1
|
Abstract
Extensive research conducted on mouse-human chimeras has advanced our understanding on infectious diseases including the human-malaria parasite, Plasmodium falciparum. In vitro culture of asexual-blood stage infection of P. falciparum does not answer all questions related to parasitology, pharmacology and immunology, and complex life cycle, complicated genome, evolution of drug resistance and poor diagnosis makes it difficult to understand the patho-biology of parasite. Unavailability of effective-vaccine and issues of drug resistance advocates the use of human cell/tissues reconstituted immunodeficient-mice to P. falciparum. A number of immunodeficient-strains (TK/NOG, FRG/NOD, NOD/SCID/IL-2 receptor γ chain null, NOD severe combined immunodeficiency gamma [NSG] mouse and NOD.Rag1-/- IL2Rγ-/- [NRG; DRAG]) are used for humanization purposes. Additionally, human-hematopoietic stem cells (CD34 reconstituted-NSG [human immune system]) mice support the engraftment and repopulation of immune effecters to study systemic inflammatory diseases.
Collapse
Affiliation(s)
- Rajeev K Tyagi
- Division of Cell Biology & Immunology, Biomedical Parasitology & Nano-immunology Lab, CSIR-Institute of Microbial Technology (IMTECH), Sec-39A, Chandigarh, 160036, India
| |
Collapse
|
2
|
Wichers JS, Tonkin-Hill G, Thye T, Krumkamp R, Kreuels B, Strauss J, von Thien H, Scholz JAM, Smedegaard Hansson H, Weisel Jensen R, Turner L, Lorenz FR, Schöllhorn A, Bruchhaus I, Tannich E, Fendel R, Otto TD, Lavstsen T, Gilberger TW, Duffy MF, Bachmann A. Common virulence gene expression in adult first-time infected malaria patients and severe cases. eLife 2021; 10:e69040. [PMID: 33908865 PMCID: PMC8102065 DOI: 10.7554/elife.69040] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 04/18/2021] [Indexed: 12/22/2022] Open
Abstract
Sequestration of Plasmodium falciparum(P. falciparum)-infected erythrocytes to host endothelium through the parasite-derived P. falciparum erythrocyte membrane protein 1 (PfEMP1) adhesion proteins is central to the development of malaria pathogenesis. PfEMP1 proteins have diversified and expanded to encompass many sequence variants, conferring each parasite a similar array of human endothelial receptor-binding phenotypes. Here, we analyzed RNA-seq profiles of parasites isolated from 32 P. falciparum-infected adult travellers returning to Germany. Patients were categorized into either malaria naive (n = 15) or pre-exposed (n = 17), and into severe (n = 8) or non-severe (n = 24) cases. For differential expression analysis, PfEMP1-encoding var gene transcripts were de novo assembled from RNA-seq data and, in parallel, var-expressed sequence tags were analyzed and used to predict the encoded domain composition of the transcripts. Both approaches showed in concordance that severe malaria was associated with PfEMP1 containing the endothelial protein C receptor (EPCR)-binding CIDRα1 domain, whereas CD36-binding PfEMP1 was linked to non-severe malaria outcomes. First-time infected adults were more likely to develop severe symptoms and tended to be infected for a longer period. Thus, parasites with more pathogenic PfEMP1 variants are more common in patients with a naive immune status, and/or adverse inflammatory host responses to first infections favor the growth of EPCR-binding parasites.
Collapse
Affiliation(s)
- J Stephan Wichers
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Centre for Structural Systems BiologyHamburgGermany
- Biology Department, University of HamburgHamburgGermany
| | | | - Thorsten Thye
- Epidemiology and Diagnostics, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
| | - Ralf Krumkamp
- Epidemiology and Diagnostics, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- German Center for Infection Research (DZIF), Partner Site Hamburg-Lübeck-Borstel-RiemsHamburgGermany
| | - Benno Kreuels
- Department of Tropical Medicine, Bernhard Nocht Institute for Tropical Medicine, GermanyHamburgGermany
- Department of Medicine, College of MedicineBlantyreMalawi
- Department of Medicine, University Medical Center Hamburg-EppendorfHamburgGermany
| | - Jan Strauss
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Centre for Structural Systems BiologyHamburgGermany
- Biology Department, University of HamburgHamburgGermany
| | - Heidrun von Thien
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Centre for Structural Systems BiologyHamburgGermany
- Biology Department, University of HamburgHamburgGermany
| | - Judith AM Scholz
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
| | | | | | | | | | - Anna Schöllhorn
- Institute of Tropical Medicine, University of TübingenTübingenGermany
| | - Iris Bruchhaus
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Biology Department, University of HamburgHamburgGermany
| | - Egbert Tannich
- Epidemiology and Diagnostics, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- German Center for Infection Research (DZIF), Partner Site Hamburg-Lübeck-Borstel-RiemsHamburgGermany
| | - Rolf Fendel
- Institute of Tropical Medicine, University of TübingenTübingenGermany
- German Center for Infection Research (DZIF), Partner Site TübingenTübingenGermany
| | - Thomas D Otto
- Institute of Infection, Immunity and Inflammation, University of GlasgowGlasgowUnited Kingdom
| | | | - Tim W Gilberger
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Centre for Structural Systems BiologyHamburgGermany
- Biology Department, University of HamburgHamburgGermany
| | - Michael F Duffy
- Department of Microbiology and Immunology, University of MelbourneMelbourneAustralia
| | - Anna Bachmann
- Molecular Biology and Immunology, Bernhard Nocht Institute for Tropical MedicineHamburgGermany
- Centre for Structural Systems BiologyHamburgGermany
- Biology Department, University of HamburgHamburgGermany
- German Center for Infection Research (DZIF), Partner Site Hamburg-Lübeck-Borstel-RiemsHamburgGermany
| |
Collapse
|
3
|
Tyagi RK, Tandel N, Deshpande R, Engelman RW, Patel SD, Tyagi P. Humanized Mice Are Instrumental to the Study of Plasmodium falciparum Infection. Front Immunol 2018; 9:2550. [PMID: 30631319 PMCID: PMC6315153 DOI: 10.3389/fimmu.2018.02550] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 10/17/2018] [Indexed: 02/05/2023] Open
Abstract
Research using humanized mice has advanced our knowledge and understanding of human haematopoiesis, non-adaptive and adaptive immunity, autoimmunity, infectious disease, cancer biology, and regenerative medicine. Challenges posed by the human-malaria parasite Plasmodium falciparum include its complex life cycle, the evolution of drug resistance against anti-malarials, poor diagnosis, and a lack of effective vaccines. Advancements in genetically engineered and immunodeficient mouse strains, have allowed for studies of the asexual blood stage, exoerythrocytic stage and the transition from liver-to-blood stage infection, in a single vertebrate host. This review discusses the process of "humanization" of various immunodeficient/transgenic strains and their contribution to translational biomedical research. Our work reviews the strategies employed to overcome the remaining-limitations of the developed human-mouse chimera(s).
Collapse
Affiliation(s)
- Rajeev K. Tyagi
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
- Biomedical parasitology Unit, Institute Pasteur, Paris, France
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL, United States
| | - Nikunj Tandel
- Institute of Science, Nirma University, Ahmedabad, India
| | | | - Robert W. Engelman
- Department of Pediatrics, Pathology and Cell Biology, University of South Florida, Tampa, FL, United States
| | | | - Priyanka Tyagi
- Department of Basic and Applied Sciences, School of Engineering, GD Goenka University, Gurgaon, India
| |
Collapse
|
4
|
Lee HJ, Georgiadou A, Otto TD, Levin M, Coin LJ, Conway DJ, Cunnington AJ. Transcriptomic Studies of Malaria: a Paradigm for Investigation of Systemic Host-Pathogen Interactions. Microbiol Mol Biol Rev 2018; 82:e00071-17. [PMID: 29695497 PMCID: PMC5968457 DOI: 10.1128/mmbr.00071-17] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Transcriptomics, the analysis of genome-wide RNA expression, is a common approach to investigate host and pathogen processes in infectious diseases. Technical and bioinformatic advances have permitted increasingly thorough analyses of the association of RNA expression with fundamental biology, immunity, pathogenesis, diagnosis, and prognosis. Transcriptomic approaches can now be used to realize a previously unattainable goal, the simultaneous study of RNA expression in host and pathogen, in order to better understand their interactions. This exciting prospect is not without challenges, especially as focus moves from interactions in vitro under tightly controlled conditions to tissue- and systems-level interactions in animal models and natural and experimental infections in humans. Here we review the contribution of transcriptomic studies to the understanding of malaria, a parasitic disease which has exerted a major influence on human evolution and continues to cause a huge global burden of disease. We consider malaria a paradigm for the transcriptomic assessment of systemic host-pathogen interactions in humans, because much of the direct host-pathogen interaction occurs within the blood, a readily sampled compartment of the body. We illustrate lessons learned from transcriptomic studies of malaria and how these lessons may guide studies of host-pathogen interactions in other infectious diseases. We propose that the potential of transcriptomic studies to improve the understanding of malaria as a disease remains partly untapped because of limitations in study design rather than as a consequence of technological constraints. Further advances will require the integration of transcriptomic data with analytical approaches from other scientific disciplines, including epidemiology and mathematical modeling.
Collapse
Affiliation(s)
- Hyun Jae Lee
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
| | | | - Thomas D Otto
- Centre of Immunobiology, University of Glasgow, Glasgow, United Kingdom
| | - Michael Levin
- Section of Paediatrics, Imperial College, London, United Kingdom
| | - Lachlan J Coin
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
| | - David J Conway
- Department of Pathogen Molecular Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | | |
Collapse
|
5
|
Singh H, Madnani K, Lim YB, Cao J, Preiser PR, Lim CT. Expression dynamics and physiologically relevant functional study of STEVOR in asexual stages of Plasmodium falciparum infection. Cell Microbiol 2017; 19. [PMID: 28030753 DOI: 10.1111/cmi.12715] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Revised: 12/11/2016] [Accepted: 12/12/2016] [Indexed: 12/21/2022]
Abstract
The extensive modification of Plasmodium falciparum-infected erythrocytes by variant surface antigens plays a major role in immune evasion and malaria-induced pathology. Here, using high-resolution microscopy, we visualize the spatio-temporal expression dynamics of STEVOR, an important variant surface antigens family, in a stage-dependent manner. We demonstrate that it is exported to the cell surface where protein molecules cluster and preferentially localize in proximity to knobs. Quantitative evidence from our force measurements and microfluidic assays reveal that STEVOR can effectively mediate the formation of stable, robust rosettes under static and physiologically relevant flow conditions. Our results extend previously published studies in P. falciparum and emphasize the role of STEVOR in rosetting, an important contributor to disease pathology.
Collapse
Affiliation(s)
- Himanshu Singh
- Department of Biomedical Engineering, National University of Singapore, Singapore.,Infectious Diseases IRG, Singapore-MIT Alliance for Research and Technology, Singapore.,Wellcome Trust Centre for Molecular Parasitoogy, University of Glasgow, Glasgow, UK
| | - Kripa Madnani
- School of Biological Sciences, Nanyang Technological University, Singapore
| | - Ying Bena Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore.,Infectious Diseases IRG, Singapore-MIT Alliance for Research and Technology, Singapore
| | - Jianshu Cao
- Infectious Diseases IRG, Singapore-MIT Alliance for Research and Technology, Singapore.,Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Peter R Preiser
- Infectious Diseases IRG, Singapore-MIT Alliance for Research and Technology, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore
| | - Chwee Teck Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore.,Infectious Diseases IRG, Singapore-MIT Alliance for Research and Technology, Singapore.,Mechanobiology Institute, National University of Singapore, Singapore
| |
Collapse
|
6
|
Boopathi PA, Subudhi AK, Middha S, Acharya J, Mugasimangalam RC, Kochar SK, Kochar DK, Das A. Design, construction and validation of a Plasmodium vivax microarray for the transcriptome profiling of clinical isolates. Acta Trop 2016; 164:438-447. [PMID: 27720625 DOI: 10.1016/j.actatropica.2016.10.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Revised: 09/05/2016] [Accepted: 10/03/2016] [Indexed: 02/04/2023]
Abstract
High density oligonucleotide microarrays have been used on Plasmodium vivax field isolates to estimate whole genome expression. However, no microarray platform has been experimentally optimized for studying the transcriptome of field isolates. In the present study, we adopted both bioinformatics and experimental testing approaches to select best optimized probes suitable for detecting parasite transcripts from field samples and included them in designing a custom 15K P. vivax microarray. This microarray has long oligonucleotide probes (60mer) that were in-situ synthesized onto glass slides using Agilent SurePrint technology and has been developed into an 8X15K format (8 identical arrays on a single slide). Probes in this array were experimentally validated and represents 4180 P. vivax genes in sense orientation, of which 1219 genes have also probes in antisense orientation. Validation of the 15K array by using field samples (n=14) has shown 99% of parasite transcript detection from any of the samples. Correlation analysis between duplicate probes (n=85) present in the arrays showed perfect correlation (r2=0.98) indicating the reproducibility. Multiple probes representing the same gene exhibited similar kind of expression pattern across the samples (positive correlation, r≥0.6). Comparison of hybridization data with the previous studies and quantitative real-time PCR experiments were performed to highlight the microarray validation procedure. This array is unique in its design, and results indicate that the array is sensitive and reproducible. Hence, this microarray could be a valuable functional genomics tool to generate reliable expression data from P. vivax field isolates.
Collapse
|
7
|
Subudhi AK, Boopathi P, Middha S, Acharya J, Rao SN, Mugasimangalam RC, Sirohi P, Kochar SK, Kochar DK, Das A. A cross strain Plasmodium falciparum microarray optimized for the transcriptome analysis of Plasmodium falciparum patient derived isolates. GENOMICS DATA 2016; 9:118-25. [PMID: 27489776 PMCID: PMC4961827 DOI: 10.1016/j.gdata.2016.07.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Revised: 05/10/2016] [Accepted: 07/06/2016] [Indexed: 11/23/2022]
Abstract
Malarial parasite P. falciparum, an apicomplexan protozoan has a 23.3 MB nuclear genome and encodes ~ 5600 transcripts. The genetic diversity of the parasite within and across geographical zones is a challenge to gene expression studies which are essential for understanding of disease process, outcome and developing markers for diagnostics and prognostics. Here, we describe the strategy involved in designing a custom P. falciparum 15K array using the Agilent platform and Genotypic's Right Design methodology to study the transcriptome of Indian field isolates for which genome sequence information is limited. The array contains probes representing genome sequences of two distinct geographical isolates (i.e. 3D7 and HB3) and sub-telomeric var gene sequences of a third isolate (IT4) known to adhere in culture condition. Probes in the array have been selected based on their efficiency to detect transcripts through a 244K array experimentation. Array performance for the 15K array, was evaluated and validated using RNA materials from P. falciparum clinical isolates. A large percentage (91%) of the represented transcripts was detected from Indian P. falciparum patient isolates. Replicated probes and multiple probes representing the same gene showed perfect correlation between them suggesting good probe performance. Additional transcripts could be detected due to inclusion of unique probes representing HB3 strain transcripts. Variant surface antigen (VSA) transcripts were detected by optimized probes representing the VSA genes of three geographically distinct strains. The 15K cross strain P. falciparum array has shown good efficiency in detecting transcripts from P. falciparum parasite samples isolated from patients. The low parasite loads and presence of host RNA makes arrays a preferred platform for gene expression studies over RNA-Seq.
Collapse
Affiliation(s)
- Amit Kumar Subudhi
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India
| | - P.A. Boopathi
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India
| | - Sheetal Middha
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India
| | - Jyoti Acharya
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India
| | | | | | - Paramendra Sirohi
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India
| | - Sanjay K. Kochar
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India
| | | | - Ashis Das
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India
| |
Collapse
|
8
|
Severe adult malaria is associated with specific PfEMP1 adhesion types and high parasite biomass. Proc Natl Acad Sci U S A 2016; 113:E3270-9. [PMID: 27185931 DOI: 10.1073/pnas.1524294113] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The interplay between cellular and molecular determinants that lead to severe malaria in adults is unexplored. Here, we analyzed parasite virulence factors in an infected adult population in India and investigated whether severe malaria isolates impair endothelial protein C receptor (EPCR), a protein involved in coagulation and endothelial barrier permeability. Severe malaria isolates overexpressed specific members of the Plasmodium falciparum var gene/PfEMP1 (P. falciparum erythrocyte membrane protein 1) family that bind EPCR, including DC8 var genes that have previously been linked to severe pediatric malaria. Machine learning analysis revealed that DC6- and DC8-encoding var transcripts in combination with high parasite biomass were the strongest indicators of patient hospitalization and disease severity. We found that DC8 CIDRα1 domains from severe malaria isolates had substantial differences in EPCR binding affinity and blockade activity for its ligand activated protein C. Additionally, even a low level of inhibition exhibited by domains from two cerebral malaria isolates was sufficient to interfere with activated protein C-barrier protective activities in human brain endothelial cells. Our findings demonstrate an interplay between parasite biomass and specific PfEMP1 adhesion types in the development of adult severe malaria, and indicate that low impairment of EPCR function may contribute to parasite virulence.
Collapse
|
9
|
Subudhi AK, Boopathi PA, Pandey I, Kaur R, Middha S, Acharya J, Kochar SK, Kochar DK, Das A. Disease specific modules and hub genes for intervention strategies: A co-expression network based approach for Plasmodium falciparum clinical isolates. INFECTION GENETICS AND EVOLUTION 2015; 35:96-108. [PMID: 26247716 DOI: 10.1016/j.meegid.2015.08.007] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Revised: 07/29/2015] [Accepted: 08/01/2015] [Indexed: 11/19/2022]
Abstract
Systems biology approaches that are based on gene expression and bioinformatics analysis have been successful in predicting the functions of many genes in Plasmodium falciparum, a protozoan parasite responsible for most of the deaths due to malaria. However, approaches that can provide information about the biological processes that are active in this parasite in vivo during complicated malaria conditions have been scarcely deployed. Here we report the analysis of a weighted gene co-expression based network for P. falciparum, from non-cerebral clinical complications. Gene expression profiles of 20 P. falciparum clinical isolates were utilized to construct the same. A total of 20 highly interacting modules were identified post network creation. In 12 of these modules, at least 10% of the member genes, were found to be differentially regulated in parasites from patient isolates showing complications, when compared with those from patients with uncomplicated disease. Enrichment analysis helped identify biological processes like oxidation-reduction, electron transport chain, protein synthesis, ubiquitin dependent catabolic processes, RNA binding and purine nucleotide metabolic processes as associated with these modules. Additionally, for each module, highly connected hub genes were identified. Detailed functional analysis of many of these, which have known annotated functions underline their importance in parasite development and survival. This suggests, that other hub genes with unknown functions may also be playing crucial roles in parasite biology, and, are potential candidates for intervention strategies.
Collapse
Affiliation(s)
- Amit Kumar Subudhi
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India.
| | - Pon Arunachalam Boopathi
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India.
| | - Isha Pandey
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India.
| | - Ramandeep Kaur
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India.
| | - Sheetal Middha
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India.
| | - Jyoti Acharya
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India.
| | - Sanjay K Kochar
- Department of Medicine, S.P. Medical College, Bikaner, Rajasthan, India.
| | - Dhanpat K Kochar
- Rajasthan University of Health Sciences, Jaipur, Rajasthan, India.
| | - Ashis Das
- Department of Biological Sciences, Birla Institute of Technology and Science (BITS), Pilani, Rajasthan, India.
| |
Collapse
|