ArticleFrontiers in big data2021
Comprehensive Data Integration Approach to Assess Immune Responses and Correlates of RTS,S/AS01-Mediated Protection From Malaria Infection in Controlled Human Malaria Infection Trials.
Article in Frontiers in big data, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
13 citing papers in PubMed.
- Identification of RTS,S/AS01 vaccine-induced humoral biomarkers predictive of protection against controlled human malaria infection.JCI insight · 2024Trial
- The Anti-Circumsporozoite Antibody Response of Children to Seasonal Vaccination With the RTS,S/AS01E Malaria Vaccine.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2022Trial
- Immune Correlates and Vaccine Immunobridging: Statistical Innovations, Challenges, and Opportunities.The Journal of infectious diseases · 2025Review
- The anti-circumsporozoite antibody response to repeated, seasonal booster doses of the malaria vaccine RTS,S/AS01NPJ vaccines · 2025Article
- GeM-LR: Discovering predictive biomarkers for small datasets in vaccine studies.PLoS computational biology · 2024Article
- Previous Malaria Exposures and Immune Dysregulation: Developing Strategies To Improve Malaria Vaccine Efficacy in Young Children.The American journal of tropical medicine and hygiene · 2024Article
- An approach for integrating multimodal omics data into sparse and interpretable models.Cell reports methods · 2024Article
- Establishing RTS,S/AS01 as a benchmark for comparison to next-generation malaria vaccines in a mouse model.NPJ vaccines · 2024Article
- Novel antibody competition binding assay identifies distinct serological profiles associated with protection.Frontiers in immunology · 2023Article
- Lipid Nanoparticle Delivery Systems to Enable mRNA-Based Therapeutics.Pharmaceutics · 2022Review
- How to induce protective humoral immunity against Plasmodium falciparum circumsporozoite protein.The Journal of experimental medicine · 2022Review
- Article
- Subclass and avidity of circumsporozoite protein specific antibodies associate with protection status against malaria infection.NPJ vaccines · 2021Article
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Authors and funding
25 authors.
Funding
Abstract
RTS,S/AS01 (GSK) is the world's first malaria vaccine. However, despite initial efficacy of almost 70% over the first 6 months of follow-up, efficacy waned over time. A deeper understanding of the immune features that contribute to RTS,S/AS01-mediated protection could be beneficial for further vaccine development. In two recent controlled human malaria infection (CHMI) trials of the RTS,S/AS01 vaccine in malaria-naïve adults, MAL068 and MAL071, vaccine efficacy against patent parasitemia ranged from 44% to 87% across studies and arms (each study included a standard RTS,S/AS01 arm with three vaccine doses delivered in four-week-intervals, as well as an alternative arm with a modified version of this regimen). In each trial, RTS,S/AS01 immunogenicity was interrogated using a broad range of immunological assays, assessing cellular and humoral immune parameters as well as gene expression. Here, we used a predictive modeling framework to identify immune biomarkers measured at day-of-challenge that could predict sterile protection against malaria infection. Using cross-validation on MAL068 data (either the standard RTS,S/AS01 arm alone, or across both the standard RTS,S/AS01 arm and the alternative arm), top-performing univariate models identified variables related to Fc effector functions and titer of antibodies that bind to the central repeat region (NANP6) of CSP as the most predictive variables; all NANP6-related variables consistently associated with protection. In cross-study prediction analyses of MAL071 outcomes (the standard RTS,S/AS01 arm), top-performing univariate models again identified variables related to Fc effector functions of NANP6-targeting antibodies as highly predictive. We found little benefit-with this dataset-in terms of improved prediction accuracy in bivariate models vs. univariate models. These findings await validation in children living in malaria-endemic regions, and in vaccinees administered a fourth RTS,S/AS01 dose. Our findings support a "quality as well as quantity" hypothesis for RTS,S/AS01-elicited antibodies against NANP6, implying that malaria vaccine clinical trials should assess both titer and Fc effector functions of anti-NANP6 antibodies.
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