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

**Authors:** Didem Agac Cobanoglu, Samantha Franklin, Yue Hu, Devon J. Boland, Xiaotong Song

PMC · DOI: 10.3390/metabo16010052 · 2026-01-07

## TL;DR

This study shows how CAR design and metabolic support influence the baseline activity of CAR T cells, even without cancer cell contact.

## Contribution

The study reveals that CAR design and metabolic refueling pre-program CAR T cells through tonic NF-κB activation and transcriptional changes.

## Key findings

- CAR T cells show baseline NF-κB-driven inflammatory activation regardless of antigen exposure.
- Metabolic refueling enhances inflammatory and survival programs in CAR T cells without changing their direction.
- GPC3 CAR T cells exhibit stronger baseline activation than HER2 CAR T cells.

## Abstract

Background/Objectives: Chimeric 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. Methods: We 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. Results: All 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. Conclusions: CAR-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.

## Linked entities

- **Genes:** NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], RELA (RELA proto-oncogene, NF-kB subunit) [NCBI Gene 5970], FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353]
- **Proteins:** CASR (calcium sensing receptor), DPP4 (dipeptidyl peptidase 4)

## Full-text entities

- **Genes:** ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, RELA (RELA proto-oncogene, NF-kB subunit) [NCBI Gene 5970] {aka AIF3BL3, CMCU, NFKB3, p65}, GPC3 (glypican 3) [NCBI Gene 2719] {aka DGSX, GTR2-2, MXR7, OCI-5, SDYS, SGB}, DPP4 (dipeptidyl peptidase 4) [NCBI Gene 1803] {aka ADABP, ADCP2, CD26, DPPIV, TP103}, FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353] {aka AP-1, C-FOS, p55}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}
- **Diseases:** cancer (MESH:D009369), inflammatory (MESH:D007249)
- **Chemicals:** adenosine (MESH:D000241), 4-1BB (-), inosine (MESH:D007288)

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12844403/full.md

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Source: https://tomesphere.com/paper/PMC12844403