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Record W4388373567 · doi:10.1101/2023.11.03.565335

Target-agnostic identification of human antibodies to <i>Plasmodium falciparum</i> sexual forms reveals cross stage recognition of glutamate-rich repeats

2023· preprint· en· W4388373567 on OpenAlexafffund
Axelle Amen, Randy Yoo, Amanda Fabra-García, Judith M. Bolscher, William J. Stone, Isabelle Bally, Sebastián Dergan‐Dylon, Iga Kucharska, Roos M. de Jong, Marloes de Bruijni, Teun Bousema, C. Richter King, Randall S. MacGill, Robert W. Sauerwein, Jean‐Philippe Julien, Pascal Poignard, Matthijs M. Jore

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2023
Typepreprint
Languageen
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
FundersBiological and Environmental ResearchNational Institute of Allergy and Infectious DiseasesNational Institute of General Medical SciencesNational Cancer InstituteCanadian Institutes of Health ResearchNational Institutes of HealthFrench Infrastructure for Integrated Structural BiologyWellcome TrustNederlandse Organisatie voor Wetenschappelijk OnderzoekAgence Nationale de la RechercheNatural Sciences and Engineering Research Council of CanadaCanadian Light SourceHospital for Sick ChildrenCentre National de la Recherche ScientifiqueUniversity of California, San FranciscoCanadian Institute for Advanced ResearchOffice of ScienceBill and Melinda Gates FoundationBrookhaven National LaboratoryArgonne National LaboratoryU.S. Department of Energy
KeywordsBiologyPlasmodium falciparumMonoclonal antibodyEpitopeGametocyteAntibodyAntigenPopulationGeneticsVirologyComputational biologyCell biologyMalariaImmunology

Abstract

fetched live from OpenAlex

Abstract Circulating sexual stages of Plasmodium falciparum (Pf) can be transmitted from humans to mosquitoes, thereby furthering the spread of malaria in the population. It is well established that antibodies (Abs) can efficiently block parasite transmission. In search for naturally acquired Ab targets on sexual stages, we established an efficient method for target-agnostic single B cell activation followed by high-throughput selection of human monoclonal antibodies (mAbs) reactive to sexual stages of Pf in the form of gamete and gametocyte extract. We isolated mAbs reactive against a range of Pf proteins including well-established targets Pfs48/45 and Pfs230. One mAb, B1E11K, was cross-reactive to various proteins containing glutamate-rich repetitive elements expressed at different stages of the parasite life cycle. A crystal structure of two B1E11K Fab domains in complex with its main antigen, RESA, expressed on asexual blood stages, showed binding of B1E11K to a repeating epitope motif in a head-to-head conformation engaging in affinity-matured homotypic interactions. Thus, this mode of recognition of Pf proteins, previously described only for PfCSP, extends to other repeats expressed across various stages. The findings augment our understanding of immune-pathogen interactions to repeating elements of the Plasmodium parasite proteome and underscore the potential of the novel mAb identification method used to provide new insights into the natural humoral immune response against Pf . Impact Statement A naturally acquired human monoclonal antibody recognizes proteins expressed at different stages of the Plasmodium falciparum lifecycle through affinity-matured homotypic interactions with glutamate-rich repeats

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

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)0.0020.001

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 head0.037
GPT teacher head0.305
Teacher spread0.268 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2023
Admission routes2
Has abstractyes

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