Use of high-density tiling microarrays to identify mutations globally and elucidate mechanisms of drug resistance in Plasmodium falciparum

BackgroundThe identification of genetic changes that confer drug resistance or other phenotypic changes in pathogens can help optimize treatment strategies, support the development of new therapeutic agents, and provide information about the likely function of genes. Elucidating mechanisms of phenotypic drug resistance can also assist in identifying the mode of action of uncharacterized but potent antimalarial compounds identified in high-throughput chemical screening campaigns against Plasmodium falciparum.ResultsHere we show that tiling microarrays can detect de novo a large proportion of the genetic changes that differentiate one genome from another. We show that we detect most single nucleotide polymorphisms or small insertion deletion events and all known copy number variations that distinguish three laboratory isolates using readily accessible methods. We used the approach to discover mutations that occur during the selection process after transfection. We also elucidated a mechanism by which parasites acquire resistance to the antimalarial fosmidomycin, which targets the parasite isoprenoid synthesis pathway. Our microarray-based approach allowed us to attribute in vitro derived fosmidomycin resistance to a copy number variation event in the pfdxr gene, which enables the parasite to overcome fosmidomycin-mediated inhibition of isoprenoid biosynthesis.ConclusionsWe show that newly emerged single nucleotide polymorphisms can readily be detected and that malaria parasites can rapidly acquire gene amplifications in response to in vitro drug pressure. The ability to define comprehensively genetic variability in P. falciparum with a single overnight hybridization creates new opportunities to study parasite evolution and improve the treatment and control of malaria.

[1]  M. Cassera,et al.  Effect of fosmidomycin on metabolic and transcript profiles of the methylerythritol phosphate pathway in Plasmodium falciparum. , 2007, Memorias do Instituto Oswaldo Cruz.

[2]  D. Fidock,et al.  Decreasing pfmdr1 copy number in plasmodium falciparum malaria heightens susceptibility to mefloquine, lumefantrine, halofantrine, quinine, and artemisinin. , 2006, The Journal of infectious diseases.

[3]  Jonathan E. Allen,et al.  Genome sequence of the human malaria parasite Plasmodium falciparum , 2002, Nature.

[4]  Gabor T. Marth,et al.  Whole-genome sequencing and variant discovery in C. elegans , 2008, Nature Methods.

[5]  W. Trager,et al.  Cultivation of malarial parasites , 1978, Nature.

[6]  T. Richie High road, low road? Choices and challenges on the pathway to a malaria vaccine , 2006, Parasitology.

[7]  J. Wiesner,et al.  Short-Course Regimens of Artesunate-Fosmidomycin in Treatment of Uncomplicated Plasmodium falciparum Malaria , 2005, Antimicrobial Agents and Chemotherapy.

[8]  Pardis C Sabeti,et al.  A genome-wide map of diversity in Plasmodium falciparum , 2007, Nature Genetics.

[9]  Ruben Abagyan,et al.  Match-Only Integral Distribution (MOID) Algorithm for high-density oligonucleotide array analysis , 2002, BMC Bioinformatics.

[10]  K. Kirk,et al.  Pgh1 modulates sensitivity and resistance to multiple antimalarials in Plasmodium falciparum , 2000, Nature.

[11]  H. Lichtenthaler,et al.  Inhibitors of the nonmevalonate pathway of isoprenoid biosynthesis as antimalarial drugs. , 1999, Science.

[12]  E. Winzeler,et al.  Microarray-based comparative genomic analyses of the human malaria parasite Plasmodium falciparum using Affymetrix arrays. , 2005, Molecular and biochemical parasitology.

[13]  D. Conrad,et al.  Global variation in copy number in the human genome , 2006, Nature.

[14]  J. P. Craig,et al.  Genomic DNA sequence comparison between two inbred soybean cyst nematode biotypes facilitated by massively parallel 454 micro-bead sequencing , 2008, Molecular Genetics and Genomics.

[15]  Yingyao Zhou,et al.  A Systematic Map of Genetic Variation in Plasmodium falciparum , 2006 .

[16]  X. Su,et al.  Current understanding of the molecular basis of chloroquine-resistance in Plasmodium falciparum. , 2006, Journal of postgraduate medicine.

[17]  A. Cowman,et al.  Selection for mefloquine resistance in Plasmodium falciparum is linked to amplification of the pfmdr1 gene and cross-resistance to halofantrine and quinine. , 1994, Proceedings of the National Academy of Sciences of the United States of America.

[18]  K. Barry,et al.  Kinetics of a new antimalarial, mefloquine , 1979, Clinical pharmacology and therapeutics.

[19]  Graham F Hatfull,et al.  Efficient site-specific integration in Plasmodium falciparum chromosomes mediated by mycobacteriophage Bxb1 integrase , 2006, Nature Methods.

[20]  L. Feuk,et al.  Detection of large-scale variation in the human genome , 2004, Nature Genetics.

[21]  J. Shendure,et al.  Materials and Methods Som Text Figs. S1 and S2 Tables S1 to S4 References Accurate Multiplex Polony Sequencing of an Evolved Bacterial Genome , 2022 .

[22]  M. Rohmer The discovery of a mevalonate-independent pathway for isoprenoid biosynthesis in bacteria, algae and higher plants. , 1999, Natural product reports.

[23]  V. do Rosário,et al.  Real-time quantitative PCR with SYBR Green I detection for estimating copy numbers of nine drug resistance candidate genes in Plasmodium falciparum , 2006, Malaria Journal.

[24]  M. Cassera,et al.  The Methylerythritol Phosphate Pathway Is Functionally Active in All Intraerythrocytic Stages of Plasmodium falciparum* , 2004, Journal of Biological Chemistry.

[25]  Kyle T. Siebenthall,et al.  Genome variation and evolution of the malaria parasite Plasmodium falciparum , 2007, Nature Genetics.

[26]  J. Wiesner,et al.  Fosmidomycin-clindamycin for Plasmodium falciparum Infections in African children. , 2004, The Journal of infectious diseases.

[27]  Jonathan Sebat,et al.  Major changes in our DNA lead to major changes in our thinking , 2007, Nature Genetics.

[28]  C. Plowe,et al.  Mechanisms of Resistance of Malaria Parasites to Antifolates , 2005, Pharmacological Reviews.

[29]  David A. Fidock,et al.  Chloroquine Resistance in Plasmodium falciparum Malaria Parasites Conferred by pfcrt Mutations , 2002, Science.

[30]  Ming Yi,et al.  Detection of genome-wide polymorphisms in the AT-rich Plasmodium falciparum genome using a high-density microarray , 2008, BMC Genomics.

[31]  D. Fidock,et al.  Gene encoding a deubiquitinating enzyme is mutated in artesunate- and chloroquine-resistant rodent malaria parasites§ , 2007, Molecular microbiology.

[32]  Kenny Q. Ye,et al.  Large-Scale Copy Number Polymorphism in the Human Genome , 2004, Science.

[33]  John C. Wootton,et al.  Genetic diversity and chloroquine selective sweeps in Plasmodium falciparum , 2002, Nature.

[34]  Bindu Gajria,et al.  PlasmoDB: The Plasmodium Genome Resource , 2005 .

[35]  Thomas E. Wellems,et al.  Chloroquine resistance not linked to mdr-like genes in a Plasmodium falciparum cross , 1990, Nature.

[36]  D. Fidock,et al.  Advances in understanding the genetic basis of antimalarial drug resistance. , 2007, Current opinion in microbiology.

[37]  Terence P. Speed,et al.  A comparison of normalization methods for high density oligonucleotide array data based on variance and bias , 2003, Bioinform..

[38]  Peter G. Schultz,et al.  In silico activity profiling reveals the mechanism of action of antimalarials discovered in a high-throughput screen , 2008, Proceedings of the National Academy of Sciences.

[39]  François Nosten,et al.  Mefloquine resistance in Plasmodium falciparum and increased pfmdr1 gene copy number , 2004, The Lancet.

[40]  H. Jomaa,et al.  Fosmidomycin-clindamycin for the treatment of Plasmodium falciparum malaria. , 2004, The Journal of infectious diseases.

[41]  G. McVean,et al.  Genome-wide variation and identification of vaccine targets in the Plasmodium falciparum genome , 2007, Nature Genetics.

[42]  Jun O. Liu,et al.  A clinical drug library screen identifies astemizole as an antimalarial agent , 2006, Nature chemical biology.

[43]  Daniel R. Richards,et al.  Direct allelic variation scanning of the yeast genome. , 1998, Science.

[44]  Yongyuth Yuthavong,et al.  A Genetically Hard-Wired Metabolic Transcriptome in Plasmodium falciparum Fails to Mount Protective Responses to Lethal Antifolates , 2008, PLoS pathogens.

[45]  J. Wootton,et al.  Mutations in the P. falciparum digestive vacuole transmembrane protein PfCRT and evidence for their role in chloroquine resistance. , 2000, Molecular cell.

[46]  Maitreya J. Dunham,et al.  Genome-Wide Detection of Polymorphisms at Nucleotide Resolution with a Single DNA Microarray , 2006, Science.

[47]  V. A. Stewart,et al.  Safety and Immunogenicity of an AMA-1 Malaria Vaccine in Malian Adults: Results of a Phase 1 Randomized Controlled Trial , 2008, PloS one.

[48]  P. Nilsson,et al.  Genome wide gene amplifications and deletions in Plasmodium falciparum. , 2007, Molecular and biochemical parasitology.

[49]  T. Taraschi,et al.  Plasmodium falciparum: a simple, rapid method for detecting parasite clones in microtiter plates. , 1997, Experimental parasitology.

[50]  D. Fidock,et al.  Transformation with human dihydrofolate reductase renders malaria parasites insensitive to WR99210 but does not affect the intrinsic activity of proguanil. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[51]  F. Nosten,et al.  Recurrent gene amplification and soft selective sweeps during evolution of multidrug resistance in malaria parasites. , 2006, Molecular biology and evolution.

[52]  D. Fidock,et al.  In Vitro Efficacy, Resistance Selection, and Structural Modeling Studies Implicate the Malarial Parasite Apicoplast as the Target of Azithromycin* , 2007, Journal of Biological Chemistry.

[53]  C. Dolea,et al.  World Health Organization , 1949, International Organization.

[54]  F. Cohen,et al.  Searching for New Antimalarial Therapeutics amongst Known Drugs , 2006, Chemical biology & drug design.

[55]  P. Newton,et al.  Adaptive Copy Number Evolution in Malaria Parasites , 2008, PLoS genetics.