Open Access
How to translate text using browser tools
18 June 2021 Mosquitoes (Diptera: Culicidae) from Villages and Forest Areas of Rural Communes in Khanh Hoa and Binh Phuoc Provinces, Vietnam
Nam S. Vu, Jeffrey C. Hertz, Nicholas J. Martin, Tu C. Tran, Jodi M. Fiorenzano, Phong V. Tran, Hoang V. Nguyen, Anh D. Dang, Duong N. Tran, Maysa T. Motoki
Author Affiliations +
Abstract

This study presents the diversity of mosquitoes collected from communes, endemic with malaria and dengue, located in Khanh Hoa and Binh Phuoc Provinces, Vietnam. A total of 10,288 mosquitoes were collected in the village and forested sites using standard larval dippers, cow-baited traps, ultra-violet light traps, and mechanical aspirators. Mosquito taxa were identified morphologically and species complexes/groups were further characterized molecularly. Five genera of mosquitoes were morphologically identified: Anopheles Meigen (21 species), Aedes Meigen (2 species), Culex Linnaeus (5 species), Mansonia Blanchard sp., and Armigeres Theobald sp. The PCR-based identification methods allowed the distinction of members of Maculatus Group, Funestus Group, and Dirus Complex; and DNA barcodes enabled the further identification of the Barbirostris Complex. Data reported here include the first report of An. saeungae Taai & Harbach and An. wejchoochotei Taai & Harbach from Vietnam, and re-emphasizes the significance of using molecular data in an integrated systematic approach to identify cryptic species and better understand their role in disease transmission.

Vector-borne diseases have a significant impact on morbidity in the Greater Mekong Sub-region (GMS) (Jones et al. 2008; Hii and Rueda 2013), where malaria, dengue, and Japanese encephalitis (JE) are major public health threats (Solomon et al. 2003; Hewitt et al. 2013; Undurraga et al. 2013). In Vietnam, Anopheles dirus Peyton and Harrison and An. minimus Theobald have a significant role in malaria transmission (Sanh et al. 2008; Do Manh et al. 2010; Hii and Rueda 2013; Edwards et al. 2019), while An. maculatus Theobald, An. aconitus Dönitz, An. philippinensis Ludlow, An. sawadwongporni Rattanarithikul and Green, An. sinensis Wiedemann and members of the An. hyrcanus group have been identified as secondary malaria vectors (WHO 2007; Do Manh et al. 2010; Hii and Rueda 2013). Nevertheless, a full understanding of the role of these species in malaria transmission in Vietnam is unclear due to the presence of cryptic species within implicated vector taxa. Further, few entomological investigations properly differentiate collected mosquitoes beyond genus, which may not account for differences in behavior, feeding habits, and geographic range (Hii and Rueda 2013).

Morphological misidentification of sibling members in an Anopheles species complex or group is common due to shared morphological characteristics. In conjunction with morphological analysis, molecular techniques, such as PCR-based identification methods and DNA barcoding, have been used as complementary approaches to accurately identify many complex and group members. This approach has enabled researchers to better understand mosquito species distribution, ecology, behavior, and role in malaria transmission (Walton et al. 1999, 2007; Van Bortel et al. 2000; Huong et al. 2001; Manonmani et al. 2001; Garros et al. 2004; Dusfour et al. 2007; Hempolchom et al. 2013; Phunngam et al. 2017; Brosseau et al. 2019; Wilai et al. 2020).

Aedes aegypti (Linnaeus) and Ae. albopictus (Skuse) are primary and/or secondary vectors of dengue worldwide (Higa 2011). All four serotypes of dengue flaviviruses occur in Vietnam (Ha et al. 2003; Tuan et al. 2017; Quyen et al. 2018), but the incidence rate and transmission patterns differ among various regions in the country (Vu et al. 2014; Nguyen et al. 2019). Japanese encephalitis, caused by another flavivirus (Pearce et al. 2018), is transmitted by Culex gelidus Theobald, Cx. quinquefasciatus Say, Cx. tritaeniorhynchus Giles, and Cx. vishnui Theobald throughout Vietnam (Ohba et al. 2011; Kuwata et al. 2013).

Although rarely reported, the incidence of concurrent malaria and dengue infections appears to be increasing in co-endemic areas throughout Asia (Sahu et al. 2016). Recent epidemiologic reports of dengue and malaria transmission in two Vietnamese provinces follow this concerning pattern. To improve the understanding of Anopheline and Culicine mosquito diversity in Vietnam, we used morphological and molecular methods to identify mosquitoes collected from rural communes in Khanh Hoa (central-eastern) and Binh Phuoc (southwestern) Provinces, Vietnam.

Materials and Methods

Study Areas

Mosquito collections were carried out in October 2018 (rainy season) and March 2019 (dry season) in Khanh Thanh and Cau Ba communes within the Khanh Vinh district, located in Khanh Hoa Province, and in Bu Gia Map and Dac O communes, within the Bu Gia Map district, located in Binh Phuoc Province (Fig. 1). Khanh Hoa Province is mountainous, with over half of it covered by forest areas. The average monthly temperatures are between 23°C (December and January) and 27°C (April and August). The yearly precipitation varies between 1,400 and 2,800 mm. The rainy season is between September and December while the dry season is between January and April (Van Bortel et al. 2004). Binh Phuoc Province is mostly surrounded by primary forests and has an equatorial monsoon climate with two distinct seasons: rainy (May to October) and dry (November to April). The temperature averages around 25°C during the day and falls between 7 and 9°C at night (Ngo et al. 2014).

Specimen Collections

Sample collection was conducted in two different environments: in villages (indoor and around houses) and forest fringe areas. Mosquito larvae were collected from artificial habitats such as water-holding containers (e.g., discarded containers, tanks, jars, flower vases, tires, and other similar objects), from inside and/or around houses (peridomiciliary), from natural habitats such as streams around villages and in the forested areas using a standard larval dipper (350 ml, 13 cm diameter; BioQuip, Rancho Dominguez, CA, USA). The larvae were transferred by pipette into plastic bags (WhirlPak, BioQuip, CA, USA) and transported to the entomological laboratory at the National Institute of Hygiene and Epidemiology (NIHE) for identification.

Fig. 1.

Sampling locations in Khanh Hoa and Binh Phuoc Provinces, Vietnam.

img-z2-9_2264.jpg

Adult mosquitoes were collected using ultra-violet light traps (LT), cow-baited traps (CBT), and peridomiciliary with mechanical aspirators. Three to six LTs were set up from 6 pm to 6 am in each commune (30% in villages and 70% in forest areas) for three nights in October 2018 and four nights in March 2019. Two CBT per commune were performed, one in a forest area and one in a village. During CBT, 4–5 people collected mosquitoes off a tethered cow for 10–15 min every hour using a manual aspirator from 6 pm to 6 am for three nights in October 2018 and for four nights in March 2019. Resting adult mosquitoes were collected with manual aspirators indoors and outdoors in the villages (from 7 am to 11 pm and 1 pm to 5 pm; for 4 d in each commune).

The use of cows for CBT during this study was reviewed by a veterinarian in accordance with U.S. Department of Defense and applicable U.S. federal laws and determined to be a field study that did not require review by an Institutional Animal Care and Use Committee.

Species Identification

Adult specimens were pinned on paper points, labeled with a unique collection number and identified under a stereoscope following Stojanovich and Scott (1966) and an identification key developed by the Institute of Malariology, Parasitology, and Entomology (IMPE 2008). Voucher specimens were deposited in the national mosquito collections of the Smithsonian Institution, National Museum of Natural History, Washington DC.

Species belonging to Dirus Complex, Funestus Group, and Maculatus Group were further characterized using PCR-based identification methods in accordance with Walton et al. (1999) for Dirus Complex, Garros et al. (2004) for Funestus Group, and Walton et al. (2007) for Maculatus Group. In addition, DNA barcodes (658-bp of the COI) were obtained and analyzed following Motoki et al. (2019a). DNA was extracted from the removal of a single leg from pinned adult specimens or the whole ethanol-preserved adults using the QIAamp DNA Mini Kit (Qiagen, Hilden, Germany,  http://www.qiagen.com) in accordance with the manufacturer's instructions. Molecular identification was obtained using primers listed in   Supp Table S1 (tjab106_suppl_supplementary_table_s1.docx) (online only).

The PCR protocol for Dirus Complex (Walton et al. 1999) consisted of a 5-min denaturation at 94°C and 32 cycles at 94°C for 15 s, 45°C for 15 s and 72°C for 30 min, followed by 5-min extension at 72°C; for Funestus Group (Garros et al. 2004), 2-min denaturation at 94°C and 40 cycles at 94°C for 30 s, 45°C for 30 s and 72°C for 40 s, followed by 5-min extension at 72°C; and for Maculatus Group (Walton et al. 2007) 5-min denaturation at 94°C and 35 cycles at 94°C for 1 min, 55°C for 30 s and 72°C for 30 s, followed by 5-min extension at 72°C. PCR amplicons were electrophoresed in 1.5% TBE agarose gels stained with GelRed Nucleic Acid Gel Stain (Biotium Inc., Hayward, USA) at 100V for 15–20 min, before ultraviolet visualization. Specimens were identified according to the length of the product (  Supp Table S1 (tjab106_suppl_supplementary_table_s1.docx) [online only]).

The PCR protocol for COI was followed by Motoki et al. (2019a), using primers developed by Folmer et al. (1994) (  Supp Table S1 (tjab106_suppl_supplementary_table_s1.docx) [online only]). The PCR cycle was 94°C for 1 min, 5 cycles of 94°C for 40 s, 45°C for 40 s and 72°C for 1 min, followed by 30 cycles at 94°C for 40 s, 49°C for 40 s and 72°C for 1 min, and a 5-min extension at 72°C. Amplicons were electrophoresed and visualized using the same methods detailed in the above PCR protocol. Positive samples were purified by adding 1 µl of diluted ExoSAP-IT (1:10) in 10 µl of PCR product. The PCR product was incubated using a thermal cycler at 37°C for 30 min, then at 80°C for 15 min.

Sequencing reactions were carried out in both directions using an ABI Big Dye Terminator kit v.3.1 (Applied Biosystems, Warrington, UK) and analyzed in an ABI 3130 Genetic Analyzer (Applied Biosystems, Foster City, CA, USA). Sequences of COI were edited in SequencherTM v.5.4.6 (Genes Codes Co., Ann Arbor, MI, USA). Similarities with publicly available sequences were assessed using the Basic Local Alignment Search Tool (blast.ncbi.nlm.nih.gov/Blast. cgi) and through the Identification System of the Barcode of Life Database (BOLD). Alignments were made using Geneious 9.1.6. (Kearse et al. 2012). The best evolutionary model (GTR+G) was selected using jModelTest v.2.1.10 (Darriba et al. 2012). Maximum likelihood analysis was performed with MEGA v.7 (Kumar et al. 2016), with bootstrap supports (Felsenstein 1985) based on 1000 replicates. Intra and interspecific variation was calculated using the Kimura-2 parameter method (Kimura 1980) conducted in MEGA v.7 (Kumar et al. 2016).

Results

Mosquito Identification

Overall, 10,288 specimens were collected in Khanh Hoa and Binh Phuoc Provinces. According to morphological identifications, mosquitoes represented 26 taxa from five genera: Aedes Meigen, Anopheles Meigen, Armigeres Theobald, Culex Linnaeus, and Mansonia Blanchard (Table 1). Anopheles and Culex mosquitoes with missing or damaged body parts were assigned to Anopheles spp. and Culex. spp., respectively. Culex and Aedes were morphologically identified to species, while Armigeres and Mansonia were morphologically identified to genus (Table 1).

Based on the PCR-based identification methods (Table 2), all An. dirus s.l. (79 specimens) were identified as An. dirus s.s. Specimens of Maculatus Group (668 specimens) were identified molecularly as An. maculatus sensu stricto (s.s.) (70%, 468/668), and An. sawadwongporni (26%, 175/668). The remaining 4% (n = 25) could not be identified by the molecular method used. Despite the few samples of Minimus Complex (n = 4) identified by morphological diagnostic characters, the PCR-based identification method detected one An. minimus s.s., two An. harrisoni Harbach and Manguin, and one specimen could not be identified molecularly. Lastly, all but one of the specimens morphologically identified as An. aconitus (75 specimens) were molecularly confirmed as An. aconitus; one specimen was molecularly identified as An. varuna Iyengar. Specimens that could not be identified by molecular methods were assigned to Anopheles spp. (Table 2).

In addition, DNA barcodes of 40 specimens were generated (GenBank numbers: MT380479-MT380518) and were compared to sequences already published in the GenBank. Comparison of sequences matched between 98.5 and 100% of similarities with the closest publicly available sequences (  Supp Table S2 (tjab106_suppl_supplementary_table_s2.xlsx) [online only]), allowing the verification of 16 Anopheles species (Fig. 2). The COI sequences of An. kochi Dönitz, An. minimus, An. philippinensis, An. vagus Dönitz and An. varuna were not generated. Anopheles barbirostris van der Wulp, An. dissidens Taai and Harbach, An. saeungae Taai and Harbach and An. wejchoochotei Taai and Harbach were identified initially by morphological characters as An. barbirostris s.l., but were not identified molecularly using the multiplex PCR method (Brosseau et al. 2019; Wilai et al. 2020). However, the COI sequences allowed for further discrimination of the sibling members and correctly identified these four species (Fig. 2). The intraspecific variation in the K2P between the COI sequences ranges from 0.002 to 0.017, and the interspecific variation was ≥0.027 (  Supp Table S3 (tjab106_suppl_supplementary_table_s3.xlsx) [online only]).

Diversity of Anopheles in Village and Forest Areas

A total of 1,798 adult Anopheles species were collected using CBT (96.3%, 1,731/1,798) and LT (3.7%, 67/1,798) (  Supp Table S4 (tjab106_suppl_supplementary_table_s4.xlsx) [online only]). Based on the morphological identification, 11 species of Anopheles were identified and four species complexes/groups (Dirus Complex, Maculatus Group, Funestus Group, and Barbirostris Complex) (Table 1). Twenty-one Anopheles species were identified after using molecular identification techniques (Table 2). Only resting Ae. aegypti and Ae. albopictus were collected using manual aspirators in villages (  Supp Table S5 (tjab106_suppl_supplementary_table_s5.xlsx) [online only]).

Of 1,198 Anopheles adults collected in Khanh Hoa Province, 705 (59%) specimens were found in Khanh Thanh and 493 (41%) in Cau Ba. In Khanh Thanh, An. vagus (21.4%,), An. kochi (13.8%), An. peditaeniatus (Leicester) (13.3%), An. dirus (10.5%), An. philippinensis (9.6%), and An. sinensis (9.5%) represented 78.1% of the collected species (Table 2). In Cau Ba, An. sawadwongporni (26%), An. vagus (16%), An. peditaeniatus (15.2%), An. maculatus (10.8%), An. splendidus Koidzumi (6.3%) and An. kochi (6.3%) represented 80.6% of the collected species (Table 2).

Table 1.

Mosquitoes identified based on morphological diagnostic characters, collected in Khanh Hoa and Binh Phuoc Provinces, Vietnam

img-z4-2_2264.gif

In Binh Phuoc Province, a total of 600 Anopheles specimens were collected, 409 specimens in Bu Gia Map and 191 specimens in Dac O. In Bu Gia Map, An. maculatus (81.9%) was the dominant species followed by An. sawadwongporni (5.9%) (Table 2). In Dac O, An. maculatus (32.5%), An. philippinensis (24.1%), and An. aconitus (14.1%) were the most abundant species and represented 70.7% of all species collected (Table 2).

Throughout this study, adult Anopheles species were collected around villages (62.1%; 1,117/1,798) and forest environments (37.9%; 681/1,798) (Table 2). Anopheles dirus was principally collected from forest environments (98.7%, 78/79), whereas, An. maculatus and An. sawadwongporni were collected in all locations and environments (Table 2). Anopheles maculatus was the most abundant species collected in both communes in Binh Phuoc Province and was the dominant species in Bu Gia Map (Table 2).

Observation on Anopheles' Host-Seeking Activity in Response to Cattle-Baited Traps

The host-seeking activity in response to CBT for An. kochi, An. peditaeniatus, and An. vagus occurred before 7 pm, while An. dirus peaked between 8 and 9 pm in Khanh Thanh (Fig. 3A); An. sawadwongporni, peak activity was between 7 and 8 pm in Cau Ba (Fig. 3B). Anopheles maculatus peak activity was between 8 and 9 pm, rising higher between 11 pm and 12 am in Bu Gia Map (Fig. 4A), and occurred between 9 and 10 pm, with lower peak activity observed between 1 and 2 am in Dac O (Fig. 4B).

Larval Species Collected from Natural and Artificial Habitats

Larvae of An. aconitus (n = 152) and An. barbirostris s.l. (n = 5) were collected in streams and small rivers (natural breeding habitats) (Table 1). Larvae of Ae. aegypti (n = 1,281) and Ae. albopictus (n = 1,429) were collected in artificial habitats found indoor or around houses in villages within Khanh Hoa and Binh Phuoc Provinces (Table 1). In Khanh Thanh, Ae. albopictus corresponded to 90% (956/1,063) of all collected Aedes larvae; while Ae. aegypti (73%, 583/799) was more commonly collected in Cau Ba (Table 1;   Supp Table S5 (tjab106_suppl_supplementary_table_s5.xlsx) [online only]). Aedes aegypti larvae were more common in Bu Gia Map (67%, 338/507) and Dac O (74%, 253/341) (Table 1;   Supp Table S5 (tjab106_suppl_supplementary_table_s5.xlsx) [online only]).

Larvae of Ae. aegypti from Khanh Thanh were mostly collected from plastic drums (34%), plastic jars (16%), and discarded containers (15%) while larvae of Ae. albopictus were mostly collected in discarded containers (38%), plastic drums (23%), and ceramic jars (20%) (Table 3). In Cau Ba, Ae. aegypti were predominately found in plastic drums and discarded containers (31% each) with Ae. albopictus larvae were found in discarded containers (37%) and plastic jars (33%) (Table 3). In Bu Gia Map, Ae. aegypti larvae were mostly found in plastic jars (35%) and ceramic jars (26%), and Ae. albopictus were found in plastic drums (31%) and tires (30%) (Table 3). In Dac O, Ae. aegypti were mostly collected most from plastic jars (81%) and Ae. albopictus in flower vases (83%) (Table 3). No larvae of other species were collected in association with Aedes larvae from artificial habitats in the villages.

Table 2.

Adults of Anopheles species collected in villages and forest areas in Khanh Hoa and Binh Phuoc Provinces, Vietnam.

img-z5-2_2264.gif

Discussion

The GMS includes six countries, each with a high diversity of mosquito vector species, including many Anopheles complexes/groups, with high heterogeneity in geographic distribution patterns and behavioral plasticity between species (Trung et al. 2005; Sinka et al. 2011; Cui et al. 2012). This heterogeneity and behavioral plasticity require periodic reevaluation of mosquito distributions to target vector control efforts and obtain a better understanding of disease transmission cycles, particularly in co-endemic areas with concurrent disease transmission patterns.

This study utilized multiple methodologies to better sample and identify the mosquitoes at field sites in two Vietnamese provinces with reports of overlapping malaria and dengue transmission. Previous entomological surveys carried out in a transect from the northern to the southeastern regions of Vietnam, demonstrated that CBT was a suitable collection method for primary and secondary malaria vectors throughout the country (Garros et al. 2008). This method, along with the use of light traps, resulted in the collection of 21 Anopheles species during this study. Additionally, the other larval and adult collection methods used in indoor and outdoor locations within villages resulted in the identification of Ae. aegypti, Ae. albopictus, Cx. fuscochephala Theobald, Cx. gelidus, Cx. quinquefasciatus, Cx. tritaeniorhynchus, Cx. vishnui, Armigeres sp., and Mansonia sp. The biodiversity of known malaria vectors, arbovirus vectors, and other mosquitoes in this area represents a challenge that public health and vector control professionals will have to work together to address.

The PCR-based identification methods employed in this study were crucial to discerning the cryptic species of Maculatus Group and Minimus Complex. The cryptic species, An. maculatus s.s./An. sawadwongporni of the Maculatus Group and An. minimus s.s./An. harrisoni of the Minimus Complex, have been found in sympatry and implicated in malaria transmission in Vietnam (Do Manh et al. 2010; Van Bortel et al. 2010). These data re-emphasize the need for accurate mosquito identification to ensure cryptic vectors are considered when investigating malaria transmission cycles and to successfully direct vector control operations (Manguin et al. 2008; Do Manh et al. 2010; Sinka et al. 2011).

Recently, Taai and Harbach (2015) revised An. barbirostris s.l. in Thailand based on molecularly identified progeny broods and described three new members of this complex: An. dissidens, An. saeungae, and An. wejchoochotei. Anopheles barbirostris s.l. has been collected in the northern and central regions of Vietnam (Garros et al. 2008; Van Bortel et al. 2010), thus it is plausible that these reports may include more than one species of the Barbirostris Complex. In this study, the sequences of the COI confirmed, for the first time, that An. saeungae and An. wejchoochotei are present in Vietnam. Our findings expand the known species and regional distribution of the Barbirostris Complex in Vietnam. These species should be further investigated to provide a better understanding of how the Barbirostris Complex influences malaria maintenance and transmission in Vietnam.

Fig. 2.

Maximum likelihood tree of COI of Anopheles species. Sequences generated during this study have initials MT38. GenBank sequences included specimens from Cambodia, China, Korea, Japan, Thailand, and Vietnam. Bootstrap values ≥ 70%

img-z6-1_2264.jpg

The primary malaria vector, An. dirus, has been collected in high densities from forested areas in the southern and central provinces of Vietnam and contributes to the maintenance of malaria transmission in these regions (Obsomer et al. 2007; Sinka et al. 2011; Marchand et al. 1997, 2011; Ngo et al. 2014). Seventy-four specimens of An. dirus were found in Khanh Thanh commune, Khanh Hoa Province; however, very few specimens were collected in Cau Ba commune from the same province or Bu Gia Map and Dac O communes in Binh Phuoc Province. This suggests that province-level vector mapping may not be sufficiently accurate to understand the geographic distribution of An. dirus in Vietnam.

Fig. 3.

Host-seeking activity in response to cattle-baited traps in Khanh Hoa Province, Vietnam. A. Khanh Thanh commune. B. Cau Ba commune

img-z7-1_2264.jpg

Fig. 4.

Host-seeking activity in response to cattle-baited traps in Binh Phuoc Province, Vietnam. A. Bu Gia Map commune. B. Dac O commune

img-z7-3_2264.jpg

Ngo et al (2014) collected 17 Anopheles species in Bu Gia Map commune, Binh Phuoc Province, including predominately the primary vectors An. dirus and An. minimus, and low densities of other Anopheles species. Interestingly, low densities of An. dirus (n = 1), An. minimus (n =1), other Anopheles species (n varied from 1 to 24), and a high density of An. maculatus (n = 335) were collected during this study from the same commune. A possible explanation for the varying density of malaria vectors is the use of insecticide (e.g., indoor residual spray and insecticide-treated nets and long-lasting insecticidal nets), which can reduce regional mosquito populations (Parajuli et al. 1981; Garros et al. 2005; Dev and Manguin 2016; Nguyen 2020). However, this should not work for An. maculatus. which has been found to be resistant, or suspected to be resistant to alpha-cypermethrin, lambda-cyhalothrin (Hieu and Duyen 2015), permethrin, and deltamethrin (NIMPE 2012) in the central and central highland regions of Vietnam. While An. dirus and An. minimus are still sensitive for alpha-cypermethrin and lambda-cyhalothrin in the central region of the country (Nguyen 2020). Nevertheless, additional insecticide resistance studies are needed to clarify the susceptibility of malaria vectors to insecticide in the studied locations.

A number of secondary vectors (An. harrisoni, An. kochi, An. maculatus, An. peditaeniatus, An. philippinensis, An. sawadwongporni, and An. vagus) were collected herein. In Hanh Chuon village, Truong Xuan Commune, Quang Binh Province of Vietnam, An. harrisoni, An. maculatus, and An. sawadwongporni were involved in malaria transmission (Do Manh et al. 2010). Anopheles maculatus is considered a primary malaria vector in eastern India, southern Thailand, peninsular Malaysia, and Java (Green et al. 1991; Rahman et al. 1993; Rattanarithikul et al. 1996; Barcus et al. 2002; Coleman et al. 2002); An. sawadwongporni is an important malaria vector in Thailand (Somboon et al. 1998; Coleman et al. 2002); while An. harrisoni was incriminated for the first time as a vector of malaria in Hanh Chuon village, Truong Xuan Commune, Quang Binh Province of Vietnam (Do Manh et al. 2010). As mentioned before, Anopheles maculatus was the most abundant species in Binh Phuoc Province, and An. sawadwongporni in Khanh Hoa Province. Despite those species being involved in malaria transmission in Hanh Chuon village, the vector status of An. maculatus and An. sawadwongporni in Khanh Hoa and Binh Phuoc Provinces is still unclear. Therefore, due to the high density of these species collected in our study, and their importance in malaria transmission in neighboring countries, further large-scale studies are essential to elucidate the role of these species in malaria transmission in Vietnam.

Economic development, such as high rates of urbanization, and a favorable climate have been linked to changes in the range of dengue vectors (Motoki et al. 2019b). These factors may explain the expansion of the range for flavivirus and alphavirus vectors within Vietnam. Vector control remains the primary measure to prevent dengue transmission, so understanding the changes in the range of these vectors is critical to targeting control measures. Aedes aegypti has been found commonly in urban areas (Tsuda et al. 2006; Jansen and Beebe 2010), while Ae. albopictus has been generally associated with peri-urban and rural environments (Tsuda et al. 2006; Braks et al. 2003). However, recently Ae. albopictus has been reported in urban areas (Lambrecht et al. 2010; Li et al. 2014). Only larvae of Ae. aegypti and Ae. albopictus were collected from indoor and outdoor artificial habitats in villages. Shared larval habitats and reports of distribution and abundance shifts of resident Ae. albopictus or Ae. aegypti after the establishment of the other species suggest that competitive displacement may have occurred (Braks et al. 2003). Interestingly, in Khanh Thanh and Dac O communes both species where collected in the same habitat; however, Ae. albopictus was dominant in Khanh Thanh and Ae. aegypti was dominant in Dac O. Additional research is needed to better understand the distribution of these two dengue vectors.

Table 3.

Artificial habitats of Ae. aegypti and Ae. albopictus in villages located in Khanh Hoa and Binh Phuoc Provinces, Vietnam

img-z8-2_2264.gif

Many Anopheles samples were collected during the first hour of collection (between 6 pm and 7 pm), indicating that peak host-seeking behavior may occur earlier than 6 pm, possibly during the day time, especially in dark environments, such as in forest areas in Khanh Hoa and Binh Phuoc. This may not be an isolated observation as biting activity during the day was observed in Anopheles species in northern Cambodia (Vantaux et al. 2021), and in Laos (Marcombe et al. 2020). Herein, only CBT was conducted, thus, we were not able to infer the anthrophophily of Anopheles species in the malaria transmission context. However, sample collection that includes daytime hours, before 6 pm, should be considered in future studies to determine the frequency and occurrence of daytime activity for these vectors.

There are some limitations to this study. Collection methods were not related to human-baited trap, and parasites infections were not examined, limiting our ability to confirm which species were involved in malaria transmission in the studied areas. Therefore, the use of human-baited trap methods and determination of parasites infection in Anopheles species should be considered for future studies to better understand the dynamics of malaria transmission in these areas. Larval surveys were conducted near homes (indoors and outdoors) in villages; future larval surveys should be conducted in sylvatic habitats to check for the presence of Ae. albopictus which are usually reported in rural and forested areas.

This study presented preliminary results; continuous research must be conducted in these areas to better understand the diversity and range of mosquitos in these areas. Further studies that address the limitations noted here will improve the knowledge of the biology, ecology, and behavior of mosquito vectors to better understand human disease transmission and implement targeted strategies to prevent disease transmission in these areas of Vietnam.

Supplementary Data

Supplementary data are available at Journal of Medical Entomology online.

Acknowledgments

We are grateful to Nguyen Thi Yen, Hoang Ngoc Anh, Tran Chi Cuong, Tran Hai Son, Nguyen Tra Giang, Nguyen Vi Anh, Vu Thi Lieu from the National Institute of Hygiene and Epidemiology; to the entomologists from the Institute of Malariology Parasitology and Entomology Quy Nhon and Ho Chi Minh city; to the CDC team from Binh Phuoc and Khanh Hoa Provinces for helping us in the fieldwork. Our sincere thanks to Nguyen Thi Phuong Hoa, Dieu Nguyen Linh, Diana Paola Naranjo, and Nicole Zdrojewski from Vysnova Partners for facilitating this research. Also, we thank Dr. Leopoldo Rueda for providing his valuable comments and review of the manuscript. This study was funded by the U.S. Department of Defense Health Agency Research, Development, Technology and Evaluation programs under work unit number D1430. The National Institute of Hygiene and Epidemiology (NIHE) also provided fund for fieldwork and sample analysis.

References cited

1.

Barcus, M. J., F. Laihad, M. Sururi, P. Sismadi, H. Marwoto, M. J. Bangs, and J. K. Baird. 2002. Epidemic malaria in the Menoreh Hills of Central Java. Am. J. Trop. Med. Hyg. 66: 287–292. Google Scholar

2.

Braks, M. A., N. A. Honório, R. Lourençqo-De-Oliveira, S. A. Juliano, and L. P. Lounibos. 2003. Convergent habitat segregation of Aedes aegypti and Aedes albopictus (Diptera: Culicidae) in southeastern Brazil and Florida. J. Med. Entomol. 40: 785–794. Google Scholar

3.

Brosseau, L., C. Udom, C. Sukkanon, T. Chareonviriyaphap, M. J. Bangs, A. Saeung, and S. Manguin. 2019. A multiplex PCR assay for the identification of five species of the Anopheles barbirostris complex in Thailand. Parasit. Vectors. 12: 223. Google Scholar

4.

Coleman, R. E., R. Sithiprasasna, P. Kankaew, C. Kiaattiut, S. Ratanawong, B. Khuntirat, and J. Sattabongkot. 2002. Naturally occurring mixed infection of Plasmodium vivax VK210 and P. vivax VK247 in Anopheles mosquitoes (Diptera: Culicidae) in western Thailand. J. Med. Entomol. 39: 556–559. Google Scholar

5.

Cui, L., G. Yan, J. Sattabongkot, Y. Cao, B. Chen, X. Chen, Q. Fan, Q. Fang, S. Jongwutiwes, D. Parker, et al. 2012. Malaria in the Greater Mekong Subregion: heterogeneity and complexity. Acta Trop. 121: 227–239. Google Scholar

6.

Darriba, D., G. L. Taboada, R. Doallo, and D. Posada. 2012. jModelTest 2: more models, new heuristics and parallel computing. Nat. Methods 9: 772. Google Scholar

7.

Dev, V., and S. Manguin. 2016. Biology, distribution and control of Anopheles (Cellia) minimus in the context of malaria transmission in northeastern India. Parasit. Vect. 9: 585. Google Scholar

8.

Dusfour, I., J. Blondeau, R. E. Harbach, I. Vythilingham, V. Baimai, H. D. Trung, T. Sochanta, M. J. Bangs, and S. Manguin. 2007. Polymerase chain reaction identification of three members of the Anopheles sundaicus (Diptera: Culicidae) complex, malaria vectors in Southeast Asia. J. Med. Entomol. 44: 723–731. Google Scholar

9.

Edwards, H. M., V. D. Chin, B. L. Duy, P. V. Thanh, N. D. Thang, D. M. Trang, I. Chavez, and J. Hii. 2019. Characterising residual malaria transmission in forested areas with low coverage of core vector control in central Vietnam. Paras. Vect. 12: 454. Google Scholar

10.

Felsenstein, J. 1985. Confidence limits on phylogenies: an approach using the bootstrap. Evolution. 39: 783–791. Google Scholar

11.

Folmer, O., M. Black, W. Hoeh, R. Lutz, and R. Vrijenhoek. 1994. DNA primers for amplification of mitochondrial cytochrome c oxidase subunit I from diverse metazoan invertebrates. Mol. Mar. Biol. Biotechnol. 3: 294–299. Google Scholar

12.

Garros, C., L. L. Koekemoer, M. Coetzee, M. Coosemans, and S. Manguin. 2004. A single multiplex assay to identify major malaria vectors within the African Anopheles funestus and the Oriental An. minimus groups. Am. J. Trop. Med. Hyg. 70: 583–590. Google Scholar

13.

Garros, C., R. P. Marchand, N. T. Quang, N. S. Hai, and S. Manguin. 2005. First record of Anopheles minimus C and significant decrease of An. minimus A in central Vietnam. J. Amer. Mosquito Control Assoc. 21: 139–143. Google Scholar

14.

Garros, C., C. Van Nguyen, H. D. Trung, W. Van Bortel, M. Coosemans, and S. Manguin. 2008. Distribution of Anopheles in Vietnam, with particular attention to malaria vectors of the Anopheles minimus complex. Malar. J. 7: 11. Google Scholar

15.

Green, C. A., R. Rattanarithikul, S. Ponparit, P. Sawadongporn, and V. Baimai. 1991. A newly recognized vector of human malarial parasites in the Oriental region, Anopheles (Cellia) pseudowillmori (Theobald 1910). Trans. R. Soc. Trop. Med. Hyg. 85: 35–36. Google Scholar

16.

Ha, D. Q., V. T. Q. Huong, H. T. Kim Loan, V. T. T. Ngu, H. T. N. Dao, and C. M. Thang. 2003. Virological and serological surveillance of dengue epidemics in 19 provinces in Southern Viet Nam during 2001. Dengue Bull. 27: 46–51. Google Scholar

17.

Hempolchom, C., Y. Otsuka, V. Baimai, S. Thongsahuan, A. Saeung, K. Taai, W. Srisuka, P. Somboon, and W. Choochote. 2013. Development of a multiplex PCR assay for the identification of eight species members of the Thai Hyrcanus Group (Diptera: Culicidae). Appl. Entomol. Zool. 48: 469–476. Google Scholar

18.

Hewitt, S., C. Delacollette, and I. Chavez. 2013. Malaria situation in the Greater Mekong Sub-region. Southeast Asian J. Trop. Med. Public Health 44: 46–72. Google Scholar

19.

Hieu, H. V., and N. T. Duyen. 2015. Resistance of Anopheles maculatus group to pyrethroids insecticides. Local report on Molecular Biology. [in Vietnamese].  http://ird.duytan.edu.vn/molbio/cong-bo-khoa-hoc/cong-boquoc-gia/muc-do-khang-hoa-chat-diet-con-trung-nhom-pyrethroides-cuanhom-loai-muoi-anopheles-maculatus/. Accessed 25 April 2021. Google Scholar

20.

Higa, Y. 2011. Dengue vectors and their spatial distribution. Trop. Med. Health. 39: 17–27. Google Scholar

21.

Hii, J., and L. M. Rueda. 2013. Malaria vectors in the Greater Mekong Sub-region: overview of malaria vectors and remaining challenges. In: Mekong Malaria III, towards malaria elimination in the Greater Mekong Subregion. Southeast Asian J. Trop. Med. Public Health 44: 73–165. Google Scholar

22.

Huong, N. T., P. Sonthayanon, A. J. Ketterman, and S. Panyim. 2001. A rapid polymerase chain reaction based method for identification of the Anopheles dirus sibling species. Southeast Asian J. Trop. Med. Public Health 32: 615–620. Google Scholar

23.

Institute of Malariology, Parasitology and Entomology (IMPE). 2008. Keys to identify the Anopheles mosquitoes (adults-pupae-larvae). IMPE, Hanoi, Vietnam. Google Scholar

24.

Jansen, C. C., and N. W. Beebe. 2010. The dengue vector Aedes aegypti: what comes next. Microbes Infect. 12: 272–279. Google Scholar

25.

Jones, K. E., N. G. Patel, M. A. Levy, A. Storeygard, D. Balk, J. L. Gittleman, and P. Daszak. 2008. Global trends in emerging infectious diseases. Nature. 451: 990–993. Google Scholar

26.

Kearse, M., R. Moir, A. Wilson, S. Stones-Havas, M. Cheung, S. Sturrock, S. Buxton, A. Cooper, S. Markowitz, C. Duran, et al. 2012. Geneious Basic: an integrated and extendable desktop software platform for the organization and analysis of sequence data. Bioinformatics. 28: 1647–1649. Google Scholar

27.

Kimura, M. 1980. A simple method for estimating evolutionary rate of base substitution through comparative studies of nucleotide sequences. J. Mol. Evol. 16: 111–120. Google Scholar

28.

Kumar, S., G. Stecher, and K. Tamura. 2016. MEGA7: molecular evolutionary genetics analysis version 7.0 for bigger datasets. Mol. Biol. Evol. 33: 1870–1874. Google Scholar

29.

Kuwata, R., P. T. Nga, N. T. Yen, K. Hoshino, H. Isawa, Y. Higa, N. V. Hoang, B. M. Trang, D. O. P. Loan, T. V. Phong, et al. 2013. Surveillance of Japanese encephalitis virus infection in mosquitoes in Vietnam from 2006 to 2008. Am. J. Trop. Med. Hyg. 88: 681–688. Google Scholar

30.

Lambrechts, L., T. W. Scott, and D. J. Gubler. 2010. Consequences of the expanding global distribution of Aedes albopictus for dengue virus transmission. Plos Negl. Trop. Dis. 4: e646. Google Scholar

31.

Li, Y., F. Kamara, G. Zhou, S. Puthiyakunnon, C. Li, Y. Liu, Y. Zhou, L. Yao, G. Yan, and X. G. Chen. 2014. Urbanization increases Aedes albopictus larval habitats and accelerates mosquito development and survivorship. Plos Negl. Trop. Dis. 8: e3301. Google Scholar

32.

Manguin, S., C. Garros, I. Dusfour, R. E. Harbach, and M. Coosemans. 2008. Bionomics, taxonomy, and distribution of the major malaria vector taxa of Anopheles subgenus Cellia in Southeast Asia: an updated review. Infect. Genet. Evol. 8: 489–503. Google Scholar

33.

Manh, C. D., N. W. Beebe, V. N. Van, T. L. Quang, C. T. Lein, D. V. Nguyen, T. N. Xuan, A. L. Ngoc, and R. D. Cooper. 2010. Vectors and malaria transmission in deforested, rural communities in north-central Vietnam. Malar. J. 9: 259. Google Scholar

34.

Manonmani, A., H. Townson, T. Adeniran, P. Jambulingam, S. Sahu, and T. Vijayakumar. 2001. rDNA-ITS2 polymerase chain reaction assay for the sibling species of Anopheles fluviatilis. Acta Trop. 78: 3–9. Google Scholar

35.

Marchand, R. P., N. Q. Tuyen, N. Q. Hoanh, and N. T. Vien. 1997. The Khanh Phu malaria research project. InReview meetings 1–2 March 1996. Medical Publishing House, Hanoi, Vietnam. Google Scholar

36.

Marchand, R. P., R. Culleton, Y. Maeno, N. T. Quang, and S. Nakazawa. 2011. Co-infections of Plasmodium knowlesi, P. falciparum, and P. vivax among Humans and Anopheles dirus Mosquitoes, Southern Vietnam. Emerg. Infect. Dis. 17: 1232–1239. Google Scholar

37.

Marcombe, S., S. Maithaviphet, J. Bobichon, N. Phommavan, S. Nambanya, V. Corbel, and P. T. Brey. 2020. New insights into malaria vector bionomics in Lao PDR: a nationwide entomology survey. Malar. J. 19: 396. Google Scholar

38.

Motoki, M. T., K. Vongphayloth, L. M. Rueda, E. F. Miot, A. Hiscox, J. C. Hertz, and P. T. Brey. 2019a. New records and updated checklist of mosquitoes (Diptera: Culicidae) from Lao People's Democratic Republic, with special emphasis on adult and larval surveillance in Khammuane Province. J. Vector Ecol. 44: 76–88. Google Scholar

39.

Motoki, M. T., D. M. Fonseca, E. F. Miot, B. Demari-Silva, P. Thammavong, S. Chonephetsarath, N. Phommavanh, J. C. Hertz, P. Kittayapong, P. T. Brey, et al. 2019b. Population genetics of Aedes albopictus (Diptera: Culicidae) in its native range in Lao People's Democratic Republic. Parasit. Vectors. 12: 477. Google Scholar

40.

National Institute of Malariology, Parasitology and Entomology (NIMPE). 2012. Results of sensitivity and resistance of Anopheles species to insecticides in Vietnam during 1992–2011. Local report. [in Vietnamese].  http://www.impe-qn.org.vn/impe-qn/vn/portal/InfoDetail.jsp?area=58&cat=1132&ID=5718. Accessed 25 April 2021. Google Scholar

41.

Ngo, C. T., G. Dubois, V. Sinou, D. Parzy, H. Q. Le, R. E. Harbach, and S. Manguin. 2014. Diversity of Anopheles mosquitoes in Binh Phuoc and Dak Nong Provinces of Vietnam and their relation to disease. Parasit. Vectors. 7: 316. Google Scholar

42.

Nguyen, X. Q. 2020. Malaria vectors in the central region (2010–2019). Local report of the Institute of Malariology, Parasitology and Entomology - Quy Nhon (IMPE-QN). [in Vietnamese].  http://www.impe-qn.org.vn/impe-qn/vn/portal/InfoDetail.jsp?area=58&cat=1065&ID=11772. Accessed 25 April 2021. Google Scholar

43.

Nguyen-Tien, T., A. Lundkvist, and J. Lindahl. 2019. Urban transmission of mosquito-borne flaviviruses – a review of the risk for humans in Vietnam. Infect. Ecol. Epidemiol. 9: 1660129. Google Scholar

44.

Obsomer, V., P. Defourny, and M. Coosemans. 2007. The Anopheles dirus complex: spatial distribution and environmental drivers. Malar. J. 6: 26. Google Scholar

45.

Ohba, S. Y., T. T. Huynh, L. L. Le, H. T. Ngoc, S. L. Hoang, and M. Takagi. 2011. Mosquitoes and their potential predators in rice agroecosystems of the Mekong Delta, southern Vietnam. J. Am. Mosq. Control Assoc. 27: 384–392. Google Scholar

46.

Parajuli, M. B., S. L. Shrestha, R. G. Vaidya, and G. B. White. 1981. Nationwide disappearance of Anopheles minimus Theobald, 1901, previously the principal malaria vector in Nepal. Trans. R. Soc. Trop. Med. Hyg. 75: 603. Google Scholar

47.

Pearce, J. C., T. P. Learoyd, B. J. Langendorf, and J. G. Logan. 2018. Japanese encephalitis: the vectors, ecology and potential for expansion. J. Travel Med. 25: 16–26. Google Scholar

48.

Phunngam, P., U. Boonkue, T. Chareonviriyaphap, M. J. Bangs, and U. Arunyawat. 2017. Molecular identification of four members of the Anopheles dirus complex using the mitochondrial cytochrome c oxidase subunit I gene. J. Am. Mosq. Control Assoc. 33: 263–269. Google Scholar

49.

Quyen, D. L., N. Thanh Le, C. T. Van Anh, N. B. Nguyen, D. V. Hoang, J. L. Montgomery, S. C. Kutcher, N. Hoang Le, N. T. Hien, D. T. Hue Kien, et al. 2018. Epidemiological, serological, and virological features of dengue in Nha Trang City, Vietnam. Am. J. Trop. Med. Hyg. 98: 402–409. Google Scholar

50.

Rahman, W. A., A. Abu Hassan, C. R. Adanan, and M. R. Rashid. 1993. The prevalence of Plasmodium falciparum and P. vivax in relation to Anopheles maculatus densities in a Malaysian village. Acta Trop. 55: 231–235. Google Scholar

51.

Rattanarithikul, R., E. Konishi, and K. J. Linthicum. 1996. Detection of Plasmodium vivax and Plasmodium falciparum circumsporozoite antigen in anopheline mosquitoes collected in southern Thailand. Am. J. Trop. Med. Hyg. 54: 114–121. Google Scholar

52.

Sahu, P. S., M. Sahu, and S. Ambu. 2016. A review of concurrent infections of malaria and dengue in Asia. Asian Pac. J. Trop. Biomed. 6: 633–638. Google Scholar

53.

Sanh, N. H., N. Van Dung, N. X. Thanh, T. N. Trung, T. Van Co, and R. D. Cooper. 2008. Forest malaria in central Vietnam. Am. J. Trop. Med. Hyg. 79: 652–654. Google Scholar

54.

Sinka, M. E., M. Bangs, S. Manguin, T. Chareonviriyaphap, A. P. Patil, and W. H. Temperley. 2011. The dominant Anopheles vectors of human malaria in the Asia-Pacific region: occurrence data, distribution maps and bionomic precis. Paras. Vect. 4: 89. Google Scholar

55.

Solomon, T., H. Ni, D. W. Beasley, M. Ekkelenkamp, M. J. Cardosa, and A. D. Barrett. 2003. Origin and evolution of Japanese encephalitis virus in southeast Asia. J. Virol. 77: 3091–3098. Google Scholar

56.

Somboon, P., A. Aramrattana, J. Lines, and R. Webber. 1998. Entomological and epidemiological investigations of malaria transmission in relation to population movements in forest areas of north-west Thailand. Southeast Asian J. Trop. Med. Public Health 29: 3–9. Google Scholar

57.

Stojanovich, C. J., and H. G. Scott. 1966. Illustrated key to mosquitoes of Vietnam. US Dept. Health, Education, Welfare Public Health Service, Atlanta, USA. 1–157. Google Scholar

58.

Taai, K., and R. E. Harbach. 2015. Systematics of the Anopheles barbirostris species complex (Diptera: Culicidae: Anophelinae) in Thailand. Zool. J. Linnean Soc. 174: 244–264. Google Scholar

59.

Trung, H. D., W. V. Bortel, T. Sochantha, K. Keokenchanh, O. J. Briët, and M. Coosemans. 2005. Behavioural heterogeneity of Anopheles species in ecologically different localities in Southeast Asia: a challenge for vector control. Trop. Med. Int. Health 10: 251–262. Google Scholar

60.

Tsuda, Y., W. Suwonkerd, S. Chawprom, S. Prajakwong, and M. Takagi. 2006. Different spatial distribution of Aedes aegypti and Aedes albopictus along an urban gradient and the relating environmental factors examined in three villages in northern Thailand. J. Am. Mosq. Control Assoc. 22: 222–228. Google Scholar

61.

Tuan, L. V., N. T. T. Van, P. T. T. Nga, L. D. M. Quan, P. T. Duoc. 2017. Seasonal distribution of dengue fever in the central highlands region, Vietnam (2010–2015). Am. J. Epidemiol. Infect. Dis. 5: 8–13. Google Scholar

62.

Undurraga, E. A., Y. A. Halasa, and D. S. Shepard. 2013. Use of expansion factors to estimate the burden of dengue in Southeast Asia: a systematic analysis. Plos Negl. Trop. Dis. 7: e2056. Google Scholar

63.

Van Bortel, W., H. D. Trung, P. Roelants, R. E. Harbach, T. Backeljau, and M. Coosemans. 2000. Molecular identification of Anopheles minimus s.l. beyond distinguishing the members of the species complex. Insect Mol. Biol. 9: 335–340. Google Scholar

64.

Van Bortel, W., H. D. Trung, T. Sochantha, K. Keokenchan, P. Roelants, T. Backeljau, and M. Coosemans. 2004. Eco-ethological heterogeneity of the members of the Anopheles minimus complex (Diptera: Culicidae) in Southeast Asia and its consequences for vector control. J. Med. Entomol. 41: 366–374. Google Scholar

65.

Van Bortel, W., H. D. Trung, L. X. Hoi, N. V. Ham, N. V. Chut, N. D. Luu, P. Roelants, L. Denis, N. Speybroeck, U. D 'Alessandro, et al. 2010. Malaria transmission and vector behavior in a forested malaria focus in central Vietnam and the implications for vector control. Malaria J. 9: 373. Google Scholar

66.

Vantaux, A., M. M. Riehle, E. Piv, E. J. Farley, S. Chy, S. Kim, A. G. Corbett, R. L. Fehrman, A. Pepey, K. Eiglmeier, et al. 2021. Anopheles ecology, genetics and malaria transmission in northern Cambodia. Sci. Rep. 11: 6458. Google Scholar

67.

Vu, H. H., J. Okumura, M. Hashizume, D. N. Tran, and T. Yamamoto. 2014. Regional differences in the growing incidence of dengue Fever in Vietnam explained by weather variability. Trop. Med. Health. 42: 25–33. Google Scholar

68.

Walton, C., J. M. Handley, C. Kuvangkadilok, F. H. Collins, R. E. Harbach, V. Baimai, and R. K. Butlin. 1999. Identification of five species of the Anopheles dirus complex from Thailand, using allele-specific polymerase chain reaction. Med. Vet. Entomol. 13: 24–32. Google Scholar

69.

Walton, C., P. Somboon, S. M. O'Loughlin, S. Zhang, R. E. Harbach, Y. M. Linton, B. Chen, K. Nolan, S. Duong, M. Y. Fong, et al. 2007. Genetic diversity and molecular identification of mosquito species in the Anopheles maculatus group using the ITS2 region of rDNA. Infect. Genet. Evol. 7: 93–102. Google Scholar

70.

Wilai, P., R. Namgay, R. S. M. Ali, J. Saingamsook, A. Saeung, A. Junkum, C. Walton, R. E. Harbach, and P. Somboon. 2020. A multiplex PCR based on mitochondrial COI sequences for identification of members of the Anopheles barbirostris Complex (Diptera: Culicidae) in Thailand and other countries in the region. Insects. 11: 409. Google Scholar

71.

World Health Organization (WHO). 2007. Anopheline species complexes in South and South-East Asia. WHO Regional Office for South-East Asia, New Delhi, India. Google Scholar
© The Author(s) 2021. Published by Oxford University Press on behalf of Entomological Society of America.
Nam S. Vu, Jeffrey C. Hertz, Nicholas J. Martin, Tu C. Tran, Jodi M. Fiorenzano, Phong V. Tran, Hoang V. Nguyen, Anh D. Dang, Duong N. Tran, and Maysa T. Motoki "Mosquitoes (Diptera: Culicidae) from Villages and Forest Areas of Rural Communes in Khanh Hoa and Binh Phuoc Provinces, Vietnam," Journal of Medical Entomology 58(6), 2264-2273, (18 June 2021). https://doi.org/10.1093/jme/tjab106
Received: 9 February 2021; Accepted: 14 May 2021; Published: 18 June 2021
KEYWORDS
DNA barcodes
mosquito diversity
PCR-based identification method
Vietnam
Back to Top