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Souleiman Y, Ismail L, Eftimie R. Modeling and investigating malaria P. Falciparum and P. Vivax infections: Application to Djibouti data. Infect Dis Model 2024; 9:1095-1116. [PMID: 39006106 PMCID: PMC11245922 DOI: 10.1016/j.idm.2024.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 06/03/2024] [Accepted: 06/14/2024] [Indexed: 07/16/2024] Open
Abstract
Malaria is an infectious and communicable disease, caused by one or more species of Plasmodium parasites. There are five species of parasites responsible for malaria in humans, of which two, Plasmodium Falciparum and Plasmodium Vivax, are the most dangerous. In Djibouti, the two species of Plasmodium are present in different proportions in the infected population: 77% of P. Falciparum and 33% of P. Vivax. In this study we present a new mathematical model describing the temporal dynamics of Plasmodium Falciparum and Plasmodium Vivax co-infection. We focus briefly on the well posedness of this model and on the calculation of the basic reproductive numbers for the infections with each Plasmodium species that help us understand the long-term dynamics of this model (i.e., existence and stability of various eqiuilibria). Then we use computational approaches to: (a) identify model parameters using real data on malaria infections in Djibouti; (b) illustrate the influence of different estimated parameters on the basic reproduction numbers; (c) perform global sensitivity and uncertainty analysis for the impact of various model parameters on the transient dynamics of infectious mosquitoes and infected humans, for infections with each of the Plasmodium species. The originality of this research stems from employing the FAST method and the LHS method to identify the key factors influencing the progression of the disease within the population of Djibouti. In addition, sensitivity analysis identified the most influential parameter for Falciparium and Vivax reproduction rates. Finally, the uncertainty analysis enabled us to understand the variability of certain parameters on the infected compartments.
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Affiliation(s)
- Yahyeh Souleiman
- Centre de Recherche en Mathématiques et Numérique (CRMN), University of the Djibouti, Campus Balbala, Djibouti
| | - Liban Ismail
- Centre de Recherche en Mathématiques et Numérique (CRMN), University of the Djibouti, Campus Balbala, Djibouti
| | - Raluca Eftimie
- Laboratoire Mathématiques de Besançon (LMB), University of Bourgogne Franche-Comté, Besançon, France
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Spatiotemporal Changes in Plasmodium vivax msp142 Haplotypes in Southern Mexico: From the Control to the Pre-Elimination Phase. Microorganisms 2022; 10:microorganisms10010186. [PMID: 35056635 PMCID: PMC8779127 DOI: 10.3390/microorganisms10010186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 01/10/2022] [Accepted: 01/11/2022] [Indexed: 01/27/2023] Open
Abstract
For 20 years, Plasmodium vivax has been the only prevalent malaria species in Mexico, and cases have declined significantly and continuously. Spatiotemporal genetic studies can be helpful for understanding parasite dynamics and developing strategies to weaken malaria transmission, thus facilitating the elimination of the parasite. The aim of the current contribution was to analyze P. vivax-infected blood samples from patients in southern Mexico during the control (1993–2007) and pre-elimination phases (2008–2011). Nucleotide and haplotype changes in the pvmsp142 fragment were evaluated over time. The majority of multiple genotype infections occurred in the 1990s, when the 198 single nucleotide sequences exhibited 57 segregating sites, 64 mutations, and 17 haplotypes. Nucleotide and genetic diversity parameters showed subtle fluctuations from across time, in contrast to the reduced haplotype diversity and the increase in the R2 index and Tajima’s D value from 2008 to 2011. The haplotype network consisted of four haplogroups, the geographical distribution of which varied slightly over time. Haplogroup-specific B-cell epitopes were predicted. Since only high-frequency and divergent haplotypes persisted, there was a contraction of the parasite population. Given that 84% of haplotypes were exclusive to Mesoamerica, P. vivax flow is likely circumscribed to this region, representing important information for parasite surveillance.
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González-Cerón L, Cebrián-Carmona J, Mesa-Valle CM, García-Maroto F, Santillán-Valenzuela F, Garrido-Cardenas JA. Plasmodium vivax Cysteine-Rich Protective Antigen Polymorphism at Exon-1 Shows Recombination and Signatures of Balancing Selection. Genes (Basel) 2020; 12:genes12010029. [PMID: 33379267 PMCID: PMC7823296 DOI: 10.3390/genes12010029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 12/18/2020] [Accepted: 12/23/2020] [Indexed: 11/16/2022] Open
Abstract
Plasmodium vivax Cysteine-Rich Protective Antigen (CyRPA) is a merozoite protein participating in the parasite invasion of human reticulocytes. During natural P. vivax infection, antibody responses against PvCyRPA have been detected. In children, low anti-CyRPA antibody titers correlated with clinical protection, which suggests this protein as a potential vaccine candidate. This work analyzed the genetic and amino acid diversity of pvcyrpa in Mexican and global parasites. Consensus coding sequences of pvcyrpa were obtained from seven isolates. Other sequences were extracted from a repository. Maximum likelihood phylogenetic trees, genetic diversity parameters, linkage disequilibrium (LD), and neutrality tests were analyzed, and the potential amino acid polymorphism participation in B-cell epitopes was investigated. In 22 sequences from Southern Mexico, two synonymous and 21 nonsynonymous mutations defined nine private haplotypes. These parasites had the highest LD-R2 index and the lowest nucleotide diversity compared to isolates from South America or Asia. The nucleotide diversity and Tajima's D values varied across the coding gene. The exon-1 sequence had greater diversity and Rm values than those of exon-2. Exon-1 had significant positive values for Tajima's D, β-α values, and for the Z (HA: dN > dS) and MK tests. These patterns were similar for parasites of different origin. The polymorphic amino acid residues at PvCyRPA resembled the conformational B-cell peptides reported in PfCyRPA. Diversity at pvcyrpa exon-1 is caused by mutation and recombination. This seems to be maintained by balancing selection, likely due to selective immune pressure, all of which merit further study.
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MESH Headings
- Antigens, Protozoan/genetics
- Antigens, Protozoan/immunology
- Cysteine/genetics
- Epitopes, B-Lymphocyte/genetics
- Epitopes, B-Lymphocyte/immunology
- Exons/genetics
- Host-Parasite Interactions/genetics
- Host-Parasite Interactions/immunology
- Humans
- Malaria, Vivax/immunology
- Malaria, Vivax/parasitology
- Mutation
- Plasmodium vivax/genetics
- Plasmodium vivax/immunology
- Plasmodium vivax/pathogenicity
- Polymorphism, Genetic/immunology
- Protozoan Proteins/genetics
- Protozoan Proteins/immunology
- Recombination, Genetic/immunology
- Selection, Genetic/immunology
- Sequence Analysis, DNA
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Affiliation(s)
- Lilia González-Cerón
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula 30700, Chiapas, Mexico;
- Correspondence: (L.G.-C.); (J.A.G.-C.); Tel.: +52-962-6262219 (L.G.-C.); +34-950-215894 (J.A.G.-C.)
| | - José Cebrián-Carmona
- Departamento de Biología y Geología, Universidad de Almería, 04120 Almería, Spain; (J.C.-C.); (C.M.M.-V.)
| | - Concepción M. Mesa-Valle
- Departamento de Biología y Geología, Universidad de Almería, 04120 Almería, Spain; (J.C.-C.); (C.M.M.-V.)
| | | | - Frida Santillán-Valenzuela
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula 30700, Chiapas, Mexico;
| | - Jose Antonio Garrido-Cardenas
- Departamento de Biología y Geología, Universidad de Almería, 04120 Almería, Spain; (J.C.-C.); (C.M.M.-V.)
- Correspondence: (L.G.-C.); (J.A.G.-C.); Tel.: +52-962-6262219 (L.G.-C.); +34-950-215894 (J.A.G.-C.)
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González-Cerón L, Rodríguez MH, Ovilla-Muñoz MT, Santillán-Valenzuela F, Hernández-Ávila JE, Rodríguez MC, Martínez-Barnetche J, Villarreal-Treviño C. Ookinete-Specific Genes and 18S SSU rRNA Evidenced in Plasmodium vivax Selection and Adaptation by Sympatric Vectors. Front Genet 2020; 10:1362. [PMID: 32153625 PMCID: PMC7047961 DOI: 10.3389/fgene.2019.01362] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 12/12/2019] [Indexed: 01/26/2023] Open
Abstract
In the southern Pacific coast of Chiapas, Mexico (SM), the two most abundant vector species, Nyssorhynchus albimanus and Anopheles pseudopunctipennis, were susceptible to different Plasmodium vivax Pvs25/28 haplotypes. To broaden our understanding of the existing P. vivax in the area, genes encoding proteins relevant for ookinete development and the 18S rRNA were studied. P. vivax infectivity (percentage of infected mosquitoes and oocyst numbers) was evaluated by simultaneously feeding infected blood samples from patients to Ny. albimanus and An. pseudopunctipennis female mosquitoes. Three infectivity patterns were identified: one group of parasites were more infective to An. pseudopunctipennis than to Ny. albimanus, another group was more infective to Ny. albimanus, while a third group infected both vectors similarly. In 29 parasite isolates, the molecular variations of ookinete-specific genes and the 18S rRNA-type S were analyzed. Using concatenated sequences, phylogenetic trees, and Structure analysis, parasite clustering within SM isolates and between these and those from other geographical origins were investigated. A ML phylogenetic tree resolved two parasite lineages: PvSM-A and PvSM-B. They were associated to a different 18S rRNA variant. PvSM-A parasites had 18S rRNA variant rV2 and correspond to parasites causing high oocyst infection in Ny. albimanus. A new ML tree and Structure analysis, both comprising global sequences, showed PvSM-A clustered with Latin American parasites. Meanwhile, all isolates of PvSM-B had 18S rRNA variant rV1 and remained as unique genetic cluster comprising two subgroups: PvSM-Ba, producing high infection in An. pseudopunctipennis, and PvSM-Bb, causing similar oocyst infection in both vector species. PvSM-A parasites were genetically similar to parasites from South America. Meanwhile, PvSM-B were exclusive to southern Mexico and share ancestry with Asian parasites. The results suggest that these lineages evolved separately, likely by geographic and vector restriction.
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Affiliation(s)
- Lilia González-Cerón
- Regional Center of Research in Public Health, National Institute of Public Health, Ministry of Health, Tapachula, Mexico
| | - Mario H Rodríguez
- Vector Borne Diseases, Center for Research on Infectious Diseases, National Institute of Public Health, Ministry of Health, Cuernavaca, Mexico
| | - Marbella T Ovilla-Muñoz
- Chronic Infections and Cancer, Center for Research on Infectious Diseases, National Institute of Public Health, Ministry of Health, Cuernavaca, Mexico
| | - Frida Santillán-Valenzuela
- Regional Center of Research in Public Health, National Institute of Public Health, Ministry of Health, Tapachula, Mexico
| | - Juan E Hernández-Ávila
- Center of Information for Public Health Decisions, National Institute of Public Health, Ministry of Health, Mexico City, Mexico
| | - María Carmen Rodríguez
- Vector Borne Diseases, Center for Research on Infectious Diseases, National Institute of Public Health, Ministry of Health, Cuernavaca, Mexico
| | - Jesús Martínez-Barnetche
- Chronic Infections and Cancer, Center for Research on Infectious Diseases, National Institute of Public Health, Ministry of Health, Cuernavaca, Mexico
| | - Cuauhtémoc Villarreal-Treviño
- Regional Center of Research in Public Health, National Institute of Public Health, Ministry of Health, Tapachula, Mexico
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Garrido-Cardenas JA, Cebrián-Carmona J, González-Cerón L, Manzano-Agugliaro F, Mesa-Valle C. Analysis of Global Research on Malaria and Plasmodium vivax. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16111928. [PMID: 31159165 PMCID: PMC6603864 DOI: 10.3390/ijerph16111928] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 05/26/2019] [Accepted: 05/28/2019] [Indexed: 12/31/2022]
Abstract
Background: Malaria is one of the infectious diseases of greatest interest to the scientific community and of greatest concern to international health authorities. Traditionally, the focus has been on Plasmodium falciparum, the parasite that causes the most severe form of the disease in Africa. However, in the last twenty years, the Plasmodium vivax parasite, responsible for a large number of cases in Latin America, the Middle East, South and Southeast Asia, the Horn of Africa, and Oceania, has also generated enormous interest due, among other things, to the published evidence that it can cause severe malaria. Methods: In this paper, the international scientific publication on malaria and P. vivax has been analyzed using the Scopus database to try to define global trends in this field of study. Results: It has been shown that events such as the emergence of resistance to certain drugs can break a trend. The important role of non-malaria-endemic countries such as the USA or Switzerland in malaria research is also evident. Conclusions: International cooperation will be essential for the eradication of the disease. Moreover, in this sense, the general vision given by the bibliometric analysis of malaria caused by P. vivax is fundamental to paint the picture regarding the current situation and encourage international cooperation and control efforts.
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Affiliation(s)
| | | | - Lilia González-Cerón
- Regional Center for Public Health Research, National Institute of Public Health, Tapachula, Chiapas 30700, Mexico.
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González-Cerón L, Montoya A, Corzo-Gómez JC, Cerritos R, Santillán F, Sandoval MA. Genetic diversity and natural selection of Plasmodium vivax multi-drug resistant gene (pvmdr1) in Mesoamerica. Malar J 2017; 16:261. [PMID: 28666481 PMCID: PMC5493867 DOI: 10.1186/s12936-017-1905-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Accepted: 06/23/2017] [Indexed: 01/09/2023] Open
Abstract
Background The Plasmodium vivax multidrug resistant 1 gene (pvmdr1) codes for a transmembrane protein of the parasite’s digestive vacuole. It is likely that the pvmdr1 gene mutations occur at different sites by convergent evolution. In here, the genetic variation of pvmdr1 at three sites of the Mesoamerican region was studied. Since 1950s, malarious patients of those areas have been treated only with chloroquine and primaquine. Methods Blood samples from patients infected with P. vivax were obtained in southern Mexico (SMX), in the Northwest (NIC-NW) and in the northeast (NIC-NE) of Nicaragua. Genomic DNA was obtained and fragments of pvmdr1 were amplified and sequenced. The nucleotide and amino acid changes as well as the haplotype frequency in pvmdr1 were determined per strain and per geographic site. The sequences of pvmdr1 obtained from the studied regions were compared with homologous sequences from the GenBank database to explore the P. vivax genetic structure. Results In 141 parasites, eight nucleotide changes (two changes were synonymous and other six were nonsynonymous) were detected in 1536 bp. The PvMDR1 amino acid changes Y976F, F1076FL were predominant in endemic parasites from NIC-NE and outbreak parasites in NIC-NW but absent in SMX. Thirteen haplotypes were resolved, and found to be closely related, but their frequency at each geographic site was different (P = 0.0001). The pvmdr1codons 925–1083 gene fragment showed higher genetic and haplotype diversity in parasites from NIC-NE than the other areas outside Latin America. The haplotype networks suggested local diversification of pvmdr1 and no significant departure from neutrality. The FST values were low to moderate regionally, but high between NIC-NE or NIC-NW and other regions inside and outside Latin America. Conclusions The pvmdr1 gene might have diversified recently at regional level. In the absence of significant natural, genetic drift might have caused differential pvmdr1 haplotype frequencies at different geographic sites in Mesoamerica. A very recent expansion of divergent pvmdr1 haplotypes in NIC-NE/NIC-NW produced high differentiation between these and parasites from other sites including SMX. These data are useful to set a baseline for epidemiological surveillance.
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Affiliation(s)
- Lilia González-Cerón
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula, Chiapas, Mexico.
| | - Alberto Montoya
- Departamento de Parasitología, Centro Nacional de Diagnóstico y Referencia, Ministerio de Salud, Managua, Nicaragua
| | - Josselin C Corzo-Gómez
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula, Chiapas, Mexico
| | - Rene Cerritos
- Division de Investigación, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Frida Santillán
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula, Chiapas, Mexico
| | - Marco A Sandoval
- Centro Regional de Investigación en Salud Pública, Instituto Nacional de Salud Pública, Tapachula, Chiapas, Mexico
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