Evidence map›Paper›PMID 40445763›Full record

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

Proofreading and single-molecule sensitivity in T cell receptor signaling by condensate nucleation.

William L White, Hailemikael K Yirdaw, Ariel J Ben-Sasson, Jay T Groves, David Baker, Hao Yuan Kueh

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 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Parallel reactions on a single T cell receptor offer a robust kinetic proofreading mechanism.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  5. Review
  6. Differential roles of kinetic on- and off-rates in T-cell receptor signal integration revealed with a modified Fab'-DNA ligand.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  7. 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.

William L WhiteDepartment of Bioengineering, University of Washington, Seattle, WA 98195.ORCID 0009-0004-0041-2125
Hailemikael K YirdawDepartment of Bioengineering, University of Washington, Seattle, WA 98195.
Ariel J Ben-SassonInstitute for Protein Design, University of Washington, Seattle, WA 98195.ORCID 0000-0003-3395-6327
Jay T GrovesDepartment of Chemistry, University of California Berkeley, Berkeley, CA 94720.ORCID 0000-0002-3037-5220
David BakerInstitute for Protein Design, University of Washington, Seattle, WA 98195.ORCID 0000-0001-7896-6217
Hao Yuan KuehDepartment of Bioengineering, University of Washington, Seattle, WA 98195.ORCID 0000-0001-6272-6673

Funding

Understand the metabolic fitness of naïve T cellsP01AI091580 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI JEROEN ROOSE · 2011 to 2026
$31.1M
Engineering synthetic feedback control in T cell signaling for anti-tumor immunityR01CA282512 · NCI · YALE UNIVERSITY · PI Hao Yuan Kueh · 2024 to 2026
$1.9M
Input encoding in T-cell receptor signalingR21EB027327 · NIBIB · UNIVERSITY OF WASHINGTON · PI KUEH, HAO YUAN · 2019 to 2021
$622k
Gates Foundation INV-010680NCI NIH HHS R01 CA282512NIAID NIH HHS P01 AI091580NIBIB NIH HHS R21 EB027327NIH HHS P01AI091580NIH HHS R01CA282512NIH HHS R21EB027327
6 · The paper itself

Abstract

T cells display the remarkable ability to detect single foreign peptides displayed on target cells, while ignoring highly abundant self-peptides. This selectivity has been explained by kinetic proofreading in the T cell receptor (TCR) signaling pathway, which prevents responses to short-lived binding events regardless of their abundance. However, the biochemical mechanisms that drive kinetic proofreading have remained unclear. Here, using computational modeling, we show that these key signaling properties of the TCR pathway can emerge from the dynamics of linker for activation of T cells (LAT) phosphorylation, diffusion, and condensation following TCR-peptide major histocompatibility complex (pMHC) binding. In this model, time delays in LAT condensate nucleation underlie kinetic proofreading, enabling selective signaling responses to high-affinity pMHC ligands. The cooperativity in the nucleation and growth of LAT condensates also provides a mechanism to amplify weak signals from single high-affinity peptides and for condensates to grow with increasing antigen numbers. In contrast to other models, condensate-nucleation proofreading predicts a dependence of signal strength on pMHC spacing at fixed number, a prediction we validated experimentally using a protein scaffold to present pMHCs at defined intervals. Our results suggest that nucleation-condensation proofreading underlies the remarkable antigen detection capabilities of the TCR signaling pathway.

Indexed as

Receptors, Antigen, T-CellSignal TransductionT-LymphocytesAdaptor Proteins, Signal TransducingComputer SimulationHumansKineticsLymphocyte ActivationMajor Histocompatibility ComplexMembrane ProteinsPeptidesPhosphorylationAdaptor Proteins, Signal TransducingMembrane ProteinsPeptidesReceptors, Antigen, T-Cellkinetic proofreadingnucleation-condensationphase separationstochastic computational modelingT cell receptor signaling

Identifiers

PMID40445763
PMCPMC12146730

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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.