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Walker IS, Rogerson SJ. Pathogenicity and virulence of malaria: Sticky problems and tricky solutions. Virulence 2023; 14:2150456. [PMID: 36419237 PMCID: PMC9815252 DOI: 10.1080/21505594.2022.2150456] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Revised: 10/18/2022] [Accepted: 10/19/2022] [Indexed: 11/25/2022] Open
Abstract
Infections with Plasmodium falciparum and Plasmodium vivax cause over 600,000 deaths each year, concentrated in Africa and in young children, but much of the world's population remain at risk of infection. In this article, we review the latest developments in the immunogenicity and pathogenesis of malaria, with a particular focus on P. falciparum, the leading malaria killer. Pathogenic factors include parasite-derived toxins and variant surface antigens on infected erythrocytes that mediate sequestration in the deep vasculature. Host response to parasite toxins and to variant antigens is an important determinant of disease severity. Understanding how parasites sequester, and how antibody to variant antigens could prevent sequestration, may lead to new approaches to treat and prevent disease. Difficulties in malaria diagnosis, drug resistance, and specific challenges of treating P. vivax pose challenges to malaria elimination, but vaccines and other preventive strategies may offer improved disease control.
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Affiliation(s)
- Isobel S Walker
- Department of Infectious Diseases, The University of Melbourne, The Doherty Institute, Melbourne, Australia
| | - Stephen J Rogerson
- Department of Infectious Diseases, The University of Melbourne, The Doherty Institute, Melbourne, Australia
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2
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Sauer LM, Canovas R, Roche D, Shams-Eldin H, Ravel P, Colinge J, Schwarz RT, Ben Mamoun C, Rivals E, Cornillot E. FT-GPI, a highly sensitive and accurate predictor of GPI-anchored proteins, reveals the composition and evolution of the GPI proteome in Plasmodium species. Malar J 2023; 22:27. [PMID: 36698187 PMCID: PMC9876418 DOI: 10.1186/s12936-022-04430-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Accepted: 12/23/2022] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Protozoan parasites are known to attach specific and diverse group of proteins to their plasma membrane via a GPI anchor. In malaria parasites, GPI-anchored proteins (GPI-APs) have been shown to play an important role in host-pathogen interactions and a key function in host cell invasion and immune evasion. Because of their immunogenic properties, some of these proteins have been considered as malaria vaccine candidates. However, identification of all possible GPI-APs encoded by these parasites remains challenging due to their sequence diversity and limitations of the tools used for their characterization. METHODS The FT-GPI software was developed to detect GPI-APs based on the presence of a hydrophobic helix at both ends of the premature peptide. FT-GPI was implemented in C ++and applied to study the GPI-proteome of 46 isolates of the order Haemosporida. Using the GPI proteome of Plasmodium falciparum strain 3D7 and Plasmodium vivax strain Sal-1, a heuristic method was defined to select the most sensitive and specific FT-GPI software parameters. RESULTS FT-GPI enabled revision of the GPI-proteome of P. falciparum and P. vivax, including the identification of novel GPI-APs. Orthology- and synteny-based analyses showed that 19 of the 37 GPI-APs found in the order Haemosporida are conserved among Plasmodium species. Our analyses suggest that gene duplication and deletion events may have contributed significantly to the evolution of the GPI proteome, and its composition correlates with speciation. CONCLUSION FT-GPI-based prediction is a useful tool for mining GPI-APs and gaining further insights into their evolution and sequence diversity. This resource may also help identify new protein candidates for the development of vaccines for malaria and other parasitic diseases.
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Affiliation(s)
- Lena M. Sauer
- Institute for Virology, Hans-Meerwein-Straße, 35043 Marburg, Germany
- Computational Biology Institute, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- Present Address: GRN-Klinik Sinsheim, Alte Waibstadter Straße 2a, 74889 Sinsheim, Germany
| | - Rodrigo Canovas
- Computational Biology Institute, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- grid.121334.60000 0001 2097 0141LIRMM, CNRS, Université de Montpellier, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
| | - Daniel Roche
- Computational Biology Institute, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- grid.121334.60000 0001 2097 0141LIRMM, CNRS, Université de Montpellier, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
| | - Hosam Shams-Eldin
- Institute for Virology, Hans-Meerwein-Straße, 35043 Marburg, Germany
| | - Patrice Ravel
- grid.121334.60000 0001 2097 0141Institut de Recherche en Cancérologie de Montpellier INSERM U1094, ICM, Université de Montpellier, Campus Val d’Aurelle, 208 Avenue Des Apothicaires, 34298 Montpellier, France
| | - Jacques Colinge
- grid.121334.60000 0001 2097 0141Institut de Recherche en Cancérologie de Montpellier INSERM U1094, ICM, Université de Montpellier, Campus Val d’Aurelle, 208 Avenue Des Apothicaires, 34298 Montpellier, France
| | - Ralph T. Schwarz
- Institute for Virology, Hans-Meerwein-Straße, 35043 Marburg, Germany
| | - Choukri Ben Mamoun
- grid.47100.320000000419368710Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT 06520 USA
| | - Eric Rivals
- Computational Biology Institute, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- grid.121334.60000 0001 2097 0141LIRMM, CNRS, Université de Montpellier, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- grid.510302.5Institut Français de Bioinformatique, CNRS UAR 3601, 2, rue Gaston Crémieux, 91057 Évry, France
| | - Emmanuel Cornillot
- Computational Biology Institute, Campus Saint Priest, 161 Rue Ada, 34095 Montpellier, France
- grid.121334.60000 0001 2097 0141Institut de Recherche en Cancérologie de Montpellier INSERM U1094, ICM, Université de Montpellier, Campus Val d’Aurelle, 208 Avenue Des Apothicaires, 34298 Montpellier, France
- Wespran SAS, 13 Rue de Penthièvre, 75008 Paris, France
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Cruz CJG, Kil R, Wong S, Dacquay LC, Mirano-Bascos D, Rivera PT, McMillen DR. Malarial Antibody Detection with an Engineered Yeast Agglutination Assay. ACS Synth Biol 2022; 11:2938-2946. [PMID: 35861604 DOI: 10.1021/acssynbio.2c00160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Malaria, a disease caused by the Plasmodium parasite carried by Anopheles mosquitoes, is commonly diagnosed by microscopy of peripheral blood smears and with rapid diagnostic tests. Both methods show limited detection of low parasitemia that may maintain transmission and hinder malaria elimination. We have developed a novel agglutination assay in which modified Saccharomyces cerevisiae cells act as antigen-displaying bead-like particles to capture malaria antibodies. The Epidermal Growth Factor-1 like domain (EGF1) of the Plasmodium falciparum merozoite surface protein-1 (PfMSP-119) was displayed on the yeast surface and shown to be capable of binding antimalaria antibodies. Mixed with a second yeast strain displaying the Z domain of Protein A from Staphylococcus aureus and allowed to settle in a round-bottomed well, the yeast produce a visually distinctive agglutination test result: a tight "button" at a low level of malarial antibodies, and a diffuse "sheet" when higher antibody levels are present. Positive agglutination results were observed in malaria-positive human serum to a serum dilution of 1:100 to 1:125. Since the yeast cells are inexpensive to produce, the test may be amenable to local production in regions seeking malaria surveillance information to guide their elimination programs.
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Affiliation(s)
- Criselda Jean G Cruz
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario L5L 1C6, Canada.,College of Medicine, University of the Philippines Manila, Manila 1108, Philippines
| | - Richard Kil
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario L5L 1C6, Canada.,Department of Chemistry, University of British Columbia, Vancouver, British Columbia V6T 1Z1, Canada
| | - Stanley Wong
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario L5L 1C6, Canada.,Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Louis C Dacquay
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario L5L 1C6, Canada.,Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario M5S 3G5, Canada
| | - Denise Mirano-Bascos
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City 1101, Philippines
| | - Pilarita T Rivera
- College of Medicine, University of the Philippines Manila, Manila 1108, Philippines.,Department of Parasitology, College of Public Health, University of the Philippines Manila, Manila 1000, Philippines
| | - David R McMillen
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario L5L 1C6, Canada.,Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada.,Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario M5S 3G5, Canada
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4
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Anton L, Cobb DW, Ho CM. Structural parasitology of the malaria parasite Plasmodium falciparum. Trends Biochem Sci 2022; 47:149-159. [PMID: 34887149 PMCID: PMC11236216 DOI: 10.1016/j.tibs.2021.10.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 10/20/2021] [Accepted: 10/25/2021] [Indexed: 12/25/2022]
Abstract
The difficulty of faithfully recapitulating malarial protein complexes in heterologous expression systems has long impeded structural study for much of the Plasmodium falciparum proteome. However, recent advances in single-particle cryo electron microscopy (cryoEM) now enable structure determination at atomic resolution with significantly reduced requirements for both sample quantity and purity. Combined with recent developments in gene editing, these advances open the door to structure determination and structural proteomics of macromolecular complexes enriched directly from P. falciparum parasites. Furthermore, the combination of cryoEM with the rapidly emerging use of in situ cryo electron tomography (cryoET) to directly visualize ultrastructures and protein complexes in the native cellular context will yield exciting new insights into the molecular machinery underpinning malaria parasite biology and pathogenesis.
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Affiliation(s)
- Leonie Anton
- Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - David W Cobb
- Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Chi-Min Ho
- Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY, USA.
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5
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Venkataraman S, Hefferon K, Makhzoum A, Abouhaidar M. Combating Human Viral Diseases: Will Plant-Based Vaccines Be the Answer? Vaccines (Basel) 2021; 9:vaccines9070761. [PMID: 34358177 PMCID: PMC8310141 DOI: 10.3390/vaccines9070761] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/02/2021] [Accepted: 07/04/2021] [Indexed: 12/28/2022] Open
Abstract
Molecular pharming or the technology of application of plants and plant cell culture to manufacture high-value recombinant proteins has progressed a long way over the last three decades. Whether generated in transgenic plants by stable expression or in plant virus-based transient expression systems, biopharmaceuticals have been produced to combat several human viral diseases that have impacted the world in pandemic proportions. Plants have been variously employed in expressing a host of viral antigens as well as monoclonal antibodies. Many of these biopharmaceuticals have shown great promise in animal models and several of them have performed successfully in clinical trials. The current review elaborates the strategies and successes achieved in generating plant-derived vaccines to target several virus-induced health concerns including highly communicable infectious viral diseases. Importantly, plant-made biopharmaceuticals against hepatitis B virus (HBV), hepatitis C virus (HCV), the cancer-causing virus human papillomavirus (HPV), human immunodeficiency virus (HIV), influenza virus, zika virus, and the emerging respiratory virus, severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) have been discussed. The use of plant virus-derived nanoparticles (VNPs) and virus-like particles (VLPs) in generating plant-based vaccines are extensively addressed. The review closes with a critical look at the caveats of plant-based molecular pharming and future prospects towards further advancements in this technology. The use of biopharmed viral vaccines in human medicine and as part of emergency response vaccines and therapeutics in humans looks promising for the near future.
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Affiliation(s)
- Srividhya Venkataraman
- Virology Laboratory, Department of Cell & Systems Biology, University of Toronto, Toronto, ON M5S 3B2, Canada; (K.H.); (M.A.)
- Correspondence:
| | - Kathleen Hefferon
- Virology Laboratory, Department of Cell & Systems Biology, University of Toronto, Toronto, ON M5S 3B2, Canada; (K.H.); (M.A.)
| | - Abdullah Makhzoum
- Department of Biological Sciences & Biotechnology, Botswana International University of Science & Technology, Palapye, Botswana;
| | - Mounir Abouhaidar
- Virology Laboratory, Department of Cell & Systems Biology, University of Toronto, Toronto, ON M5S 3B2, Canada; (K.H.); (M.A.)
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6
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Suratanee A, Buaboocha T, Plaimas K. Prediction of Human- Plasmodium vivax Protein Associations From Heterogeneous Network Structures Based on Machine-Learning Approach. Bioinform Biol Insights 2021; 15:11779322211013350. [PMID: 34188457 PMCID: PMC8212370 DOI: 10.1177/11779322211013350] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 04/04/2021] [Indexed: 11/24/2022] Open
Abstract
Malaria caused by Plasmodium vivax can lead to severe morbidity and death. In addition, resistance has been reported to existing drugs in treating this malaria. Therefore, the identification of new human proteins associated with malaria is urgently needed for the development of additional drugs. In this study, we established an analysis framework to predict human-P. vivax protein associations using network topological profiles from a heterogeneous network structure of human and P. vivax, machine-learning techniques and statistical analysis. Novel associations were predicted and ranked to determine the importance of human proteins associated with malaria. With the best-ranking score, 411 human proteins were identified as promising proteins. Their regulations and functions were statistically analyzed, which led to the identification of proteins involved in the regulation of membrane and vesicle formation, and proteasome complexes as potential targets for the treatment of P. vivax malaria. In conclusion, by integrating related data, our analysis was efficient in identifying potential targets providing an insight into human-parasite protein associations. Furthermore, generalizing this model could allow researchers to gain further insights into other diseases and enhance the field of biomedical science.
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Affiliation(s)
- Apichat Suratanee
- Department of Mathematics, Faculty of
Applied Science, King Mongkut’s University of Technology North Bangkok, Bangkok,
Thailand
| | - Teerapong Buaboocha
- Department of Biochemistry, Faculty of
Science, Chulalongkorn University, Bangkok, Thailand
- Omics Sciences and Bioinformatics
Center, Faculty of Science, Chulalongkorn University, Bangkok, Thailand
| | - Kitiporn Plaimas
- Omics Sciences and Bioinformatics
Center, Faculty of Science, Chulalongkorn University, Bangkok, Thailand
- Advanced Virtual and Intelligent
Computing (AVIC) Center, Department of Mathematics and Computer Science, Faculty of
Science, Chulalongkorn University, Bangkok, Thailand
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7
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Dijkman PM, Marzluf T, Zhang Y, Chang SYS, Helm D, Lanzer M, Bujard H, Kudryashev M. Structure of the merozoite surface protein 1 from Plasmodium falciparum. SCIENCE ADVANCES 2021; 7:eabg0465. [PMID: 34078606 PMCID: PMC11210306 DOI: 10.1126/sciadv.abg0465] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 04/14/2021] [Indexed: 06/12/2023]
Abstract
The merozoite surface protein 1 (MSP-1) is the most abundant protein on the surface of the erythrocyte-invading Plasmodium merozoite, the causative agent of malaria. MSP-1 is essential for merozoite formation, entry into and escape from erythrocytes, and is a promising vaccine candidate. Here, we present monomeric and dimeric structures of full-length MSP-1. MSP-1 adopts an unusual fold with a large central cavity. Its fold includes several coiled-coils and shows structural homology to proteins associated with membrane and cytoskeleton interactions. MSP-1 formed dimers through these domains in a concentration-dependent manner. Dimerization is affected by the presence of the erythrocyte cytoskeleton protein spectrin, which may compete for the dimerization interface. Our work provides structural insights into the possible mode of interaction of MSP-1 with erythrocytes and establishes a framework for future investigations into the role of MSP-1 in Plasmodium infection and immunity.
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Affiliation(s)
- Patricia M Dijkman
- Max-Planck-Institute of Biophysics, Frankfurt am Main, Germany.
- Buchmann Institute for Molecular Life Sciences (BMLS), Goethe University of Frankfurt, Frankfurt am Main, Germany
| | - Tanja Marzluf
- Centre for Infectious Diseases, Parasitology Unit, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany
- MS-based Protein Analysis Unit, Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Yingyi Zhang
- Max-Planck-Institute of Biophysics, Frankfurt am Main, Germany
- Buchmann Institute for Molecular Life Sciences (BMLS), Goethe University of Frankfurt, Frankfurt am Main, Germany
| | - Shih-Ying Scott Chang
- Max-Planck-Institute of Biophysics, Frankfurt am Main, Germany
- Buchmann Institute for Molecular Life Sciences (BMLS), Goethe University of Frankfurt, Frankfurt am Main, Germany
| | - Dominic Helm
- MS-based Protein Analysis Unit, Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michael Lanzer
- Centre for Infectious Diseases, Parasitology Unit, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany
| | - Hermann Bujard
- Sumaya Biotech GmbH & Co. KG, Heidelberg, Germany
- Centre for Molecular Biology Heidelberg, Heidelberg University, Heidelberg, Germany
| | - Mikhail Kudryashev
- Max-Planck-Institute of Biophysics, Frankfurt am Main, Germany.
- Buchmann Institute for Molecular Life Sciences (BMLS), Goethe University of Frankfurt, Frankfurt am Main, Germany
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8
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Milán-Noris EM, Monreal-Escalante E, Rosales-Mendoza S, Soria-Guerra RE, Radwan O, Juvik JA, Korban SS. An AMA1/MSP1 19 Adjuvanted Malaria Transplastomic Plant-Based Vaccine Induces Immune Responses in Test Animals. Mol Biotechnol 2020; 62:534-545. [PMID: 32870446 DOI: 10.1007/s12033-020-00271-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/26/2020] [Indexed: 01/12/2023]
Abstract
Malaria is a tropical human disease, caused by protozoan parasites, wherein a significant number of the world's population is at risk. Annually, more than 219 million new cases are reported. Although there are prevention treatments, there are no highly and widely effective licensed anti-malarial vaccines available for use. Opportunities for utilization of plant-based vaccines as novel platforms for developing safe, reliable, and affordable treatments offer promise for developing such a vaccine against malaria. In this study, a Malchloroplast candidate vaccine was designed, composed of segments of AMA1 and MSP1 proteins, two epitopes of Plasmodium falciparum, along with a GK1 peptide from Taenia solium as adjuvant, and this was expressed in tobacco chloroplasts. Transplastomic tobacco lines were generated using biolistic transformation, and these were confirmed to carry the synthetic gene construct. Expression of the synthetic GK1 peptide was confirmed using RT-PCR and Western blots. Furthermore, the GK1 peptide was detected by HPLC at levels of up to 6 µg g-1 dry weight of tobacco leaf tissue. The plant-derived Malchloroplast candidate vaccine was subsequently tested in BALB/c female mice following subcutaneous administration, and was found to elicit specific humoral responses. Furthermore, components of this candidate vaccine were recognized by antibodies in Plasmodium falciparum malaria patients and were immunogenic in test mice. Thus, this study provided a 'proof of concept' for a promising plant-based candidate subunit vaccine against malaria.
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Affiliation(s)
- Evelia M Milán-Noris
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Facultad de Ciencias Químico Biológicas, Universidad Autónoma de Sinaloa, Culiacán, Sinaloa, Mexico
| | - Elizabeth Monreal-Escalante
- Laboratorio de Biofarmacéuticos Recombinantes, Facultad de Ciencias Químicas, Universidad Autónoma de San Luis Potosí, Av. Dr. Manuel Nava 6, 78210, San Luis Potosi, SLP, Mexico
| | - Sergio Rosales-Mendoza
- Laboratorio de Biofarmacéuticos Recombinantes, Facultad de Ciencias Químicas, Universidad Autónoma de San Luis Potosí, Av. Dr. Manuel Nava 6, 78210, San Luis Potosi, SLP, Mexico.
| | - Ruth E Soria-Guerra
- Laboratorio de Ingeniería de Biorreactores, Facultad de Ciencias Químicas, Universidad Autónoma de San Luis Potosí, Av. Dr. Manuel Nava 6, 78210, San Luis Potosi, SLP, Mexico
| | - Osman Radwan
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Environmental Microbiology Group, University of Dayton, Dayton, OH, 45469, USA
| | - John A Juvik
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Schuyler S Korban
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
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Heterogeneous Network Model to Identify Potential Associations Between Plasmodium vivax and Human Proteins. Int J Mol Sci 2020; 21:ijms21041310. [PMID: 32075230 PMCID: PMC7072978 DOI: 10.3390/ijms21041310] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Revised: 01/29/2020] [Accepted: 02/12/2020] [Indexed: 02/06/2023] Open
Abstract
Integration of multiple sources and data levels provides a great insight into the complex associations between human and malaria systems. In this study, a meta-analysis framework was developed based on a heterogeneous network model for integrating human-malaria protein similarities, a human protein interaction network, and a Plasmodium vivax protein interaction network. An iterative network propagation was performed on the heterogeneous network until we obtained stabilized weights. The association scores were calculated for qualifying a novel potential human-malaria protein association. This method provided a better performance compared to random experiments. After that, the stabilized network was clustered into association modules. The potential association candidates were then thoroughly analyzed by statistical enrichment analysis with protein complexes and known drug targets. The most promising target proteins were the succinate dehydrogenase protein complex in the human citrate (TCA) cycle pathway and the nicotinic acetylcholine receptor in the human central nervous system. Promising associations and potential drug targets were also provided for further studies and designs in therapeutic approaches for malaria at a systematic level. In conclusion, this method is efficient to identify new human-malaria protein associations and can be generalized to infer other types of association studies to further advance biomedical science.
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