# Pan-cancer gene signature analysis of macrophage polarization and compound prediction for reprogramming tumor-associated macrophages toward M1-like macrophages

**Authors:** Xiaojing Liu, Cheng Liu, Yuting Jin, Jing Xu, Chunyan Xu, Wei Zhu

PMC · DOI: 10.1016/j.cpt.2025.05.002 · Cancer Pathogenesis and Therapy · 2025-05-20

## TL;DR

This study identifies gene patterns and potential drugs to reprogram tumor-associated macrophages to fight cancer.

## Contribution

A pan-cancer analysis of macrophage polarization genes and prediction of drugs targeting PP2A for TAM reprogramming.

## Key findings

- 70 upregulated and 82 downregulated genes were consistently dysregulated across cancers.
- PP2A was identified as a core protein involved in macrophage polarization.
- Five drugs (efaproxiral, hesperidin, ezetimibe, calcitriol, linopirdine) were predicted to target TAM polarization.

## Abstract

Resting tumor-associated macrophages (TAMs) are stimulated by the tumor microenvironment and can be primarily polarized into two subtypes: M1-and M2-like. M1-like TAMs promote inflammation and eradicate tumor cells, whereas M2-like TAMs suppress inflammation and facilitate tumor development. However, the mechanisms underlying phenotypic switching in these macrophages remain unclear. Therefore, we aimed to characterize the gene expression profiles of M1-like and M2-like TAMs in pan cancers.

Three computational methods were used to estimate the infiltration score of TAMs in 9239 tumor samples across 31 solid cancer types, based on RNA sequencing databases. Tumor samples were divided into high- and low-score groups based on the median M1/M2 ratio. Furthermore, gene enrichment, protein interactions, and transcription factors were analyzed. Multiple pharmaco–omics profiles were used to identify potential drugs. Finally, binding between the compounds and drug targets was validated using molecular docking.

Of the top 100 dysregulated genes in each cancer type, 70 and 82 genes with upregulated and downregulated expression, respectively, were consistently differentially expressed. We identified candidate drugs targeting protein phosphatase 2A (PP2A), a core protein. These included efaproxiral, hesperidin, ezetimibe, calcitriol, and linopirdine.

This study provides a pan-cancer characterization of the TAM polarization-related gene profile. Network pharmacology and molecular docking analyses revealed five promising therapeutic agents for TAM reprogramming. Thus, our findings provide valuable insights into the enhancement of immune responses to inhibit tumor immune escape and metastasis.

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•We characterized gene expression profiles of M1-like (immunostimulatory) and M2-like (immunosuppressive) tumor-associated macrophages using pan-cancer analysis.•We analyzed 9239 tumor samples across 31 solid cancer types in The Cancer Genome Atlas (TCGA) online database.•Protein phosphatase 2A (PP2A) may be a core protein involved in tumor-associated macrophage polarization according to this study.•Drugs targeting dysregulated tumor-associated macrophage polarization-related genes were predicted using public databases.•Efaproxiral, hesperidin, ezetimibe, calcitriol, and linopirdine are promising therapeutic agents.

We characterized gene expression profiles of M1-like (immunostimulatory) and M2-like (immunosuppressive) tumor-associated macrophages using pan-cancer analysis.

We analyzed 9239 tumor samples across 31 solid cancer types in The Cancer Genome Atlas (TCGA) online database.

Protein phosphatase 2A (PP2A) may be a core protein involved in tumor-associated macrophage polarization according to this study.

Drugs targeting dysregulated tumor-associated macrophage polarization-related genes were predicted using public databases.

Efaproxiral, hesperidin, ezetimibe, calcitriol, and linopirdine are promising therapeutic agents.

## Linked entities

- **Proteins:** PTPA (protein phosphatase 2 phosphatase activator)
- **Chemicals:** efaproxiral (PubChem CID 122335), hesperidin (PubChem CID 10621), ezetimibe (PubChem CID 150311), calcitriol (PubChem CID 5280453), linopirdine (PubChem CID 3932)

## Full-text entities

- **Genes:** PTPA (protein phosphatase 2 phosphatase activator) [NCBI Gene 5524] {aka PARK25, PP2A, PPP2R4, PR53}
- **Diseases:** solid (MESH:D018250), Pan-cancer (MESH:D009369), metastasis (MESH:D009362), TAM (MESH:D020914), inflammation (MESH:D007249)
- **Chemicals:** linopirdine (MESH:C061017), calcitriol (MESH:D002117), efaproxiral (MESH:C067396), hesperidin (MESH:D006569), ezetimibe (MESH:D000069438)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12818233/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12818233/full.md

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Source: https://tomesphere.com/paper/PMC12818233