Efficiency between two classification methods
The morphological classification has the
advantages as fast and economic method, many
references, no requirement on modern
equipment and expensive chemicals but it
requires much experience from experts.
Specially, the traditional morphological method
for species identification is constrained by
phenotypic plasticity, life stage specific
identification cues, small size, often cryptic
ecologies and the occurrence of new species.
Meanwhile, DNA barcoding method overcomes
the limitations of morphological method and
shows the effectiveness, high accuracy and
resolves taxonomic ambiguities in many cases.
In present study, the DNA barcoding method
(COI gene) identified 21 species (16 genera)
while the morphological method only identified
18 species (16 genera) from 56 specimens
(table 1). In particular, some specimens which
could not be identified or was identified
incorrectly according to the morphological
method has been identified to species and
revised by DNA barcoding method (table 1). In
addition, the effectiveness of the DNA
barcoding method has also been shown in many
previous studies [31–35, 41]. Thus, the previous
studies and the present results reconfirmed that
the DNA barcoding method of the mitochondrial
COI gene is highly effective in identifying,
classifying and assessing the emergence of
species, including the Carangidae.
CONCLUSION
56 specimens of Carangidae collected from
three coastal areas (Northern, Central and
Southern) in Vietnam were identified to 21
species belonging to 16 genera by the COI
barcoding method while 18 species (16 genera)
were determined by morphological method.
Seriola quinqueradiata and Trachinotus anak
were new records for Carangidae in Vietnam.
The DNA barcodes of COI gene of 21 species
in Carangidae in present study could be used as
a basis for comparing, estimating phylogenetic
diversity and traceability of their products as
well as other studies of Carangidae in
conservation, management and utilization of
fisheries resources. Once again, the results
showed the high potentiality in using COI
barcode to identify Carangidae fish in Vietnam.
Acknowledgment: This study was funded by
Vietnam National Foundation for Science and
Technology Development (NAFOSTED) under
grant number 106.06-2018.31.
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527
Vietnam Journal of Marine Science and Technology; Vol. 19, No. 4; 2019: 527–536
DOI: https://doi.org/10.15625/1859-3097/19/4/14909
DNA barcoding for identification of some fish species (Carangidae) in
Vietnam coastal area
Pham The Thu
1,*
, Nguyen Manh Linh
1
, Nguyen Van Quan
1
, Pham Van Chien
1
,
Dao Huong Ly
1
, Le Ba Hoang Hiep
2
1
Institute of Marine Environment and Resources, VAST, Vietnam
2
VNU University of Sciences, Vietnam National University, Hanoi, Vietnam
*
E-mail: thupt@imer.vast.vn
Received: 16 September 2019; Accepted: 15 December 2019
©2019 Vietnam Academy of Science and Technology (VAST)
Abstract
Carangidae family has got about 148 species belonging to 32 genera. In Vietnam, Carangidae is of high
commercial value and playing an important role in the ecosystem. In the context Vietnam has received
yellow card for seafood since Nov. 2017 by the EU, in which one of the main reasons was related to the
restriction of traceability. In this study, DNA barcoding technique of mitochondrial cytochrome oxidase I
(COI) gene was used to classify 56 specimens of Carangidae from three coastal areas (Northern, Central and
Southern) in Vietnam to evaluate the effectiveness compared to the morphological classification method.
Results showed that 21 species belonging to 16 genera were determined by the COI barcode while 18
species (16 genera) were determined when using morphological method. Seriola quinqueradiata and
Trachinotus anak were newly recorded in Vietnam. From 56 sequences with 660 bp of mtDNA (COI), total
27 haplotypes were detected; haplotype diversity (h) and nucleotide diversity (π) were 0.903 ± 0.00060 and
0.14%, respectively. The DNA barcodes of COI gene of 21 species in Carangidae which were developed in
this study could be used as a basis for comparison and traceability of their products. In addition, the results
showed the high potentiality in using COI barcode to identify Carangidae fish in Vietnam.
Keywords: DNA barcoding, COI, Carangidae, Vietnam.
Citation: Pham The Thu, Nguyen Manh Linh, Nguyen Van Quan, Pham Van Chien, Dao Huong Ly, Le Ba Hoang Hiep,
2019. DNA barcoding for identification of some fish species (Carangidae) in Vietnam coastal area. Vietnam Journal of
Marine Science and Technology, 19(4), 527–536.
Pham The Thu et al.
528
INTRODUCTION
The European Union (EU) has penalized a
yellow card for Vietnam’s seafood from
10/2017 to date, partly due to the traceability
[1]. Therefore, the research and establishment
of a database to serve the traceability of
Vietnamese seafood origin are very important.
On the other hand, the fish species
identification has been mainly based on the
comparative morphological method. However,
it is not always possible to identify a specimen
based on its phenotypic characteristics because
some species show highly morphological
variations according to their habitat, which may
not be available (eg specimens were
processed), immature and ungrown (eg fish
larvae or juvenile). Moreover, morphological
method requires a lot of experience, expertise
in morphology [2–5].
Recently, DNA barcoding of the
mitochondrial cytochrome oxidase I (COI)
gene (mtDNA) has been widely used in animal
identification studies and is being considered as
a global standard for species identification with
several advantages like small amount of
biological samples needed, applicability for all
life stages, fast analysis, high accuracy and
differentiation among phenotypically alike
species [6–11].
Carangidae is among the most
economically important coastal pelagic fishes
of the world and this family is one of the
bonefish families with 148 species belonging to
32 genera [12], in 2010 they were exploited
with a production reaching 1,556,578 tons [13].
In Vietnam, the Carangidae family is a main
part of the commercial fishing industry [14,
15]. Despite the high economic value and
important ecological role, the research on
Carangidae in Vietnam is still limited and
difficult in the identification [16–18].
Therefore, in this study, 56 fish samples of
the Carangidae family collected from 3 coastal
areas (Northern, Central, and Southern) in
Vietnam were classified by two methods:
Morphological form DNA barcoding and
comparison of mitochondrial COI genes, to
evaluate the effectiveness of genetic barcode
techniques and to build DNA barcode data for
Vietnamese Carangidae fish family,
contributing to improving efficiency and
quality of biological classification studies and
service of traceability of commercial fishery
products of Vietnam.
MATERIALS AND METHODS
Sample collection
A total of 56 samples of Carangidae were
collected randomly at three localities along
coast of Vietnam: Quang Ninh - Hai Phong
provinces (Northern locations - N) with 44
samples, Ninh Thuan province (Central
location - C) with 9 samples, Ca Mau - Kien
Giang provinces (Southern locations - S) with 3
samples in 2017 and 2018. Each specimen was
immediately photographed and the tissue was
sampled. Tissue samples of approximately 1 to
3 g of fin clips were cut, stored in 95% ethanol
and frozen at −20oC before the extraction of
DNA.
Morphological identification
All fish specimens were identified to
species based on morphological characteristics
according to the taxonomic system of Rainboth
(1996) [19], Nakabo et al., (2002) [20].
DNA barcoding identification
DNA extraction, PCR amplification and
sequencing
Total DNA was extracted from the tissue of
each individual fish using “G-spinTM Total
DNA Extraction Kit (iNtRON)” following the
manufacturer’s instructions. The 650 bp
mitochondrial COI fragment was amplified
with the primers Fish F (5‟- TCA ACC AACC
AC AAA GAC AT TGG C AC- 3‟) and Fish R
(5‟ -TAGAC T TC TGG GTGG CC AA AGA
ATC A-3‟) [21, 22]. The PCR the reaction was
performed with a total volume of 25 μl
including 10 ng DNA template, 2.5 μl Buffer
(1X), 5 μl DNA sample, 1 μl per primer (10
μM), 0.5 μl dNTP (10 μM), 0.125 μl Dream
Taq Polymerase (5 U/μl) and distilled water to
the final volume. Biorad thermocyclers
(Icycler) were used under the following
temperature program: Initial denaturation 94
o
C
for 5 min, followed by 35 cycles of 95
o
C for 45
seconds, 50
o
C for 45 seconds, 72
o
C for 1
minute, and a final extension at 72
o
C for 7
minutes. PCR products were electrophoresed
DNA barcoding for identification of some fish species
529
on 1.5% agarose gel stained with 2 µl SYBR®
Gold Nucleic Acid Gel Stain, and DNA bands
were visualized under a UV transilluminator.
The results are recorded using the GelDoc
image analysis system. One to two µl of PCR
products was purified using a PCR clean-up
system kit “MEGAquick- spinTMPlus Total
Fragment DNA Purification Kit (iNtRON)”,
and then nucleotide sequencing followed the
principle Dye-labelled dideoxy terminator (Big
Dye Terminator v.3.1, Applied Biosystems)
with each of the same primers used in PCR
reactions at the following programs: 96
o
C for
30s, 50
o
C for 30s and 60
o
C for 4 min. Products
were analyzed using an ABI Prism 3.700 DNA
Analyzer (Applied Biosystems, IGR).
Data processing and building phylogenetic
relationships
The gene sequences were analyzed by
BioEdit software 7.2.6.1 [23], clustered in
Clustalw X software [24], then the nucleotide
sequence was included in the BLAST program
(Basic Local Alignment Search Tool) on
GenBank and BOLD System to compare and
identify species. Characteristics of DNA
genetic barcodes of samples were determined
by the number of haplotype (k), the number of
polymorphic sites (s), haplotype diversity (d)
and nucleotide diversity (π), mutant number (n)
through software DNAsp v4.0 [25]. Genetic
distance was built by algorithm Test Neighbor-
joining with bootstrap (BT) value (high
confidence level: > 85%; average confidence
level: 65–85%; low confidence level: < 65%)
repeating 1,000 times the test sample. The Bes
(Bayesian Information Criterion) BIC model
was selected to build the interrelated relation
tree and calibrated with MEGA X software.
Some sequences on GenBank (table 1) were
used to compare with the sequences of fish in
this study.
RESULTS AND DISCUSSION
Species identification based on the
morphological method
The classification results of 56 fish samples
according to morphological methods are shown
in fi. 1 and table 1. In which, 54 samples were
identified as 18 species of the Carangidae
family and 2 samples were identified as Alepes,
Gnathanodon.
According to the sampling area, 11, 8 and 3
species belonging to 11, 7 and 3 genera were
recorded in the Northern, Central and Southern
locations, respectively. One specimen was
undetermined to the species in the Northern and
Central locations (fig. 1).
0
5
10
15
20
25
30
35
40
45
Northern Central Southern
Species 11 8 3
Genera 11 7 3
Total sample 43 8 3
Undefined 1 1 0
Fig. 1. The number of species and genera of the Carangidae family among three sampling
locations was determined by morphological method
Species identification based on DNA
barcoding of COI gene
A total of 56 COI sequences were
generated from 56 Carangidae fish specimens
collected from three coastal areas of Vietnam.
The sequence length ranged from 522 bp to 700
bp (mean 660 bp) and there was not any codon,
insert or delete in the sequences. The average
base pair composition was 23.8% adenine (A),
29.8% cytosine (C), 16.6% guanine (G) and
29.8% thymine (T). Genetic characteristics of
56 sequences were identified: A total of 158
polymorphic sites accounted for 41.2%;
number haplotype (n), haplotype diversity (h),
Pham The Thu et al.
530
nucleotide diversity (π), mutation number (η)
and polymorphic site (s) index were 27, 0.903
± 0.0006, 0.14%, 347 and 282, respectively. In
which, 18, 9 and 3 haplotypes were recorded
from 44, 9 and 3 samples of the Carangidae
populations at Northern, Central and Southern
locations, respectively.
The length of 522 bp of all 56 sequences
was used to analyze and construct phylogenetic
trees (fig. 2). The results of comparing the
nucleotide sequences of studied fish samples
with GenBank data through BLAST and BOLD
Systems were shown in table 1.
In total, 21 species belonging to 16 genera
in the Carangidae family were recorded with
high similarity (99–100%). In which, the
species variation among genera was 1 to 2
(fig. 2), the highest number of species was 3
species (accounting for 13.7%) in
Scomberoides genus, 2 species (accounting for
9.1%) was in Alepes, Carangoides,
Trachinotus genera each and only 1 species
(accounting for 7.7%) was in the rest genera
each (Atute, Decapterus, Megalaspis,
Parastromateus, Selar, Selaroides, Seriolina,
Seriola, Trachurus, Uraspis, Alectis).
According to the sampling area, 12; 9 and 3
species belonging to 10; 8 and 3 genera were
recorded in the Northern, Central and Southern
locations, respectively.
Northern Central Southern
Species 12 9 3
Genera 10 8 3
Samples 44 9 3
0
5
10
15
20
25
30
35
40
45
50
Northern tr l outhern
Species 12 9 3
Genera 10 8 3
Samples 44 9 3
0
5
10
15
20
25
30
35
40
45
50
Fig. 2. The number of species and genera of the Carangidae family among three sampling
locations was determined by barcoding method
Total 21 species belonging to 16 genera, 4
subfamilies (Caranginae, Naucratiniae,
Scomberoidiniae, Trachinotiniae) of the
Carangidae family were determined from 56 fish
samples by both research methods (table 1). In
which, the barcoding method (COI gene)
recorded 21 species (16 genera) while only 18
species (16 genera) were recorded by the
morphological method. In particular, some
specimens which could not be identified or was
identified incorrectly according to the
morphological method has been identified or
revised to species by DNA barcoding method.
Therein, nine fish specimens (DOS03650,
DOS04767, DOS05768, DOS04342,
DOS05257, DOS04738, DOS03661,
DOS03655, DOS04639) were identified to
species by morphological methods but their
names were revised accurately with a high
similarity rate (table 1): Alepes kleinii (99%),
Atule mate (100%), Atropus atropos (99%),
Decapterus maruadsi (99%), Scomberoides tol
(99%), Selaroides leptolepis (99%), Seriolina
nigrofasciata (99%), Trachurus japonicus
(100%), Uraspis uraspis (99%), respectively.
Two samples (DOS04241, DOS03656) were
only identified to genus level (Alepes sp.,
Gnathanodon sp.) by morphological method
while they were identified to species (Alepes
kleinii_99%, Alepes vari_99%), respectively.
DNA barcoding for identification of some fish species
531
Table 1. The classification result of 56 Carangidae specimens by comparative morphological method and DNA barcoding method
Specimens
Morphological method DNA barcoding method
Species Genera Species Similarity (%) GenBank number
DOS03649
Alectis indicus Alectis Alectis indicus (Rüppell, 1830) 99 NC037050.1
HL11.(1–4)
HL12.(1–2)
TY16.(1–9)
DOS03650 Alepes djedaba Alepes
Alepes kleinii (Bloch, 1793) 99 KT326328.1
DOS04241 Alepes sp.
DOS03656 Gnathanodon sp. Alepes vari (Cuvier, 1833) 99 KF714896.1
DOS04767 Caranx tille Atute Atule mate (Cuvier, 1833) 100 KU317883.1
TY10.(1–9) Atropus atropos
Atropus
Atropus atropos (Bloch & Schneider, 1801) 99 KY371167.1
DOS05768 Carangoides hedlandensis Atropus atropos (Bloch & Schneider, 1801) 99 KY371167.1
DOS03652 Carangoides malabaricus
Carangoides
Carangoides malabaricus (Bloch & Schneider, 1801)* 100 KJ174514.1
DOS03653 Carangoides oblongus Carangoides ferdau (Forsskål, 1775)* 99 KF714902.1
DOS04342 Trachurus japonicus Decapterus Decapterus maruadsi (Temminck & Schlegel, 1843) 100 KY570761.1
DOS03658 Megalaspis corddyla Megalaspis Megalaspis cordyla (Linnaeus, 1758)* 99 KM522836.1
DOS03659 Paratromateus niger Parastromateus Parastromateus niger (Bloch, 1795) 100 MF737197.1
DOS04666
Scomberoides commersonnianus
Scomberoides
Scomberoides commersonnianus (Lacepède, 1801)* 100 KU499732.1
HL9.(1–10)
DOS05521
Scomberoides lysan
Scomberoides lysan (Forsskål, 1775) 99 DQ885125.1
DOS05773 Scomberoides tol (Cuvier, 1832) 99 KU535574.1
DOS05774 Selar crumenophthalmus Selar Selar crumenophthalmus (Bloch, 1793) 99 KF009661.1
DOS05257 Alepes djedaba Selaroides Selaroides leptolepis (Cuvier, 1833) 99 KM522839.1
DOS04738 Naucrates ductor Seriolina Seriolina nigrofasciata (Rüppell, 1829)* 99 KU535575.1
DOS03660 Seriola quinqueradiata Seriola Seriola quinqueradiata (Temminck & Schlegel, 1845)* 99 KU168712.1
DOS03661 Trachinotus blochii
Trachinotus
Trachinotus anak (Ogilby, 1909) 99 KP641582.1
DOS04005 Trachinotus blochii Trachinotus baillonii (Lacepède, 1801)* 100 KU535576.1
DOS03655 Decapterus maruadsi Trachurus Trachurus japonicus (Temminck & Schlegel, 1844) 100 HM180926.1
DOS04639 Uraspis helvola Uraspis Uraspis uraspis (Günther, 1860)* 99 KU578093.1
Note: The bold names were newly recorded species or were renamed by the DNA barcoding method. “*” were species belonging to LC list of IUCN Red
Book accessed on November 22, 2018. HL11.(1÷4) included four specimens (HL11.1; HL11.2; HL11.3; HL11.4).
Pham The Thu et al.
532
Discussions
Characteristics of fish species composition
Based on small number of specimens (56),
total 21 species belonging to 16 genera which
were recorded was diverse compared to some
coastal areas in the western Pacific (table 2).
Specially, the number of genera was similar to
that in some near-coastal areas such as the
northern Gulf of Thailand (16 genera) and in
the Indo-Malay (16 genera) and Taiwan (22
genera) (table 2), a total of 50 species in
Vietnam [26] and 148 species in the world have
been recorded. On the other hand, from the
results of COI gene analysis, two species of
Seriola quinqueradiata (Temminck & Schlegel,
1845) * and Trachinotus anak (Ogilby, 1909)
were newly records for the Carangidae fauna in
Vietnam based on FishBase (accessed on
23/10/2018), Animals of Vietnam in Volume
19 [27] and Atlas of common coral reef fishes
in Vietnam [28], hence, the total number of
species of the Carangidae family in the
Vietnam was increased to 52. Eight of 21 fish
species in present study were on the LC list of
IUCN Red Book. The result in present study
could be considered a good data for the
management of fisheries resources and
biodiversity conservation.
Table 2. Number of species, genera of Carangidae in some studied areas
Location Genera Species References
Mai Giang estuary 3 3 Hoang Ngoc Thao et al., (2015) [29]
Can Gio mangroves 8 9 Tong Xuan Tam et al., (2014) [30]
Van Phong Bay (Khanh Hoa) 13 19 Tran Thi Hong Hoa et al., (2014) [14]
Marine fish in Vietnam 21 46 Nguyen Huu Phung et al., (1995) [31]
Marine coral reef fish in Vietnam 16 26 Nguyen Nhat Thi et al., (2005) [32]
Tam Giang - Cau Hai lagoon 9 12 Nguyen Van Hoan et al., (2012) [33]
Taiwan 22 54 Lin et al., (1999) [34]
Indo-Malay sea 18 36 Jaafa et al., (2012) [35]
Fishes of northern gulf of Thailand 16 24 Tomohiro et al., (2013) [36]
Some species of Carangidae in Vietnam 16 21 This study
Phylogenetic relationships based on
mitochondrial COI gene
The results in fig. 3a, 3b show that the
species and genera had a very distinct division
with high bootstrap indexes (> 85%), which
also reflected the effectiveness and high
accuracy of the identification by the COI
(table 1, fig. 3a, 3b).
The phylogenetic tree of the studied fish in
fig. 3 was divided into 4 main groups
corresponding to the indicator colour lines for 4
subfamilies in the Carangidae. Therein, Group
1 included 3 species belonging to subfamily
Scomberoidae indicated in blue with the
highest bootstrap value (99%), including
Scomberoides commersonnianus,
Scomberoides lysan, Scomberoides tol; Group
2 included two species of Trachinotus baillonii
and Trachurus japonicus belonging to the
subfamily Trachinotinae indicated in pink (75%
value of bootstrap); Group 3 included two
species of Seriolina nigrofasciata and Seriola
quinqueradiata belonging to subfamily
Naucratinae indicated in yellow (89% value of
bootstrap); Group 4 indicated in red line
included 12 species (Alectis indicus, Alepes
kleinii, Alepes vari, Atule mate, Selar
crumenophthalmus, Trachurus japonicus,
Decapterus maruadsi, Parastromateus niger,
Carangoides malabaricus, Carangoides ferdau,
Atropus atropos, Megalaspis cordyla, Uraspis
uraspis) of Caranginae subfamily with the
lowest bootstrap value (39%).
The phylogenetic relationship of
Carangidae has also been published by many
authors. In which, Gushiken (1988), Kijima et
al., (1986), SmithVaniz (1984) and Reed
(2002) [28–30, 37], examined the phylogenetic
relationships in the Carangidae family in
previous studies, Smith -Vaniz (1984) provided
more information about the close relationship
between the two subfamilies (Caranginae and
Naucratiniae). Kijima et al., (1986) proposed
that Scomberoidiniae and Trachinotiniae were
closely related to the subfamily Naucratiniae
which was a part of subfamily of Caranginae
DNA barcoding for identification of some fish species
533
latter. In particular, this result was similar with
previous studies as Gushiken (1988) and Reed
(2001), thereby the authors have proposed a
phylogenetic tree consisting of two main
lineages, in which one lineage included
Caranginae and Naucratiniae, and remaining
lineage consisted of Scomberoidiniae and
Trachinotiniae. The phylogenetic relationships
in the genera of the Caranginae subfamily were
more complex, the previous studies (Gushiken
(1988); Kijima et al., (1986); Smith-Vaniz,
(1984)) were agreed on the number,
relationship and the each genus from each
lineage. In present study, the Caranginae
subfamily consisting of 3 branches was similar
to the previous study of Reed (2001), in which,
(A) branch included Selaroides; (B) branch
included Alectis, Uraspis, Megalaspis; (C)
branch included Atropus, Carangoides,
Parastromateus, Alepes, Decapterus, Trachurus,
Selar, Atute (fig. 3b), only A branch was well
supported by bootstrap value with 99%.
Gushiken (1988) was the first person to point
out that the two Carangoides and Alectis may
be sub-branches in the Caranginae subfamily.
But in present study, the number of specimens
was not enough to check all the taxa carefully
and to analyze ancestors and later generations
of the Caranginae subfamily. Currently, the
database in this study on Caranginae subfamily
could supported the single-branch hypothesis of
some genera such as Decapterus, Trachurus.
Figure 3. The phylogenetic tree was based on the COI gene with the GTR + G + I model
following
A
B
C
(a)
(b)
Fig. 3. The phylogenetic tree was based on the COI gene with the TR + G + I model following
the Neighbor Joining method, with a bootstrap value of 1000 times (4 subfamilies indicated by
color; species on GenBank denoted by black dots at branches)
Pham The Thu et al.
534
Efficiency between two classification methods
The morphological classification has the
advantages as fast and economic method, many
references, no requirement on modern
equipment and expensive chemicals but it
requires much experience from experts.
Specially, the traditional morphological method
for species identification is constrained by
phenotypic plasticity, life stage specific
identification cues, small size, often cryptic
ecologies and the occurrence of new species.
Meanwhile, DNA barcoding method overcomes
the limitations of morphological method and
shows the effectiveness, high accuracy and
resolves taxonomic ambiguities in many cases.
In present study, the DNA barcoding method
(COI gene) identified 21 species (16 genera)
while the morphological method only identified
18 species (16 genera) from 56 specimens
(table 1). In particular, some specimens which
could not be identified or was identified
incorrectly according to the morphological
method has been identified to species and
revised by DNA barcoding method (table 1). In
addition, the effectiveness of the DNA
barcoding method has also been shown in many
previous studies [31–35, 41]. Thus, the previous
studies and the present results reconfirmed that
the DNA barcoding method of the mitochondrial
COI gene is highly effective in identifying,
classifying and assessing the emergence of
species, including the Carangidae.
CONCLUSION
56 specimens of Carangidae collected from
three coastal areas (Northern, Central and
Southern) in Vietnam were identified to 21
species belonging to 16 genera by the COI
barcoding method while 18 species (16 genera)
were determined by morphological method.
Seriola quinqueradiata and Trachinotus anak
were new records for Carangidae in Vietnam.
The DNA barcodes of COI gene of 21 species
in Carangidae in present study could be used as
a basis for comparing, estimating phylogenetic
diversity and traceability of their products as
well as other studies of Carangidae in
conservation, management and utilization of
fisheries resources. Once again, the results
showed the high potentiality in using COI
barcode to identify Carangidae fish in Vietnam.
Acknowledgment: This study was funded by
Vietnam National Foundation for Science and
Technology Development (NAFOSTED) under
grant number 106.06-2018.31.
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