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Min KD, Baek YJ, Hwang K, Shin NR, Lee SD, Kan H, Yeom JS. Fine-Scale Spatial Prediction on the Risk of Plasmodium vivax Infection in the Republic of Korea. J Korean Med Sci 2024; 39:e176. [PMID: 38859739 PMCID: PMC11164649 DOI: 10.3346/jkms.2024.39.e176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 05/07/2024] [Indexed: 06/12/2024] Open
Abstract
BACKGROUND Malaria elimination strategies in the Republic of Korea (ROK) have decreased malaria incidence but face challenges due to delayed case detection and response. To improve this, machine learning models for predicting malaria, focusing on high-risk areas, have been developed. METHODS The study targeted the northern region of ROK, near the demilitarized zone, using a 1-km grid to identify areas for prediction. Grid cells without residential buildings were excluded, leaving 8,425 cells. The prediction was based on whether at least one malaria case was reported in each grid cell per month, using spatial data of patient locations. Four algorithms were used: gradient boosted (GBM), generalized linear (GLM), extreme gradient boosted (XGB), and ensemble models, incorporating environmental, sociodemographic, and meteorological data as predictors. The models were trained with data from May to October (2019-2021) and tested with data from May to October 2022. Model performance was evaluated using the area under the receiver operating characteristic curve (AUROC). RESULTS The AUROC of the prediction models performed excellently (GBM = 0.9243, GLM = 0.9060, XGB = 0.9180, and ensemble model = 0.9301). Previous malaria risk, population size, and meteorological factors influenced the model most in GBM and XGB. CONCLUSION Machine-learning models with properly preprocessed malaria case data can provide reliable predictions. Additional predictors, such as mosquito density, should be included in future studies to improve the performance of models.
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Affiliation(s)
- Kyung-Duk Min
- College of Veterinary Medicine, Chungbuk National University, Cheongju, Korea
| | - Yae Jee Baek
- Division of Infectious Diseases, Department of Internal Medicine, College of Medicine, Soonchunhyang University, Asan, Korea
| | - Kyungwon Hwang
- Division of Control for Zoonotic and Vector Borne Disease, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Na-Ri Shin
- Division of Control for Zoonotic and Vector Borne Disease, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - So-Dam Lee
- Division of Control for Zoonotic and Vector Borne Disease, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Hyesu Kan
- Division of Control for Zoonotic and Vector Borne Disease, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Joon-Sup Yeom
- Division of Infectious Disease, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea.
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Lee DE, Shin J, Kim YH, Choi KS, Choe H, Lee KP, Lee SH, Kim JH. Inference of selection pressures that drive insecticide resistance in Anopheles and Culex mosquitoes in Korea. PESTICIDE BIOCHEMISTRY AND PHYSIOLOGY 2023; 194:105520. [PMID: 37532334 DOI: 10.1016/j.pestbp.2023.105520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 06/25/2023] [Accepted: 07/05/2023] [Indexed: 08/04/2023]
Abstract
Pyrethroids are primarily used for mosquito control in Korea. However, high frequencies of mutations conferring resistance to not only pyrethroids but also to other insecticides have been found in mosquito populations. This study aimed to examine the hypothesis that insecticides used outside of public health may play a role in selection. Briefly, the resistance mutation frequencies to three insecticide groups (pyrethroids, organophosphates, and cyclodienes) were estimated in two representative groups of mosquito species (Anopheles Hyrcanus Group and Culex pipiens complex). The relationship between these frequencies and the land-use status of the collection sites was investigated through multiple regression analysis. In the Anopheles Hyrcanus Group, the frequencies of both ace1 (organophosphate resistance) and rdl (cyclodiene resistance) mutations were positively correlated with 'proximity to golf course', possibly be due to the insecticides used for turf maintenance. They also showed positive correlations with field area and rice paddy area, respectively, suggesting the role of agricultural insecticides in the selection of these resistance traits. For the Cx. pipiens complex, the kdr (pyrethroid resistance), ace1, and rdl mutations were positively correlated with the residential area, field, and rice paddy, respectively. Therefore, pyrethroids used for public health could serve as a direct source of resistance selection pressure against kdr, whereas non-public health insecticides may pose primary selection pressure against the ace1 and rdl traits. The current findings suggest that the insecticides used in agriculture and the golf industry play a significant role in mosquito selection, despite variations in the extent of indirect selection pressure according to the mosquito groups and insecticide classes.
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Affiliation(s)
- Do Eun Lee
- Department of Agricultural Biotechnology, Seoul National University, Seoul 08826, Republic of Korea
| | - Jeewoo Shin
- Department of Agriculture, Forestry and Bioresources, Seoul National University, Seoul 08826, Republic of Korea
| | - Young Ho Kim
- Department of Entomology, Kyungpook National University, Sangju 37224, Republic of Korea
| | - Kwang Shik Choi
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Hyeyeong Choe
- Department of Agriculture, Forestry and Bioresources, Seoul National University, Seoul 08826, Republic of Korea
| | - Kwang Pum Lee
- Department of Agricultural Biotechnology, Seoul National University, Seoul 08826, Republic of Korea; Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Si Hyeock Lee
- Department of Agricultural Biotechnology, Seoul National University, Seoul 08826, Republic of Korea; Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul 08826, Republic of Korea.
| | - Ju Hyeon Kim
- Department of Tropical Medicine and Parasitology, Seoul National University College of Medicine, Seoul 03080, Republic of Korea.
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Lee SY, Kim HC, Klein TA, Ryu J, Won MH, Choi JW, Kim MS, Chong ST, Lee SH, Kim YH, Kim JH, Choi KS. Species Diversity of Anopheles Mosquitoes and Plasmodium vivax Infection Rates, Gyeonggi Province, Republic of Korea During 2020. JOURNAL OF MEDICAL ENTOMOLOGY 2022; 59:1778-1786. [PMID: 35819996 DOI: 10.1093/jme/tjac086] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Indexed: 06/15/2023]
Abstract
There are currently >300 malaria cases reported annually in the Republic of Korea (ROK), with most cases attributed to exposure in northern Gangwon and Gyeonggi provinces near the demilitarized zone (DMZ). The species diversity and malaria infection rate were determined for a sample of Anopheles mosquitoes collected from May to early November 2020 for six sites in a malaria high-risk area in/near the DMZ and two malaria low-risk areas in southern Gyeonggi province using Mosquito Magnet traps in the ROK. A total of 1864 Anopheles spp. were identified to species by PCR. Overall, An. kleini (31.4%, 510/1622) was the most frequently species assayed, followed by An. pullus (25.5%, 413/1622), An. sineroides (23.9%, 387/1622), and An. sinensis (10.2%, 165/1622), while the other four species only accunted for 9.1% (147/1622) collected in/near the DMZ. Only three species, An. pullus, An. sinensis, and An. sineroides were collected at Humphreys US Army Garrison (USAG) (235 individuals), while only An. sinensis was collected at Yongsan USAG (7 individuals). A total of 36 Anopheles specimens belonging to five species collected in/near the DMZ were positive for Plasmodium vivax by PCR. Anopheles kleini (9) was the most frequent species positive for P. vivax, followed by An. belenrae (8), An. pullus (8), An. sinensis (5), An. sineroides (5), and a member of the Anopheles Lindesayi Complex in the ROK (1). This is the first report of P. vivax in a member of the An. Lindesayi Complex in the ROK. These findings can assist in guiding future malaria vector management in the ROK.
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Affiliation(s)
- So Youn Lee
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu, 41566, Korea
- Research Institute for Dok-do and Ulleung-do Island, Kyungpook National University, Daegu, Korea
| | - Heung Chul Kim
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP 96271-5281, USA
- U Inc. 34-gil, Daesakwan-ro, Yongsan-gu, Seoul, 04409, Repulic of Korea
| | - Terry A Klein
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP 96271-5281, USA
| | - Jihun Ryu
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu, 41566, Korea
- Research Institute for Dok-do and Ulleung-do Island, Kyungpook National University, Daegu, Korea
| | - Min Hyeok Won
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu, 41566, Korea
- Research Institute for Dok-do and Ulleung-do Island, Kyungpook National University, Daegu, Korea
| | - Jae Won Choi
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu, 41566, Korea
- Research Institute for Dok-do and Ulleung-do Island, Kyungpook National University, Daegu, Korea
| | - Myung Soon Kim
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP 96271-5281, USA
| | - Sung Tae Chong
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP 96271-5281, USA
| | - Si Hyeock Lee
- Department of Agricultural Biotechnology, Seoul National University, Seoul, Korea
| | - Young Ho Kim
- Department of Entomology, Kyungpook National University, Sangju, Crea
| | - Ju Hyeon Kim
- Department of Tropical Medicine and Parasitology, College of Medicine, Seoul National University, Seoul, Korea
| | - Kwang Shik Choi
- School of Life Sciences, College of Natural Sciences, Kyungpook National University, Daegu, 41566, Korea
- Research Institute for Dok-do and Ulleung-do Island, Kyungpook National University, Daegu, Korea
- Institute for Phylogenomics and Evolution, Kyungpook National University, Daegu, Korea
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Abstract
Purpose of Review West Nile virus (WNV) is an arbovirus transmitted by mosquitos of the genus Culex. Manifestations of WNV infection range from asymptomatic to devastating neuroinvasive disease leading to flaccid paralysis and death. This review examines WNV epidemiology and ecology, with an emphasis on travel-associated infection. Recent Findings WNV is widespread, including North America and Europe, where its range has expanded in the past decade. Rising temperatures in temperate regions are predicted to lead to an increased abundance of Culex mosquitoes and an increase in their ability to transmit WNV. Although the epidemiologic patterns of WNV appear variable, its geographic distribution most certainly will continue to increase. Travelers are at risk for WNV infection and its complications. Literature review identified 39 cases of documented travel-related WNV disease, the majority of which resulted in adverse outcomes, such as neuroinvasive disease, prolonged recovery period, or death. Summary The prediction of WNV risk is challenging due to the complex interactions of vector, pathogen, host, and environment. Travelers planning to visit endemic areas should be advised regarding WNV risk and mosquito bite prevention. Evaluation of ill travelers with compatible symptoms should consider the diagnosis of WNV for those visiting in endemic areas as well as for those returning from destinations with known WNV circulation.
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COVID-19 Vaccine-Induced Multisystem Inflammatory Syndrome With Polyserositis Detected by FDG PET/CT: Reply. Clin Nucl Med 2022; 47:e723. [PMID: 35485865 DOI: 10.1097/rlu.0000000000004247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Carrazco-Montalvo A, Ponce P, Villota SD, Quentin E, Muñoz-Tobar S, Coloma J, Cevallos V. Establishment, Genetic Diversity, and Habitat Suitability of Aedes albopictus Populations from Ecuador. INSECTS 2022; 13:insects13030305. [PMID: 35323603 PMCID: PMC8950245 DOI: 10.3390/insects13030305] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 03/12/2022] [Accepted: 03/18/2022] [Indexed: 02/04/2023]
Abstract
Simple Summary The tiger mosquito, Aedes albopictus, is a vector of multiple viral diseases. Therefore, it is crucial to understand its distribution and the genetic diversity of Ecuadorian populations. This study used a genetic marker to understand aspects of the dynamics of the Ecuadorian populations of Aedes albopictus from five sites along the coastal, Amazon basin, and Andean lowland regions. Our results evidence two haplotypes within the Ecuadorian populations. Haplotype 1 was found in the coastal regions and Amazon basin, while haplotype 2 was found in the northeastern lowlands. Worldwide, haplotype 1 has been found in 21 countries in temperate and tropical habitats, and haplotype 2 has been found in five countries in tropical habitats. Hence, a difference in adaptation traits could be speculated between both haplotypes. Our study presents a prediction model that shows the suitable habitats for Aedes albopictus in Ecuador. Our results showed that the vector could spread through all country regions, including the Galapagos Islands. Thus, understanding the different aspects of the local populations can help establish better vector surveillance and control strategies. Abstract Aedes albopictus, also known as the tiger mosquito, is widespread worldwide across tropical, subtropical, and temperate regions. This insect is associated with the transmission of several vector-borne diseases, and, as such, monitoring its distribution is highly important for public health. In Ecuador, Ae. albopictus was first reported in 2017 in Guayaquil. Since then, the vector has been identified in the Northeastern lowlands and the Amazon basin. This study aims to determine the genetic diversity of Ecuadorian populations of Ae. albopictus through the analysis of the mitochondrial gene COI and to describe the potential distribution areas of this species within the country. The genetic diversity was determined by combining phylogenetic and population genetics analyses of five localities in Ecuador. Results showed two haplotypes in the Ecuadorian populations of Ae. albopictus. Haplotype 1 (H1) was found in the coastal and Amazon individuals, while haplotype 2 (H2) was only found in the three northeastern lowlands sites. In a worldwide context, H1 is the most widespread in 21 countries with temperate and tropical habitats. In contrast, H2 distribution is limited to five countries in tropical regions, suggesting fewer adaptation traits. Our prediction model showed a suitable habitat for Ae. albopictus in all regions (coastal, Amazon basin, and Andean lowland regions and the Galápagos Islands) of Ecuador. Hence, understanding different aspects of the vector can help us implement better control strategies for surveillance and vectorial control in Ecuador.
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Affiliation(s)
- Andrés Carrazco-Montalvo
- Instituto Nacional de Investigación en Salud Pública, Gestión de Investigación, Desarrollo e Innovación, Quito 170136, Ecuador; (A.C.-M.); (P.P.); (S.D.V.); (S.M.-T.)
| | - Patricio Ponce
- Instituto Nacional de Investigación en Salud Pública, Gestión de Investigación, Desarrollo e Innovación, Quito 170136, Ecuador; (A.C.-M.); (P.P.); (S.D.V.); (S.M.-T.)
| | - Stephany D. Villota
- Instituto Nacional de Investigación en Salud Pública, Gestión de Investigación, Desarrollo e Innovación, Quito 170136, Ecuador; (A.C.-M.); (P.P.); (S.D.V.); (S.M.-T.)
| | - Emmanuelle Quentin
- Centro de Investigación en Salud Pública y Epidemiología Clínica Centro, Universidad UTE, Área Geomática-Matemática, Quito 170129, Ecuador;
| | - Sofía Muñoz-Tobar
- Instituto Nacional de Investigación en Salud Pública, Gestión de Investigación, Desarrollo e Innovación, Quito 170136, Ecuador; (A.C.-M.); (P.P.); (S.D.V.); (S.M.-T.)
- Sección Invertebrados, Instituto Nacional de Biodiversidad, Quito 170135, Ecuador
| | - Josefina Coloma
- Division of Infectious Diseases and Vaccinology, School of Public Health, University of California Berkeley, Berkeley, CA 94720-7360, USA;
| | - Varsovia Cevallos
- Instituto Nacional de Investigación en Salud Pública, Gestión de Investigación, Desarrollo e Innovación, Quito 170136, Ecuador; (A.C.-M.); (P.P.); (S.D.V.); (S.M.-T.)
- Correspondence:
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Bang E, Oh S, Chang HE, Shin IS, Park KU, Kim ES. Zika Virus Infection During Research Vaccine Development: Investigation of the Laboratory-Acquired Infection via Nanopore Whole-Genome Sequencing. Front Cell Infect Microbiol 2022; 12:819829. [PMID: 35321315 PMCID: PMC8936174 DOI: 10.3389/fcimb.2022.819829] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 02/15/2022] [Indexed: 11/13/2022] Open
Abstract
Zika virus (ZIKV) emerged as a serious public health problem since the first major outbreak in 2007. Current ZIKV diagnostic methods can successfully identify known ZIKV but are impossible to track the origin of viruses and pathogens other than known ZIKV strains. We planned to determine the ability of Whole Genome Sequencing (WGS) in clinical epidemiology by evaluating whether it can successfully detect the origin of ZIKV in a suspected case of laboratory-acquired infection (LAI). ZIKV found in the patient sample was sequenced with nanopore sequencing technology, followed by the production of the phylogenetic tree, based on the alignment of 38 known ZIKV strains with the consensus sequence. The closest viral strain with the consensus sequence was the strain used in the laboratory, with a percent identity of 99.27%. We think WGS showed its time-effectiveness and ability to detect the difference between strains to the level of a single base. Additionally, to determine the global number of LAIs, a literature review of articles published in the last 10 years was performed, and 53 reports of 338 LAIs were found. The lack of a universal reporting system was worrisome, as in the majority of cases (81.1%), the exposure route was unknown.
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Affiliation(s)
- Eunsik Bang
- Department of Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | - Sujin Oh
- Department of Laboratory Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | | | | | - Kyoung Un Park
- Department of Laboratory Medicine, Seoul National University College of Medicine, Seoul, South Korea
- Department of Laboratory Medicine, Seoul National University Bundang Hospital, Seongnam, South Korea
- *Correspondence: Kyoung Un Park, ; Eu Suk Kim,
| | - Eu Suk Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, South Korea
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, South Korea
- *Correspondence: Kyoung Un Park, ; Eu Suk Kim,
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Shin J, Jung J. Comparative population genetics of the invasive mosquito Aedes albopictus and the native mosquito Aedes flavopictus in the Korean peninsula. Parasit Vectors 2021; 14:377. [PMID: 34315478 PMCID: PMC8314453 DOI: 10.1186/s13071-021-04873-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2021] [Accepted: 07/07/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Aedes mosquitoes are important invasive species contributing to the spread of chikungunya, dengue fever, yellow fever, zika virus, and other dangerous vector-borne diseases. Aedes albopictus is native to southeast Asia, with rapid expansion due to human activity, showing a wide distribution in the Korean peninsula. Aedes flavopictus is considered to be native to East Asia, with a broad distribution in the region, including the Korean peninsula. A better understanding of the genetic diversity of these species is critical for establishing strategies for disease prevention and vector control. METHODS We obtained DNA from 148 specimens of Ae. albopictus and 166 specimens of Ae. flavopictus in Korea, and amplified two mitochondrial genes (COI and ND5) to compare the genetic diversity and structure of the two species. RESULTS We obtained a 658-bp sequence of COI and a 423-bp sequence of ND5 from both mosquito species. We found low diversity and a nonsignificant population genetic structure in Ae. albopictus, and high diversity and a nonsignificant structure in Ae. flavopictus for these two mitochondrial genes. Aedes albopictus had fewer haplotypes with respect to the number of individuals, and a slight mismatch distribution was confirmed. By contrast, Ae. flavopictus had a large number of haplotypes compared with the number of individuals, and a large unimodal-type mismatch distribution was confirmed. Although the genetic structure of both species was nonsignificant, Ae. flavopictus exhibited higher genetic diversity than Ae. albopictus. CONCLUSIONS Aedes albopictus appears to be an introduced species, whereas Ae. flavopictus is endemic to the Korean peninsula, and the difference in genetic diversity between the two species is related to their adaptability and introduction history. Further studies on the genetic structure and diversity of these mosquitos will provide useful data for vector control.
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Affiliation(s)
- Jiyeong Shin
- The Division of EcoCreative, Ewha Womans University, Seoul, 03760 South Korea
| | - Jongwoo Jung
- The Division of EcoCreative, Ewha Womans University, Seoul, 03760 South Korea
- Department of Science Education, Ewha Womans University, Seoul, 03760 South Korea
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Bang WJ, Kim HC, Ryu J, Lee HS, Lee SY, Kim MS, Chong ST, Klein TA, Choi KS. Multiplex PCR assay for the identification of eight Anopheles species belonging to the Hyrcanus, Barbirostris and Lindesayi groups. Malar J 2021; 20:287. [PMID: 34183006 PMCID: PMC8237487 DOI: 10.1186/s12936-021-03808-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 06/07/2021] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Genus Anopheles mosquitoes are the primary vectors of human malaria, which is a serious threat to public health worldwide. To reduce the spread of malaria and identify the malaria infection rates in mosquitoes, accurate species identification is needed. Malaria re-emerged in 1993 in the Republic of Korea (ROK), with numbers peaking in 2004 before decreasing to current levels. Eight Anopheles species (Anopheles sinensis, Anopheles pullus, Anopheles belenrae, Anopheles lesteri, Anopheles kleini, Anopheles sineroides, Anopheles koreicus, Anopheles lindesayi) are distributed throughout Korea. Members of the Anopheles Hyrcanus group currently cannot be identified morphologically. The other species of Anopheles can be identified morphologically, except when specimens are damaged in traps. The purpose of this study was to develop a rapid and accurate method for simultaneous molecular identification of the eight Anopheles species present in the ROK. METHODS Anopheles spp. used in this study were collected near/in the demilitarized zone in ROK, where most malaria cases are reported. DNA from 165 of the Anopheles specimens was used to develop a multiplex PCR assay. The internal transcribed spacer 2 (ITS2) region of each species was sequenced and analysed for molecular identification. RESULTS DNA from a total of 165 Anopheles specimens was identified to species using a multiplex diagnostic system. These included: 20 An. sinensis, 21 An. koreicus, 17 An. lindesayi, 25 An. kleini, 11 An. lesteri, 22 An. sineroides, 23 An. belenrae, and 26 An. pullus. Each species was clearly distinguished by electrophoresis as follows: 1,112 bp for An. sinensis; 925 bp for An. koreicus; 650 bp for An. lindesayi; 527 bp for An. kleini; 436 bp for An. lesteri; 315 bp for An. sineroides; 260 bp for An. belenrae; and, 157 bp for An. pullus. CONCLUSION A multiplex PCR assay was developed to identify Anopheles spp. distributed in ROK. This method can be used to accurately identify Anopheles species that are difficult to identify morphologically to determine species distributions and malaria infection rates.
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Affiliation(s)
- Woo Jun Bang
- School of Life Sciences, BK21 FOUR KNU Creative BioResearch Groups, Kyungpook National University, Daegu, 41566, Republic of Korea
- Research Institute for Dokdo and Ulleungdo Island, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Heung Chul Kim
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP, 96271-5281, USA
| | - Jihun Ryu
- School of Life Sciences, BK21 FOUR KNU Creative BioResearch Groups, Kyungpook National University, Daegu, 41566, Republic of Korea
- Research Institute for Dokdo and Ulleungdo Island, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Hyeon Seung Lee
- School of Life Sciences, BK21 FOUR KNU Creative BioResearch Groups, Kyungpook National University, Daegu, 41566, Republic of Korea
- Research Institute for Dokdo and Ulleungdo Island, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - So Youn Lee
- School of Life Sciences, BK21 FOUR KNU Creative BioResearch Groups, Kyungpook National University, Daegu, 41566, Republic of Korea
- Research Institute for Dokdo and Ulleungdo Island, Kyungpook National University, Daegu, 41566, Republic of Korea
| | - Myung Soon Kim
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP, 96271-5281, USA
| | - Sung Tae Chong
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP, 96271-5281, USA
| | - Terry A Klein
- Force Health Protection and Preventive Medicine, Medical Department Activity-Korea/65th Medical Brigade, Unit 15281, APO AP, 96271-5281, USA
| | - Kwang Shik Choi
- School of Life Sciences, BK21 FOUR KNU Creative BioResearch Groups, Kyungpook National University, Daegu, 41566, Republic of Korea.
- Research Institute for Dokdo and Ulleungdo Island, Kyungpook National University, Daegu, 41566, Republic of Korea.
- Research Institute for Phylogenomics and Evolution, Kyungpook National University, Daegu, 41566, Republic of Korea.
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