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Biosynthesis of heme O in intraerythrocytic stages of Plasmodium falciparum and potential inhibitors of this pathway. Sci Rep 2019; 9:19261. [PMID: 31848371 PMCID: PMC6917786 DOI: 10.1038/s41598-019-55506-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Accepted: 11/29/2019] [Indexed: 12/26/2022] Open
Abstract
A number of antimalarial drugs interfere with the electron transport chain and heme-related reactions; however, the biosynthesis of heme derivatives in Plasmodium parasites has not been fully elucidated. Here, we characterized the steps that lead to the farnesylation of heme. After the identification of a gene encoding heme O synthase, we identified heme O synthesis in blood stage parasites through the incorporation of radioactive precursors. The presence of heme O synthesis in intraerythrocytic stages of Plasmodium falciparum was confirmed by mass spectrometry. Inabenfide and uniconazole-P appeared to interfere in heme synthesis, accordingly, parasite growth was also affected by the addition of these drugs. We conclude that heme O synthesis occurs in blood stage-P. falciparum and this pathway could be a potential target for antimalarial drugs.
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An insertion in the methyltransferase domain of P. falciparum trimethylguanosine synthase harbors a classical nuclear localization signal. Mol Biochem Parasitol 2016; 210:58-70. [PMID: 27619053 DOI: 10.1016/j.molbiopara.2016.08.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2016] [Revised: 08/12/2016] [Accepted: 08/31/2016] [Indexed: 01/27/2023]
Abstract
Many Plasmodium falciparum proteins do not share homology with, and are generally longer than their respective orthologs. This, to some extent, can be attributed to insertions. Here, we studied a P. falciparum RNA hypermethylase, trimethylguanosine synthase (PfTGS1) that harbors a 76 amino acid insertion in its methyltransferase domain. Bioinformatics analysis revealed that this insertion was present in TGS1 orthologs from other Plasmodium species as well. Interestingly, a classical nuclear localization signal (NLS) was predicted in the insertions of primate parasite TGS1 proteins. To check whether these predicted NLS are functional, we developed an in vivo heterologous system using S. cerevisiae. The predicted NLS when fused to dimeric GFP were able to localize the fusion protein to the nucleus in yeast indicating that it is indeed recognized by the yeast nuclear import machinery. We further showed that the PfTGS1 NLS binds to P. falciparum importin-α in vitro, confirming that the NLS is also recognized by the P. falciparum classical nuclear import machinery. Thus, in this study we report a novel function of the insertion in PfTGS1.
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Rijpma SR, van der Velden M, Bilos A, Jansen RS, Mahakena S, Russel FGM, Sauerwein RW, van de Wetering K, Koenderink JB. MRP1 mediates folate transport and antifolate sensitivity in Plasmodium falciparum. FEBS Lett 2016; 590:482-92. [PMID: 26900081 DOI: 10.1002/1873-3468.12079] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 01/12/2016] [Accepted: 01/18/2016] [Indexed: 11/05/2022]
Abstract
Multidrug resistance-associated proteins (MRP) of Plasmodium falciparum have been associated with altered drug sensitivity. Knowledge on MRP substrate specificity is indispensible for the characterization of resistance mechanisms and identifying its physiological roles. An untargeted metabolomics approach detected decreased folate concentrations in red blood cells infected with schizont stage parasites lacking expression of MRP1. Furthermore, a tenfold decrease in sensitivity toward the folate analog methotrexate was detected for parasites lacking MRP1. PfMRP1 is involved in the export of folate from parasites into red blood cells and is therefore a relevant factor for efficient malaria treatment through the folate pathway.
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Affiliation(s)
- Sanna R Rijpma
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Maarten van der Velden
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Albert Bilos
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Robert S Jansen
- Division of Molecular Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Sunny Mahakena
- Division of Molecular Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Frans G M Russel
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Robert W Sauerwein
- Department of Medical Microbiology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Koen van de Wetering
- Division of Molecular Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Jan B Koenderink
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, The Netherlands
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Cai H, Lilburn TG, Hong C, Gu J, Kuang R, Wang Y. Predicting and exploring network components involved in pathogenesis in the malaria parasite via novel subnetwork alignments. BMC SYSTEMS BIOLOGY 2015; 9 Suppl 4:S1. [PMID: 26100579 PMCID: PMC4474416 DOI: 10.1186/1752-0509-9-s4-s1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND Malaria is a major health threat, affecting over 40% of the world's population. The latest report released by the World Health Organization estimated about 207 million cases of malaria infection, and about 627,000 deaths in 2012 alone. During the past decade, new therapeutic targets have been identified and are at various stages of characterization, thanks to the emerging omics-based technologies. However, the mechanism of malaria pathogenesis remains largely unknown. In this paper, we employ a novel neighborhood subnetwork alignment approach to identify network components that are potentially involved in pathogenesis. RESULTS Our module-based subnetwork alignment approach identified 24 functional homologs of pathogenesis-related proteins in the malaria parasite P. falciparum, using the protein-protein interaction networks in Escherichia coli as references. Eighteen out of these 24 proteins are associated with 418 other proteins that are related to DNA replication, transcriptional regulation, translation, signaling, metabolism, cell cycle regulation, as well as cytoadherence and entry to the host. CONCLUSIONS The subnetwork alignments and subsequent protein-protein association network mining predicted a group of malarial proteins that may be involved in parasite development and parasite-host interaction, opening a new systems-level view of parasite pathogenesis and virulence.
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Yu X, Korkmaz T, Lilburn TG, Cai H, Gu J, Wang Y. Heavy path mining of protein-protein associations in the malaria parasite. Methods 2015; 83:63-70. [PMID: 25861922 DOI: 10.1016/j.ymeth.2015.04.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2015] [Revised: 03/31/2015] [Accepted: 04/01/2015] [Indexed: 01/17/2023] Open
Abstract
Annotating and understanding the function of proteins and other elements in a genome can be difficult in the absence of a well-studied and evolutionarily close relative. The causative agent of malaria, one of the oldest and most deadly global infectious diseases, is a good example of this problem. The burden of malaria is huge and there is a pressing need for new, more effective antimalarial strategies. However, techniques such as homology-dependent annotation transfer are severely impaired in this parasite because there are no well-understood close relatives. To circumvent this approach we developed a network-based method that uses a heavy path network-mining algorithm. We uncovered the protein-protein associations that are implicated in important cellular processes including genome integrity, DNA repair, transcriptional regulation, invasion, and pathogenesis, thus demonstrating the utility of this method. The URL of the source code for super-sequence mining method is http://www.cs.utsa.edu/~korkmaz/research/heavy-path-mining/.
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Affiliation(s)
- Xinran Yu
- Department of Computer Science, University of Texas at San Antonio, San Antonio, TX 78249, USA.
| | - Turgay Korkmaz
- Department of Computer Science, University of Texas at San Antonio, San Antonio, TX 78249, USA.
| | | | - Hong Cai
- Department of Biology, South Texas for Emerging Infectious Diseases, University of Texas at San Antonio, San Antonio, TX 78249, USA.
| | - Jianying Gu
- Department of Biology, College of Staten Island, City University of New York, Staten Island, NY 10314, USA.
| | - Yufeng Wang
- Department of Biology, South Texas for Emerging Infectious Diseases, University of Texas at San Antonio, San Antonio, TX 78249, USA.
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Parker-Manuel RP, Grevelding CG, Gelmedin V. Cryptic 3' mRNA processing signals hinder the expression of Schistosoma mansoni integrins in yeast. Mol Biochem Parasitol 2015; 199:51-7. [PMID: 25827755 DOI: 10.1016/j.molbiopara.2015.03.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Revised: 03/13/2015] [Accepted: 03/19/2015] [Indexed: 11/26/2022]
Abstract
The expression of parasite genes has often proven difficult in heterologous systems such as yeast or E. coli. Most often, promoter choice and codon usage were hypothesised to be the main reason for expression failures. The trematode parasite Schistosoma mansoni has five integrin genes named Smα-Int1-4 and Smβ-Int1, which we aimed to express in the yeast Saccharomyces cerevisiae. This has not been achieved, however, as only Smβ-Int1 integrin could be expressed. When the four α integrins were driven by a stronger promoter, this enabled Smα-Int1 to be expressed as well, but the remaining integrins, Smα-Int2-4, still could not be expressed. Evidence from RT-PCR experiments suggested that this was due to premature transcription termination. Using detailed in silico sequence analyses we identified AT-rich stretches in these integrin genes, which have high similarity to yeast mRNA 3'-end processing signals. We hypothesised that these signals were causing the premature truncation. To test this, we designed an optimised version of Smα-Int3, in which the sequence was modified to replace the yeast 3' processing signals. This strategy allowed us to express Smα-Int3 integrin successfully in S. cerevisiae. These findings show that the misinterpretation of AT-rich sequences by yeast 3'-mRNA processing machinery can cause problems when attempting to express genes containing such sequences in this host.
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Affiliation(s)
- Richard P Parker-Manuel
- Biomedizinisches Forschungszentrum Seltersberg (BFS), Institut für Parasitologie, Schubertstraße 81, Gießen 35392, Germany
| | - Christoph G Grevelding
- Biomedizinisches Forschungszentrum Seltersberg (BFS), Institut für Parasitologie, Schubertstraße 81, Gießen 35392, Germany
| | - Verena Gelmedin
- Biomedizinisches Forschungszentrum Seltersberg (BFS), Institut für Parasitologie, Schubertstraße 81, Gießen 35392, Germany.
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Cai H, Hong C, Lilburn TG, Rodriguez AL, Chen S, Gu J, Kuang R, Wang Y. A novel subnetwork alignment approach predicts new components of the cell cycle regulatory apparatus in Plasmodium falciparum. BMC Bioinformatics 2013; 14 Suppl 12:S2. [PMID: 24267797 PMCID: PMC3848769 DOI: 10.1186/1471-2105-14-s12-s2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Background According to the World Health organization, half the world's population is at risk of contracting malaria. They estimated that in 2010 there were 219 million cases of malaria, resulting in 660,000 deaths and an enormous economic burden on the countries where malaria is endemic. The adoption of various high-throughput genomics-based techniques by malaria researchers has meant that new avenues to the study of this disease are being explored and new targets for controlling the disease are being developed. Here, we apply a novel neighborhood subnetwork alignment approach to identify the interacting elements that help regulate the cell cycle of the malaria parasite Plasmodium falciparum. Results Our novel subnetwork alignment approach was used to compare networks in Escherichia coli and P. falciparum. Some 574 P. falciparum proteins were revealed as functional orthologs of known cell cycle proteins in E. coli. Over one third of these predicted functional orthologs were annotated as "conserved Plasmodium proteins" or "putative uncharacterized proteins" of unknown function. The predicted functionalities included cyclins, kinases, surface antigens, transcriptional regulators and various functions related to DNA replication, repair and cell division. Conclusions The results of our analysis demonstrate the power of our subnetwork alignment approach to assign functionality to previously unannotated proteins. Here, the focus was on proteins involved in cell cycle regulation. These proteins are involved in the control of diverse aspects of the parasite lifecycle and of important aspects of pathogenesis.
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Crosnier C, Wanaguru M, McDade B, Osier FH, Marsh K, Rayner JC, Wright GJ. A library of functional recombinant cell-surface and secreted P. falciparum merozoite proteins. Mol Cell Proteomics 2013; 12:3976-86. [PMID: 24043421 PMCID: PMC3861738 DOI: 10.1074/mcp.o113.028357] [Citation(s) in RCA: 82] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Malaria, an infectious disease caused by parasites of the Plasmodium genus, is one of the world's major public health concerns causing up to a million deaths annually, mostly because of P. falciparum infections. All of the clinical symptoms are associated with the blood stage of the disease, an obligate part of the parasite life cycle, when a form of the parasite called the merozoite recognizes and invades host erythrocytes. During erythrocyte invasion, merozoites are directly exposed to the host humoral immune system making the blood stage of the parasite a conceptually attractive therapeutic target. Progress in the functional and molecular characterization of P. falciparum merozoite proteins, however, has been hampered by the technical challenges associated with expressing these proteins in a biochemically active recombinant form. This challenge is particularly acute for extracellular proteins, which are the likely targets of host antibody responses, because they contain structurally critical post-translational modifications that are not added by some recombinant expression systems. Here, we report the development of a method that uses a mammalian expression system to compile a protein resource containing the entire ectodomains of 42 P. falciparum merozoite secreted and cell surface proteins, many of which have not previously been characterized. Importantly, we are able to recapitulate known biochemical activities by showing that recombinant MSP1-MSP7 and P12-P41 directly interact, and that both recombinant EBA175 and EBA140 can bind human erythrocytes in a sialic acid-dependent manner. Finally, we use sera from malaria-exposed immune adults to profile the relative immunoreactivity of the proteins and show that the majority of the antigens contain conformational (heat-labile) epitopes. We envisage that this resource of recombinant proteins will make a valuable contribution toward a molecular understanding of the blood stage of P. falciparum infections and facilitate the comparative screening of antigens as blood-stage vaccine candidates.
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Affiliation(s)
- Cécile Crosnier
- Cell Surface Signalling laboratory, Wellcome Trust Sanger Institute, Cambridge CB10 1HH, UK
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Cai H, Hong C, Gu J, Lilburn TG, Kuang R, Wang Y. Module-based subnetwork alignments reveal novel transcriptional regulators in malaria parasite Plasmodium falciparum. BMC SYSTEMS BIOLOGY 2012; 6 Suppl 3:S5. [PMID: 23282319 PMCID: PMC3524314 DOI: 10.1186/1752-0509-6-s3-s5] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Background Malaria causes over one million deaths annually, posing an enormous health and economic burden in endemic regions. The completion of genome sequencing of the causative agents, a group of parasites in the genus Plasmodium, revealed potential drug and vaccine candidates. However, genomics-driven target discovery has been significantly hampered by our limited knowledge of the cellular networks associated with parasite development and pathogenesis. In this paper, we propose an approach based on aligning neighborhood PPI subnetworks across species to identify network components in the malaria parasite P. falciparum. Results Instead of only relying on sequence similarities to detect functional orthologs, our approach measures the conservation between the neighborhood subnetworks in protein-protein interaction (PPI) networks in two species, P. falciparum and E. coli. 1,082 P. falciparum proteins were predicted as functional orthologs of known transcriptional regulators in the E. coli network, including general transcriptional regulators, parasite-specific transcriptional regulators in the ApiAP2 protein family, and other potential regulatory proteins. They are implicated in a variety of cellular processes involving chromatin remodeling, genome integrity, secretion, invasion, protein processing, and metabolism. Conclusions In this proof-of-concept study, we demonstrate that a subnetwork alignment approach can reveal previously uncharacterized members of the subnetworks, which opens new opportunities to identify potential therapeutic targets and provide new insights into parasite biology, pathogenesis and virulence. This approach can be extended to other systems, especially those with poor genome annotation and a paucity of knowledge about cellular networks.
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Affiliation(s)
- Hong Cai
- Department of Biology, University of Texas at San Antonio, San Antonio, TX 78249, USA
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Cai H, Zhou Z, Gu J, Wang Y. Comparative Genomics and Systems Biology of Malaria Parasites Plasmodium.. Curr Bioinform 2012; 7. [PMID: 24298232 DOI: 10.2174/157489312803900965] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Malaria is a serious infectious disease that causes over one million deaths yearly. It is caused by a group of protozoan parasites in the genus Plasmodium. No effective vaccine is currently available and the elevated levels of resistance to drugs in use underscore the pressing need for novel antimalarial targets. In this review, we survey omics centered developments in Plasmodium biology, which have set the stage for a quantum leap in our understanding of the fundamental processes of the parasite life cycle and mechanisms of drug resistance and immune evasion.
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Affiliation(s)
- Hong Cai
- Department of Biology, University of Texas at San Antonio, San Antonio, TX 78249, USA
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Mitochondrial involvement to methylglyoxal detoxification: D-Lactate/Malate antiporter in Saccharomyces cerevisiae. Antonie van Leeuwenhoek 2012; 102:163-75. [PMID: 22460278 DOI: 10.1007/s10482-012-9724-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2011] [Accepted: 03/14/2012] [Indexed: 12/11/2022]
Abstract
Research during the last years has accumulated a large body of data that suggest that a permanent high flux through the glycolytic pathway may be a source of intracellular toxicity via continuous generation of endogenous reactive dicarbonyl compound methylglyoxal (MG). MG detoxification by the action of the glyoxalase system produces D-lactate. Thus, this article extends our previous work and presents new insights concerning D-lactate fate in aerobically grown yeast cells. Biochemical studies using intact functional mitochondrial preparations derived from Saccharomyces cerevisiae show that D-lactate produced in the extramitochondrial phase can be taken up by mitochondria, metabolised inside the organelles with efflux of newly synthesized malate. Experiments were carried out photometrically and the rate of malate efflux was measured by use of NADP(+) and malic enzyme and it depended on the rate of transport across the mitochondrial membrane. It showed saturation characteristics (K(m) = 20 μM; V(max) = 6 nmol min(-1) mg(-1) of mitochondrial protein) and was inhibited by α-cyanocinnamate, a non-penetrant compound. Our data reveal that reducing equivalents export from mitochondria is due to the occurrence of a putative D-lactate/malate antiporter which differs from both D-lactate/pyruvate antiporter and D-lactate/H(+) symporter as shown by the different V(max) values, pH profile and inhibitor sensitivity. Based on these results we propose that D-lactate translocators and D-lactate dehydrogenases work together for decreasing the production of MG from the cytosol, thus mitochondria could play a pro-survival role in the metabolic stress response as well as for D-lactate-dependent gluconeogenesis.
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Abstract
Nearly two-thirds of the proteins encoded by Plasmodium falciparum, the parasite that causes the most deadly form of malaria, are annotated as "hypothetical." The yeast two-hybrid assay, which requires no prior knowledge about the target protein, has great potential to provide functional information about these uncharacterized proteins. However, P. falciparum yeast two-hybrid screens are hampered by the poor expression of P. falciparum genes in yeast. AU-rich sequences in nascent P. falciparum transcripts resemble the 3' end processing sites in yeast mRNAs, and are prematurely cleaved and polyadenylated. In most cases, these aberrant messages are degraded and yield no protein. To overcome this limitation, we have developed methods to extensively fragment P. falciparum genes. Novel yeast two-hybrid vectors, in which auxotrophic markers are fused to the 3' ends of the cloned inserts, are employed to identify those gene fragments that are expressed in yeast. In this chapter, we provide detailed protocols for fragmenting P. falciparum genes, creating P. falciparum activation domain libraries, and performing P. falciparum yeast two-hybrid screens. Though focused on P. falciparum, the approaches described here are applicable to other organisms and are likely to be especially useful for those with AT-rich genomes, which are also likely to be poorly expressed in yeast.
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Affiliation(s)
- Douglas J LaCount
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN, USA
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Brown HF, Wang L, Khadka S, Fields S, LaCount DJ. A densely overlapping gene fragmentation approach improves yeast two-hybrid screens for Plasmodium falciparum proteins. Mol Biochem Parasitol 2011; 178:56-9. [PMID: 21530591 DOI: 10.1016/j.molbiopara.2011.04.005] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2011] [Revised: 04/08/2011] [Accepted: 04/14/2011] [Indexed: 01/18/2023]
Abstract
Use of the yeast two-hybrid assay to study Plasmodium falciparum protein-protein interactions is limited by poor expression of P. falciparum genes in yeast and lack of easily implemented assays to confirm the results. We report here two methods to create gene fragments - random fragmentation by partial DNAse I digestion and generation of densely overlapping fragments by PCR - that enable most portions of P. falciparum genes to be expressed and screened in the yeast two-hybrid assay. The PCR-based method is less technically challenging and facilitates fine-scale mapping of protein interaction domains. Both approaches revealed a putative interaction between PfMyb2 (PF10_0327) and PFC0365w. We developed new plasmids to express the proteins in wheat germ extracts and confirmed the interaction in both the split-luciferase assay and in co-purification experiments with glutathione-S-transferase and HA-tagged proteins. The combination of improved yeast two-hybrid screening approaches and convenient systems to validate interactions enhances the utility of yeast two-hybrid assays for P. falciparum.
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Affiliation(s)
- Hakeenah F Brown
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN 47907, USA
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Zhang N, Bilsland E. Contributions of Saccharomyces cerevisiae to understanding mammalian gene function and therapy. Methods Mol Biol 2011; 759:501-523. [PMID: 21863505 DOI: 10.1007/978-1-61779-173-4_28] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Due to its genetic tractability and ease of manipulation, the yeast Saccharomyces cerevisiae has been extensively used as a model organism to understand how eukaryotic cells grow, divide, and respond to environmental changes. In this chapter, we reasoned that functional annotation of novel genes revealed by sequencing should adopt an integrative approach including both bioinformatics and experimental analysis to reveal functional conservation and divergence of complexes and pathways. The techniques and resources generated for systems biology studies in yeast have found a wide range of applications. Here we focused on using these technologies in revealing functions of genes from mammals, in identifying targets of novel and known drugs and in screening drugs targeting specific proteins and/or protein-protein interactions.
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Affiliation(s)
- Nianshu Zhang
- Department of Biochemistry, Cambridge Systems Biology Centre, University of Cambridge, Cambridge, UK.
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