Cross-scale modeling reveals a TFRC-driven immunosuppressive macrophage niche in cervical cancer - Summary - MDSpire

Modeling Across Scales Identifies a TFRC-Influenced Immunosuppressive Macrophage Environment in Cervical Cancer

  • By

  • Yusha Chen

  • Ling Wang

  • Suyu Li

  • Jimiao Huang

  • Leilei Zhu

  • Xiqi Huang

  • Xiangqin Zheng

  • Diling Pan

  • Chuanzhong Huang

  • July 17, 2026

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Objective:

To establish a TAM polarization-centered model and elucidate the mechanisms of tumor-immune crosstalk in cervical cancer.

Approach:
  • Data Integration: Bulk transcriptomics from TCGA were integrated with single-cell RNA sequencing data (GSE208653).
  • Prognostic Signature Construction: Weighted gene co-expression network analysis (WGCNA) combined with a multi-algorithm machine learning framework was used to construct a prognostic signature.
  • Validation: The signature was independently validated in the GEO GSE52903 cohort.
  • Functional Validation: In vitro assays were performed using cervical cancer cell lines co-cultured with THP-1-derived macrophages.
Key Findings:
  • A five-gene prognostic signature (TP73, TFRC, SHC1, SCD, and PFKFB3) was developed, effectively stratifying patient survival.
  • High risk scores correlated with a suppressed antitumor immune landscape and diminished predicted chemosensitivity.
  • TFRC was confirmed as a tumor-intrinsic factor that enhances pro-M2 signaling.
  • In vitro assays demonstrated that tumor-derived TFRC orchestrates an immunosuppressive M2-like macrophage niche.
Interpretation:

The study establishes a prognostic model linking macrophage plasticity to clinical outcomes, identifying TFRC as a factor in shaping the immunosuppressive niche in cervical cancer.

Limitations:
  • The study may be limited by the sample size of the clinical cohorts used for validation.
  • Potential batch effects and technical variability in RNA sequencing data could influence results.
Conclusion:

The findings provide a foundation for understanding the relationship between tumor-intrinsic iron metabolism and immune evasion.

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