9,834 (NIb protein-coding region to 3′ end). The partial and shorter sequences
sometimes showed clearer evidence of recombination than those of full genomic
sequences.We performed the recombination analyses using default settings for the various programs
and a Bonferroni-corrected P value cutoff of 0.01. After we examined all
events with an associated P value of <10−6 (i.e. the most
likely recombination events), we discarded the likely interlineage recombinants from all
of the data sets of full and partial genomic sequences. Focusing on the remaining
intralineage recombinants allowed us to obtain clearer evidence of recombination. Finally,
ambiguous recombination events were reconfirmed only using the sequence of the likely
recombinant, two sequences of likely parental isolates, and two sequences of likely
parental nonrecombinants obtained by RDP5 program.We also examined the most likely recombination events and used a phylogenetic approach to
identify the phylogenetic groups of the parent/donor sequences. We decided that evidence
of a recombination event was ‘clear’ when it was detected (P value of
<10−6) by three or more different programs. To identify whether individual
recombination events were from the same origin or not, we referenced the beginning or
ending breakpoints of the 99 per cent confidence interval of likely recombinants and the
selected major and minor parents by RDP5. Furthermore, we used SimPlot (Lole, Bollinger, and Paranjape et al. 1999) and
original SISCAN version 2 (Gibbs, Armstrong, and Gibbs
2000) to confirm the recombination events of crossover sites using likely
recombinant and the selected parental sequences by RDP5.The estimated recombination-type patterns were then classified by the phylogenetic groups
of the sequences in each genome: Asian-BR × basal-BR interlineage recombinant,
Asian-BR × world-B3 interlineage recombinant, basal-BR intralineage recombinant,
basal-BR × world-B3 interlineage recombinant, world-B2 × world-B3 interlineage
recombinant, world-B3 intralineage recombinant, and Asian-BR × world-B3 × basal-BR
interlineage recombinant. The recombination-type patterns were then plotted against the
sampling year of each isolate by using ggplot2 (Wickham
2016). We then created recombination-free partial genomic sequences of partial
HC-Pro (HC-Pro*), P3 (P3*), NIb (NIb*) and complete coat protein (CP) coding regions and
checked that there was no phylogenetic incongruence for recombination events.
Phylogenetic analysis
We used maximum-likelihood to infer phylogenetic trees from full genomic sequences or
polyprotein-coding sequences for three data sets: (1) 370 total Japanese isolates plus
thirty previously reported nonrecombinant isolates, representing ten known TuMV
phylogenetic groups and subgroups; (2) 370 total Japanese isolates only; and (3) 184
nonrecombinant sequences, comprising thirty-one Japanese isolates found in this study and
153 previously reported isolates collected globally (Kawakubo, Gao, and Li et al. 2021). The phylogeny was inferred using PhyML
version 3.1 (Guindon et al. 2010) with the
GTR + G + I substitution model, as chosen using the Akaike information criterion in
jModeltest (Darriba et al. 2012). Node support was
evaluated using bootstrapping with 1,000 replicates. To place the root of the TuMV
phylogeny, we included outgroup genome sequences or polyprotein-coding sequences from
narcissus late season yellows virus (NLSYV; accession numbers JQ326210, JX156421, and
NC_023628), narcissus yellow stripe virus (NYSV; JQ395042, JQ911732, and NC_011541),
Japanese yam mosaic virus (JYMV; AB016500 and KJ701427), wild onion symptomless virus
(NC_030391), and scallion mosaic virus (ScaMV; NC_003399).
Phylogeographic analysis
We performed phylogeographic analyses based on four recombination-free genomic regions:
HC-Pro*, P3*, NIb*, and CP (858–933 nucleotides) and polyprotein-coding sequences (9,486
nucleotides). For polyprotein-coding sequences, we assumed that the isolates sharing the
same recombination-type pattern could be treated as a monophyletic group. The
phylogeographic dispersal history was inferred in both discrete and continuous space,
using BEAST version 1.10.4 (Suchard et al. 2018).
Posterior distributions of parameters were estimated using Markov chain Monte Carlo
analyses, with samples drawn every 30,000 steps over 300 million steps. Each analysis was
run at least twice independently to check for convergence. We checked for adequate mixing
and sufficient sampling of each parameter (effective sample size ≥ 200) using Tracer
version 1.7.1 (Rambaut et al. 2018). For our
phylogeographic analysis in discrete space, each isolate was annotated with the sampling
location based on recognized district divisions in Japan (Supplementary Fig. S1). Dispersal patterns were inferred using an asymmetric
diffusion model and evaluated with Bayesian stochastic search variable selection (Lemey et al. 2009). We summarized the results in
SpreaD3 (Bielejec et al. 2016) and accepted
dispersals with Bayes factor ≥3 and posterior probability ≥0.5 as supported migration
events. For our phylogeographic analyses in continuous space, we visualized the 95 per
cent credible area of the inferred ancestral location using the seraphim
package (Dellicour et al. 2016), based on a
subsample of 100 post-burn-in trees.For each recombination-type pattern, we analyzed dispersal speed using
seraphim. We summarized the mean posterior estimates and 95 per cent
credible intervals of mean branch dispersal history and visualized the epidemic wavefront
from the root location.
Results
Virus isolates and host-infecting type
Our TuMV collection includes 317 isolates of TuMV throughout Japan between 1960 and 2017
(Supplementary Fig. S1), and we combined these with
data from fifty-three Japanese isolates that we had collected for previous studies. The
original hosts, sampling location, collecting year, and host-infecting type
(pathogenicity) of the 370 isolates are summarized in Supplementary Table S1. It was easier to collect TuMV isolates from infected
Raphanus plants (mainly Japanese radish: daikon), whose leaves
generally show clear mosaic, rather than Brassica plants, which generally
show mild symptoms in Japan. Hence, 295 of the 370 TuMV isolates (80 per cent) were
collected from diseased Raphanus plants. Of the 317 Japanese isolates,
295 infected both Brassica and Raphanus plants,
indicating that these isolates were Brassica/Raphanus
[BR] host-infecting type. Ten of the isolates had been collected about half a century ago
(1960–1974); these mostly infected Brassica plants but not
Raphanus plants, indicating that these were Brassica
[B] host-infecting type. On the other hand, three isolates that had been collected from
Brassica plants only occasionally infected Raphanus
plants, indicating that these isolates were B(R) host-infecting type.
Phylogenetic relationships inferred using nonrecombinant and recombinant
sequences
A phylogenetic network was inferred using neighbor-net from the full genomic sequences
including recombinant sequences (Supplementary Fig.
S2). Since the network and our earlier analyses showed that recombination has
been very common in TuMV, we analyzed the full genomic sequences using maximum-likelihood
to infer the phylogeny of the 370 Japanese isolates (Supplementary Fig. S3). The tree shows that most Japanese isolates belong to the
BR host-infecting type and are identified as recombinants (Supplementary Fig. S4).The Japanese isolates of TuMV can be split into three major clades (Clades 1, 2, and 3),
although these clades comprise both nonrecombinants and recombinants (Fig. 1). The basal-BR isolates and their relatives fell into Clade 1.
The basal-BR group isolates infect both Brassica and
Raphanus plants, and those are characterized as a highly virulent
strain to Raphanus. The basal-BR group has been the epidemic phylogenetic
group in China, Japan, and South Korea from 2000 (Tomimura
et al. 2003). This group dispersed from Iran to Northwest China after 1975 and
then to Central China (Kawakubo, Gao, and Li et al.
2021). The Asian-BR and world-B3 recombinants fell into Clade 2. The Asian-BR
group isolates infect both Brassica and Raphanus plants,
and this lineage might have originated in Turkey or Italy. Furthermore, Northeast China
might have served as an important hub for the spread of TuMV to other parts of Asia,
including Japan (Yasaka, Fukagawa, and Ikematsu et al.
2017; Kawakubo, Gao, and Li et al. 2021).
The world-B3 group and its relatives fell into Clade 3. The spread of the world-B3
subgroup involved independent circulations on the Asian and European sides of Eurasia.
Most European isolates do not infect Raphanus plants, whereas Asian
isolates infect this plant species (Kawakubo, Gao, and Li
et al. 2021). The tree reveals that world-B nonrecombinants and recombinants, and
Asian-BR × world-B3 recombinants, are widely distributed in Japan. In contrast, basal-BR
nonrecombinants and recombinants have a more limited distribution in the southwest of the
country.
Figure 1.
Sampling map of turnip mosaic virus (TuMV) Japanese isolates and maximum-likelihood
tree inferred from polyprotein-coding sequences of 370 Japanese isolates. The aligned
polyprotein-coding sequences are 9,486 nucleotides in length. Tree tips are connected
to the sampling locations of the isolates. Outer lines show three major clades of
Clade 1, 2, and 3. Colors of points on the map and connecting lines indicate
recombination-type patterns, as shown in the key. Numbers at internal nodes indicate
bootstrap percentages, based on 1,000 pseudoreplicates.
Sampling map of turnip mosaic virus (TuMV) Japanese isolates and maximum-likelihood
tree inferred from polyprotein-coding sequences of 370 Japanese isolates. The aligned
polyprotein-coding sequences are 9,486 nucleotides in length. Tree tips are connected
to the sampling locations of the isolates. Outer lines show three major clades of
Clade 1, 2, and 3. Colors of points on the map and connecting lines indicate
recombination-type patterns, as shown in the key. Numbers at internal nodes indicate
bootstrap percentages, based on 1,000 pseudoreplicates.
Recombination events
Our recombination analyses identified a large number of recombination events among the
TuMV isolates (Supplementary Fig. S4). The large
number of complete sequences in our data set allowed us to identify trends in
recombination sites across the TuMV genome. We plotted the recombination frequency with
corresponding hotspots and coldspots across the TuMV genome using 370 Japanese isolates
(Fig. 2) and 914 worldwide isolates (Supplementary Fig. S5). The recombination hotspots were
distributed in P1, HC-Pro, NIa-Pro, and CP protein-coding regions in Japanese TuMV genomes
(Ohshima, Tomitaka, and Wood et al. 2007),
whereas coldspots occurred in the P3 protein-coding region. The locations of hotspots and
coldspots in the TuMV genomes were similar between those from Japan and worldwide.
Figure 2.
A total of eighty-eight recombination events found in Japanese turnip mosaic virus
(TuMV) genome with recombination frequency distribution across the genome.
P value for recombination frequency was plotted against TuMV genome
corresponding to the nucleotide position of UK1 isolate (Jenner et al., 2000). Dark and light grey shadow indicates the
range of 95 per cent and 99 per cent confidence intervals, respectively.
A total of eighty-eight recombination events found in Japanese turnip mosaic virus
(TuMV) genome with recombination frequency distribution across the genome.
P value for recombination frequency was plotted against TuMV genome
corresponding to the nucleotide position of UK1 isolate (Jenner et al., 2000). Dark and light grey shadow indicates the
range of 95 per cent and 99 per cent confidence intervals, respectively.A total of eighty-eight independent recombination events were found in the TuMV isolates
from Japan (Fig. 2 and Supplementary Table S2A). Of these, eighty-four events were unique, whereas four
events were shared with recombinants from outside Japan (Ohshima, Tomitaka, and Wood et al. 2007; Yasaka,
Ohba, and Schwinghamer et al. 2015; Yasaka,
Fukagawa, and Ikematsu et al. 2017; Kawakubo,
Gao, and Li et al. 2021). The recombination events were widely distributed across
the genome, and many intralineage recombination events were located in P1, HC-Pro, VPg,
and NIb protein-coding regions. Interlineage recombination events were located throughout
the genome except in the NIb protein-coding region. The intralineage recombination events
for basal-BR and world-B3 did not share the same positions. A recombination event around
nt 703–790 and nt 722–785 in the P1 protein-coding region was found in seventy-two and
seventy-eight isolates and accounted for 47 per cent and 51 per cent of all
world-B3 × Asian-BR interlineage recombinants. About 45 per cent and 29 per cent of
Asian-BR × world-B3 interlineage recombinants showed evidence of a recombination event
around nt 4,982–5,016 and nt 9,177–9,234 in the CI and CP coding regions, respectively.
About 41 per cent of all Japanese isolates were Asian-BR × world-B3 interlineage
recombinants.
Recombination-type patterns
We identified a total of thirty-four distinct type patterns, including seven intralineage
and twenty-seven interlineage recombinants (Supplementary
Table S2B). We found that 283 (76 per cent) isolates were multiple recombinants
(more than one recombination event in the genome) (Supplementary Table S2C). Among the 370 Japanese isolates analyzed in our study,
eighty-two recombination-type patterns were found in Japan. Only two of these were found
outside Japan: one was also found in Taiwan (recombination-type pattern 71; RTP71),
whereas the other was found in East Asia, Europe, and the USA (recombination-type pattern
81; RTP81) (Supplementary Fig. S4). Therefore, eighty
out of eighty-two (98 per cent) recombination-type patterns are unique to Japan. We found
that 141 were intralineage recombinants and 198 were interlineage recombinants (Supplementary Table S2B). The intralineage recombinants
were derived from basal-BR or world-B3 parents, whereas interlineage recombinants were
derived from Asian-BR, basal-BR, and/or world-B2 and world-B3 parents. The most dominant
recombinants (14 per cent) in Japan were intralineage recombinants of basal-BR × basal-BR
and basal-BR × basal-BR × basal-BR. In comparison, the interlineage recombinants of
Asian-BR and world-B3 parents were found in 153 (41 per cent) of 370 isolates, with
thirteen distinct type patterns, and those of world-B3 × Asian-BR × world-B3 (9 per cent)
and Asian-BR × world-B3 × Asian-BR × basal-BR (12 per cent). Therefore, only thirty-one
(8 per cent) isolates of basal-BR or world-B3 nonrecombinants were found in Japan, with
339 out of 370 (92 per cent) isolates being recombinants. The details of
recombination-type patterns and the level of support for recombination events are shown in
Supplementary Table S2A.
Phylogenetic relationships inferred using nonrecombinant sequences
Our previous maximum-likelihood phylogenetic analysis of nonrecombinant TuMV sequences
revealed that the global diversity of the virus falls into six major phylogenetic groups.
The TuMV population in Japan includes nonrecombinants from basal-BR group and world-B3
subgroup, but none in Orchis, Iranian, basal-B, and Asian-BR groups nor world-B1 or B2
subgroups (Fig. 3A). Japanese basal-BR isolates
clustered with those from China and South Korea. Japanese world-B3 nonrecombinants split
into seven minor sublineages, and Japanese isolates clustered with Chinese isolates, with
Chinese and Vietnamese isolates, or on their own. Japanese nonrecombinant isolates of
basal-BR group were distributed in Chugoku and Kyushu districts, whereas those of world-B3
group seemed to be mostly distributed in Kyushu island and some in Okinawa islands and the
north Tohoku district. Thus, isolates from the world-B3 group are distributed in the north
and south ends of Japan. The Japanese basal-BR and world-B3 nonrecombinants are largely
found in Kyushu island.
Figure 3.
Phylogenetic tree of turnip mosaic virus (TuMV) inferred by maximum-likelihood from
polyprotein-coding sequences of nonrecombinant isolates and sampling overview of
Japanese isolates. (A) Tree of 184 nonrecombinant isolates including thirty-one
Japanese nonrecombinant isolates newly found in this study. Of these, 153 isolates had
been identified as nonrecombinant isolates in earlier studies (Yasaka, Ohba, and Schwinghamer et al. 2015; Yasaka, Fukagawa, and Ikematsu et al. 2017; Kawakubo, Gao, and Li et al. 2021). Numbers at internal nodes
indicate bootstrap percentages, based on 1,000 pseudoreplicates. Triangles denote
collapsed clades. Tip labels in red font indicate Japanese isolates, showing isolate
name/prefecture of collection/district/year of collection. Tip labels in black font
indicate isolates collected outside Japan, showing the country name of their
collection. The polyprotein-coding sequences of the isolates of NLSYV (accession
numbers JQ326210, JX156421, and NC_023628), NYSV (JQ395042, JQ911732, and NC_011541),
JYMV (AB016500 and KJ701427), wild onion symptomless virus (NC_030391), and ScaMV
(NC_003399) were used as outgroup taxa. The aligned polyprotein-coding sequences are
8,943 nucleotides in length. (B) Total numbers of TuMV nonrecombinant isolates and
different recombination-type pattern (RTP) isolates in each sampling year. The
classification of RTP is summarized in Supplementary
Fig. S4. The Asian-BR × world-B3 interlineage recombinants are classified by
the recombination type patterns as RTP1-3, RTP4-14, RTP15-26, and RTP27-33 based on
the location of parental sequences of Asian-BR and world-B3.
Phylogenetic tree of turnip mosaic virus (TuMV) inferred by maximum-likelihood from
polyprotein-coding sequences of nonrecombinant isolates and sampling overview of
Japanese isolates. (A) Tree of 184 nonrecombinant isolates including thirty-one
Japanese nonrecombinant isolates newly found in this study. Of these, 153 isolates had
been identified as nonrecombinant isolates in earlier studies (Yasaka, Ohba, and Schwinghamer et al. 2015; Yasaka, Fukagawa, and Ikematsu et al. 2017; Kawakubo, Gao, and Li et al. 2021). Numbers at internal nodes
indicate bootstrap percentages, based on 1,000 pseudoreplicates. Triangles denote
collapsed clades. Tip labels in red font indicate Japanese isolates, showing isolate
name/prefecture of collection/district/year of collection. Tip labels in black font
indicate isolates collected outside Japan, showing the country name of their
collection. The polyprotein-coding sequences of the isolates of NLSYV (accession
numbers JQ326210, JX156421, and NC_023628), NYSV (JQ395042, JQ911732, and NC_011541),
JYMV (AB016500 and KJ701427), wild onion symptomless virus (NC_030391), and ScaMV
(NC_003399) were used as outgroup taxa. The aligned polyprotein-coding sequences are
8,943 nucleotides in length. (B) Total numbers of TuMV nonrecombinant isolates and
different recombination-type pattern (RTP) isolates in each sampling year. The
classification of RTP is summarized in Supplementary
Fig. S4. The Asian-BR × world-B3 interlineage recombinants are classified by
the recombination type patterns as RTP1-3, RTP4-14, RTP15-26, and RTP27-33 based on
the location of parental sequences of Asian-BR and world-B3.
Genetic populations in each sampling year
To characterize the annual transitions in the genetic composition of the TuMV population
in Japan, we investigated and summarized total numbers of nonrecombinant and
recombination-type pattern isolates in each sampling year (Fig. 3B). Although our Japanese TuMV collection started in 1960, world-B3
nonrecombinant and intralineage recombinants first appeared in the early 1960s, and the
interlineage recombinants of world-B3 with world-B2 or Asian-BR recombinants then
appeared. Therefore, the parental Asian-BR group first appeared in 1977 in Japan. We found
basal-BR nonrecombinants and intralineage recombinants in 1997–2000. These formed an
increasingly large proportion of the Japanese TuMV population to the present, while
Asian-BR and world-B3 related recombinants have been decreasing.
Dispersal pathways
After the examination of temporal signal and model selection in each dataset (Supplementary Fig. S6, Tables S3 and S4), we inferred the
dispersal pathways within Japan using a discrete phylogeographic model (Supplementary Fig. S7 and Table S5A). The analysis was based on recombination-free protein-coding regions
of HC-Pro*, P3*, NIb*, and CP. For the Asian-BR phylogenetic group, we found support for
seven dispersal pathways from Tohoku to Hokkaido, Chubu, Kinki, Chugoku, Shikoku, Kyushu,
and Okinawa in HC-Pro* data set (Supplementary Fig.
S7A). The dispersal pathways from Tohoku to the other parts of Japan were also
supported by P3* and NIb* data sets (Supplementary Fig.
S7B–C); hence, Tohoku district acted as a
hub for the dispersal of Asian-BR.For the basal-BR phylogenetic group, two dispersal pathways from Chubu to Kanto and
Shikoku were supported by HC-Pro*, NIb*, and CP data sets. Dispersal pathways of the
world-B3 phylogenetic group inferred from HC-Pro* and P3* data set seemed different from
NIb* and CP data sets. The analysis of the NIb* and CP data set from the world-B3
phylogenetic group highlighted the role of Tohoku district as a hub, with six supported
dispersal pathways to Hokkaido, Kanto, Chubu, Chugoku, Kyushu, and Okinawa by both data
set (Supplementary Fig. S7C–D). However, the analysis of HC-Pro* and P3* data sets supported only a
few dispersion from Tohoku district, while one dispersion from Kyushu to Kinki was
supported by both HC-Pro* and P3* data sets. (Supplementary
Fig. S7A–B).We also examined the dispersal of TuMV using a continuous phylogeographic model based on
sequence data from HC-Pro*, P3*, NIb*, and CP (Supplementary
Fig. S8 and Table S6). The analysis of
HC-Pro* showed that Asian-BR isolates were introduced around the mid-1900s and then spread
from multiple areas such as Tohoku, Kinki, and Kyushu districts until the 2000s. The
basal-BR isolates spread rapidly in the 2000s, and their distribution is limited in the
south and west parts of Japan. The world-B3 isolates spread from the early 1900s to the
2000s and their introduction also occurred in multiple areas of Japan, including Tohoku,
Chugoku, and Kyushu. However, analyses using different protein-coding regions yielded
results that had some discrepancies. For instance, the analysis using CP showed that the
Asian-BR isolates have only spread to Honshu and Shikoku islands, while the analysis using
HC-Pro*, P3*, and NIb* showed the dispersion to Hokkaido, Kyushu, and Okinawa islands.
Dating of initial recombinant dispersal
We inferred the initial dispersal time of thirteen recombination-type patterns that were
found in more than six isolates in Japan (Fig. 4 and
Supplementary Fig. S9). For Asian-BR × world-B3
interlineage recombinants, the initial dispersal times of recombination-type patterns were
dated to around 1970–1990. Moreover, recombination events that were shared across
different recombination-type patterns indicated that they evolved from similar ancestral
recombinants. For example, the isolates of four recombination-type patterns (RTP16, 21,
23, and 24) shared the recombination event found around nt 722–785 in the P1
protein-coding region. Among these, recombination-type pattern 16 (RTP16) was the oldest,
dated at 1970 CE (95 per cent credible interval: 1967–1973). Therefore, this recombination
event occurred at least as early as the 1970s, and the other recombination-type patterns
evolved from the same ancestral recombinants afterwards.
Figure 4.
Dispersal history of nonrecombinants and recombinants of turnip mosaic virus. (A)
Asian-BR × world-B3 interlineage recombinants; (B) basal-BR nonrecombinants and
intralineage recombinants; and (C) world-B3 nonrecombinants and world-B2 × world-B3
interlineage recombinants. The polyprotein-coding sequences (aligned length 9,486
nucleotides) were used for this analysis. Upper panels show the year of the emergence
and inferred dispersal routes. Inferred year of the emergence and 95 per cent credible
intervals intervals are indicated above each recombination-type pattern (RTP). Large
circles indicate the inferred root location for each recombination-type pattern,
whereas small circles indicate the inferred locations of ancestral internal nodes and
the sampling locations of the tips. Arrows indicate supported migration routes in
discrete space. The 95 per cent credible interval areas of inferred internal nodes are
projected based on 100 trees subsampled from the converged posterior samples and shown
as different colored shadows by different recombination-type pattern. We only analyzed
recombination-type patterns with more than six isolates, and the isolates of each
recombination-type pattern are summarized in Supplementary Fig. S4. Lower panels show wavefront distance and mean
dispersal speed averaged over their dispersal time. At each time point, the plot shows
the spatial distance from the inferred root location of emergence. Dark lines and
colored shadows indicate mean values and 95 per cent credible intervals, respectively.
The dispersal speed of each recombination-type pattern in every ten years is
summarized in Supplementary Table S7.
Dispersal history of nonrecombinants and recombinants of turnip mosaic virus. (A)
Asian-BR × world-B3 interlineage recombinants; (B) basal-BR nonrecombinants and
intralineage recombinants; and (C) world-B3 nonrecombinants and world-B2 × world-B3
interlineage recombinants. The polyprotein-coding sequences (aligned length 9,486
nucleotides) were used for this analysis. Upper panels show the year of the emergence
and inferred dispersal routes. Inferred year of the emergence and 95 per cent credible
intervals intervals are indicated above each recombination-type pattern (RTP). Large
circles indicate the inferred root location for each recombination-type pattern,
whereas small circles indicate the inferred locations of ancestral internal nodes and
the sampling locations of the tips. Arrows indicate supported migration routes in
discrete space. The 95 per cent credible interval areas of inferred internal nodes are
projected based on 100 trees subsampled from the converged posterior samples and shown
as different colored shadows by different recombination-type pattern. We only analyzed
recombination-type patterns with more than six isolates, and the isolates of each
recombination-type pattern are summarized in Supplementary Fig. S4. Lower panels show wavefront distance and mean
dispersal speed averaged over their dispersal time. At each time point, the plot shows
the spatial distance from the inferred root location of emergence. Dark lines and
colored shadows indicate mean values and 95 per cent credible intervals, respectively.
The dispersal speed of each recombination-type pattern in every ten years is
summarized in Supplementary Table S7.In contrast, the initial dispersal times of basal-BR intralineage recombinants were
inferred as being more recent than those of Asian-BR × world-B3 interlineage recombinants,
which were around 1990–2000. The world-B2 × world-B3 interlineage recombinants dispersed
around 1950–1980. In addition, we inferred the age of the most recent common ancestors of
nonrecombinants of basal-BR and world-B3 collected in Japan. The nonrecombinants of
Japanese basal-BR dispersed in 1971 (95 per cent credible interval: 1968–1975) and those
of world-B3 dispersed in 1930 (95 per cent credible interval: 1926–1933).
Spatial dynamics of recombinant and nonrecombinant isolates
Besides recombination-free partial genomic sequences, we inferred the dispersal history
of thirteen recombination-type patterns (Fig. 4). For
Asian-BR × world-B3 interlineage recombinants, we examined six recombination-type pattern
isolates. Most of them were distributed in a wide area of Japan, whereas some recombinants
were only locally distributed. The distributions of basal-BR intralineage recombinants
were narrower than those of Asian-BR × world-B3 interlineage recombinants. The isolates of
basal-BR intralineage recombinants have not spread to the north of Kanto district even
though there were three isolates found in Tohoku district. Although world-B2 × world-B3
interlineage recombinants were both distributed mainly in the north of Honshu island,
world-B3 nonrecombinants occurred in Kyushu and Okinawa districts.We also inferred dispersal pathways of recombinant isolates in discrete space (Fig. 4 and Supplementary
Table S5B). For Asian-BR × world-B3 interlineage recombinants, we found support
for eight dispersal pathways. These dispersals did not appear to be dependent on distance;
for instance, recombination-type pattern 23 (RTP23) spread from Hokkaido to Okinawa
islands and recombination-type pattern 6 (RTP6) spread from Chugoku to Tohoku districts.
For basal-BR intralineage recombinants, we found support for eight dispersal pathways in
addition to one dispersal of nonrecombinants from Kyushu Island. The recombination-type
pattern 49 (RTP49) spread from Chubu district to the rest of Japan along five pathways,
but dispersals of the other basal-BR intralineage recombination-type patterns were more
related to geographic distance than those of Asian-BR × world-B3 interlineage
recombinants. The world-B2 × world-B3 recombination-type pattern 73 (RTP73) spread from
Tohoku to Hokkaido and Kanto district, while recombination-type pattern 81 (RTP81) only
spread from Chugoku to Kinki. The isolates sharing the same recombination-type patterns
tended to be geographically localized, in some cases being limited to a single coded
location; these recombination-type patterns were not amenable to discrete phylogeographic
analysis (Supplementary Table S5B).We also evaluated the dispersal speed of each recombination-type pattern (Fig. 4 and Supplementary
Table S7). The interlineage recombinants of Asian-BR × world-B3 spread around
1970–2000, and their mean dispersal speeds were 10–72 km/year. In contrast, basal-BR
intralineage recombinants spread during 1995–2010, and their mean dispersal speed was
25–103 km/year. The world-B2 × world-B3 interlineage recombinants spread after 1950, with
a lower dispersal speed of 18–23 km/year. We interpret these estimates with caution, given
that they might have been affected by the large disparities in sample sizes.
Discussion
Our epidemiological genomic analysis of TuMV represents the most detailed study of a plant
pathogen on a whole-country scale so far. In particular, the large number of complete
sequences we have generated allowed us to identify trends in the pattern and frequency of
occurrence of recombination sites and hotspot regions. The first report of evidence on TuMV
recombination was published in 2002 (Ohshima, Yamaguchi, and
Hirota et al. 2002). Since then, several reports (Tomimura et al. 2003; Tan et al. 2004;
Tomimura, Špak, and Katis et al. 2004; Ohshima, Tomitaka, and Wood et al. 2007; Yasaka, Ohba, and Schwinghamer et al. 2015; Yasaka, Fukagawa, and Ikematsu et al. 2017; Kawakubo, Gao, and Li et al. 2021) on recombination in
TuMV provided evidence for interlineage as well as intralineage recombination. This study
has identified eighty-eight independent recombination events, and eighty-two
recombination-type patterns with two basal-BR group and world-B3 subgroup were
nonrecombinants, unique to the TuMV population in Japan; characterized the composition of
nonrecombinant and recombination-type pattern isolates in each sampling year; and inferred
the routes and timing of dispersals of this plant pathogen in Japan. Our results also
indicate that those patterns were generated in a short period, and these findings agree with
our previous studies in showing that recombination in TuMV is locally specific (Tan et al. 2004; Ohshima,
Tomitaka, and Wood et al. 2007; Yasaka, Ohba, and
Schwinghamer et al. 2015).There have been other reports of phylogeographic analyses of island systems. In another
potyvirus species, zucchini yellow mosaic virus, all of the isolates in Papua New Guinea
were found to be recombinants but possibly arose from a single introduction (Maina et al. 2019). In rice yellow mottle virus, a
species of sobemovirus, isolates of a unique recombination-type pattern in Madagascar were
most likely introduced from eastern Africa (Rakotomalala,
Vrancken, and Pinel-Galzi et al. 2019).Overall, TuMV seems to be excessively recombinogenic, with recombinant lineages occurring
in high frequency compared with other plant viruses. In Asia, Raphanus
vegetables are widely grown compared with other parts in the world, and
Brassica and Raphanus vegetables are generally grown
separately in farm fields. One distinctive feature of Brassica and
Raphanus production in Japan is that these vegetables are often mixed
planted in home gardens and small fields compared with other East Asian and South-East Asian
countries. Those vegetables are mainly Brassica (Chinese cabbage,
B. pekinensis; Japanese mustard spinach, B. rapa var.
perviridis; leaf mustard, B. juncea var.
integrifolia; cabbage, B. oleracea var.
capitata) and Raphanus (R. sativus).
This situation might be conducive to recombination in TuMV because of the increased
likelihood that the viruses could encounter another isolate from various host plants.Our oldest collections of TuMV isolates from 1960 to 1965 were all world-B3 nonrecombinants
or world-B3 intralineage recombinants (Fig. 3B and
Supplementary Table S1), indicating that the first
introductions to Japan might have been from the world-B3 phylogenetic group. This seems to
have occurred in the 1900s (95 per cent credible interval: 1924–1986) from the UK (Kawakubo, Gao, and Li et al. 2021), although further
sampling of genomes from archival material will refine this date estimate. The first
introduction of world-B3 group isolates corresponds well with our inference that this
population is the oldest in Japan (Figs 3B and 4,
and Supplementary Figs S7 and S8, and Table S5). Our results also
reveal the rapid transition of the dominant population from multiple introductions of each
phylogenetic group of TuMV.The Asian-BR nonrecombinants were found mostly in China and Turkey (Kawakubo, Gao, and Li et al. 2021). However, no nonrecombinants and
intralineage recombinants have yet been found in Japan, while many Asian-BR × world-B3
recombination-type pattern isolates were found over the forty years of sampling (Figs 3B and 4A), as well as in South and Southeast Asia
(Nguyen, Tran, and Ohshima et al. 2013a; Kawakubo, Gao, and Li et al. 2021).The reason why the basal-BR group nonrecombinants and intralineage recombinants were
suddenly introduced to Japan is unknown. The group probably originated in Italy and spread
to other parts from the 18th to 20th century (Kawakubo, Gao,
and Li et al. 2021). The basal-BR group isolates were first found in R.
sativus (Japanese radish) plants with severe symptoms before the 2000s in Japan
(Tomitaka and Ohshima 2006; Tomitaka, Yamashita, and Ohshima 2007), then as a highly virulent strain
in Chinese radish after the 2000s in China (Wang et al.
2009; Zhu, Sun, and Wang et al. 2016; Li, Zhu, and Yin et al. 2017) and South Korea (Gong et al. 2019), and more recently in the USA (Tomimura et al. 2003; Nguyen, Tomitaka, and Ho et al. 2013b) and Brazil (Rodrigues, Chaves, and Kitajima et al. 2021). Our present study (Figs 3B and 4B) corresponded well with the earlier
studies of timescale of basal-BR introduction to Japan. In Japan, the spread of basal-BR
group isolates has been limited to the southwest, unlike Asian-BR and world-B3 group
isolates (Figs 1 and 4). This suggests that the
basal-BR group is an emerging group not only in Japan but also across the globe and is now
becoming an epidemic strain.This study has provided evidence that the emergences of phylogenetic groups occurred in
different periods in Japan. The introduction of TuMV into Japan is unlikely to have
occurred, while the country was in its isolationist state (1639–1854 CE), when it was closed
to foreign trades except for the Netherlands. Toward the end of the Edo Period (1603-1868
CE), the Japan–US Treaty of Peace and Amity and similar treaties reopened the ports to
international trade. There were several introductions of TuMV to Japan, and these are likely
to have been dependent on the introduction and cultivation of the host plants (Shimizu 2008, 2017). Although the long-distance spread of TuMV is related to human-mediated trade
networks (Yasaka, Ohba, and Schwinghamer et al. 2015;
Kawakubo, Gao, and Li et al. 2021), aphid
transmission is likely to be a driver at smaller spatial scales (Adachi et al. 2018).In conclusion, our study has confirmed that recombination has occurred frequently in the
TuMV genome. Recombination is considered to be a major determinant of change in viral
virulence and has been implicated in the emergence of new viral biological strains.
Recombination is common in DNA and RNA viruses of both animals and plants (Worobey and Holmes 1999; Froissart, Roze, and Uzest et al. 2005; Ohshima,
Tomitaka, and Wood et al. 2007; Martin, Lemey, and
Posada 2011; Yasaka, Nguyen, and Ho et al.
2014; Yasaka, Ohba, and Schwinghamer et al.
2015; Rakotomalala, Vrancken, and Pinel-Galzi
et al. 2019; Gong, Sui, and Li 2022). RNA
viruses are characterized by high mutation and recombination rates, which allow rapid
adaptation to new environments.Our study has also demonstrated how virus recombination can be integrated into a
phylogeographic framework, while showing how genomic diversity has been shaped by host and
ecological constraints in a relatively closed spatial system. This information provides a
platform for designing strategies to mitigate the evolution and spread of virus variants in
agricultural crops in Japan. Future analyses would benefit from the development of more
sophisticated methods that can explicitly incorporate the recombination process into
phylogeographic analysis.Click here for additional data file.
Authors: K S Lole; R C Bollinger; R S Paranjape; D Gadkari; S S Kulkarni; N G Novak; R Ingersoll; H W Sheppard; S C Ray Journal: J Virol Date: 1999-01 Impact factor: 5.103
Authors: Ryosuke Yasaka; Huy D Nguyen; Simon Y W Ho; Sebastián Duchêne; Savas Korkmaz; Nikolaos Katis; Hideki Takahashi; Adrian J Gibbs; Kazusato Ohshima Journal: PLoS One Date: 2014-01-21 Impact factor: 3.240