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Adegbite G, Edeki S, Isewon I, Emmanuel J, Dokunmu T, Rotimi S, Oyelade J, Adebiyi E. Mathematical modeling of malaria transmission dynamics in humans with mobility and control states. Infect Dis Model 2023; 8:1015-1031. [PMID: 37649792 PMCID: PMC10463202 DOI: 10.1016/j.idm.2023.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 08/16/2023] [Accepted: 08/18/2023] [Indexed: 09/01/2023] Open
Abstract
Malaria importation is one of the hypothetical drivers of malaria transmission dynamics across the globe. Several studies on malaria importation focused on the effect of the use of conventional malaria control strategies as approved by the World Health Organization (WHO) on malaria transmission dynamics but did not capture the effect of the use of traditional malaria control strategies by vigilant humans. In order to handle the aforementioned situation, a novel system of Ordinary Differential Equations (ODEs) was developed comprising the human and the malaria vector compartments. Analysis of the system was carried out to assess its quantitative properties. The novel computational algorithm used to solve the developed system of ODEs was implemented and benchmarked with the existing Runge-Kutta numerical solution method. Furthermore, simulations of different vigilant conditions useful to control malaria were carried out. The novel system of malaria models was well-posed and epidemiologically meaningful based on its quantitative properties. The novel algorithm performed relatively better in terms of model simulation accuracy than Runge-Kutta. At the best model-fit condition of 98% vigilance to the use of conventional and traditional malaria control strategies, this study revealed that malaria importation has a persistent impact on malaria transmission dynamics. In lieu of this, this study opined that total vigilance to the use of the WHO-approved and traditional malaria management tools would be the most effective control strategy against malaria importation.
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Affiliation(s)
- Gbenga Adegbite
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
| | - Sunday Edeki
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Mathematics, Covenant University, Ota, Nigeria
| | - Itunuoluwa Isewon
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Jerry Emmanuel
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Titilope Dokunmu
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Biochemistry, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Solomon Rotimi
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Biochemistry, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Jelili Oyelade
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Ezekiel Adebiyi
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
- Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Acford-Palmer H, Campos M, Bandibabone J, N'Do S, Bantuzeko C, Zawadi B, Walker T, Phelan JE, Messenger LA, Clark TG, Campino S. Detection of insecticide resistance markers in Anopheles funestus from the Democratic Republic of the Congo using a targeted amplicon sequencing panel. Sci Rep 2023; 13:17363. [PMID: 37833354 PMCID: PMC10575962 DOI: 10.1038/s41598-023-44457-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 10/09/2023] [Indexed: 10/15/2023] Open
Abstract
Vector control strategies have been successful in reducing the number of malaria cases and deaths globally, but the spread of insecticide resistance represents a significant threat to disease control. Insecticide resistance has been reported across Anopheles (An.) vector populations, including species within the An. funestus group. These mosquitoes are responsible for intense malaria transmission across sub-Saharan Africa, including in the Democratic Republic of the Congo (DRC), a country contributing > 12% of global malaria infections and mortality events. To support the continuous efficacy of vector control strategies, it is essential to monitor insecticide resistance using molecular surveillance tools. In this study, we developed an amplicon sequencing ("Amp-seq") approach targeting An. funestus, and using multiplex PCR, dual index barcoding, and next-generation sequencing for high throughput and low-cost applications. Using our Amp-seq approach, we screened 80 An. funestus field isolates from the DRC across a panel of nine genes with mutations linked to insecticide resistance (ace-1, CYP6P4, CYP6P9a, GSTe2, vgsc, and rdl) and mosquito speciation (cox-1, mtND5, and ITS2). Amongst the 18 non-synonymous mutations detected, was N485I, in the ace-1 gene associated with carbamate resistance. Overall, our panel represents an extendable and much-needed method for the molecular surveillance of insecticide resistance in An. funestus populations.
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Affiliation(s)
- Holly Acford-Palmer
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Monica Campos
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Janvier Bandibabone
- Centre de Recherche en Sciences Naturelles de Lwiro, Sud-Kivu, Democratic Republic of the Congo
| | - Sévérin N'Do
- Médecins Sans Frontières (MSF) OCBA, Barcelona, Spain
- Institut de Recherche en Sciences de La Santé (IRSS), Bobo-Dioulasso, Burkina Faso
| | - Chimanuka Bantuzeko
- Centre de Recherche en Sciences Naturelles de Lwiro, Sud-Kivu, Democratic Republic of the Congo
- Université Officielle de Bukavu (UOB), Bukavu, Democratic Republic of the Congo
| | - Bertin Zawadi
- Centre de Recherche en Sciences Naturelles de Lwiro, Sud-Kivu, Democratic Republic of the Congo
| | - Thomas Walker
- School of Life Sciences, Gibbet Hill Campus, University of Warwick, Coventry, CV4 7AL, UK
| | - Jody E Phelan
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Louisa A Messenger
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
- Department of Environmental and Occupational Health, School of Public Health, University of Nevada, Las Vegas, Las Vegas, USA
| | - Taane G Clark
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, UK
| | - Susana Campino
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK.
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Xu J, Zheng J, Zhang R, Wang H, Du J, Li J, Zhou D, Sun Y, Shen B. Identification and functional analysis of ABC transporter genes related to deltamethrin resistance in Culex pipiens pallens. PEST MANAGEMENT SCIENCE 2023; 79:3642-3655. [PMID: 37183172 DOI: 10.1002/ps.7539] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 05/09/2023] [Accepted: 05/10/2023] [Indexed: 05/16/2023]
Abstract
BACKGROUND Pathogens that reproduce or develop in mosquitoes can transmit several diseases, endanger human health, and overwhelm health systems. Synthetic pyrethroids are the most widely used insecticides against adult mosquitoes, but their widespread use has led to resistance. The adenosine triphosphate (ATP)-binding cassette (ABC) transporters are involved in the resistance monitoring of insects, but their role and underlying mechanisms in insecticide resistance have not been fully elucidated. In the present study, we identified ABC transporter genes in Culex pipiens and investigated their role in the development of insecticide resistance. RESULTS We identified 63 ABC transporter genes in Cx. pipiens and classified them as per the ABC transporter subfamilies. We also performed phylogenetic analysis. The knockdown rate of the mosquitoes orally fed with the ABC transporter inhibitor verapamil increased after deltamethrin treatment compared with that of the control group. Several genes from the ABCB, ABCC, and ABCG subfamilies were highly expressed in resistant mosquitoes. Immunofluorescence analysis revealed that ABCG6032427 was expressed in the head, chest, abdomen, wings, and legs, and the expression was the highest in the legs. Subsequently, knockdown of ABCG6032427 using RNA interference (RNAi) increased the sensitivity of the mosquitoes to deltamethrin, and scanning and transmission electron microscopy revealed that ABCG6032427 knockdown reduced cuticle thickness and the cuticle became loose and irregular. CONCLUSIONS ABCG6032427 may modulate cuticle thickness and structure, thus play an important role in the development of deltamethrin resistance in mosquitoes. Thus, it could be a potential target for deltamethrin resistance management in Cx. pipiens. © 2023 Society of Chemical Industry.
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Affiliation(s)
- Jingwei Xu
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Junnan Zheng
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Ruimin Zhang
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Huan Wang
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - JiaJia Du
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Jinze Li
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Dan Zhou
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Yan Sun
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
| | - Bo Shen
- Department of Pathogen Biology, Nanjing Medical University, Nanjing, China
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Wangrawa DW, Ochomo E, Upshur F, Zanré N, Borovsky D, Lahondere C, Vinauger C, Badolo A, Sanon A. Essential oils and their binary combinations have synergistic and antagonistic insecticidal properties against Anopheles gambiae s. l. (Diptera: Culicidae). BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2022. [DOI: 10.1016/j.bcab.2022.102347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Bandibabone J, McLoughlin C, N'Do S, Bantuzeko C, Byabushi V, Jeanberckmans M, Guardiola M, Zawadi B, Diabaté A, Prudhomme J, Walker T, Messenger LA. Investigating molecular mechanisms of insecticide resistance in the Eastern Democratic Republic of the Congo. Malar J 2021; 20:464. [PMID: 34906124 PMCID: PMC8670120 DOI: 10.1186/s12936-021-04002-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 12/01/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Malaria vector control in the Democratic Republic of the Congo is plagued by several major challenges, including inadequate infrastructure, lack of access to health care systems and preventative measures, and more recently the widespread emergence of insecticide resistance among Anopheles mosquitoes. Across 26 provinces, insecticide resistance has been reported from multiple sentinel sites. However, to date, investigation of molecular resistance mechanisms among Anopheles vector populations in DRC has been more limited. METHODS Adult Anopheles gambiae sensu lato (s.l.) and Anopheles funestus s.l. were collected from two sites in Sud-Kivu province and one site in Haut-Uélé province and PCR-screened for the presence of 11 resistance mutations, to provide additional information on frequency of resistance mechanisms in the eastern DRC, and to critically evaluate the utility of these markers for prospective country-wide resistance monitoring. RESULTS L1014F-kdr and L1014S-kdr were present in 75.9% and 56.7% of An. gambiae s.l. screened, respectively, with some individuals harbouring both resistant alleles. Across the three study sites, L43F-CYP4J5 allele frequency ranged from 0.42 to 0.52, with evidence for ongoing selection. G119S-ace1 was also identified in all sites but at lower levels. A triple mutant haplotype (comprising the point mutation CYP6P4-I236M, the insertion of a partial Zanzibar-like transposable element and duplication of CYP6AA1) was present at high frequencies. In An. funestus s.l. cis-regulatory polymorphisms in CYP6P9a and CYP6P9b were detected, with allele frequencies ranging from 0.82 to 0.98 and 0.65 to 0.83, respectively. CONCLUSIONS This study screened the most up-to-date panel of DNA-based resistance markers in An. gambiae s.l. and An. funestus s.l. from the eastern DRC, where resistance data is lacking. Several new candidate markers (CYP4J5, G119S-ace1, the triple mutant, CYP6P9a and CYP6P9b) were identified, which are diagnostic of resistance to major insecticide classes, and warrant future, larger-scale monitoring in the DRC to inform vector control decisions by the National Malaria Control Programme.
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Affiliation(s)
- Janvier Bandibabone
- Laboratoire d'Entomologie Médicale et Parasitologie, Centre de Recherche en Sciences Naturelles (CRSN/Lwiro), Sud-Kivu, Democratic Republic of the Congo
| | - Charles McLoughlin
- Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Sévérin N'Do
- Médecins Sans Frontières (MSF) OCBA, Barcelona, Spain
- Université Nazi Boni (UNB), Bobo-Dioulasso, Burkina Faso
- Institut de Recherche en Sciences de la Santé (IRSS)/Centre MURAZ, Bobo-Dioulasso, Burkina Faso
| | - Chimanuka Bantuzeko
- Laboratoire d'Entomologie Médicale et Parasitologie, Centre de Recherche en Sciences Naturelles (CRSN/Lwiro), Sud-Kivu, Democratic Republic of the Congo
- Université Officielle de Bukavu, Bukavu, Democratic Republic of the Congo
| | - Vital Byabushi
- Kibali Gold Mine, Haut-Uele, Democratic Republic of the Congo
| | | | | | - Bertin Zawadi
- Laboratoire d'Entomologie Médicale et Parasitologie, Centre de Recherche en Sciences Naturelles (CRSN/Lwiro), Sud-Kivu, Democratic Republic of the Congo
| | | | - Jorian Prudhomme
- Médecins Sans Frontières (MSF) OCBA, Barcelona, Spain
- UMR MIVEGEC (IRD-CNRS - Université de Montpellier), 911 Avenue Agropolis, 34394, Montpellier, France
| | - Thomas Walker
- Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Louisa A Messenger
- Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK.
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