A continuous landscape of signaling encodes a corresponding landscape of CAR T cell phenotype
Wansang ChoiD, Jenny Y LiuiD, Alexandra BeckettiD, Judith C. LungeriD, Peng XuiD, Katie Ho, Ethan E. CheniD, Antonio Salcido-AlcántariD, Lucas E. Sant’AnnaiD, Kamal ObbadiD, Nakoa PoiD, Elena SotilloiD, Crystal Lee MackalliD, Kyle G. DanielsiD
Abstract
Cytokine signaling is critical to the function of natural immune cells and engineered immune cell therapies such as chimeric antigen receptor (CAR) T cells. It remains unclear how the limited set of signal transducers and activators of transcription (STATs) and other proteins activated by these cytokine receptors can encode the observed diversity of immune cell phenotypes. To understand how signaling downstream of cytokines control immune cell phenotype, we sought to map the structure of Janus kinase (JAK)/STAT signaling domains to cell signaling and resulting CAR T cell function. We recombined 14 signaling motifs to construct a library of [~]30,000 constitutively active synthetic cytokine receptors (SCRs) with intracellular domains composed of novel signaling motif combinations that activate different signaling cascades. We experimentally tested [~]450 SCRs which generated a range of CAR T cell memory, cytotoxicity, and proliferation. SCRs with pSTAT1 and 3 signaling generated effector memory CAR T cells, while SCRs with strong pSTAT5 generated effector CAR T cells with potent anti-tumor activity. To map the structure-signaling-phenotype landscape we trained models to predict signaling and CAR T cell phenotype that result from varied motif combinations. From neural network predictions we identified features, including strong STAT5 and Shc signaling, that promote unsafe autonomous CAR T cell proliferation. Models also revealed a trade-off between memory and cytotoxicity, with a Pareto front encoded by a continuous change in signaling. These results demonstrate that recombination of a limited set of signaling motifs creates a continuous spectrum of signaling that encodes a corresponding spectrum of cell phenotype. This work synthetically expands the combinatorial space of JAK/STAT signaling and provides a foundation for rational design of CAR T cells with improved cytotoxicity, memory, and safety profiles. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=83 SRC="FIGDIR/small/658149v2_ufig1.gif" ALT="Figure 1"> View larger version (27K): org.highwire.dtl.DTLVardef@cc1498org.highwire.dtl.DTLVardef@5c2864org.highwire.dtl.DTLVardef@5fc8b3org.highwire.dtl.DTLVardef@719f8f_HPS_FORMAT_FIGEXP M_FIG C_FIG
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 6
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A Cytokine Receptor Signaling Atlas Reveals How STAT Mosaics Fine-Tune T Cell Function
Pingdong Tao, Ruchir Rastogi, … K. Christopher García·bioRxiv·Aug 24, 2026
- Exploring the rules of chimeric antigen receptor phenotypic output using combinatorial signaling motif libraries and machine learning
Kyle G. Daniels, Shangying Wang, … Wendell A. Lim·SciencePeer-reviewed·Dec 8, 2022
- A motif-vocabulary model of CAR T-cell intracellular domains identifies determinants of immunophenotype differentiation
Conor W. Kelly, Reem Bahr, … Stefan Cordes·bioRxiv·Jun 21, 2026
- IL-9 as a naturally orthogonal cytokine with optimal JAK/STAT signaling for engineered T cell therapy
Hua Jiang, Sam P. Limsuwannarot, … Anusha K. Kalbasi·ImmunityPeer-reviewed·Nov 21, 2025
- Phosphotyrosine Signal Profiling of Clinical CAR-T Reveals Tonic Signaling Associated with Therapeutic Efficacy
Bin Wei Yao, Xueting Ye, … Ruijun Tian·bioRxiv·Dec 22, 2024
- All-by-All Cytokine Receptor Pairing Network Unlocks Coding of Non-Natural T Cell States
Pingdong Tao, Kristin CY Tsui, … K. Christopher García·bioRxiv·Aug 24, 2026