Evidence map›Paper›PMID 42649160›Full record

ArticleNature communications2026

A unified network systems approach uncovers a core program underlying T follicular helper cell differentiation.

Alisa A Omelchenko, Syed A Rahman, Alyson Wang, Tracy Tabib, Vinayak V Viswanadham, Grace J Yuen, Perla M Del Rio Estrada, Valentino D'Onofrio, Yijia Chen, Na Sun and 16 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

26 authors.

Alisa A OmelchenkoCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.ORCID 0000-0002-1299-4693
Syed A RahmanCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Alyson WangCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Tracy TabibCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Vinayak V ViswanadhamRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.
Grace J YuenRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.
Perla M Del Rio EstradaPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.ORCID 0000-0003-3366-3268
Valentino D'OnofrioPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.ORCID 0000-0003-3828-0442
Yijia ChenIntegrative Systems Biology PhD Program, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Na SunRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.ORCID 0009-0008-5785-5495
Hamid MattooRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.
Swapnil KeshariCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.ORCID 0000-0001-6451-9432
Chinmay V GadirajuRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.
Gonzalo SalgadoCentro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias "Ismael Cosío Villegas", Mexico City, Mexico.ORCID 0000-0002-5735-8607
Maribel Soto-NavaCentro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias "Ismael Cosío Villegas", Mexico City, Mexico.
Lady Ruiz-CarbajalCentro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias "Ismael Cosío Villegas", Mexico City, Mexico.
Dafne Díaz-RiveraCentro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias "Ismael Cosío Villegas", Mexico City, Mexico.ORCID 0000-0001-6335-455X
Santiago Ávila-RíosCentro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias "Ismael Cosío Villegas", Mexico City, Mexico.
Sudhir P KasturiDepartment of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Susan P RibeiroPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.ORCID 0000-0002-3127-3138
Mark J ShlomchikDepartment of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.ORCID 0000-0002-2152-0959
Amanda C PoholekDepartment of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.ORCID 0000-0002-5587-8940
Shiv PillaiRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0002-9905-875X
Rebecca A ElsnerDepartment of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. relsner@pitt.edu.ORCID 0000-0001-5364-8060
Vinay S MahajanCenter for Engineered Therapeutics, Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA. VMahajan@bwh.harvard.edu.ORCID 0000-0003-0814-2989
Jishnu DasCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. jishnu@pitt.edu.ORCID 0000-0002-5747-064X

Funding

Using three-dimensional protein networks to uncover immuno-modulatory molecular phenotypes in infectious diseaseDP2AI164325 · NIAID · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DAS, JISHNU · 2021 to 2025
$2.4M
NIAID NIH HHS DP2 AI164325U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases (NIAID) DP2AI164325
6 · The paper itself

Abstract

Characterizing multi-scale processes underlying immune-state progression is critical for defining their function. This becomes pertinent for functionally diverse and plastic immune cells, such as T follicular helper (Tfh) cells. Here, we adopt a multi-scale network-systems approach that incorporates both regulatory and protein-protein interactions. This approach integrates diverse data types, captures regulation across levels of immune system organization, and recapitulates known Tfh differentiation drivers. Further, we present CoreNet, a core Tfh gene set that is conserved between humans and mice, across tissue types and disease contexts, and is consistent across data modalities. Using CoreNet, we implicate NR3C1 and interleukin (IL)-12 in the regulation of Tfh differentiation. Notably, IL-12 is permissive for differentiation of Tfh precursors but blocks differentiation into germinal center Tfh cells. Overall, this work elucidates networks with unexplored roles governing Tfh differentiation across species and tissues, while providing a generalizable framework. CoreNet is accessible through an interactive web server: https://pitt-csi.shinyapps.io/tfhcorenet/ .

Indexed as

Cell DifferentiationT Follicular Helper CellsT-Lymphocytes, Helper-InducerAnimalsGene Regulatory NetworksGerminal CenterHumansInterleukin-12MiceInterleukin-12

Identifiers

PMID42649160
PMCPMC13519000

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.