Person: Daniels, Rachel
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Publication Human Cerebral Malaria and Plasmodium falciparum Genotypes in Malawi
(BioMed Central, 2012) Milner, Danny; Vareta, Jimmy; Valim, Clarissa; Montgomery, Jacqui; Daniels, Rachel; Volkman, Sarah; Neafsey, Daniel; Park, Daniel John; Schaffner, Stephen; Mahesh, Nira C; Barnes, Kayla G; Rosen, David M; Lukens, Amanda; Van-Tyne, Daria; Wiegand, Roger; Sabeti, Pardis; Seydel, Karl B; Glover, Simon J; Kamiza, Steve; Molyneux, Malcolm E; Taylor, Terrie E; Wirth, DyannBackground: Cerebral malaria, a severe form of Plasmodium falciparum infection, is an important cause of mortality in sub-Saharan African children. A Taqman 24 Single Nucleotide Polymorphisms (SNP) molecular barcode assay was developed for use in laboratory parasites which estimates genotype number and identifies the predominant genotype. Methods The 24 SNP assay was used to determine predominant genotypes in blood and tissues from autopsy and clinical patients with cerebral malaria. Results: Single genotypes were shared between the peripheral blood, the brain, and other tissues of cerebral malaria patients, while malaria-infected patients who died of non-malarial causes had mixed genetic signatures in tissues examined. Children with retinopathy-positive cerebral malaria had significantly less complex infections than those without retinopathy (OR = 3.7, 95% CI [1.51-9.10]).The complexity of infections significantly decreased over the malaria season in retinopathy-positive patients compared to retinopathy-negative patients. Conclusions: Cerebral malaria patients harbour a single or small set of predominant parasites; patients with incidental parasitaemia sustain infections involving diverse genotypes. Limited diversity in the peripheral blood of cerebral malaria patients and correlation with tissues supports peripheral blood samples as appropriate for genome-wide association studies of parasite determinants of pathogenicity.
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 Modeling malaria genomics reveals transmission decline and rebound in Senegal
(Proceedings of the National Academy of Sciences, 2015) Daniels, Rachel; Schaffner, Stephen; Wenger, Edward A.; Proctor, Joshua L.; Chang, Hsiao-Han; Wong, Wesley; Baro, Nicholas; Ndiaye, Daouda; Fall, Fatou Ba; Ndiop, Medoune; Ba, Mady; Milner, Danny; Taylor, Terrie E.; Neafsey, Daniel; Volkman, Sarah; Eckhoff, Philip A.; Hartl, Daniel; Wirth, DyannTo study the effects of malaria-control interventions on parasite population genomics, we examined a set of 1,007 samples of the malaria parasite Plasmodium falciparum collected in Thiès, Senegal between 2006 and 2013. The parasite samples were genotyped using a molecular barcode of 24 SNPs. About 35% of the samples grouped into subsets with identical barcodes, varying in size by year and sometimes persisting across years. The barcodes also formed networks of related groups. Analysis of 164 completely sequenced parasites revealed extensive sharing of genomic regions. In at least two cases we found first-generation recombinant offspring of parents whose genomes are similar or identical to genomes also present in the sample. An epidemiological model that tracks parasite genotypes can reproduce the observed pattern of barcode subsets. Quantification of likelihoods in the model strongly suggests a reduction of transmission from 2006-2010 with a significant rebound in 2012-2013. The reduced transmission and rebound were confirmed directly by incidence data from Thiès. These findings imply that intensive intervention to control malaria results in rapid and dramatic changes in parasite population genomics. The results also suggest that genomics combined with epidemiological modeling may afford prompt, continuous, and cost-effective tracking of progress toward malaria elimination.
Publication Genomic Tools Reveal Changing Plasmodium falciparum Populations
(2013-09-25) Daniels, Rachel; Wirth, Dyann Fergus; Marti, Matthias; Berger, Bonnie; Udhayakumar, Venkatachalam; Clardy, JonA new era of malaria eradication programs relies on increased knowledge of the parasite through sequencing of the Plasmodium genome. Programs call for re-orientation at specific epidemiological markers as regions move from control towards pre- and total elimination. However, relatively little is known about the effects of intervention strategies on the parasite population or if the epidemiological cues correspond to effects on the parasite population. We hypothesized that genomic tools could be used to track population changes in Plasmodium falciparum to detect significant shifts as eradication programs apply interventions. Making use of new whole-genome sequencing data as well as GWAS and other studies, we used SNPs as biological markers for regions associated with drug resistance as well as a set of neutral SNPs to identify individual parasites. By utilizing tools developed as proxy for full genomic sequencing of the human pathogen Plasmodium falciparum, we characterized and tracked parasite populations to test for changes over time and between populations. When applied to markers under selection - those associated with reduced antimalarial drug sensitivity - we were able to track migration of resistance-associated mutations in the population and identify new mutations with potential implications for resistance. Using a population genetic analysis toolbox to study changes in neutral allele frequencies in samples from the field, we found significant population changes over time that included restricted effective population size, reduced complexity of infections, and evidence for both clonal and epidemic propagation of parasites.
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 Evidence of non-Plasmodium falciparum malaria infection in Kédougou, Sénégal
(BioMed Central, 2017) Daniels, Rachel; Deme, Awa Bineta; Gomis, Jules F.; Dieye, Baba; Durfee, Katelyn; Thwing, Julie I.; Fall, Fatou B.; Ba, Mady; Ndiop, Medoune; Badiane, Aida S.; Ndiaye, Yaye Die; Wirth, Dyann; Volkman, Sarah K.; Ndiaye, DaoudaBackground: Expanded malaria control efforts in Sénégal have resulted in increased use of rapid diagnostic tests (RDT) to identify the primary disease-causing Plasmodium species, Plasmodium falciparum. However, the type of RDT utilized in Sénégal does not detect other malaria-causing species such as Plasmodium ovale spp., Plasmodium malariae, or Plasmodium vivax. Consequently, there is a lack of information about the frequency and types of malaria infections occurring in Sénégal. This study set out to better determine whether species other than P. falciparum were evident among patients evaluated for possible malaria infection in Kédougou, Sénégal. Methods: Real-time polymerase chain reaction speciation assays for P. vivax, P. ovale spp., and P. malariae were developed and validated by sequencing and DNA extracted from 475 Plasmodium falciparum-specific HRP2-based RDT collected between 2013 and 2014 from a facility-based sample of symptomatic patients from two health clinics in Kédougou, a hyper-endemic region in southeastern Sénégal, were analysed. Results: Plasmodium malariae (n = 3) and P. ovale wallikeri (n = 2) were observed as co-infections with P. falciparum among patients with positive RDT results (n = 187), including one patient positive for all three species. Among 288 negative RDT samples, samples positive for P. falciparum (n = 24), P. ovale curtisi (n = 3), P. ovale wallikeri (n = 1), and P. malariae (n = 3) were identified, corresponding to a non-falciparum positivity rate of 2.5%. Conclusions: These findings emphasize the limitations of the RDT used for malaria diagnosis and demonstrate that non-P. falciparum malaria infections occur in Sénégal. Current RDT used for routine clinical diagnosis do not necessarily provide an accurate reflection of malaria transmission in Kédougou, Sénégal, and more sensitive and specific methods are required for diagnosis and patient care, as well as surveillance and elimination activities. These findings have implications for other malaria endemic settings where species besides P. falciparum may be transmitted and overlooked by control or elimination activities. Electronic supplementary material The online version of this article (doi:10.1186/s12936-016-1661-3) contains supplementary material, which is available to authorized users.
Publication Genetic relatedness analysis reveals the cotransmission of genetically related Plasmodium falciparum parasites in Thiès, Senegal
(BioMed Central, 2017) Wong, Wesley; Griggs, Allison D.; Daniels, Rachel; Schaffner, Stephen F.; Ndiaye, Daouda; Bei, Amy; Deme, Awa B.; MacInnis, Bronwyn; Volkman, Sarah K.; Hartl, Daniel; Neafsey, Daniel E.; Wirth, DyannBackground: As public health interventions drive parasite populations to elimination, genetic epidemiology models that incorporate population genomics can be powerful tools for evaluating the effectiveness of continued intervention. However, current genetic epidemiology models may not accurately simulate the population genetic profile of parasite populations, particularly with regard to polygenomic (multi-strain) infections. Current epidemiology models simulate polygenomic infections via superinfection (multiple mosquito bites), despite growing evidence that cotransmission (a single mosquito bite) may contribute to polygenomic infections. Methods: Here, we quantified the relatedness of strains within 31 polygenomic infections collected from patients in Thiès, Senegal using a hidden Markov model to measure the proportion of the genome that is inferred to be identical by descent. Results: We found that polygenomic infections can be composed of highly related parasites and that superinfection models drastically underestimate the relatedness of strains within polygenomic infections. Conclusions: Our findings suggest that cotransmission is a major contributor to polygenomic infections in Thiès, Senegal. The incorporation of cotransmission into existing genetic epidemiology models may enhance our ability to characterize and predict changes in population structure associated with reduced transmission intensities and the emergence of important phenotypes like drug resistance that threaten to undermine malaria elimination activities. Electronic supplementary material The online version of this article (doi:10.1186/s13073-017-0398-0) contains supplementary material, which is available to authorized users.
Publication High Plasmodium falciparum longitudinal prevalence is associated with high multiclonality and reduced clinical malaria risk in a seasonal transmission area of Mali
(Public Library of Science, 2017) Adomako-Ankomah, Yaw; Chenoweth, Matthew S.; Durfee, Katelyn; Doumbia, Saibou; Konate, Drissa; Doumbouya, Mory; Keita, Abdoul S.; Nikolaeva, Daria; Tullo, Gregory S.; Anderson, Jennifer M.; Fairhurst, Rick M.; Daniels, Rachel; Volkman, Sarah K.; Diakite, Mahamadou; Miura, Kazutoyo; Long, Carole A.The effects of persistent Plasmodium falciparum (Pf) infection and multiclonality on subsequent risk of clinical malaria have been reported, but the relationship between these 2 parameters and their relative impacts on the clinical outcome of infection are not understood. A longitudinal cohort study was conducted in a seasonal and high-transmission area of Mali, in which 500 subjects aged 1–65 years were followed for 1 year. Blood samples were collected every 2 weeks, and incident malaria cases were diagnosed and treated. Pf infection in each individual at each time point was assessed by species-specific nested-PCR, and Pf longitudinal prevalence per person (PfLP, proportion of Pf-positive samples over 1 year) was calculated. Multiclonality of Pf infection was measured using a 24-SNP DNA barcoding assay at 4 time-points (two in wet season, and two in dry season) over one year. PfLP was positively correlated with multiclonality at each time point (all r≥0.36; all P≤0.011). When host factors (e.g., age, gender), PfLP, and multiclonality (at the beginning of the transmission season) were analyzed together, only increasing age and high PfLP were associated with reduced clinical malaria occurrence or reduced number of malaria episodes (for both outcomes, P<0.001 for age, and P = 0.005 for PfLP). When age, PfLP and baseline Pf positivity were analyzed together, the effect of high PfLP remained significant even after adjusting for the other two factors (P = 0.001 for malaria occurrence and P<0.001 for number of episodes). In addition to host age and baseline Pf positivity, both of which have been reported as important modifiers of clinical malaria risk, our results demonstrate that persistent parasite carriage, but not baseline multiclonality, is associated with reduced risk of clinical disease in this population. Our study emphasizes the importance of considering repeated parasite exposure in future studies that evaluate clinical malaria risk.
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 Artemisinin resistance without pfkelch13 mutations in Plasmodium falciparum isolates from Cambodia
(BioMed Central, 2017) Mukherjee, Angana; Bopp, Selina; Magistrado, Pamela; Wong, Wesley; Daniels, Rachel; Demas, Allison; Schaffner, Stephen; Amaratunga, Chanaki; Lim, Pharath; Dhorda, Mehul; Miotto, Olivo; Woodrow, Charles; Ashley, Elizabeth A.; Dondorp, Arjen M.; White, Nicholas J.; Wirth, Dyann; Fairhurst, Rick; Volkman, Sarah K.Background: Artemisinin resistance is associated with delayed parasite clearance half-life in vivo and correlates with ring-stage survival under dihydroartemisinin in vitro. Both phenotypes are associated with mutations in the PF3D7_1343700 pfkelch13 gene. Recent spread of artemisinin resistance and emerging piperaquine resistance in Southeast Asia show that artemisinin combination therapy, such as dihydroartemisinin–piperaquine, are losing clinical effectiveness, prompting investigation of drug resistance mechanisms and development of strategies to surmount emerging anti-malarial resistance. Methods: Sixty-eight parasites isolates with in vivo clearance data were obtained from two Tracking Resistance to Artemisinin Collaboration study sites in Cambodia, culture-adapted, and genotyped for pfkelch13 and other mutations including pfmdr1 copy number; and the RSA0–3h survival rates and response to antimalarial drugs in vitro were measured for 36 of these isolates. Results: Among these 36 parasites one isolate demonstrated increased ring-stage survival for a PfKelch13 mutation (D584V, RSA0–3h = 8%), previously associated with slow clearance but not yet tested in vitro. Several parasites exhibited increased ring-stage survival, yet lack pfkelch13 mutations, and one isolate showed evidence for piperaquine resistance. Conclusions: This study of 68 culture-adapted Plasmodium falciparum clinical isolates from Cambodia with known clearance values, associated the D584V PfKelch13 mutation with increased ring-stage survival and identified parasites that lack pfkelch13 mutations yet exhibit increased ring-stage survival. These data suggest mutations other than those found in pfkelch13 may be involved in conferring artemisinin resistance in P. falciparum. Piperaquine resistance was also detected among the same Cambodian samples, consistent with reports of emerging piperaquine resistance in the field. These culture-adapted parasites permit further investigation of mechanisms of both artemisinin and piperaquine resistance and development of strategies to prevent or overcome anti-malarial resistance. Electronic supplementary material The online version of this article (doi:10.1186/s12936-017-1845-5) contains supplementary material, which is available to authorized users.