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Molecular Markers of Radiation Induced Attenuation in Intrahepatic Plasmodium falciparum Parasites

  • Miranda S. Oakley,

    Affiliation Division of Bacterial, Parasitic, and Allergenic Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Nitin Verma,

    Affiliation Division of Bacterial, Parasitic, and Allergenic Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Hong Zheng,

    Affiliation Division of Emerging and Transfusion Transmitted Diseases, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Vivek Anantharaman,

    Affiliation National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, Maryland, United States

  • Kazuyo Takeda,

    Affiliation Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Yamei Gao,

    Affiliation Division of Viral Products, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Timothy G. Myers,

    Affiliation Genomics Technologies Section, Research Technologies Branch, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, Maryland, United States

  • Phuong Thao Pham,

    Affiliation Division of Emerging and Transfusion Transmitted Diseases, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Babita Mahajan,

    Affiliation Division of Emerging and Transfusion Transmitted Diseases, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

  • Nirbhay Kumar,

    Affiliation Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States

  • Davison Sangweme,

    Affiliation Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States

  • Abhai K. Tripathi,

    Affiliation Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States

  • Godfree Mlambo,

    Affiliation Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States

  • L. Aravind,

    Affiliation National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, Maryland, United States

  • Sanjai Kumar

    Sanjai.kumar@fda.hhs.gov

    Affiliation Division of Emerging and Transfusion Transmitted Diseases, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland, United States

Molecular Markers of Radiation Induced Attenuation in Intrahepatic Plasmodium falciparum Parasites

  • Miranda S. Oakley, 
  • Nitin Verma, 
  • Hong Zheng, 
  • Vivek Anantharaman, 
  • Kazuyo Takeda, 
  • Yamei Gao, 
  • Timothy G. Myers, 
  • Phuong Thao Pham, 
  • Babita Mahajan, 
  • Nirbhay Kumar
PLOS
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Abstract

Experimental immunization with radiation attenuated sporozoites (RAS) and genetically attenuated sporozoites has proved to be a promising approach for malaria vaccine development. However, parasite biomarkers of growth attenuation and enhanced immune protection in response to radiation remain poorly understood. Here, we report on the effect of an attenuating dose of γ-irradiation (15 krad) on the Plasmodium falciparum sporozoite (PfSPZ) ultrastructure by electron microscopy, growth rate of liver stage P. falciparum in liver cell cultures, and genome-wide transcriptional profile of liver stage parasites by microarray. We find that γ-irradiation treated PfSPZ retained a normal cellular structure except that they were vacuous with a partially disrupted plasma membrane and inner membrane complex. A similar infection rate was observed by γ-irradiation-treated and untreated PfSPZ in human HCO-4 liver cells (0.47% versus 0.49%, respectively) on day 3 post-infection. In the microarray studies, cumulatively, 180 liver stage parasite genes were significantly transcriptionally altered on day 3 and/or 6 post-infection. Among the transcriptionally altered biomarkers, we identified a signature of seven candidate parasite genes that associated with functionally diverse pathways that may regulate radiation induced cell cycle arrest of the parasite within the hepatocyte. A repertoire of 14 genes associated with protein translation is transcriptionally overexpressed within the parasite by radiation. Additionally, 37 genes encode proteins expressed on the cell surface or exported into the host cell, 4 encode membrane associated transporters, and 10 encode proteins related to misfolding and stress-related protein processing. These results have significantly increased the repertoire of novel targets for 1) biomarkers of safety to define proper attenuation, 2) generating genetically attenuated parasite vaccine candidates, and 3) subunit candidate vaccines against liver stage malaria.

Introduction

In 1967, immune protection induced by radiation attenuated sporozoites (RAS) vaccination was first documented in mice by intravenous administration of attenuated P. berghei sporozoites [1]. In 1973, immunization of man against RAS vaccination was demonstrated [2]. In 2002, Hoffman et al established that RAS vaccination of human subjects with approximately 1000 bites from irradiated P. falciparum infected mosquitoes provides essentially complete protection against sporozoite challenge [3]. In recent years, it was shown that cryopreserved RAS delivered by the intravenous [4] but not intradermal [5] route induced sterile protection in humans. While radiation-induced attenuation relies on genome-wide alterations, efforts are also underway for generation and clinical testing of genetically attenuated candidate malaria sporozoite vaccines by targeted deletion(s) in known molecules [6] [7].

It is well established that a dose of 15,000 rad (15 krad) is essential for both complete attenuation of the parasite and induction of sterile immunity [3]. At this attenuating dose, the sporozoite is capable of invading the liver cell but fails to mature into infectious liver stage merozoites. However, in two independent reports, Clyde et al [2] and Rieckman et al [8] have shown that immunization with sporozoites irradiated at 12 krad caused blood form infections in 6 of 18 immunized volunteers suggesting that the window of irradiation-induced attenuation is quite narrow. Attenuation at higher doses (20–27 krad) rendered the sporozoites ineffective as vaccinated volunteers developed malaria after challenge by infectious sporozoite bites [9]. These data strongly suggest that radiation, when delivered in an optimal dose, has both attenuating and immunogenic effects on malaria sporozoites. However, the parasite genes responsible for radiation-induced attenuation and induction of immune protection have not been studied.

In spite of significant investments in research towards antigen discovery (genomics and proteomics-based) and pre-clinical development, the majority of clinical trials against pre-erythrocytic stage malaria are still based on the circumsporozoite protein (CSP) of the sporozoite. However, none of the CSP-based vaccines have matched the effectiveness of the RAS-based approach which is thought to be mostly directed against the liver stage parasites. Therefore, to develop superior next generation candidate vaccines, it is imperative that the parasite antigens expressed following infection of human liver cells with RAS are identified and evaluated in clinical studies.

In this study, we determined the parasite molecular changes that regulate growth attenuation and enhanced immune protection induced by radiation. To accomplish this, we examined the effect of radiation on i) the ultrastructure of the sporozoite by electron microscopy, ii) the development of day 3 and day 6 P. falciparum liver stage parasites in human HCO-4 liver cells by immunofluorescence microscopy and iii) the liver stage parasite transcriptome on days 3 and 6 post PfSPZ infection by microarray. After extensive bioinformatic analyses, we identified a signature of liver stage P. falciparum parasite molecules that might contribute to both growth attenuation and increased immunogenicity induced by γ-irradiation. We propose that a subset of these parasite molecules could be evaluated as vaccine candidates against the P. falciparum liver stage parasite and may serve as gene targets to create the next generation of genetically attenuated sporozoite vaccines.

Materials and Methods

Preparation of P. falciparum Sporozoites

PfSPZ used for transmission electron microcopy, the liver stage parasite growth assay, and transcriptional profiling of intrahepatic parasites were prepared using the protocols described earlier [10] [11]. Three-5 days old female An. Stephensi mosquitoes were membrane fed with P. falciparum (NF54) gametocytes, cultured using human erythrocytes and serum. Cages containing gametocyte fed mosquitoes were maintained at 26°C, 80% relative humidity. Eight-9 days after feeding, 8 mosquitoes from each cage were taken out and their guts were dissected in order to count oocysts. On Day 15 after the gametocyte feed, mosquitoes from all cages were pooled in a single cage and then distributed in equal numbers to two cages. One cage was subjected to 15 krad radiation exposure from a 137Cs source of a Cesium irradiator and the second cage did not receive any radiation exposure. Next, irradiated and non-irradiated mosquitoes were transferred to a -20°C freezer for 20 minutes. When the mosquitoes were found to be inactivated completely, they were dipped in 70% Ethanol and transferred to a Petri-dish having MEM medium containing 5% human serum and 1x penicillin-streptomycin. Salivary glands of the mosquitoes were dissected and kept in 200 μl MEM medium containing 5% human serum and 1x penicillin-streptomycin (complete MEM medium) in an Eppendorf tube. Dissected glands were passed several times through a 26G needle fitted to a 1 ml plastic syringe in order to triturate the glands and release the sporozoites and then further purified onto a discontinuous Renografin-60 gradient.

Transmission Electron Microscopy

Irradiation-treated (15 krad) and non-treated PfSPZ were used in transmission electron microscopy studies. Briefly, PfSPZ were fixed in 2% gluteraldehyde in PBS pH 7.3 overnight at room temperature and then rinsed in 0.1 M PBS buffer thrice overnight at 4°C. Samples were post-fixed for 1 hour with 1% osmium tetroxide, dehydrated at room temperature and rinsed with distilled water thrice at room temperature. Samples were stained with uranyl acetate in 50% ethanol for 15 minutes at room temperature, dehydrated in a series of ethanol buffers 50%, 70%, 95% and 100% ethanol thrice for 15 minutes and then 100% propylene oxide twice at room temperature. Samples were embedded in block molds in pure Epon 12 for 36 hours at 60°C. Thin sections were cut by ultra-microtome (Leica UC7) and stained with uranyl acetate and lead citrate and examined with a Zeiss EM 120 transmission electron microscope. Images of irradiated and control parasites were taken with Gaton 1000 XP camera system and scored blindly and analyzed to assess the structural changes in response to γ-irradiation.

P. falciparum Liver Stage Parasite Growth Assay

Briefly, 40,000 HCO-4 cells were seeded in each of the eight wells of Lab-Tek II CC2 glass chamber slides one day before infection. 40,000 P. falciparum sporozoites (PfSPZ) either irradiated at 15 krad or non-irradiated, purified from the same batch of mosquitoes, in 50 μl DMEM/F-12 medium containing 10% FBS and 1x Penicillin-Streptomycin were added to each of the 8 wells of the respective slides containing HCO-4 cells. Slides were centrifuged for one minute at 110 x g prior to incubation for 3 hours at 37°C, 5% CO2, after which the PfSPZ suspension was aspirated off from each well and washed three times with complete DMEM/F-12 medium. PfSPZ infected HCO-4 cells were maintained at 37°C and 5% CO2 either for 3 days or 6 days with a daily change of medium.

Immunofluorescence Microscopy

To determine the development and growth of liver stage parasites within HCO-4 cells upon infection with irradiated or non-irradiated PfSPZ, infected cells at day 3 and 6 post-infection were fixed with chilled methanol for 20 minutes at room temperature. The fixed cells were washed for five minutes each at room temperature on a rocker platform with three changes of 1X PBS, followed by blocking with 5% normal goat serum (Invitrogen) for one hour at 37°C. 100 μl of polyclonal rabbit anti-LSA1 antibody and anti-P. falciparum HSP70 mouse antibody (mAb 4C9) in PBS with 2% normal goat serum (NGS) and 0.001% saponin was added to each well of the LabTek slide and the slides were incubated at 37°C for 90 minutes. After three washing, five minutes each at room temperature, 100 μl of Alexa Fluor 488 goat anti-rabbit IgG (Invitrogen) or Alexa Fluor 488 goat anti-mouse IgG and 1:1000 dilution (2mg/ml stock) of DAPI (4',6-diamidino-2-phenylindole) in 0.02% Evans Blue, was added to each well of the LabTek slide. After one hour incubation at 37°C, wells of the slide were washed three times with PBS and slides were mounted with a coverslip using Fluoromount mounting medium (Electron Microscopy Sciences, Hatfield, PA). Slides were observed under a fluorescent microscope using 400x magnification with filters for green (Alexa Fluor 488), red (Evans blue) and blue (DAPI) colors. Images were captured from the same field and superimposed to get the final multicolored images.

Preparation of RNA, Amplified cRNA Synthesis and Microarray Studies

Microarray was performed to measure the effect of γ-irradiation on the transcriptional profile of intrahepatic parasites after sporozoite invasion of HCO-4 human liver cells. Analysis of the parasite transcriptome by microarray was performed in quadruplicate comparing two biological replicates of RNA isolated from human liver cell cultures infected with untreated versus γ-irradiation treated sporozoites. Importantly, comparisons were made on both days 3 and 6 post sporozoite invasion of human liver cells. To perform microarray analysis of the parasite transcriptome, whole HCO-4 cell cultures containing intrahepatic parasites were harvested on days 3 and 6 post-infection of γ-irradiated treated verses untreated P. falciparum sporozoites, snap frozen in TRIzol® (Life Technologies, Carlsbad, CA), and stored at -80°C until use. For preparation of RNA, thawed samples were first homogenized with chloroform and RNA was then precipitated from the aqueous phase with isopropanol, washed with 75% ethanol, and resuspended in water for use in microarray experiments. RNA was then amplified and labeled with cy3 (untreated) or cy5 (γ-irradiated treated) dyes using the Low Input QuickAmp Labeling Kit (Agilent Technologies, Santa Clara, CA). Briefly, cDNA was synthesized from 200 ng of RNA template at 40°C for 2 hours in a reaction mixture containing AffinityScript-Reverse Transcriptase, Oligo dT-Promoter Primer, DTT, and dNTPs. Next, amplified labeled cRNA was generated from cDNA at 40°C for 2 hours in a reaction mixture containing T7 RNA polymerase, DTT, NTPs, and either cy3 (untreated) or cy5 (γ-irradiated treated) label. After amplification and incorporation of label, labeled cRNA transcripts were washed twice to remove unincorporated label and resuspended in RNase-free water using the RNeasy® Mini Kit (Qiagen, Valencia, CA). Equivalent amounts of labeled cRNA transcripts were next hybridized to a custom-designed Agilent SurePrint oligonucleotide array (Agilent Technologies) with 44,000 features (including 5,254 distinct 60-mer probes for Pf 3D7 transcripts, each spotted 8 times). The microarray chip was then scanned at 5 micron resolution and image-analyzed using Feature Extraction software version 9 and the data was filtered using NIAID microarray database tools (mAdb.niaid.nih.gov) as previously described [12] [13] [14].

Computational Analysis of Protein Sequences

Iterative sequence profile searches were run using the PSI-BLAST program against the non-redundant (NR) protein database of National Center for Biotechnology Information (NCBI) [15] [16]. Similarity-based clustering for both classification and culling of nearly identical sequences was performed using the BLASTCLUST program (ftp://ftp.ncbi.nih.gov/blast/documents/blastclust.html). The HHpred program was used for profile-profile comparisons [17]. Multiple sequence alignments were built by MUSCLE and KALIGN PCMA programs [1821]. For previously known domains, the Pfam database was used as a guide, though the profiles were often augmented by addition of newly detected divergent members that were not detected by the original models. Signal peptides and transmembrane segments were detected using the TMHMM and Phobius programs [22, 23]. Phylogenetic analysis was conducted using an approximately-maximum-likelihood method implemented in the FastTree 2.1 program under default parameters [24, 25]. The in-house TASS package, a collection of PERL scripts, was used to automate aspects of large-scale analysis of sequences, structures and genome context.

Results

Effect of γ-Irradiation on the Ultrastructure of P. falciparum Sporozoites

We wanted to know the effect of exposure to an attenuating dose of γ-irradiation on the ultrastructure of PfSPZ. Plasmodium sporozoites are small elongated cells less than 1 μm in width and usually contain a single nucleus and a well-defined plasma membrane (PM) and inner membrane complex (IMC); the PM and IMC are separated by a narrow space and the cytoplasmic face of the IMC has been reported to contain electron dense material [26]. Fig 1 shows thin-section electron microscopy of untreated PfSPZ and irradiation treated PfSPZ (15 krad). Compared to untreated, irradiation-treated PfSPZ were wider in diameter and had an edematous appearance. In addition, we find that 20% (20/100) of γ-irradiation treated PfSPZ had a large abnormal vacuous as seen on the short axis view of PfSPZ (Fig 1). The electron density of the IMC in irradiation treated SPZ was lower compared to untreated. Importantly, in treated parasites, the IMC near the vacuous had a much lower electron density or had fully disappeared, their PM were partially disrupted or in some cases ruptured, and the space between the PM and IMC was wider. A higher magnification view further illustrated partial PM and IMC disruption (Fig 1, center inset). There were also minor but noticeable structural alterations in the nuclei, endoplasmic reticulum, mitochondria, or apical complex structure in PfSPZ that can be ascribed to γ-irradiation.

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Fig 1. Thin-section electron microscopy of non-irradiated (top) and γ-irradiated at 15 krad (bottom) Plasmodium falciparum sporozoites (PfSPZ).

γ-irradiated PfSPZ were wider in diameter and edematous and about 20% (20/100) have abnormal vacuous (V). Electron density of the inner membrane complex (IMC) of γ-irradiation treated PfSPZ were lower than non-treated PfSPZ. IMC near the vacuous shows much lower electron density or has disappeared. Plasma membrane (PM) of γ-irradiated PfSPZ was also partially disrupted (arrowheads) and the space between PM and IMC was wider in the irradiated group. Insets show higher magnification view of these changes. Center inset shows a γ-irradiated PfSPZ that had partial PM and IMC disruption. Bottom left panel shows short axis view of different irradiated sporozoites that had a large vacuous (V). There is no significant change of nuclei (N), endoplasmic reticulum, mitochondria, or apical complex structure seen in both control and irradiated groups. Bars indicate 500 nanometers.

https://doi.org/10.1371/journal.pone.0166814.g001

Effect of γ-Irradiation on the Development of Liver Stage P. falciparum Parasites

We next determined if exposure of PfSPZ to an attenuating dose of γ-irradiation (15 krad) influenced their ability to invade and develop inside human HCO-4 cells as measured on day 3 and day 6 post-PfSPZ infection. Intrahepatic parasites were reacted with anti-HSP70 antibody and anti-LSA1 antibody in IFA and the rate of infection and progression from day 3 to day 6 hepatic stage parasites were determined by microscopy (Fig 2). Results showed that on day 3, γ-irradiation treated (0.47%) and untreated (0.49%) PfSPZ had a similar rate of infection in HCO-4 cells, as revealed by staining with anti-HSP70 antibody, indicating that γ-irradiation had no apparent effect on the infection rate and early liver stage development. In the γ-irradiation treatment group, an infection rate of 0.45% was observed on day 6 suggesting that liver form parasites were still visible during the late stages of the developmental cycle (Fig 2).

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Fig 2. Fluorescence microscopy of human HCO-4 cells infected with γ-irradiated treated and untreated sporozoites.

(A) HCO-4 cells were infected with sporozoites in a 1:1 ratio and parasites were then labeled with anti-HSP70 or anti-LSA-1 antibody on days 3 and 6 post-infection. (B) The percent infection rate (infected/total x 100) of HCO-4 cells was determined on day 3 and 6 post-infection of γ-irradiated treated verses untreated sporozoites by enumeration of 1000 HCO-4 cells stained with anti-HSP70.

https://doi.org/10.1371/journal.pone.0166814.g002

γ-Irradiation-Induced Alterations in the Transcriptome of Liver Stage P. falciparum

To determine the molecular mechanisms of attenuation of the intrahepatic parasite induced by γ-irradiation, we performed microarray analysis in quadruplicate on RNA isolated from HCO-4 liver cells infected with non-irradiated versus γ-irradiated parasites on days 3 and 6 post-invasion. Whole infected liver cell cultures were used for RNA preparation. A gene was considered transcriptionally altered if it fulfilled three criteria based on fold change in expression and statistical significance: 1) was ≥2 fold upregulated or downregulated in three of the four (75%) microarray replicates 2) had a ≥ 2 fold increase or decrease in the average ratio of expression and 3) had a p value ≤ 0.05 (2-tailed Student t test). For the day 3 dataset, the input data was 5815 genes. 5607 genes were excluded by criteria 1 and 2 (fold change) and 71 genes were excluded by criterion 3 (statistical significance) resulting in 137 statistically significant genes (65.7% upregulated, 34.3% downregulated). To validate this transcriptome dataset, we performed an additional microarray on independent day 3 P. falciparum liver cell cultures and Boolean comparison demonstrated a 76.6% (105 of the 137 genes) overlap in the two datasets. This indicates that our microarray is robust in identifying transcriptionally altered genes induced by γ-irradiation. On day 6, the input data was 5816 genes. 5705 genes were excluded by criteria 1 and 2 (fold change) and 49 genes were excluded by criterion 3 (statistical significance) resulting in 62 statistically significant genes (93.5% upregulated, 6.5% downregulated). Among the day 3 and 6 datasets, a total of 180 genes were transcriptionally altered by γ-irradiation and 10.6% of the genes were differentially expressed on both day 3 and 6 post-infection. Of the 180 genes, 170 genes were identified as having domains that shed some light on their biochemical/biological functions. Based on these and previously published literature surveys, the genes were systematically categorized into functional classes (Table 1 and S1 Table).

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Table 1. Biologic Functions of Proteins Encoded by Plasmodium falciparum Liver Stage Parasite Genes in Microarray Studies That Are Regulated by γ-Irradiation.

https://doi.org/10.1371/journal.pone.0166814.t001

Biologically Relevant P. falciparum Liver Stage Genes Regulated by γ-Irradiation

To decipher a possible correlation between regulation of gene expression by γ-irradiation and growth attenuation or enhanced immune protection, we systematically categorized the transcriptionally altered genes by their function (Table 1). Some of the biological relevant genes and their associated pathways are discussed below.

Effect of γ-Irradiation on DNA Repair and Replication.

Pf. DNA-3-methyladenine glycosylase (PF3D7_1467100), an enzyme that initiates base excision repair, decreases in expression by -2.1 fold on day 3 post-infection and Pf. DNA mismatch repair protein MSH2p (PF3D7_1427500) increases in expression by 4.6 fold on day 6 post-infection in response to γ-irradiation (Table 1). Furthermore, PF3D7_1202100.2, which encodes a protein that contains the recently identified autoproteolytic SRAP domain with a key role in nucleotide excision repair [27], was found to be 6.4 fold elevated in expression on day 3 post-infection. In addition, the P. falciparum ortholog of Sen1, the central helicase subunit coordinating DNA replication with transcription and preventing errors that occur when replication forks encounter transcribed regions, is 15.3 fold overexpressed on day 6. Pf. DNA replication licensing factor (MCM6) (PF3D7_1355100) is also transcriptionally altered by -2.6 fold on day 3 post-infection in γ-irradiated treated versus untreated sporozoites. The MCM6 protein is a subunit of the prereplication helicase complex and is critical for DNA replication. Therefore, it is conceivable that down-regulation of Pf. MCM6 contributes to the growth attenuation induced by γ-irradiation of sporozoites.

Effect of γ-Irradiation on Parasite Chromatin.

Three histone-modifying enzymes were found to be upregulated upon γ-irradiation. Of these, two (PF3D7_0416400: a HAT1-like acetyltransferase and PF3D7_1472200: PfHda1; a histone deacetylase) catalyze opposite reactions suggesting that there is probably an editing of the histone acetylation marks upon irradiation. The third histone modifying enzyme, PF3D7_0629700 (PfSET1), is a SET domain histone methyltransferase with methylated histone binding PHD fingers and an acetylated histone binding bromodomain. This enzyme is a member of the Trithorax family of SET domains and is proposed to function as a H3K4 methylase, which generates chromatin marks that are conducive to the transcriptional activation of previously silent genes, including surface antigens.

PF3D7_1006200 (Pf. Alba3) is upregulated by 7.19 ± 1.74 fold on day 3 post-invasion of hepatocytes in response to irradiation. Previous studies in the intraerythrocytic development of the parasite have shown that Pf. Alba3 binds to telomeric, subtelomeric, and var gene promoter regions of the chromosome and the DNA binding affinity of Pf. Alba3 is increased by deacetylation by Pf. Sir2A [28]. Furthermore, Pf. Alba3 has also been shown to be a component of a multiprotein complex engaged in the storage of translationally silent mRNAs that is critical for zygote to ookinete transformation [29]. Similarly, it is a component of Trypanosoma brucei RNA granules associated with starvation stress and trypanosome differentiation [30] [31]. Specifically, Subota et al demonstrated that overexpression of Alba3 perturbs differentiation of T. brucei from the midgut to the proventricular stage in the tsetse fly. This result leads us to speculate that γ-irradiation induced upregulation of Pf. Alba3 may similarly impair differentiation of the attenuated liver stage parasite into blood form merozoites by acting either at the level of chromatin or by binding cytosolic mRNA.

Transcription and RNA-Processing.

Four basal transcription factors were found to be upregulated in either the day 3 or 6 post-infection samples. One of these is the DNA-directed RNA polymerase III, subunit C (PF3D7_1421400), which is responsible for transcribing tRNA and 5S RNA molecules essential for translation [32], and is upregulated on day 6 in response to γ-irradiation.

In contrast, 15 genes related to RNA-processing, modification and binding were elevated in our dataset. Among these was Pf. CCR4 (PF3D7_0319200), a nuclease subunit of the CCR4-NOT complex, the primary cytoplasmic deadenylase that shortens mRNA poly (A) tails. Consistent with this result, PFA_0450c, a gene encoding a key subunit of the complex required for mRNA cleavage for polyadenylation, is down-regulated by -2.2 fold. This suggests that the polyadenylated mRNA fraction might be decreased in response to irradiation. Similarly, Pf. Dis3 (PF3D7_1359300) is upregulated by 6.28 ± 0.36 fold on day 3 post-infection of hepatocytes. This protein has both endonuclease (PIN) and 3'-5' exonuclease (RnaseII) domains and is part of the exosome complex involved in 3'-5' RNA processing and tRNA degradation. In yeast, Dis3 is a ribonuclease that is essential for mitotic control and has been shown to increase in abundance in response to DNA replication stress [33, 34] suggesting that the DNA damage caused by the ionizing irradiation might also induce Pf. Dis3 in this situation.

P. falciparum contains a lineage-specific expansion of 11 members of the RAP domain family [35]. Interestingly, three of these 11 members are overexpressed by the parasite in response to irradiation on day 6 post-infection of the hepatocyte. Using sequence profile methods, we were able to show that these RAP domain proteins are not RNA-binding domains as previously proposed [35] but endonucleases of the restriction-endonuclease fold. They are likely to cleave RNA based on evidence from their role in trans-splicing of mRNAs in Chlamydomonas [36]. Our detection of expression of these RAP proteins provides the first hint regarding the function of this expanded family in P. falciparum. We propose that they might be involved in specific RNA processing events associated with stress-responses, such as irradiation-induced damage.

Translation Apparatus.

12 P. falciparum genes coding for proteins which are part of the translation apparatus are overexpressed in response to γ-irradiation (Table 1). On day 3, genes that encode four ribosomal proteins, Pf. translation initiation factor IF-2 (PF3D7_0607000), Pf. translation elongation factor EF-1 subunit alpha (PF3D7_1123400), Pf. cysteinyl tRNA synthetase, and Pf. peptide chain release factor (PF3D7_0704900), which is required for termination of translation, are upregulated. Moreover, expression of Pf. rRNA processing and telomere maintaining methyltransferase (PF3D7_0925200), the methyltransferase responsible for m1A 645 base modification of the 25S rRNA, is also elevated by 8.0 fold on day 3 post-infection. Furthermore, on day 6, genes that encode one ribosomal protein, two translation initiation factors, Pf. translation elongation factor EF-1 subunit alpha (PF3D7_1123400), Pf. cysteinyl tRNA synthetase (PF10_0149), Pf. tetQ family GTPase (PF3D7_1235400), and Pf. deoxyhypusine hydroxylase (PF3D7_1302600), which activates eukaryotic initiation factor 5A, are also upregulated by γ-irradiation.

The Ubiquitin System.

The ubiquitin system may be defined as the system for the conjugation and removal of ubiquitin and ubiquitin-like proteins (e.g. SUMO). We found that four genes associated with the ubiquitin system of the parasite are upregulated, whereas five genes are downregulated in response to γ-irradiation. Of interest is Pf. cullin-like protein (PF3D7_0629800), which is down-regulated by -2.42 ± 0.28 fold on day 3 post-infection with γ-irradiation-treated versus untreated sporozoites. Given the role of homologous cullin-containing E3 ligase in anaphase progression, genome replication [37] [38], and in damaged rRNA decay [39], it is possible that the downregulation of Pf. cullin-like protein might have a role in the growth attenuation observed in the parasite.

Pf. sentrin specific protease 1 (SENP1), the thiol peptidase required for deSUMOylation and activation of SUMO precursors (SUMO is a small ubiquitin-related modifier) prior to conjugation [40], is upregulated by 5.36 ± 2.06 on day 3 post-infection by γ-irradiation. Experiments using small molecule inhibitors indicate that Pf.SENP1 is essential for growth during the intraerythrocytic stage of the parasite [41]. Studies in other eukaryotes suggest that SENP1 is required for stress-induced mitotic arrest [42] and apoptosis [43], pointing to a possible role for the overexpression of this enzyme in growth attenuation.

Pf. ubiquitin fusion degradation protein 1 (PF3D7_0916500) is strongly upregulated (14.8 fold) by γ-irradiation on day 3 post-infection. Pf. Ufd1 is the polyubiquitin binding substrate-recruiting subunit of the conserved Cdc48-Npl4-Ufd1 complex that facilitates the proteasomal degradation of ER membrane proteins and cytoplasmic proteins. Its presence in our dataset suggests that the response to irradiation might involve clearance of damaged proteins via the above complex.

Protein Folding and Processing.

Six genes related to protein folding and processing are upregulated and three are downregulated in response to γ-irradiation (Table 1). Pf. rhomboid protease 3 (ROM3) is upregulated by 5.89 ± 2.95 fold on day 3 post-infection of hepatocytes in response to γ-irradiation treatment of sporozoites. Loss of function analysis of P. berghei ROM3 indicates that this protease is essential for sporogony [44]. Pf. serine repeat antigen 3 (SERA3) is also upregulated by 8.36 ± 2.89 fold on day 3 post-infection. Pf. SERA3 is a member of a family of nine putative cysteine proteases that are thought to play a role in egress of blood stage parasites from erythrocytes and sporozoites from oocysts [45]. Studies in murine P. berghei malaria have shown that Pb. SERA3 is highly expressed during late liver stage, is released into the hepatocyte cytoplasm, and may contribute to hepatocyte death.

In contrast, the expression of Pf. stromal-processing peptidase (PF14_0382) decreases by -2.37 ± 0.27 fold on day 3 post-infection in response to γ-irradiation. A study by van Dooren et al demonstrated that cleavage of the N-terminal transit peptide by Pf. stromal-processing peptidase is required for protein export to the apicoplast organelle of the parasite [46]. Its ortholog in Arabidopsis is needed for chloroplast function and its loss results in developmental arrest after the 16-cell stage [47]. Likewise, compromised apicoplast function due to downregulation of this enzyme might contribute to the growth defect of the parasite that occurs in response to γ-irradiation.

Membrane-Associated and Exported Proteins.

Remarkably, one of the largest effects of γ-irradiation is seen in the form of the upregulation of parasite surface proteins, with at least 27 of them in the set of 180 genes identified in our study (Table 1). Interestingly, Pf. palmitoyltransferase (PF3D7_1321400) is up-regulated by 2.17 ± 0.23 fold on day 3 and 6.79 ± 2.55 on day 6 post-infection of hepatocytes. This protein is one of 12 P. falciparum palmitoyltransferases that catalyzes the post-translational addition of a 16 carbon lipid moiety onto cysteine residues via a thioester bond [48] and is a key modification that allows membrane translocation. Over 400 palmitoylated proteins have been identified in intraerythrocytic stage parasites [49] and modification of proteins by elevated PF3D7_1321400 protein activity could accentuate their membrane association. It is possible that this upregulation of a diverse set of parasite antigens might play an important factor for immune protection induced by vaccination with whole PfSPZ attenuated by γ-irradiation.

Discussion

By electron microscopy, we find that irradiation-treated PfSPZ had maintained their overall structural integrity although a few changes were noted. These sporozoites were wider in diameter with an edematous appearance, had lower electron density in the IMC, partial PM and IMC disruption, and a large abnormal vacuous in some (20%) parasites (Fig 1). Nonetheless, these structural alterations did not inhibit the ability of irradiation treated PfSPZ to invade and progress into liver form parasites; infection in HCO-4 cells was similar in the γ-irradiation treated and untreated groups on day 3, and slightly higher in the untreated group on day 6 post-PfSPZ infection (Fig 2). While in this study, we used HCO-4 cells, a routinely used cell line for in vitro studies on the intrahepatic stage of P. falciparum [50] [5], improved development of liver form P. falciparum in cryopreserved primary human hepatocytes has recently been reported [51] [52] Based on or results, and other published reports, we infer that primary human hepatocytes may be a better system than the HCO-4 cell line to study the development and growth of liver form P. falciparum parasites [53].

Although a previous study has measured the effect of γ-irradiation on the expression of a small subset (ten) of genes in the sporozoite prior to liver cell invasion [54], the effect of γ-irradiation on the intrahepatic P. falciparum parasite transcriptome at the whole genome level has not been performed. We performed transcriptome analyses on day 3 and day 6 liver form parasites to identify the γ-irradiation induced parasite biomarkers associated with attenuation and sterilizing immunity. Using this approach, we identified 180 parasite genes that were significantly altered in expression by γ-irradiation and assigned each gene to a functional category (Table 1).

A major objective of this study was to identify the parasite genes that regulate γ-irradiation induced developmental arrest of the parasite in the hepatocyte. This information in turn can be used to predict novel genetic targets to define sufficient attenuation in whole sporozoite-based vaccines and create genetically attenuated parasite vaccine candidates by gene deletion. Studies in malaria have not yet defined the effect of the majority of P. falciparum genes included in our dataset on the regulation of the growth and development of the malaria parasite. Therefore, we systematically surveyed the literature to determine whether there was a correlation between the gene expression of P. falciparum orthologs and the rate of cell growth and differentiation in other organisms. We identified seven candidate genes that may contribute to γ-irradiation induced developmental arrest of the parasite.

Due to the low invasion rate and parasite/host RNA ratio in liver cells, genome-wide transcriptional profiling of intrahepatic parasites has not previously been successful. A salient feature of this study was addition of a RNA template amplification step increased the sensitivity of the microarray assay by increasing the quantity of parasite specific cRNA transcripts available for hybridization to P. falciparum oligonucleotide probes. On the other hand, qPCR lacked the sensitivity to detect parasite transcripts due to the low abundance of P. falciparum transcripts in total RNA isolated from infected HCO-4 cells.

Three of the seven signature genes (Pf. mitotic control protein dis3, Pf. Alba3, and Pf. sentrin specific protease 1) are upregulated and four (Pf. DNA-3-methyladenine glycosylase, Pf. minichromosome maintenance complex subunit 6, Pf. cullin-like protein, and Pf. stromal-processing peptidase) are downregulated in response to γ-irradiation.

Pf. dis3 (upregulated by 6.28 ± 0.36 fold on day 3 post-infection) encodes a ribonuclease that is essential for mitotic control of the fission yeast Schizosaccharomyces pombe [33, 34]. Pf. Alba3, a DNA binding protein, is upregulated by 7.19 ± 1.74 fold on day 3 post-infection of hepatocytes. Overexpression of Alba3 in T. brucei, the protozoan parasite that causes sleeping sickness, impairs differentiation of the trypanosome in the tsetse fly [31]. Pf. sentrin specific protease 1 (SENP1), a SUMO protease, is upregulated by 5.36 ± 2.06 fold on day 3 post-infection of hepatocytes. Avian and human SENP1 are essential for stress induced mitotic arrest [42] and apoptosis [43], respectively. Based on these findings in other organisms, we can hypothesize that γ-irradiation induced upregulation of Pf. mitotic control protein dis3, Pf. Alba3, and Pf. SENP1 may adversely affect the growth and development of the parasite in the hepatocyte.

Pf. DNA-3-methyladenine glycosylase, an enzyme that is essential for base excision repair, is downregulated by -2.28 ± 0.49 fold on day 3 post-infection of hepatocytes. In the Arabidopsis thaliana plant, expression of DNA-3-methyladenine glycosylase was elevated in rapidly dividing tissue and correlated with DNA replication [55]. Furthermore, the human orthologue N-methylpurine DNA glycosylase (MPG) has been shown to negatively regulate cell cycle arrest and is overexpressed in several types of cancers [56]. Pf. minichromosome maintenance complex subunit 6 (MCM6), a helicase that is essential for DNA replication, is downregulated by -2.61 ± 0.27 fold on day 3 post-infection of hepatocytes. Pf. cullin-like protein, a ubiquitin ligase, is downregulated by -2.42 ± 0.28 fold on day 3 post-infection of hepatocytes. Cell cycle studies with Saccharomyces cerevisiae have demonstrated that Cul8, an ortholog of Pf. cullin-like protein [37], is required for anaphase progression [38]. Lastly, Pf. stromal-processing peptidase, which is essential for export of parasite proteins to the apicoplast organelle, is downregulated by -2.37 ± 0.27 fold on day 3 post-infection of hepatocytes. Interestingly, knockout mutations in the stromal processing peptidase of the Arabidopsis plant cause developmental arrest after the 16-cell stage [47]. The results of these studies suggest that γ-irradiation induced down-regulation of Pf. DNA-3-methyladenine glycosylase, Pf. MCM6, Pf. cullin-like protein, and Pf. stromal-processing peptidase may contribute to developmental arrest of the parasite.

A second major contribution of this study was identification of transcriptional changes in intrahepatic attenuated parasites that may contribute to the enhanced immune protection induced by treatment of sporozoites with γ-irradiation. Previously, we measured the effect of febrile temperature [12] and γ-irradiation [57] on the transcriptome and growth of intraerythrocytic stage parasites. Treatment of intraerythrocytic parasites with elevated temperature and γ-irradiation adversely effected P. falciparum growth and resulted in a systemic down-regulation of the translational machinery of the parasite. However, our data suggests that in intrahepatic parasites, translation might be buttressed by the strong upregulation of several genes that might allow a robust response to the damage caused by γ-irradiation. It remains unclear as to why γ-irradiation has disparate effects on translation-related genes in blood versus liver stage parasites.

It is important to address whether the elevated expression of certain translation apparatus components by γ-irradiation of sporozoites enhances immune protection. Interestingly, Plasmodium yoelii L3 ribosomal protein was recently identified as an antigenic target of memory CTLs induced by immunization with RAS, genetically attenuated parasites, and wildtype sporozoites with chloroquine prophylaxis, indicating that ribosomal proteins can be important targets of malaria specific CD8+ T cells [58]. However, we hypothesize that irradiation induced upregulation of the translational machinery of the parasite may result in an increase in the pool of parasite proteins available for immune presentation either as processed epitopes on the hepatocyte surface or as released antigens from apoptotic infected hepatocytes and, is thereby a contributing factor for the sterilizing immunity observed by RAS vaccination. Indeed, at least 27 of the 180 altered genes in our dataset are parasite surface proteins that are upregulated. For example, serine repeat antigen 3, antigen 332, DBL-like protein, early transcribed membrane protein 14.2, and several members of the rif and stevor gene families are selectively upregulated at the transcriptional level by γ-irradiation. This together with the fact that 10.6% of genes in the dataset were differentially expressed on both days 3 and 6 raises the possibility of prospecting for vaccine candidates that can target parasites through the early developmental stages and developing liver-form merozoites. In summary, our studies have identified a gene signature of growth attenuation induced by γ-irradiation and novel vaccine candidates for evaluation against pre-erythrocytic stage malaria.

Supporting Information

S1 Table. Computational Analysis of the microarray dataset.

https://doi.org/10.1371/journal.pone.0166814.s001

(PDF)

Acknowledgments

We thank Qin Su from NIAID, NIH for expert help with microarray studies. We also thank Dr. Emily Locke for reading this paper.

Author Contributions

  1. Conceptualization: MSO SK.
  2. Data curation: MSO VA LA.
  3. Formal analysis: MSO VA LA.
  4. Funding acquisition: SK.
  5. Investigation: MSO VA LA SK.
  6. Methodology: MSO NV HZ VA KT YG PTP BM DS AT GM.
  7. Project administration: MSO SK.
  8. Resources: NK TM SK.
  9. Software: VA TM LA.
  10. Supervision: SK.
  11. Validation: MSO VA LA.
  12. Visualization: NV KT.
  13. Writing – original draft: MSO LA SK.
  14. Writing – review & editing: MSO TM NK GM LA SK.

References

  1. 1. Nussenzweig RS, Vanderberg J, Most H, Orton C. Protective immunity produced by the injection of x-irradiated sporozoites of plasmodium berghei. Nature. 1967;216(5111):160–2. pmid:6057225
  2. 2. Clyde DF, Most H, McCarthy VC, Vanderberg JP. Immunization of man against sporozite-induced falciparum malaria. Am J Med Sci. 1973;266(3):169–77. pmid:4583408
  3. 3. Hoffman SL, Goh LM, Luke TC, Schneider I, Le TP, Doolan DL, et al. Protection of humans against malaria by immunization with radiation-attenuated Plasmodium falciparum sporozoites. The Journal of infectious diseases. 2002;185(8):1155–64. pmid:11930326
  4. 4. Seder RA, Chang LJ, Enama ME, Zephir KL, Sarwar UN, Gordon IJ, et al. Protection against malaria by intravenous immunization with a nonreplicating sporozoite vaccine. Science. 2013;341(6152):1359–65. pmid:23929949
  5. 5. Epstein JE, Tewari K, Lyke KE, Sim BK, Billingsley PF, Laurens MB, et al. Live attenuated malaria vaccine designed to protect through hepatic CD8(+) T cell immunity. Science. 2011;334(6055):475–80. pmid:21903775
  6. 6. Khan SM, Janse CJ, Kappe SH, Mikolajczak SA. Genetic engineering of attenuated malaria parasites for vaccination. Curr Opin Biotechnol. 2012;23(6):908–16. pmid:22560204
  7. 7. Spring M, Murphy J, Nielsen R, Dowler M, Bennett JW, Zarling S, et al. First-in-human evaluation of genetically attenuated Plasmodium falciparum sporozoites administered by bite of Anopheles mosquitoes to adult volunteers. Vaccine. 2013;31(43):4975–83. pmid:24029408
  8. 8. Rieckmann KH. Human immunization with attenuated sporozoites. Bull World Health Organ. 1990;68 Suppl:13–6.
  9. 9. Mellouk S, Lunel F, Sedegah M, Beaudoin RL, Druilhe P. Protection against malaria induced by irradiated sporozoites. Lancet. 1990;335(8691):721. pmid:1969073
  10. 10. Davis JR. Laboratory methods for the conduct of experimental malaria challenge of volunteers. Vaccine. 1994;12(4):321–7. pmid:8178554
  11. 11. Ozaki LS, Gwadz RW, Godson GN. Simple centrifugation method for rapid separation of sporozoites from mosquitoes. The Journal of parasitology. 1984;70(5):831–3. pmid:6150971
  12. 12. Oakley MS, Kumar S, Anantharaman V, Zheng H, Mahajan B, Haynes JD, et al. Molecular factors and biochemical pathways induced by febrile temperature in intraerythrocytic Plasmodium falciparum parasites. Infection and immunity. 2007;75(4):2012–25. pmid:17283083
  13. 13. Oakley MS, McCutchan TF, Anantharaman V, Ward JM, Faucette L, Erexson C, et al. Host biomarkers and biological pathways that are associated with the expression of experimental cerebral malaria in mice. Infection and immunity. 2008;76(10):4518–29. pmid:18644885
  14. 14. Oakley MS, Anantharaman V, Venancio TM, Zheng H, Mahajan B, Majam V, et al. Molecular correlates of experimental cerebral malaria detectable in whole blood. Infection and immunity. 2011;79(3):1244–53. pmid:21149594
  15. 15. Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, et al. Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997;25(17):3389–402. pmid:9254694
  16. 16. Schaffer AA, Aravind L, Madden TL, Shavirin S, Spouge JL, Wolf YI, et al. Improving the accuracy of PSI-BLAST protein database searches with composition-based statistics and other refinements. Nucleic Acids Res. 2001;29(14):2994–3005. pmid:11452024
  17. 17. Soding J, Biegert A, Lupas AN. The HHpred interactive server for protein homology detection and structure prediction. Nucleic Acids Res. 2005;33(Web Server issue):W244–8. pmid:15980461
  18. 18. Edgar RC. MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004;32(5):1792–7. pmid:15034147
  19. 19. Lassmann T, Sonnhammer EL. Kalign—an accurate and fast multiple sequence alignment algorithm. BMC Bioinformatics. 2005;6:298. pmid:16343337
  20. 20. Lassmann T, Sonnhammer EL. Kalign, Kalignvu and Mumsa: web servers for multiple sequence alignment. Nucleic Acids Res. 2006;34(Web Server issue):W596–9. pmid:16845078
  21. 21. Pei J, Sadreyev R, Grishin NV. PCMA: fast and accurate multiple sequence alignment based on profile consistency. Bioinformatics. 2003;19(3):427–8. pmid:12584134
  22. 22. Kall L, Krogh A, Sonnhammer EL. A combined transmembrane topology and signal peptide prediction method. J Mol Biol. 2004;338(5):1027–36. pmid:15111065
  23. 23. Krogh A, Larsson B, von Heijne G, Sonnhammer EL. Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol. 2001;305(3):567–80. pmid:11152613
  24. 24. Price MN, Dehal PS, Arkin AP. FastTree: computing large minimum evolution trees with profiles instead of a distance matrix. Mol Biol Evol. 2009;26(7):1641–50. pmid:19377059
  25. 25. Price MN, Dehal PS, Arkin AP. FastTree 2—approximately maximum-likelihood trees for large alignments. PLoS One. 2010;5(3):e9490. pmid:20224823
  26. 26. Kudryashev M, Lepper S, Stanway R, Bohn S, Baumeister W, Cyrklaff M, et al. Positioning of large organelles by a membrane- associated cytoskeleton in Plasmodium sporozoites. Cell Microbiol. 2010;12(3):362–71. pmid:19863555
  27. 27. Aravind L, Anand S, Iyer LM. Novel autoproteolytic and DNA-damage sensing components in the bacterial SOS response and oxidized methylcytosine-induced eukaryotic DNA demethylation systems. Biol Direct. 2013;8:20. pmid:23945014
  28. 28. Goyal M, Alam A, Iqbal MS, Dey S, Bindu S, Pal C, et al. Identification and molecular characterization of an Alba-family protein from human malaria parasite Plasmodium falciparum. Nucleic Acids Res. 2012;40(3):1174–90. pmid:22006844
  29. 29. Mair GR, Lasonder E, Garver LS, Franke-Fayard BM, Carret CK, Wiegant JC, et al. Universal features of post-transcriptional gene regulation are critical for Plasmodium zygote development. PLoS Pathog. 2010;6(2):e1000767. pmid:20169188
  30. 30. Mani J, Guttinger A, Schimanski B, Heller M, Acosta-Serrano A, Pescher P, et al. Alba-domain proteins of Trypanosoma brucei are cytoplasmic RNA-binding proteins that interact with the translation machinery. PLoS One. 2011;6(7):e22463. pmid:21811616
  31. 31. Subota I, Rotureau B, Blisnick T, Ngwabyt S, Durand-Dubief M, Engstler M, et al. ALBA proteins are stage regulated during trypanosome development in the tsetse fly and participate in differentiation. Mol Biol Cell. 2011;22(22):4205–19. pmid:21965287
  32. 32. Jackson KE, Habib S, Frugier M, Hoen R, Khan S, Pham JS, et al. Protein translation in Plasmodium parasites. Trends Parasitol. 2011;27(10):467–76. pmid:21741312
  33. 33. Kinoshita N, Goebl M, Yanagida M. The fission yeast dis3+ gene encodes a 110-kDa essential protein implicated in mitotic control. Mol Cell Biol. 1991;11(12):5839–47. pmid:1944266
  34. 34. Murakami H, Goto DB, Toda T, Chen ES, Grewal SI, Martienssen RA, et al. Ribonuclease activity of Dis3 is required for mitotic progression and provides a possible link between heterochromatin and kinetochore function. PLoS One. 2007;2(3):e317. pmid:17380189
  35. 35. Lee I, Hong W. RAP—a putative RNA-binding domain. Trends Biochem Sci. 2004;29(11):567–70. pmid:15501674
  36. 36. Rivier C, Goldschmidt-Clermont M, Rochaix JD. Identification of an RNA-protein complex involved in chloroplast group II intron trans-splicing in Chlamydomonas reinhardtii. EMBO J. 2001;20(7):1765–73. pmid:11285239
  37. 37. Ponts N, Yang J, Chung DW, Prudhomme J, Girke T, Horrocks P, et al. Deciphering the ubiquitin-mediated pathway in apicomplexan parasites: a potential strategy to interfere with parasite virulence. PLoS One. 2008;3(6):e2386. pmid:18545708
  38. 38. Michel JJ, McCarville JF, Xiong Y. A role for Saccharomyces cerevisiae Cul8 ubiquitin ligase in proper anaphase progression. J Biol Chem. 2003;278(25):22828–37. pmid:12676951
  39. 39. Fujii K, Kitabatake M, Sakata T, Miyata A, Ohno M. A role for ubiquitin in the clearance of nonfunctional rRNAs. Genes Dev. 2009;23(8):963–74. pmid:19390089
  40. 40. Issar N, Roux E, Mattei D, Scherf A. Identification of a novel post-translational modification in Plasmodium falciparum: protein sumoylation in different cellular compartments. Cell Microbiol. 2008;10(10):1999–2011. pmid:18547337
  41. 41. Ponder EL, Albrow VE, Leader BA, Bekes M, Mikolajczyk J, Fonovic UP, et al. Functional characterization of a SUMO deconjugating protease of Plasmodium falciparum using newly identified small molecule inhibitors. Chem Biol. 2011;18(6):711–21. pmid:21700207
  42. 42. Era S, Abe T, Arakawa H, Kobayashi S, Szakal B, Yoshikawa Y, et al. The SUMO protease SENP1 is required for cohesion maintenance and mitotic arrest following spindle poison treatment. Biochem Biophys Res Commun. 2012;426(3):310–6. pmid:22943854
  43. 43. Yang Y, Fu W, Chen J, Olashaw N, Zhang X, Nicosia SV, et al. SIRT1 sumoylation regulates its deacetylase activity and cellular response to genotoxic stress. Nat Cell Biol. 2007;9(11):1253–62. pmid:17934453
  44. 44. Lin JW, Meireles P, Prudencio M, Engelmann S, Annoura T, Sajid M, et al. Loss-of-function analyses defines vital and redundant functions of the Plasmodium rhomboid protease family. Mol Microbiol. 2013;88(2):318–38. pmid:23490234
  45. 45. Schmidt-Christensen A, Sturm A, Horstmann S, Heussler VT. Expression and processing of Plasmodium berghei SERA3 during liver stages. Cell Microbiol. 2008;10(8):1723–34. pmid:18419771
  46. 46. van Dooren GG, Su V, D'Ombrain MC, McFadden GI. Processing of an apicoplast leader sequence in Plasmodium falciparum and the identification of a putative leader cleavage enzyme. J Biol Chem. 2002;277(26):23612–9. pmid:11976331
  47. 47. Trosch R, Jarvis P. The stromal processing peptidase of chloroplasts is essential in Arabidopsis, with knockout mutations causing embryo arrest after the 16-cell stage. PLoS One. 2011;6(8):e23039. pmid:21857988
  48. 48. Jones ML, Tay CL, Rayner JC. Getting stuck in: protein palmitoylation in Plasmodium. Trends Parasitol. 2012;28(11):496–503. pmid:23009804
  49. 49. Jones ML, Collins MO, Goulding D, Choudhary JS, Rayner JC. Analysis of protein palmitoylation reveals a pervasive role in Plasmodium development and pathogenesis. Cell Host Microbe. 2012;12(2):246–58. pmid:22901544
  50. 50. Sattabongkot J, Yimamnuaychoke N, Leelaudomlipi S, Rasameesoraj M, Jenwithisuk R, Coleman RE, et al. Establishment of a human hepatocyte line that supports in vitro development of the exo-erythrocytic stages of the malaria parasites Plasmodium falciparum and P. vivax. The American journal of tropical medicine and hygiene. 2006;74(5):708–15. pmid:16687667
  51. 51. Zou X, House BL, Zyzak MD, Richie TL, Gerbasi VR. Towards an optimized inhibition of liver stage development assay (ILSDA) for Plasmodium falciparum. Malaria journal. 2013;12:394. pmid:24191920
  52. 52. March S, Ramanan V, Trehan K, Ng S, Galstian A, Gural N, et al. Micropatterned coculture of primary human hepatocytes and supportive cells for the study of hepatotropic pathogens. Nature protocols. 2015;10(12):2027–53. pmid:26584444
  53. 53. Dumoulin PC, Trop SA, Ma J, Zhang H, Sherman MA, Levitskaya J. Flow Cytometry Based Detection and Isolation of Plasmodium falciparum Liver Stages In Vitro. PLoS One. 2015;10(6):e0129623. pmid:26070149
  54. 54. Hoffman BU, Chattopadhyay R. Plasmodium falciparum: effect of radiation on levels of gene transcripts in sporozoites. Exp Parasitol. 2008;118(2):247–52. pmid:17935717
  55. 55. Shi L, Kent R, Bence N, Britt AB. Developmental expression of a DNA repair gene in Arabidopsis. Mutat Res. 1997;384(3):145–56. pmid:9330611
  56. 56. Song S, Xing G, Yuan L, Wang J, Wang S, Yin Y, et al. N-methylpurine DNA glycosylase inhibits p53-mediated cell cycle arrest and coordinates with p53 to determine sensitivity to alkylating agents. Cell Res. 2012;22(8):1285–303. pmid:22801474
  57. 57. Oakley MS, Gerald N, Anantharaman V, Gao Y, Majam V, Mahajan B, et al. Radiation-induced cellular and molecular alterations in asexual intraerythrocytic Plasmodium falciparum. The Journal of infectious diseases. 2013;207(1):164–74. pmid:23100570
  58. 58. Murphy SC, Kas A, Stone BC, Bevan MJ. A T-cell response to a liver-stage Plasmodium antigen is not boosted by repeated sporozoite immunizations. Proc Natl Acad Sci U S A. 2013;110(15):6055–60. pmid:23530242