# Single-cell transcriptomic analysis identified resistant MDSCs and a stress-tolerant gene co-expression network as common MDSC features across multiple disease settings

**Authors:** Tianmeng Chen, Julia Hughes, Alyssa Gregory, Julia Conroy, Patricia Loughran, Jinming Song, Wei Chen, Timothy Billiar

PMC · DOI: 10.3389/fimmu.2025.1565211 · Frontiers in Immunology · 2025-04-08

## TL;DR

This study identifies a common gene network in myeloid-derived suppressor cells (MDSCs) that helps them survive stress, which could improve their classification across different diseases.

## Contribution

The discovery of a stress-tolerant gene co-expression module that consistently distinguishes MDSCs across various disease contexts.

## Key findings

- A gene co-expression module (yellow module) was identified that distinguishes M-MDSCs with high accuracy (ROC AUC = 0.954).
- Resistant MDSCs (rMDSCs) with preserved features were induced by inflammatory signals and cell stress.
- The yellow module gene signature was found in tumor C1Q macrophages linked to immunosuppression.

## Abstract

Myeloid-derived suppressor cells (MDSCs) are a heterogeneous population of immunosuppressive myeloid cells. The identification of a molecular signature common to MDSC regardless of tissue source would aid in the classification of cells as MDSCs.

Single-cell RNA sequencing (scRNA-seq) was performed on GM-CSF+ IL-6-induced human MDSCs to characterize the extent of heterogeneity within monocytic MDSCs (M-MDSCs). Cytokine-treated PBMCs were also cultured in the absence of serum to include an additional element of cell stress. Independent published bulk and single-cell transcriptomic datasets were used for validation.

A cluster of cells with preserved MDSC features was induced by the combination of inflammatory signals and cell stress in the form of serum starvation (resistant MDSCs, rMDSCs). A gene co-expression module (the yellow module) was identified specific to rMDSCs. The genes upregulated in MDSCs can be further classified into stress-tolerant vs. -sensitive features. This yellow module mostly contained stress-tolerant genes and showed excellent separation for distinguishing M-MDSCs from control cells across a range of in vitro and in vivo conditions (ROC AUC = 0.954), a feature not found in the stress-sensitive genes. Importantly, rMDSCs were identified in scRNA-seq datasets of immune cells from multiple human cancer types. Tumor C1Q macrophages, which have been associated with immunosuppression, highly expressed the yellow module gene signature.

These results demonstrate the importance of the combined roles of inflammation and cellular stress in shaping the features of M-MDSCs and highlight cellular resilience represented by rMDSCs and the role of stress-tolerant features in defining common MDSC features.

## Linked entities

- **Genes:** C1qa (complement component 1, q subcomponent, alpha polypeptide) [NCBI Gene 12259]

## Full-text entities

- **Genes:** CSF2 (colony stimulating factor 2) [NCBI Gene 1437] {aka CSF, GMCSF}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}
- **Diseases:** inflammation (MESH:D007249), Tumor (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12011849/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12011849/full.md

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Source: https://tomesphere.com/paper/PMC12011849