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Scalsky R, Dwivedi A, Stabler TC, Mbambo G, Ouattara A, Lyke KE, Takala-Harrison S, Silva JC. Whole-genome sieve analysis: Identification of protective malaria antigens by leveraging allele-specific vaccine efficacy. Vaccine 2025; 50:126783. [PMID: 39923546 DOI: 10.1016/j.vaccine.2025.126783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 01/18/2025] [Accepted: 01/21/2025] [Indexed: 02/11/2025]
Abstract
Discovery of new protective malaria antigens will enable the development of novel vaccine formulations with potentially higher efficacy. While several high-throughput experimental approaches enable the identification of novel immunogens, none so far has been designed to selectively identify protective antigens. Here, we propose that sieve analysis conducted on the whole genome (SAWG) can be used specifically for this purpose. We review available medium- to high-throughput methods for antigen identification and contextualize the need for the identification of protective antigens. We then provide the rationale for why SAWG is ideally suited for the identification of protective antigens in recombining pathogens with large genome size, describe conditions for optimal use, and discuss potential pitfalls. Most importantly, this approach can be applied to the discovery of new protective targets in any recombining organism for which there is a whole organism-based vaccine that can be safely deployed in a disease-endemic region.
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Affiliation(s)
- Ryan Scalsky
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, USA
| | - Ankit Dwivedi
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, USA; Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, USA
| | - Thomas C Stabler
- Department of Medical Parasitology and Infection Biology, Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
| | - Gillian Mbambo
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, USA
| | - Amed Ouattara
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine, Baltimore, USA
| | - Kirsten E Lyke
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine, Baltimore, USA
| | - Shannon Takala-Harrison
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine, Baltimore, USA
| | - Joana C Silva
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, USA; Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, USA; Global Health and Tropical Medicine (GHTM), Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa (NOVA), Lisbon, Portugal.
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Dwivedi A, Scalsky RJ, Harris DG, Stabler TC, Shrestha B, Joshi S, Gandhi C, Munro JB, Ifeonu OO, Ouedraogo A, Tiono AB, Coulibaly D, Ouattara A, Richie TL, Sim BKL, Plowe CV, Lyke KE, Takala-Harrison S, Hoffman SL, Thera MA, Sirima SB, Laurens MB, Silva JC. Protective targets of PfSPZ vaccines identified from whole-genome sieve analysis of isolates from malaria vaccine efficacy trials in West Africa. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.03.04.25323352. [PMID: 40093207 PMCID: PMC11908318 DOI: 10.1101/2025.03.04.25323352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Identification of antigens targeted by a protective response is a central quest in malaria vaccinology. Whole-genome sieve analysis (SAWG) in samples collected from placebo-controlled field trials of Plasmodium falciparum (Pf) sporozoite (SPZ) vaccines may enable identification of Pf pre-erythrocytic antigens. We applied SAWG to genomic data generated from Pf isolates collected during two field trials measuring the efficacy, in malaria-exposed African adults, of two PfSPZ vaccines. These randomized, double-blind, placebo-controlled trials were conducted in regions of Mali and Burkina Faso characterized by high seasonal transmission, where parasite genetic diversity is high. Genomic sites in which the vaccine allelic state was significantly underrepresented among breakthrough infections in vaccinees relative to placebo recipients were termed "target sites". Protein-coding loci containing target sites that changed amino acids were termed "target loci". The SAWG conducted on clinical trial samples from the Burkina Faso and Mali trials identified 138 and 80 single-copy protein-coding target loci in the Burkinabe and Malian data sets, respectively, with twelve common to both, a number significantly higher than expected (E = 3.9; 99%CI = [0, 9]). Among these was the thrombospondin-related anonymous protein locus, which encodes PfSSP2|TRAP, one of the most abundant and well-characterized pre-erythrocytic stage antigen as well as other genes encoding membrane-associated proteins of unknown function. These results identify SAWG as a potentially powerful tool for identifying protective vaccine antigens in recombining pathogens with large genome size and reveals potential new protective Pf antigens.
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Affiliation(s)
- Ankit Dwivedi
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
- Department of Microbiology and Immunology, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Ryan J. Scalsky
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - David G. Harris
- Department of Computer Science, University of Maryland College Park; College Park, MD 20742, USA
| | | | - Biraj Shrestha
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Sudhaunshu Joshi
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Chakshu Gandhi
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - James B. Munro
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Olukemi O. Ifeonu
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | | | - Alfred B. Tiono
- Groupe de Recherche Action en Santé; Ouagadougou, Burkina Faso
| | - Drissa Coulibaly
- Malaria Research and Training Center, University of Sciences, Techniques and Technologies, Bamako; Bamako, Mali
| | - Amed Ouattara
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | | | | | - Christopher V. Plowe
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Kirsten E. Lyke
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Shannon Takala-Harrison
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | | | - Mahamadou A. Thera
- Malaria Research and Training Center, University of Sciences, Techniques and Technologies, Bamako; Bamako, Mali
| | | | - Matthew B. Laurens
- Center for Vaccine Development and Global Health, University of Maryland School of Medicine; Baltimore, MD 21201, USA
| | - Joana C. Silva
- Institute for Genome Sciences, University of Maryland School of Medicine; Baltimore, MD 21201, USA
- Department of Microbiology and Immunology, University of Maryland School of Medicine; Baltimore, MD 21201, USA
- Global Health and Tropical Medicine (GHTM), Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa (NOVA); 1349-008 Lisboa, Portugal
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Markwalter CF, Petersen JEV, Zeno EE, Sumner KM, Freedman E, Mangeni JN, Abel L, Obala AA, Prudhomme-O’Meara W, Taylor SM. Symptomatic malaria enhances protection from reinfection with homologous Plasmodium falciparum parasites. PLoS Pathog 2023; 19:e1011442. [PMID: 37307293 PMCID: PMC10289385 DOI: 10.1371/journal.ppat.1011442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 06/23/2023] [Accepted: 05/24/2023] [Indexed: 06/14/2023] Open
Abstract
A signature remains elusive of naturally-acquired immunity against Plasmodium falciparum. We identified P. falciparum in a 14-month cohort of 239 people in Kenya, genotyped at immunogenic parasite targets expressed in the pre-erythrocytic (circumsporozoite protein, CSP) and blood (apical membrane antigen 1, AMA-1) stages, and classified into epitope type based on variants in the DV10, Th2R, and Th3R epitopes in CSP and the c1L region of AMA-1. Compared to asymptomatic index infections, symptomatic malaria was associated with reduced reinfection by parasites bearing homologous CSP-Th2R (adjusted hazard ratio [aHR]:0.63; 95% CI:0.45-0.89; p = 0.008) CSP-Th3R (aHR:0.71; 95% CI:0.52-0.97; p = 0.033), and AMA-1 c1L (aHR:0.63; 95% CI:0.43-0.94; p = 0.022) epitope types. The association of symptomatic malaria with reduced hazard of homologous reinfection was strongest for rare epitope types. Symptomatic malaria provides more durable protection against reinfection with parasites bearing homologous epitope types. The phenotype represents a legible molecular epidemiologic signature of naturally-acquired immunity by which to identify new antigen targets.
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Affiliation(s)
- Christine F. Markwalter
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
| | - Jens E. V. Petersen
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
| | - Erica E. Zeno
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Kelsey M. Sumner
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Elizabeth Freedman
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
| | - Judith N. Mangeni
- School of Public Health, College of Health Sciences, Moi University, Eldoret, Kenya
| | - Lucy Abel
- Academic Model Providing Access to Healthcare, Moi Teaching and Referral Hospital, Eldoret, Kenya
| | - Andrew A. Obala
- School of Medicine, College of Health Sciences, Moi University, Eldoret, Kenya
| | - Wendy Prudhomme-O’Meara
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
- School of Public Health, College of Health Sciences, Moi University, Eldoret, Kenya
| | - Steve M. Taylor
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Division of Infectious Diseases, School of Medicine, Duke University, Durham, North Carolina, United States of America
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
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Markwalter CF, Petersen JEV, Zeno EE, Sumner KM, Freedman E, Mangeni JN, Abel L, Obala AA, Prudhomme-O’Meara W, Taylor SM. Symptomatic malaria enhances protection from reinfection with homologous Plasmodium falciparum parasites. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.01.04.23284198. [PMID: 36711685 PMCID: PMC9882554 DOI: 10.1101/2023.01.04.23284198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
A signature remains elusive of naturally-acquired immunity against Plasmodium falciparum . We identified P. falciparum in a 14-month cohort of 239 people in Kenya, genotyped at immunogenic parasite targets expressed in the pre-erythrocytic (circumsporozoite protein, CSP) and blood (apical membrane antigen 1, AMA-1) stages, and classified into epitope type based on variants in the DV10, Th2R, and Th3R epitopes in CSP and the c1L region of AMA-1. Compared to asymptomatic index infections, symptomatic malaria was associated with a reduced reinfection by parasites bearing homologous CSP-Th2R (adjusted hazard ratio [aHR]:0.63; 95% CI:0.45-0.89; p=0.008) CSP-Th3R (aHR:0.71; 95% CI:0.52-0.97; p=0.033), and AMA-1 c1L (aHR:0.63; 95% CI:0.43-0.94; p=0.022) epitope types. The association of symptomatic malaria with reduced risk of homologous reinfection was strongest for rare epitope types. Symptomatic malaria more effectively promotes functional immune responses. The phenotype represents a legible molecular epidemiologic signature of naturally-acquired immunity by which to identify new antigen targets.
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Affiliation(s)
| | - Jens E. V. Petersen
- Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA
| | - Erica E. Zeno
- Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA,Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill NC USA
| | - Kelsey M. Sumner
- Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA,Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill NC USA
| | - Elizabeth Freedman
- Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA
| | - Judith N. Mangeni
- School of Public Health, College of Health Sciences, Moi University, Eldoret, Kenya
| | - Lucy Abel
- Academic Model Providing Access to Healthcare, Moi Teaching and Referral Hospital, Eldoret Kenya
| | - Andrew A. Obala
- School of Medicine, College of Health Sciences, Moi University, Eldoret Kenya
| | - Wendy Prudhomme-O’Meara
- Duke Global Health Institute, Duke University, Durham NC USA,Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA,School of Public Health, College of Health Sciences, Moi University, Eldoret, Kenya
| | - Steve M. Taylor
- Duke Global Health Institute, Duke University, Durham NC USA,Division of Infectious Diseases, School of Medicine, Duke University, Durham NC USA,Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill NC USA,Corresponding author: Steve M Taylor ,
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An In Silico Analysis of Malaria Pre-Erythrocytic-Stage Antigens Interpreting Worldwide Genetic Data to Suggest Vaccine Candidate Variants and Epitopes. Microorganisms 2022; 10:microorganisms10061090. [PMID: 35744609 PMCID: PMC9231253 DOI: 10.3390/microorganisms10061090] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 05/12/2022] [Accepted: 05/19/2022] [Indexed: 02/05/2023] Open
Abstract
Failure to account for genetic diversity of antigens during vaccine design may lead to vaccine escape. To evaluate the vaccine escape potential of antigens used in vaccines currently in development or clinical testing, we surveyed the genetic diversity, measured population differentiation, and performed in silico prediction and analysis of T-cell epitopes of ten such Plasmodium falciparum pre-erythrocytic-stage antigens using whole-genome sequence data from 1010 field isolates. Of these, 699 were collected in Africa (Burkina Faso, Cameroon, Guinea, Kenya, Malawi, Mali, and Tanzania), 69 in South America (Brazil, Colombia, French Guiana, and Peru), 59 in Oceania (Papua New Guinea), and 183 in Asia (Cambodia, Myanmar, and Thailand). Antigens surveyed include cell-traversal protein for ookinetes and sporozoites, circumsporozoite protein, liver-stage antigens 1 and 3, sporozoite surface proteins P36 and P52, sporozoite asparagine-rich protein-1, sporozoite microneme protein essential for cell traversal-2, and upregulated-in-infectious-sporozoite 3 and 4 proteins. The analyses showed that a limited number of these protein variants, when combined, would be representative of worldwide parasite populations. Moreover, predicted T-cell epitopes were identified that could be further explored for immunogenicity and protective efficacy. Findings can inform the rational design of a multivalent malaria vaccine.
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Ssewanyana I, Rek J, Rodriguez I, Wu L, Arinaitwe E, Nankabirwa JI, Beeson JG, Mayanja-Kizza H, Rosenthal PJ, Dorsey G, Kamya MR, Drakeley C, Greenhouse B, Tetteh KKA. Impact of a Rapid Decline in Malaria Transmission on Antimalarial IgG Subclasses and Avidity. Front Immunol 2021; 11:576663. [PMID: 33584643 PMCID: PMC7873448 DOI: 10.3389/fimmu.2020.576663] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 11/17/2020] [Indexed: 11/19/2022] Open
Abstract
Understanding how immunity to malaria is affected by declining transmission is important to aid vaccine design and understand disease resurgence. Both IgG subclasses and avidity of antigen-specific responses are important components of an effective immune response. Using a multiplex bead array assay, we measured the total IgG, IgG subclasses, and avidity profiles of responses to 18 P. falciparum blood stage antigens in samples from 160 Ugandans collected at two time points during high malaria transmission and two time points following a dramatic reduction in transmission. Results demonstrated that, for the antigens tested, (i) the rate of decay of total IgG following infection declined with age and was driven consistently by the decrease in IgG3 and occasionally the decrease in IgG1; (ii) the proportion of IgG3 relative to IgG1 in the absence of infection increased with age; (iii) the increase in avidity index (the strength of association between the antibody and antigen) following infection was largely due to a rapid loss of non-avid compared to avid total IgG; and (iv) both avid and non-avid total IgG in the absence of infection increased with age. Further studies are required to understand the functional differences between IgG1 and IgG3 in order to determine their contribution to the longevity of protective immunity to malaria. Measuring changes in antibody avidity may be a better approach of detecting affinity maturation compared to avidity index due to the differential expansion and contraction of high and low avidity total IgG.
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Affiliation(s)
- Isaac Ssewanyana
- Infectious Diseases Research Collaboration, Kampala, Uganda.,Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - John Rek
- Infectious Diseases Research Collaboration, Kampala, Uganda
| | - Isabel Rodriguez
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Lindsey Wu
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Emmanuel Arinaitwe
- Infectious Diseases Research Collaboration, Kampala, Uganda.,Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Joaniter I Nankabirwa
- Infectious Diseases Research Collaboration, Kampala, Uganda.,School of Medicine, Makerere University, Kampala, Uganda
| | - James G Beeson
- Burnet Institute, Melbourne, VIC, Australia.,Central Clinical School, Monash University, Melbourne, VIC, Australia.,Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | | | - Philip J Rosenthal
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Grant Dorsey
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Moses R Kamya
- Infectious Diseases Research Collaboration, Kampala, Uganda.,School of Medicine, Makerere University, Kampala, Uganda
| | - Chris Drakeley
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Bryan Greenhouse
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States.,Chan Zuckerberg Biohub, San Francisco, CA, United States
| | - Kevin K A Tetteh
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
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