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Vaishalli PM, Das R, Cheema HS, Ghosh S, Chandana M, Anand A, Murmu KC, Padmanaban G, Ravindran B, Arun Nagaraj V. Plasmodium berghei HMGB1 controls the host immune responses and splenic clearance by regulating the expression of pir genes. J Biol Chem 2024:107829. [PMID: 39341498 DOI: 10.1016/j.jbc.2024.107829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 09/11/2024] [Accepted: 09/12/2024] [Indexed: 10/01/2024] Open
Abstract
High mobility group box (HMGB) proteins belong to high mobility group (HMG) superfamily of non-histone nuclear proteins that are involved in chromatin remodeling, regulation of gene expression and DNA repair. When extracellular, HMGBs serve as alarmins inducing inflammation and this is attributed to the proinflammatory activity of box B. Here, we show that Plasmodium HMGB1 has key amino acid changes in box B resulting in the loss of TNF-α stimulatory activity. Site-directed mutagenesis of the critical amino acids in box B with respect to mouse HMGB1 renders recombinant Plasmodium berghei (Pb) HMGB1 capable of inducing TNF-α release. Targeted deletion of PbHMGB1 and a detailed in vivo phenotyping show that PbHMGB1 knockout (KO) parasites can undergo asexual stage development. Interestingly, Balb/c mice-infected with PbHMGB1KO parasites display a protective phenotype with subsequent clearance of blood parasitemia, and develop long-lasting protective immunity against the challenges performed with Pb wildtype parasites. The characterization of splenic responses show prominent germinal centres leading to effective humoral responses and enhanced T follicular helper cells. There is also a complete protection from experimental cerebral malaria in CBA/CaJ mice susceptible for cerebral pathogenesis with subsequent parasite clearance. Transcriptomic studies suggest the involvement of PbHMGB1 in pir expression. Our findings highlight the gene regulatory function of parasite HMGB1 and its in vivo significance in modulating the host immune responses. Further, clearance of asexual stages in PbHMGB1KO-infected mice underscores the important role of parasite HMGB1 in host immune evasion. These findings have implications in developing attenuated blood-stage vaccine for malaria.
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Affiliation(s)
- Pradeep Mini Vaishalli
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India; Regional Centre for Biotechnology, Faridabad - 121001, Haryana, India
| | - Rahul Das
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India; Regional Centre for Biotechnology, Faridabad - 121001, Haryana, India
| | - Harveer Singh Cheema
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India; Meerut College, Meerut - 250003, Uttar Pradesh, India
| | - Sourav Ghosh
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India; Regional Centre for Biotechnology, Faridabad - 121001, Haryana, India
| | - Manjunatha Chandana
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India
| | - Aditya Anand
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India; Regional Centre for Biotechnology, Faridabad - 121001, Haryana, India
| | | | - Govindarajan Padmanaban
- Department of Biochemistry, Indian Institute of Science, Bangalore - 560012, Karnataka, India
| | - Balachandran Ravindran
- Infectious Disease Biology, Institute of Life Sciences, Bhubaneswar - 751023, Odisha, India
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Cepeda AS, Mello B, Pacheco MA, Luo Z, Sullivan SA, Carlton JM, Escalante AA. The Genome of Plasmodium gonderi: Insights into the Evolution of Human Malaria Parasites. Genome Biol Evol 2024; 16:evae027. [PMID: 38376987 PMCID: PMC10901558 DOI: 10.1093/gbe/evae027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 12/21/2023] [Accepted: 02/03/2024] [Indexed: 02/22/2024] Open
Abstract
Plasmodium species causing malaria in humans are not monophyletic, sharing common ancestors with nonhuman primate parasites. Plasmodium gonderi is one of the few known Plasmodium species infecting African old-world monkeys that are not found in apes. This study reports a de novo assembled P. gonderi genome with complete chromosomes. The P. gonderi genome shares codon usage, syntenic blocks, and other characteristics with the human parasites Plasmodium ovale s.l. and Plasmodium malariae, also of African origin, and the human parasite Plasmodium vivax and species found in nonhuman primates from Southeast Asia. Using phylogenetically aware methods, newly identified syntenic blocks were found enriched with conserved metabolic genes. Regions outside those blocks harbored genes encoding proteins involved in the vertebrate host-Plasmodium relationship undergoing faster evolution. Such genome architecture may have facilitated colonizing vertebrate hosts. Phylogenomic analyses estimated the common ancestor between P. vivax and an African ape parasite P. vivax-like, within the Asian nonhuman primates parasites clade. Time estimates incorporating P. gonderi placed the P. vivax and P. vivax-like common ancestor in the late Pleistocene, a time of active migration of hominids between Africa and Asia. Thus, phylogenomic and time-tree analyses are consistent with an Asian origin for P. vivax and an introduction of P. vivax-like into Africa. Unlike other studies, time estimates for the clade with Plasmodium falciparum, the most lethal human malaria parasite, coincide with their host species radiation, African hominids. Overall, the newly assembled genome presented here has the quality to support comparative genomic investigations in Plasmodium.
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Affiliation(s)
- Axl S Cepeda
- Biology Department/Institute of Genomics and Evolutionary Medicine (iGEM), Temple University, Philadelphia, PA 19122-1801, USA
| | - Beatriz Mello
- Departamento de Genética, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - M Andreína Pacheco
- Biology Department/Institute of Genomics and Evolutionary Medicine (iGEM), Temple University, Philadelphia, PA 19122-1801, USA
| | - Zunping Luo
- Center for Genomics & Systems Biology, Department of Biology, New York University, New York, NY 10003, USA
| | - Steven A Sullivan
- Center for Genomics & Systems Biology, Department of Biology, New York University, New York, NY 10003, USA
| | - Jane M Carlton
- Center for Genomics & Systems Biology, Department of Biology, New York University, New York, NY 10003, USA
| | - Ananias A Escalante
- Biology Department/Institute of Genomics and Evolutionary Medicine (iGEM), Temple University, Philadelphia, PA 19122-1801, USA
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Lin J, Zeng S, Chen Q, Liu G, Pan S, Liu X. Identification of disease-related genes in Plasmodium berghei by network module analysis. BMC Microbiol 2023; 23:264. [PMID: 37735351 PMCID: PMC10512555 DOI: 10.1186/s12866-023-03019-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 09/12/2023] [Indexed: 09/23/2023] Open
Abstract
BACKGROUND Plasmodium berghei has been used as a preferred model for studying human malaria, but only a limited number of disease-associated genes of P. berghei have been reported to date. Identification of new disease-related genes as many as possible will provide a landscape for better understanding the pathogenesis of P. berghei. METHODS Network module analysis method was developed and applied to identify disease-related genes in P. berghei genome. Sequence feature identification, gene ontology annotation, and T-cell epitope analysis were performed on these genes to illustrate their functions in the pathogenesis of P. berghei. RESULTS 33,314 genes were classified into 4,693 clusters. 4,127 genes shared by six malaria parasites were identified and are involved in many aspects of biological processes. Most of the known essential genes belong to shared genes. A total of 63 clusters consisting of 405 P. berghei genes were enriched in rodent malaria parasites. These genes participate in various stages of parasites such as liver stage development and immune evasion. Combination of these genes might be responsible for P. berghei infecting mice. Comparing with P. chabaudi, none of the clusters were specific to P. berghei. P. berghei lacks some proteins belonging to P. chabaudi and possesses some specific T-cell epitopes binding by class-I MHC, which might together contribute to the occurrence of experimental cerebral malaria (ECM). CONCLUSIONS We successfully identified disease-associated P. berghei genes by network module analysis. These results will deepen understanding of the pathogenesis of P. berghei and provide candidate parasite genes for further ECM investigation.
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Affiliation(s)
- Junhao Lin
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Shan Zeng
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Qiong Chen
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Guanghui Liu
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Suyue Pan
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.
| | - Xuewu Liu
- Department of Neurology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.
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Real E, Nardella F, Scherf A, Mancio-Silva L. Repurposing of Plasmodium falciparum var genes beyond the blood stage. Curr Opin Microbiol 2022; 70:102207. [PMID: 36183663 DOI: 10.1016/j.mib.2022.102207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 08/26/2022] [Accepted: 09/03/2022] [Indexed: 01/25/2023]
Abstract
A commonly observed survival strategy in protozoan parasites is the sequential expression of clonally variant-surface antigens to avoid elimination by the host's immune response. In malaria-causing P. falciparum, the immunovariant erythrocyte-membrane protein-1 (PfEMP1) adhesin family, encoded by var genes, is responsible for both antigenic variation and cytoadherence of infected erythrocytes to the microvasculature. Until recently, the biological function of these variant genes was believed to be restricted to intraerythrocytic developmental stages. With the advent of new technologies, var gene expression has been confirmed in transmission and pre-erythrocytic stages. Here, we discuss how repurposing of var gene expression beyond chronic blood-stage infection may be critical for successful transmission.
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Affiliation(s)
- Eliana Real
- Institut Pasteur, Université Paris Cité, Inserm U1201, CNRS EMR9195, Unité de Biologie des Interactions Hôte-Parasite, 25 Rue du Dr Roux, F-75015 Paris, France
| | - Flore Nardella
- Institut Pasteur, Université Paris Cité, Inserm U1201, CNRS EMR9195, Unité de Biologie des Interactions Hôte-Parasite, 25 Rue du Dr Roux, F-75015 Paris, France
| | - Artur Scherf
- Institut Pasteur, Université Paris Cité, Inserm U1201, CNRS EMR9195, Unité de Biologie des Interactions Hôte-Parasite, 25 Rue du Dr Roux, F-75015 Paris, France.
| | - Liliana Mancio-Silva
- Institut Pasteur, Université Paris Cité, Inserm U1201, CNRS EMR9195, Unité de Biologie des Interactions Hôte-Parasite, 25 Rue du Dr Roux, F-75015 Paris, France.
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Giorgalli M, Cunningham DA, Broncel M, Sait A, Harrison TE, Hosking C, Vandomme A, Amis SI, Antonello A, Sullivan L, Uwadiae F, Torella L, Higgins MK, Langhorne J. Differential Trafficking and Expression of PIR Proteins in Acute and Chronic Plasmodium Infections. Front Cell Infect Microbiol 2022; 12:877253. [PMID: 35782145 PMCID: PMC9245118 DOI: 10.3389/fcimb.2022.877253] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 05/12/2022] [Indexed: 12/02/2022] Open
Abstract
Plasmodium multigene families are thought to play important roles in the pathogenesis of malaria. Plasmodium interspersed repeat (pir) genes comprise the largest multigene family in many Plasmodium species. However, their expression pattern and localisation remain to be elucidated. Understanding protein subcellular localisation is fundamental to reveal the functional importance and cell-cell interactions of the PIR proteins. Here, we use the rodent malaria parasite, Plasmodium chabaudi chabaudi, as a model to investigate the localisation pattern of this gene family. We found that most PIR proteins are co-expressed in clusters during acute and chronic infection; members of the S7 clade are predominantly expressed during the acute-phase, whereas members of the L1 clade dominate the chronic-phase of infection. Using peptide antisera specific for S7 or L1 PIRS, we show that these PIRs have different localisations within the infected red blood cells. S7 PIRs are exported into the infected red blood cell cytoplasm where they are co-localised with parasite-induced host cell modifications termed Maurer’s clefts, whereas L1 PIRs are localised on or close to the parasitophorous vacuolar membrane. This localisation pattern changes following mosquito transmission and during progression from acute- to chronic-phase of infection. The presence of PIRs in Maurer’s clefts, as seen for Plasmodium falciparum RIFIN and STEVOR proteins, might suggest trafficking of the PIRs on the surface of the infected erythrocytes. However, neither S7 nor L1 PIR proteins detected by the peptide antisera are localised on the surface of infected red blood cells, suggesting that they are unlikely to be targets of surface variant-specific antibodies or to be directly involved in adhesion of infected red blood cells to host cells, as described for Plasmodium falciparum VAR proteins. The differences in subcellular localisation of the two major clades of Plasmodium chabaudi PIRs across the blood cycle, and the apparent lack of expression on the red cell surface strongly suggest that the function(s) of this gene family may differ from those of other multigene families of Plasmodium, such as the var genes of Plasmodium falciparum.
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Affiliation(s)
- Maria Giorgalli
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | | | - Malgorzata Broncel
- Proteomics Science Technology Platform, The Francis Crick Institute, London, United Kingdom
| | - Aaron Sait
- Electron Microscopy Science Technology Platform, The Francis Crick Institute, London, United Kingdom
| | - Thomas E. Harrison
- Laboratory of Molecular Parasitology, Department of Biochemistry, University of Oxford, Oxford, United Kingdom
| | - Caroline Hosking
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Audrey Vandomme
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Sarah I. Amis
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Ana Antonello
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Lauren Sullivan
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Faith Uwadiae
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Laura Torella
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Matthew K. Higgins
- Laboratory of Molecular Parasitology, Department of Biochemistry, University of Oxford, Oxford, United Kingdom
| | - Jean Langhorne
- Malaria Immunology Laboratory, The Francis Crick Institute, London, United Kingdom
- *Correspondence: Jean Langhorne,
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Oresegun DR, Thorpe P, Benavente ED, Campino S, Muh F, Moon RW, Clark TG, Cox-Singh J. De Novo Assembly of Plasmodium knowlesi Genomes From Clinical Samples Explains the Counterintuitive Intrachromosomal Organization of Variant SICAvar and kir Multiple Gene Family Members. Front Genet 2022; 13:855052. [PMID: 35677565 PMCID: PMC9169567 DOI: 10.3389/fgene.2022.855052] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 04/15/2022] [Indexed: 12/31/2022] Open
Abstract
Plasmodium knowlesi, a malaria parasite of Old World macaque monkeys, is used extensively to model Plasmodium biology. Recently, P. knowlesi was found in the human population of Southeast Asia, particularly Malaysia. P. knowlesi causes uncomplicated to severe and fatal malaria in the human host with features in common with the more prevalent and virulent malaria caused by Plasmodium falciparum. As such, P. knowlesi presents a unique opportunity to develop experimental translational model systems for malaria pathophysiology informed by clinical data from same-species human infections. Experimental lines of P. knowlesi represent well-characterized genetically stable parasites, and to maximize their utility as a backdrop for understanding malaria pathophysiology, genetically diverse contemporary clinical isolates, essentially wild-type, require comparable characterization. The Oxford Nanopore PCR-free long-read sequencing platform was used to sequence and de novo assemble P. knowlesi genomes from frozen clinical samples. The sequencing platform and assembly pipelines were designed to facilitate capturing data and describing, for the first time, P. knowlesi schizont-infected cell agglutination (SICA) var and Knowlesi-Interspersed Repeats (kir) multiple gene families in parasites acquired from nature. The SICAvar gene family members code for antigenically variant proteins analogous to the virulence-associated P. falciparum erythrocyte membrane protein (PfEMP1) multiple var gene family. Evidence presented here suggests that the SICAvar family members have arisen through a process of gene duplication, selection pressure, and variation. Highly evolving genes including PfEMP1family members tend to be restricted to relatively unstable sub-telomeric regions that drive change with core genes protected in genetically stable intrachromosomal locations. The comparable SICAvar and kir gene family members are counter-intuitively located across chromosomes. Here, we demonstrate that, in contrast to conserved core genes, SICAvar and kir genes occupy otherwise gene-sparse chromosomal locations that accommodate rapid evolution and change. The novel methods presented here offer the malaria research community not only new tools to generate comprehensive genome sequence data from small clinical samples but also new insight into the complexity of clinically important real-world parasites.
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Affiliation(s)
- Damilola R. Oresegun
- Division of Infection and Global Health, School of Medicine, University of St Andrews, Scotland, United Kingdom
| | - Peter Thorpe
- Division of Infection and Global Health, School of Medicine, University of St Andrews, Scotland, United Kingdom
| | - Ernest Diez Benavente
- Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Susana Campino
- Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Fauzi Muh
- Division of Infection and Global Health, School of Medicine, University of St Andrews, Scotland, United Kingdom
| | - Robert William Moon
- Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Taane Gregory Clark
- Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Janet Cox-Singh
- Division of Infection and Global Health, School of Medicine, University of St Andrews, Scotland, United Kingdom
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Escalante AA, Cepeda AS, Pacheco MA. Why Plasmodium vivax and Plasmodium falciparum are so different? A tale of two clades and their species diversities. Malar J 2022; 21:139. [PMID: 35505356 PMCID: PMC9066883 DOI: 10.1186/s12936-022-04130-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 03/18/2022] [Indexed: 11/29/2022] Open
Abstract
The global malaria burden sometimes obscures that the genus Plasmodium comprises diverse clades with lineages that independently gave origin to the extant human parasites. Indeed, the differences between the human malaria parasites were highlighted in the classical taxonomy by dividing them into two subgenera, the subgenus Plasmodium, which included all the human parasites but Plasmodium falciparum that was placed in its separate subgenus, Laverania. Here, the evolution of Plasmodium in primates will be discussed in terms of their species diversity and some of their distinct phenotypes, putative molecular adaptations, and host–parasite biocenosis. Thus, in addition to a current phylogeny using genome-level data, some specific molecular features will be discussed as examples of how these parasites have diverged. The two subgenera of malaria parasites found in primates, Plasmodium and Laverania, reflect extant monophyletic groups that originated in Africa. However, the subgenus Plasmodium involves species in Southeast Asia that were likely the result of adaptive radiation. Such events led to the Plasmodium vivax lineage. Although the Laverania species, including P. falciparum, has been considered to share “avian characteristics,” molecular traits that were likely in the common ancestor of primate and avian parasites are sometimes kept in the Plasmodium subgenus while being lost in Laverania. Assessing how molecular traits in the primate malaria clades originated is a fundamental science problem that will likely provide new targets for interventions. However, given that the genus Plasmodium is paraphyletic (some descendant groups are in other genera), understanding the evolution of malaria parasites will benefit from studying “non-Plasmodium” Haemosporida.
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Affiliation(s)
- Ananias A Escalante
- Biology Department/Institute of Genomics and Evolutionary Medicine [iGEM], Temple University, Philadelphia, PA, 19122-1801, USA.
| | - Axl S Cepeda
- Biology Department/Institute of Genomics and Evolutionary Medicine [iGEM], Temple University, Philadelphia, PA, 19122-1801, USA
| | - M Andreína Pacheco
- Biology Department/Institute of Genomics and Evolutionary Medicine [iGEM], Temple University, Philadelphia, PA, 19122-1801, USA
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Little TS, Cunningham DA, Vandomme A, Lopez CT, Amis S, Alder C, Addy JWG, McLaughlin S, Hosking C, Christophides G, Reid AJ, Langhorne J. Analysis of pir gene expression across the Plasmodium life cycle. Malar J 2021; 20:445. [PMID: 34823519 PMCID: PMC8614022 DOI: 10.1186/s12936-021-03979-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 11/12/2021] [Indexed: 11/16/2022] Open
Abstract
Background Plasmodium interspersed repeat (pir) is the largest multigene family in the genomes of most Plasmodium species. A variety of functions for the PIR proteins which they encode have been proposed, including antigenic variation, immune evasion, sequestration and rosetting. However, direct evidence for these is lacking. The repetitive nature of the family has made it difficult to determine function experimentally. However, there has been some success in using gene expression studies to suggest roles for some members in virulence and chronic infection. Methods Here pir gene expression was examined across the life cycle of Plasmodium berghei using publicly available RNAseq data-sets, and at high resolution in the intraerythrocytic development cycle using new data from Plasmodium chabaudi. Results Expression of pir genes is greatest in stages of the parasite which invade and reside in red blood cells. The marked exception is that liver merozoites and male gametocytes produce a very large number of pir gene transcripts, notably compared to female gametocytes, which produce relatively few. Within the asexual blood stages different subfamilies peak at different times, suggesting further functional distinctions. Representing a subfamily of its own, the highly conserved ancestral pir gene warrants further investigation due to its potential tractability for functional investigation. It is highly transcribed in multiple life cycle stages and across most studied Plasmodium species and thus is likely to play an important role in parasite biology. Conclusions The identification of distinct expression patterns for different pir genes and subfamilies is likely to provide a basis for the design of future experiments to uncover their function. Supplementary Information The online version contains supplementary material available at 10.1186/s12936-021-03979-6.
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Affiliation(s)
| | | | | | - Carlos Talavera Lopez
- The Francis Crick Institute, London, UK.,Institute of Computational Biology, Helmholtz Zentrum für Gesundheit und Umwelt, Munich, Germany
| | | | | | | | | | | | | | - Adam J Reid
- Wellcome Sanger Institute, Cambridge, CB10 1SA, UK
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