Person: Lukens, Amanda
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Publication SNP Genotyping Identifies New Signatures of Selection in a Deep Sample of West African Plasmodium falciparum Malaria Parasites
(Oxford University Press, 2012) Amambua-Ngwa, Alfred; Barnes, Kayla G.; Sene, Papa; Conway, David J.; Park, Daniel John; Volkman, Sarah; Bei, Amy; Lukens, Amanda; Van tyne, Daria; Ndiaye, Daouda; Wirth, Dyann; Neafsey, Daniel; Schaffner, StephenWe used a high-density single-nucleotide polymorphism array to genotype 75 Plasmodium falciparum isolates recently collected from Senegal and The Gambia to search for signals of selection in this malaria endemic region. We found little geographic or temporal stratification of the genetic diversity among the sampled parasites. Through application of the iHS and REHH haplotype-based tests for positive selection, we found evidence of recent selective sweeps at a known drug resistance locus, at several known antigenic loci, and at several genomic regions not previously identified as sites of recent selection. We discuss the value of deep population-specific genomic analyses for identifying selection signals within sampled endemic populations of parasites, which may correspond to local selection pressures such as distinctive therapeutic regimes or mosquito vectors.
Publication Identification and Functional Validation of the Novel Antimalarial Resistance Locus PF10_0355 in Plasmodium falciparum
(Public Library of Science, 2011) Van tyne, Daria; Park, Daniel John; Schaffner, Stephen; Neafsey, Daniel; Angelino, Elaine Lee; Cortese, Joseph F.; Barnes, Kayla G.; Rosen, David M.; Lukens, Amanda; Daniels, Rachel; Milner, Danny; Johnson, Charles A.; Shlyakhter, Ilya; Grossman, Sharon; Becker, Justin S.; Yamins, Daniel Louis Kanef; Karlsson, Elinor K; Ndiaye, Daouda; Sarr, Ousmane; Mboup, Souleymane; Happi, Christian; Furlotte, Nicholas A.; Eskin, Eleazar; Kang, Hyun Min; Hartl, Daniel; Birren, Bruce W.; Wiegand, Roger; Lander, Eric; Wirth, Dyann; Volkman, Sarah; Sabeti, PardisThe Plasmodium falciparum parasite's ability to adapt to environmental pressures, such as the human immune system and antimalarial drugs, makes malaria an enduring burden to public health. Understanding the genetic basis of these adaptations is critical to intervening successfully against malaria. To that end, we created a high-density genotyping array that assays over 17,000 single nucleotide polymorphisms (~1 SNP/kb), and applied it to 57 culture-adapted parasites from three continents. We characterized genome-wide genetic diversity within and between populations and identified numerous loci with signals of natural selection, suggesting their role in recent adaptation. In addition, we performed a genome-wide association study (GWAS), searching for loci correlated with resistance to thirteen antimalarials; we detected both known and novel resistance loci, including a new halofantrine resistance locus, PF10_0355. Through functional testing we demonstrated that PF10_0355 overexpression decreases sensitivity to halofantrine, mefloquine, and lumefantrine, but not to structurally unrelated antimalarials, and that increased gene copy number mediates resistance. Our GWAS and follow-on functional validation demonstrate the potential of genome-wide studies to elucidate functionally important loci in the malaria parasite genome.
Publication Changes in drug sensitivity and anti-malarial drug resistance mutations over time among Plasmodium falciparum parasites in Senegal
(BioMed Central, 2013) Van tyne, Daria; Dieye, Baba; Valim, Clarissa; Daniels, Rachel; Sène, Papa Diogoye; Lukens, Amanda; Ndiaye, Mouhamadou; Bei, Amy; Ndiaye, Yaye Die; Hamilton, Elizabeth; Ndir, Omar; Mboup, Souleymane; Volkman, Sarah K; Wirth, Dyann; Ndiaye, DaoudaBackground: Malaria treatment efforts are hindered by the rapid emergence and spread of drug resistant parasites. Simple assays to monitor parasite drug response in direct patient samples (ex vivo) can detect drug resistance before it becomes clinically apparent, and can inform changes in treatment policy to prevent the spread of resistance. Methods: Parasite drug responses to amodiaquine, artemisinin, chloroquine and mefloquine were tested in approximately 400 Plasmodium falciparum malaria infections in Thiès, Senegal between 2008 and 2011 using a DAPI-based ex vivo drug resistance assay. Drug resistance-associated mutations were also genotyped in pfcrt and pfmdr1. Results: Parasite drug responses changed between 2008 and 2011, as parasites became less sensitive to amodiaquine, artemisinin and chloroquine over time. The prevalence of known resistance-associated mutations also changed over time. Decreased amodiaquine sensitivity was associated with sustained, highly prevalent mutations in pfcrt, and one mutation in pfmdr1 – Y184F – was associated with decreased parasite sensitivity to artemisinin. Conclusions: Directly measuring ex vivo parasite drug response and resistance mutation genotyping over time are useful tools for monitoring parasite drug responses in field samples. Furthermore, these data suggest that the use of amodiaquine and artemisinin derivatives in combination therapies is selecting for increased drug tolerance within this population.
Publication Sequence-Based Association and Selection Scans Identify Drug Resistance Loci in the Plasmodium Falciparum Malaria Parasite
(Proceedings of the National Academy of Sciences, 2012) Park, Daniel John; Lukens, Amanda; Neafsey, Daniel; Schaffner, Stephen; Chang, Hsiao-Han; Valim, Clarissa; Ribacke, Ulf; Van tyne, Daria; Galinsky, Kevin; Galligan, Meghan; Becker, Justin S.; Ndiaye, Daouda; Mboup, Souleymane; Wiegand, Roger; Hartl, Daniel; Sabeti, Pardis; Wirth, Dyann; Volkman, SarahThrough rapid genetic adaptation and natural selection, the Plasmodium falciparum parasite—the deadliest of those that cause malaria—is able to develop resistance to antimalarial drugs, thwarting present efforts to control it. Genome-wide association studies (GWAS) provide a critical hypothesis-generating tool for understanding how this occurs. However, in P. falciparum, the limited amount of linkage disequilibrium hinders the power of traditional array-based GWAS. Here, we demonstrate the feasibility and power improvements gained by using whole-genome sequencing for association studies. We analyzed data from 45 Senegalese parasites and identified genetic changes associated with the parasites’ in vitro response to 12 different antimalarials. To further increase statistical power, we adapted a common test for natural selection, XP-EHH (cross-population extended haplotype homozygosity), and used it to identify genomic regions associated with resistance to drugs. Using this sequence-based approach and the combination of association and selection-based tests, we detected several loci associated with drug resistance. These loci included the previously known signals at pfcrt, dhfr, and pfmdr1, as well as many genes not previously implicated in drug-resistance roles, including genes in the ubiquitination pathway. Based on the success of the analysis presented in this study, and on the demonstrated shortcomings of array-based approaches, we argue for a complete transition to sequence-based GWAS for small, low linkage-disequilibrium genomes like that of P. falciparum.
Publication Polymorphism in dhfr/dhps genes, parasite density and ex vivo response to pyrimethamine in Plasmodium falciparum malaria parasites in Thies, Senegal☆
(Elsevier, 2013) Ndiaye, Daouda; Dieye, Baba; Ndiaye, Yaye D.; Tyne, Daria Van; Daniels, Rachel; Bei, Amy; Mbaye, Aminata; Valim, Clarissa; Lukens, Amanda; Mboup, Souleymane; Ndir, Omar; Wirth, Dyann; Volkman, SarahResistance to sulfadoxine–pyrimethamine (SP) in Plasmodium falciparum malaria parasites is associated with mutations in the dihydrofolate reductase (dhfr) and dihydropteroate synthase (dhps) genes, and these mutations have spread resistance worldwide. SP, used for several years in Senegal, has been recommended for intermittent preventive treatment for malaria in pregnancy (IPTp) and has been widely implemented since 2003 in this country. There is currently limited data on SP resistance from molecular marker genotyping, and no data on pyrimethamine ex vivo sensitivity in Senegal. Molecular markers of SP resistance and pyrimethamine ex vivo sensitivity were investigated in 416 parasite samples collected from the general population, from the Thies region between 2003 and 2011. The prevalence of the N51I/C59R/S108N triple mutation in dhfr increased from 40% in 2003 to 93% in 2011. Furthermore, the prevalence of the dhfr N51I/C59R/S108N and dhps A437G quadruple mutation increased, from 20% to 66% over the same time frame, then down to 44% by 2011. There was a significant increase in the prevalence of the dhfr triple mutation, as well as an association between dhfr genotypes and pyrimethamine response. Conversely, dhps mutations in codons 436 and 437 did not show consistent variation between 2003 and 2011. These findings suggest that regular screening for molecular markers of antifolate resistance and ex vivo drug response monitoring should be incorporated with ongoing in vivo efficacy monitoring in areas where IPTp-SP is implemented and where pyrimethamine and sulfa drugs are still widely administered in the general population.
Publication Genome-Wide SNP Genotyping Highlights the Role of Natural Selection in Plasmodium Falciparum Population Divergence
(BioMed Central, 2008) Wirth, Dyann; Sabeti, Pardis; Lander, Eric; Birren, Bruce W.; Hartl, Daniel; Wiegand, Roger; Chitnis, Chetan E.; Dash, Aditya P.; do Lago Moraes, Sandra; Ferreira, Marcelo U.; Mboup, Soulyemane; Ndir, Omar; Ndiaye, Daouda; Ousmane, Sarr; Stange-Thomann, Nicole; Gates, Casey; Tyndall, Erin; Cortese, Joseph F.; Houde, Nathan; Daniels, Rachel; Rosen, David; Lukens, Amanda; Milner, Danny; Montgomery, Philip; Park, Daniel; Volkman, Sarah K.; Schaffner, Stephen F.; Neafsey, DanielBackground: The malaria parasite Plasmodium falciparum exhibits abundant genetic diversity, and this diversity is key to its success as a pathogen. Previous efforts to study genetic diversity in P. falciparum have begun to elucidate the demographic history of the species, as well as patterns of population structure and patterns of linkage disequilibrium within its genome. Such studies will be greatly enhanced by new genomic tools and recent large-scale efforts to map genomic variation. To that end, we have developed a high throughput single nucleotide polymorphism (SNP) genotyping platform for P. falciparum. Results: Using an Affymetrix 3,000 SNP assay array, we found roughly half the assays (1,638) yielded high quality, 100% accurate genotyping calls for both major and minor SNP alleles. Genotype data from 76 global isolates confirm significant genetic differentiation among continental populations and varying levels of SNP diversity and linkage disequilibrium according to geographic location and local epidemiological factors. We further discovered that nonsynonymous and silent (synonymous or noncoding) SNPs differ with respect to within-population diversity, inter-population differentiation, and the degree to which allele frequencies are correlated between populations. Conclusions: The distinct population profile of nonsynonymous variants indicates that natural selection has a significant influence on genomic diversity in P. falciparum, and that many of these changes may reflect functional variants deserving of follow-up study. Our analysis demonstrates the potential for new high-throughput genotyping technologies to enhance studies of population structure, natural selection, and ultimately enable genome-wide association studies in P. falciparum to find genes underlying key phenotypic traits.
Publication Genetic Surveillance Detects Both Clonal and Epidemic Transmission of Malaria following Enhanced Intervention in Senegal
(Public Library of Science, 2013) Daniels, Rachel; Chang, Hsiao-Han; Séne, Papa Diogoye; Park, Danny C.; Neafsey, Daniel; Schaffner, Stephen; Hamilton, Elizabeth; Lukens, Amanda; Van tyne, Daria; Mboup, Souleymane; Sabeti, Pardis; Ndiaye, Daouda; Wirth, Dyann; Hartl, Daniel; Volkman, SarahUsing parasite genotyping tools, we screened patients with mild uncomplicated malaria seeking treatment at a clinic in Thiès, Senegal, from 2006 to 2011. We identified a growing frequency of infections caused by genetically identical parasite strains, coincident with increased deployment of malaria control interventions and decreased malaria deaths. Parasite genotypes in some cases persisted clonally across dry seasons. The increase in frequency of genetically identical parasite strains corresponded with decrease in the probability of multiple infections. Further, these observations support evidence of both clonal and epidemic population structures. These data provide the first evidence of a temporal correlation between the appearance of identical parasite types and increased malaria control efforts in Africa, which here included distribution of insecticide treated nets (ITNs), use of rapid diagnostic tests (RDTs) for malaria detection, and deployment of artemisinin combination therapy (ACT). Our results imply that genetic surveillance can be used to evaluate the effectiveness of disease control strategies and assist a rational global malaria eradication campaign.