Evidence map›Paper›PMID 34824268›Full record

ArticleNature communications2021

Single-cell analysis identifies dynamic gene expression networks that govern B cell development and transformation.

Robin D Lee, Sarah A Munro, Todd P Knutson, Rebecca S LaRue, Lynn M Heltemes-Harris, Michael A Farrar

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 81 papers.

0numbers the graph read from it
0cells of the map it votes in
81citing papers in PubMed
5.6field-weighted citation impact, top 3% of its field
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

81 citing papers in PubMed, 112 citations in OpenAlex.

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  13. Human Blood IgAEuropean journal of immunology · 2026
    Article
  14. Article
  15. Article
  16. Suppression of pre-B cell colony formation by catecholamine oxidation.Journal of immunology (Baltimore, Md. : 1950) · 2026
    Article
  17. Article
  18. Article
  19. Article
  20. Article

21 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

6 authors at 2 institutions in 1 country.

Robin D LeeDepartment of Laboratory Medicine and Pathology, Center for Immunology, Masonic Cancer Center, University of Minnesota, Minneapolis, United States.ORCID http://orcid.org/0000-0003-2998-8131
Sarah A MunroMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, United States.
Todd P KnutsonMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, United States.ORCID http://orcid.org/0000-0001-8431-9964
Rebecca S LaRueMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, United States.
Lynn M Heltemes-HarrisDepartment of Laboratory Medicine and Pathology, Center for Immunology, Masonic Cancer Center, University of Minnesota, Minneapolis, United States.
Michael A FarrarDepartment of Laboratory Medicine and Pathology, Center for Immunology, Masonic Cancer Center, University of Minnesota, Minneapolis, United States. farra005@umn.edu.ORCID http://orcid.org/0000-0002-5569-0366
University of Minnesota · USUniversity of Minnesota Medical Center · US

Funding

Type I interferons in tolerance in the steady stateP01AI035296 · NIAID · UNIVERSITY OF MINNESOTA TWIN CITIES · PI HOGQUIST, KRISTIN A. · 1993 to 2023
$31.1M
MEDICAL SCIENTIST TRAINING PROGRAMT32GM008244 · NIGMS · UNIVERSITY OF MINNESOTA TWIN CITIES · PI SHIMIZU, YOJI · 1988 to 2024
$13.6M
Regulatory T Cells in Alzheimer's DiseaseR01AI124512 · NIAID · UNIVERSITY OF MINNESOTA · PI FARRAR, MICHAEL ARCHIBALD · 2016 to 2025
$4.5M
Co-repressors in STAT5-dependent CD4+ T Cell Development and FunctionR01AI147540 · NIAID · UNIVERSITY OF MINNESOTA · PI FARRAR, MICHAEL ARCHIBALD · 2019 to 2023
$2.4M
Pre-BCR and STAT5 Signaling in Acute Lymphoblastic LeukemiaR01CA232317 · NCI · UNIVERSITY OF MINNESOTA · PI FARRAR, MICHAEL ARCHIBALD · 2019 to 2023
$1.9M
STAT5 in B cell Acute Lymphoblastic LeukemiaF30CA232399 · NCI · UNIVERSITY OF MINNESOTA · PI LEE, ROBIN D. · 2018 to 2022
$237k
NCI NIH HHS F30 CA232399NCI NIH HHS R01 CA232317NIAID NIH HHS P01 AI035296NIAID NIH HHS R01 AI124512NIAID NIH HHS R01 AI147540NIGMS NIH HHS T32 GM008244U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R01CA232317U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases (NIAID) R01AI124512U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases (NIAID) R01AI147540
6 · The paper itself

Abstract

Integration of external signals and B-lymphoid transcription factor activities organise B cell lineage commitment through alternating cycles of proliferation and differentiation, producing a diverse repertoire of mature B cells. We use single-cell transcriptomics/proteomics to identify differentially expressed gene networks across B cell development and correlate these networks with subtypes of B cell leukemia. Here we show unique transcriptional signatures that refine the pre-B cell expansion stages into pre-BCR-dependent and pre-BCR-independent proliferative phases. These changes correlate with reciprocal changes in expression of the transcription factor EBF1 and the RNA binding protein YBX3, that are defining features of the pre-BCR-dependent stage. Using pseudotime analysis, we further characterize the expression kinetics of different biological modalities across B cell development, including transcription factors, cytokines, chemokines, and their associated receptors. Our findings demonstrate the underlying heterogeneity of developing B cells and characterise developmental nodes linked to B cell transformation.

Indexed as

Gene Regulatory NetworksB-LymphocytesCCAAT-Enhancer-Binding ProteinsCell ProliferationGene Expression ProfilingGene Expression RegulationHeat-Shock ProteinsHumansLeukopoiesisPrecursor Cell Lymphoblastic Leukemia-LymphomaPrecursor Cells, B-LymphoidPrognosisProteomicsSingle-Cell AnalysisTrans-ActivatorsCCAAT-Enhancer-Binding ProteinsEBF1 protein, humanHeat-Shock ProteinsTrans-ActivatorsYBX3 protein, human

Identifiers

PMID34824268
PMCPMC8617197
OpenAlexW3215794583

What OpenQuestion holds

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Registered trials

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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.