Evidence map›Paper›PMID 34426704›Full record

ArticleNature biotechnology2022

Integrating T cell receptor sequences and transcriptional profiles by clonotype neighbor graph analysis (CoNGA).

Stefan A Schattgen, Kate Guion, Jeremy Chase Crawford, Aisha Souquette, Alvaro Martinez Barrio, Michael J T Stubbington, Paul G Thomas, Philip Bradley

Abstract read
In one paragraph

Article in Nature biotechnology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 86 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
86citing papers in PubMed, 2 pooled it
–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

86 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Resolving SARS-CoV-2 CD4Cell reports. Medicine · 2022
    Pooled it
  3. Review
  4. Gliadin-specific CD4Science advances · 2026
    Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. T Cell Thoughts.Immunological reviews · 2026
    Review
  10. Article
  11. Review
  12. Article
  13. Review
  14. Article
  15. Review
  16. Aberrant immune regulation and enrichment of stem-like CD8bioRxiv : the preprint server for biology · 2026
    Article
  17. Article
  18. Article
  19. Article
  20. Article

26 more citing papers are in PubMed but not listed here.

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

8 authors.

Stefan A SchattgenDepartment of Immunology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0002-6860-5079
Kate GuionHerbold Computational Biology Program, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-3859-7573
Jeremy Chase CrawfordDepartment of Immunology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0003-4096-6048
Aisha SouquetteDepartment of Immunology, St. Jude Children's Research Hospital, Memphis, TN, USA.
Alvaro Martinez Barrio10x Genomics, Pleasanton, CA, USA.ORCID http://orcid.org/0000-0001-5064-2093
Michael J T Stubbington10x Genomics, Pleasanton, CA, USA.
Paul G ThomasDepartment of Immunology, St. Jude Children's Research Hospital, Memphis, TN, USA. paul.thomas@stjude.org.ORCID http://orcid.org/0000-0001-7955-0256
Philip BradleyHerbold Computational Biology Program, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. pbradley@fredhutch.org.ORCID http://orcid.org/0000-0002-0224-6464

Funding

DECODING THE INTERACTIONS BETWEEN T CELL RECEPTORS AND PEPTIDE-MHCR01AI136514 · NIAID · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI Paul G. Thomas · 2018 to 2026
$6.9M
High-Performance Compute Cluster for Comprehensive Cancer and Infectious Diseases ResearchS10OD028685 · OD · FRED HUTCHINSON CANCER RESEARCH CENTER · PI BRADLEY, PHILIP · 2020 to 2020
$2.0M
NIAID NIH HHS R01 AI136514NIH HHS S10 OD028685
6 · The paper itself

Abstract

Links between T cell clonotypes, as defined by T cell receptor (TCR) sequences, and phenotype, as reflected in gene expression (GEX) profiles, surface protein expression and peptide:major histocompatibility complex binding, can reveal functional relationships beyond the features shared by clonally related cells. Here we present clonotype neighbor graph analysis (CoNGA), a graph theoretic approach that identifies correlations between GEX profile and TCR sequence through statistical analysis of GEX and TCR similarity graphs. Using CoNGA, we uncovered associations between TCR sequence and GEX profiles that include a previously undescribed 'natural lymphocyte' population of human circulating CD8

Indexed as

CD8-Positive T-LymphocytesReceptors, Antigen, T-Cell, alpha-betaCell DifferentiationReceptors, Antigen, T-CellReceptors, Antigen, T-CellReceptors, Antigen, T-Cell, alpha-beta

Identifiers

PMID34426704
PMCPMC8832949

What OpenQuestion holds

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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.