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Record W4408071830 · doi:10.1021/acsnano.4c16865

50-Fold Adjuvant and 20-Fold Antigen Vaccine Dose Sparing from Nanoliposome Display of a Stabilized Malarial Protein Antigen

2025· article· en· W4408071830 on OpenAlexaff
Yiting Song, Wei‐Chiao Huang, Danton Ivanochko, Carole A. Long, Qinzhe Li, Luwen Zhou, Jean‐Philippe Julien, Kazutoyo Miura, Jonathan F. Lovell

Bibliographic record

VenueACS Nano · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicBacteriophages and microbial interactions
Canadian institutionsSickKids FoundationHospital for Sick Children
FundersNational Institute of Allergy and Infectious Diseases
KeywordsFold (higher-order function)AntigenAdjuvantVirologyImmunologyMedicineComputer science

Abstract

fetched live from OpenAlex

Displaying soluble vaccine protein antigens onto the surface of adjuvanted nanoliposomes can enhance the magnitude of elicited antibody responses. In this study, we examine this approach with respect to dose sparing, for not only the antigen component but also the adjuvant dose in the vaccine. Using a structurally stabilized Pfs48/45 derived malarial protein as a model antigen, we confirmed the protein rapidly displayed on the surface of immunogenic liposomes containing cobalt porphyrin phospholipid (CoPoP; for antigen display via His-tag interaction) along with the immunostimulatory adjuvants monophosphoryl lipid A (MPLA) and QS-21. Mice were immunized with a fixed protein antigen dose with varying adjuvant doses to estimate the extent of adjuvant sparing. In mice vaccinated at a fixed protein antigen dose, liposome-bound Pfs48/45 achieved superior antibody IgG titers compared to the soluble (nonbound) form at all assessed adjuvant doses, reflecting MPLA and QS-21 adjuvant dose sparing of at least 50-fold. The primary driver of adjuvant sparing in these conditions was presentation of the antigen in a nanoparticle format, and potent responses were achieved even without co-delivery of antigen and adjuvant within the same particle, provided that adjuvant and liposome-displayed antigen were co-administered to the same injection site. By keeping the adjuvant dose fixed and varying the antigen dose in a comparable experimental design, ∼20-fold antigen dose sparing was observed with liposome display. This case study illustrates the potential of antigen-display nanotechnologies, such as CoPoP nanoliposomes, to achieve substantial adjuvant and antigen dose sparing, which could theoretically facilitate the deployment of future vaccines.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.490
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.006
GPT teacher head0.226
Teacher spread0.220 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2025
Admission routes1
Has abstractyes

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