Evidence map›Paper›PMID 41590660›Full record

ArticleMetabolites2026

CAR Intrinsic Design Pre-Shapes Transcriptional and Metabolic Networks in CAR T Cells.

Didem Agac Cobanoglu, Samantha Franklin, Yue Hu, Devon J Boland, Xiaotong Song

Abstract read
In one paragraph

Article in Metabolites, 2026. 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. 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

5 authors.

Didem Agac CobanogluDepartment of Translational Medical Sciences, School of Medicine, Texas A&M University, Houston, TX 77030, USA.ORCID 0000-0002-3493-7024
Samantha FranklinTexas A&M Institute of Genome Sciences & Society (TIGSS), Texas A&M University, College Station, TX 77845, USA.ORCID 0000-0003-2503-6838
Yue HuDepartment of Translational Medical Sciences, School of Medicine, Texas A&M University, Houston, TX 77030, USA.ORCID 0009-0005-2192-846X
Devon J BolandTexas A&M Institute of Genome Sciences & Society (TIGSS), Texas A&M University, College Station, TX 77845, USA.ORCID 0000-0001-8903-9718
Xiaotong SongDepartment of Translational Medical Sciences, School of Medicine, Texas A&M University, Houston, TX 77030, USA.ORCID 0000-0002-2907-2898

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND/

objectivesChimeric antigen receptor (CAR) T cells are a powerful cancer therapy, but their function depends heavily on internal signaling domains and metabolic adaptability. Most studies evaluate CAR behavior upon antigen exposure, yet intrinsic signaling properties may pre-program CAR T cell states even in the absence of stimulation. This study investigates how CAR design and metabolic support shape baseline transcriptional programs, focusing on tonic signaling and NF-κB-related pathways.

methodsWe engineered CAR T cells targeting HER2 or GPC3 antigens, incorporating either 4-1BB or CD28 co-stimulatory domains, respectively. A subset of cells was further modified with adenosine deaminase 1 (ADA1) and CD26 to degrade extracellular adenosine and supply inosine, a metabolic strategy termed metabolic refueling (MR). Bulk RNA-seq was performed on resting T cells without antigen stimulation. We analyzed differential gene expression, gene set enrichment (GO, KEGG, Hallmarks), and transcription factor activity (DoRothEA) to assess the impact of CAR design and MR on T cell programming.

resultsAll CAR T cells exhibited activation of NF-κB-centered inflammatory programs at baseline, indicating tonic signaling. GPC3 CAR T cells showed stronger baseline activation than HER2 CAR T cells. Metabolic refueling amplified these programs without altering their directionality, enhancing inflammatory, survival, and effector modules. Transcription factor activity scores mirrored these trends, highlighting RELA, FOS, and STATs as key regulatory nodes.

conclusionsCAR-intrinsic features, notably co-stimulatory domain choice, define the tonic NF-κB activation tone in resting CAR T cells. Metabolic refueling boosts these baseline states without overstimulation, suggesting it may be especially valuable for weaker CAR constructs. These findings provide a framework for tuning CAR T cell function through combinatorial design strategies targeting signaling and metabolism.

Indexed as

chimeric antigen receptorsNF-kBRNA-seqtranscription

Identifiers

PMID41590660
PMCPMC12844403

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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.