Evidence map›Paper›PMID 40894583›Full record

ArticlebioRxiv : the preprint server for biology2025

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

Alisa A Omelchenko, Syed A Rahman, Vinayak V Viswanadham, Grace J Yuen, Perla M Del Rio Estrada, Valentino D'Onofrio, Yijia Chen, Na Sun, Hamid Mattoo, Chinmay G Varma and 13 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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

23 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.
Vinayak V ViswanadhamRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Grace J YuenRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Perla M Del Rio EstradaPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, GA, USA.
Valentino D'OnofrioPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, GA, USA.
Yijia ChenCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Na SunRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Hamid MattooRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Chinmay G VarmaDepartment of Pathology, Brigham and Women's Hospital, Boston, MA.
Gonzalo SalgadoCentro de Investigacion en Enfermedades Infecciosas, Mexico City, Mexico.
Maribel S NavaCentro de Investigacion en Enfermedades Infecciosas, Mexico City, Mexico.
Lady C RuizCentro de Investigacion en Enfermedades Infecciosas, Mexico City, Mexico.
Dafne D RiveraCentro de Investigacion en Enfermedades Infecciosas, Mexico City, Mexico.
Santiago A RiosCentro de Investigacion en Enfermedades Infecciosas, Mexico City, Mexico.
Sudhir P KasturiDepartment of Pathology and Laboratory Medicine, Emory University School of Medicine, GA, USA.
Susan P RibeiroPathology Advanced Translational Research Unit (PATRU), Department of Pathology and Laboratory Medicine, Emory University School of Medicine, GA, USA.
Mark J ShlomchikDepartment of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Amanda C PoholekCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Shiv S PillaiRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Rebecca A ElsnerDepartment of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Vinay S MahajanRagon Institute of MGH, MIT and Harvard, Cambridge, MA.
Jishnu DasCenter for Systems Immunology, Departments of Immunology and Computational & Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.ORCID 0000-0002-5747-064X

Funding

The importance of the IgG4 glycome in IgG4-related disease(s)U19AI110495 · NIAID · MASSACHUSETTS GENERAL HOSPITAL · PI SHIV Subramaniam PILLAI · 2014 to 2026
$7.9M
Linking genome variation to transcriptional network dynamics in human B cellsU01HG012041 · NHGRI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Jishnu Das, HARINDER SINGH · 2021 to 2026
$6.1M
Uncovering latent factors underlying weak and robust responses to influenza vaccine in healthy and obese older adultsR01AI170108 · NIAID · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI John F Alcorn, Jishnu Das · 2022 to 2026
$3.9M
Defining molecular pathways triggered by IL-10 and TGFb that drive HIV integration and persistence in Tfh cells in lymph nodesR01AI179476 · NIAID · FEINSTEIN INSTITUTE FOR MEDICAL RESEARCH · PI Susan Pereira Ribeiro · 2023 to 2026
$2.7M
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
B and Tfh cell dynamics underlying durable antibody responses to flu vaccine in childrenU01AI179514 · NIAID · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI John F Alcorn, Jishnu Das · 2024 to 2026
$2.0M
NHGRI NIH HHS U01 HG012041NIAID NIH HHS DP2 AI164325NIAID NIH HHS R01 AI170108NIAID NIH HHS R01 AI179476NIAID NIH HHS U01 AI179514NIAID NIH HHS U19 AI110495
6 · The paper itself

Abstract

T follicular helper (Tfh) cells are central to the adaptive immune response and exhibit remarkable functional diversity and plasticity. The complex nature of Tfh cell populations, inconsistent findings across experimental systems and potential differences across species have fueled ongoing debate regarding core regulatory pathways that govern Tfh differentiation. Many studies have experimentally investigated individual proteins and circuits involved in Tfh differentiation in limited contexts, each providing only a partial understanding of the process. To address this, we adopted a novel multi-scale network systems approach that incorporates both regulatory and protein-protein interactions. Our approach integrates diverse data types, captures regulation across multiple levels of immune system organization, and recapitulates known drivers. Further, we discover a core Tfh gene set that is conserved across tissue types and disease contexts, and is consistent across data modalities - bulk, single-cell and spatial. While components of this set have been individually reported, a novel aspect of our work lies in the discovery, characterization, and connectivity of this core signature using a single unbiased approach. Using this method, we also uncover a novel function of IL-12, a molecule with reported conflicting functions, in the regulation of Tfh differentiation. Notably, we find that, in both humans and mice, IL-12 is permissive for the differentiation of Tfh precursors, but blocks subsequent differentiation into GC Tfh cells. Overall, this work elucidates novel networks with unexplored roles in governing Tfh cell differentiation across species and tissues, paving the way for novel -therapeutic interventions.

Identifiers

PMID40894583
PMCPMC12393391

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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.