Evidence map›Paper›PMID 39841142›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Retrospective SARS-CoV-2 human antibody development trajectories are largely sparse and permissive.

Monica B Kirby, Brian M Petersen, Jonathan G Faris, Siobhan P Kells, Kayla G Sprenger, Timothy A Whitehead

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Separating selection from mutation in antibody language models.bioRxiv : the preprint server for biology · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Monica B KirbyDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.ORCID 0000-0002-4543-2144
Brian M PetersenDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.
Jonathan G FarisDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.ORCID 0000-0003-2343-6520
Siobhan P KellsDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.ORCID 0009-0002-0644-7287
Kayla G SprengerDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.ORCID 0000-0002-7505-7920
Timothy A WhiteheadDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, CO 80305.ORCID 0000-0003-3177-1361

Funding

The influence of evolutionary landscapes on protective antibody developmentR01AI141452 · NIAID · UNIVERSITY OF COLORADO · PI WHITEHEAD, TIMOTHY ANDREW · 2019 to 2023
$2.8M
Interdisciplinary Predoctoral Training in Molecular BiophysicsT32GM145437 · NIGMS · UNIVERSITY OF COLORADO · PI JOSEPH J FALKE · 2022 to 2026
$2.5M
HHS | National Institutes of Health (NIH) 5R01AI141452-05HHS | National Institutes of Health (NIH) GM145437National Science Foundation (NSF) 2201538NIAID NIH HHS R01 AI141452NIGMS NIH HHS T32 GM145437U.S. Department of Education (ED) P200A180034
6 · The paper itself

Abstract

Immunological interventions, like vaccinations, are enabled by the predictive control of humoral responses to novel antigens. While the development trajectories for many broadly neutralizing antibodies (bnAbs) have been measured, it is less established how human subtype-specific antibodies develop from their precursors. In this work, we evaluated the retrospective development trajectories for eight anti-SARS-CoV-2 Spike human antibodies (Abs). To mimic the immunological process of BCR selection during affinity maturation in germinal centers (GCs), we performed deep mutational scanning on anti-S1 molecular Fabs using yeast display coupled to fluorescence-activated cell sorting. Focusing only on changes in affinity upon mutation, we found that human Ab development pathways have few mutations which impart changes in monovalent binding dissociation constants and that these mutations can occur in nearly any order. Maturation pathways of two bnAbs showed that while they are only slightly less permissible than subtype-specific Abs, more development steps on average are needed to reach the same level of affinity. Many of the subtype-specific Abs had inherent affinity for antigen, and these results were robust against different potential inferred precursor sequences. To evaluate the effect of differential affinity for precursors on GC outcomes, we adapted a coarse-grained affinity maturation model. This model showed that antibody precursors with minimal affinity advantages rapidly outcompete competitors to become the dominant clonotype.

Indexed as

Antibodies, NeutralizingAntibodies, ViralCOVID-19SARS-CoV-2Spike Glycoprotein, CoronavirusAntibody AffinityGerminal CenterHumansMutationRetrospective StudiesAntibodies, NeutralizingAntibodies, ViralSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2antibodiesantibody developmentdeep mutational scanning

Identifiers

PMID39841142
PMCPMC11789010

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.