Evidence map›Paper›PMID 41583486›Full record

ArticleFrontiers in immunology2025

A fundamental relationship between TCR diversity, repertoire size and systemic clonal expansion: insights from 30,000 TCR

H Jabran Zahid, Damon May, Harlan Robins, Julia Greissl

Abstract read
In one paragraph

Article in Frontiers in immunology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. CMV-specific clonal expansion of Th1, GZMKbioRxiv : 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

4 authors.

H Jabran ZahidMicrosoft Research, Redmond, WA, United States.
Damon MayAdaptive Biotechnologies, Seattle, WA, United States.
Harlan RobinsAdaptive Biotechnologies, Seattle, WA, United States.
Julia GreisslMicrosoft Research, Redmond, WA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: T cell receptor (TCR) diversity is essential for immune defense, yet the mechanisms underlying its decline with age and its variation among individuals remain poorly understood. These patterns are typically attributed to passive processes such as thymic atrophy and cumulative immune exposures. However, this view does not account for the systematic and highly structured variation in TCR diversity observed across large populations. Methods: We analyze TCRβ repertoires from approximately 30,000 adults using high throughput sequencing. We quantify repertoire size and the contribution of the most expanded clones and evaluate their ability to predict TCRβ diversity across age, sex and Cytomegalovirus exposure using machine learning and linear modeling approaches. Results: We show that TCRβ diversity is almost entirely determined by two measurable repertoire features: repertoire size and the frequency of the 1,000 most abundant clones. Together, these features explain 96% of the variance in TCRβ diversity, capture its dependence on age and sex and define a robust relationship that persists under strong immune perturbations such as Cytomegalovirus infection. This relationship arises because the frequency of abundant clones, which represent less than one percent of TCRβ diversity, tracks a repertoire wide pattern of coordinated clonal expansion which we term intrinsic clonality. Discussion: We propose that intrinsic clonality reflects a fundamental, previously unrecognized property of the immune system which challenges the view that TCR diversity declines primarily through passive erosion. Rather, TCR diversity emerges as a system level property mediated by repertoire size and intrinsic clonality, both of which are likely subject to homeostatic regulation. These findings offer a new conceptual framework for understanding TCR diversity within immune homeostasis which may guide therapies aimed at restoring immune function.

Indexed as

Receptors, Antigen, T-Cell, alpha-betaT-LymphocytesCytomegalovirus InfectionsFemaleGenetic VariationHigh-Throughput Nucleotide SequencingHumansMaleReceptors, Antigen, T-Cell, alpha-betaimmune homeostasisimmune repertoiresintrinsic clonaltysystems immunologyT cell receptor diversity

Identifiers

PMID41583486
PMCPMC12823994

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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.