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Chuanzhong Huang

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Open access Jul 2026

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

Background The functional plasticity of tumor-associated macrophages (TAMs) is a critical determinant of the immunosuppressive microenvironment in cervical cancer, yet its integration into actionable prognostic frameworks remains limited. This study aimed to establish a TAM polarization-centered model and elucidate the mechanisms of underlying tumor-immune crosstalk. Methods Bulk transcriptomics from The Cancer Genome Atlas (TCGA) were integrated with single-cell RNA sequencing (scRNA-seq) data (GSE208653). By combining weighted gene co-expression network analysis (WGCNA) with a multi-algorithm machine learning framework, a prognostic signature was constructed and independently validated in the Gene Expression Omnibus (GEO) GSE52903 cohort. Single-cell analysis resolved the cellular origins of signature genes, prioritizing tumor-enriched genes for validation. Protein-level expression was verified via immunohistochemistry (IHC) in a paired clinical cohort (n=39). Functional validation of the core gene was performed in vitro using cervical cancer cell lines co-cultured with THP-1-derived macrophages. Polarization was assessed via reverse transcription-quantitative polymerase chain reaction (RT-qPCR), Western blot (WB), enzyme-linked immunosorbent assay (ELISA), flow cytometry, and multiplex immunofluorescence (mIF). Results A robust 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 to agents such as cisplatin. Single-cell analysis and IHC confirmed transferrin receptor (TFRC) as a tumor-intrinsic factor that is progressively upregulated during cervical carcinogenesis and enhances pro-M2 signaling. In vitro co-culture assays demonstrated that tumor-derived TFRC actively orchestrates an immunosuppressive M2-like macrophage niche, driving phenotypic shifts and pro-tumorigenic cytokine secretion, characterized by elevated interleukin-10 (IL-10) and reduced TNF-α. RT-qPCR analysis of 40 clinical specimens further confirmed a significant positive correlation between TFRC and the M2 marker Arg-1 at the mRNA level (r = 0.4961, P = 0.0011). Conclusions This study establishes a cross-scale, biologically interpretable prognostic model linking macrophage plasticity to clinical outcomes. We identify TFRC as a pivotal metabolic-immune node through which tumor-intrinsic iron metabolism orchestrates an immunosuppressive niche, providing a foundation for novel therapeutic strategies in cervical cancer.

Yusha Chen, Ling Wang, Suyu Li et al. · 0 citations
Open access Jul 2026

Activation of the NF-κB/ALDH1A1 signaling promotes non-mutational resistance to EGFR-TKIs in non-small cell lung cancer

Acquired resistance to tyrosine kinase inhibitors (TKIs) remains a major clinical challenge in the treatment of EGFR-mutant non-small cell lung cancer (NSCLC). This study established TKI-resistant variants by integrating cell lines, lung cancer organoids (LCOs), and in vivo models, revealing the pivotal role of the NF-κB/ALDH1A1 signaling in mediating non-mutational TKI resistance. Resistant cells exhibited elevated RELA phosphorylation, enhanced ALDH1A1 expression and enzymatic activity, and stem-like properties. Mechanistically, NF-κB activation occurred as an early response to TKI exposure and promoted ALDH1A1 transcription via RELA. In turn, ALDH1A1 contributed to the sustained activation of NF-κB signaling, forming a self-reinforcing positive feedback loop. Genetic ALDH1A1 or RELA silencing reversed the resistant phenotype. Pharmacologically, treatment with an EGFR-TKI and the ALDH1A1 inhibitor disulfiram or the NF-κB-targeting agent EGCG synergistically restored the antitumor efficacy of TKIs both in vitro and in vivo. These findings establish the NF-κB/ALDH1A1 signaling as a key non-genetic mechanism of acquired EGFR-TKI resistance and provide a rational combination strategy to overcome it. Catalysis-dependent NF-κB–ALDH1A1 feedback loop drives non-mutational EGFR-TKI resistance. EGFR-TKI treatment suppresses EGFR signaling but rapidly induces NF-κB activation as an early event under TKI stress in EGFR-mutant NSCLC cells. Activated NF-κB (p-RELA) drives ALDH1A1 transcription, while ALDH1A1 enzymatic activity reinforces NF-κB signaling via IKKβ phosphorylation, forming a catalysis-dependent positive feedback loop that sustains stemness and promotes non-mutational TKI resistance. Disruption of this axis by inhibiting ALDH1A1 (DSF) or NF-κB (EGCG) restores TKI sensitivity. Catalysis-dependent NF-κB–ALDH1A1 feedback loop drives non-mutational EGFR-TKI resistance. EGFR-TKI treatment suppresses EGFR signaling but rapidly induces NF-κB activation as an early event under TKI stress in EGFR-mutant NSCLC cells. Activated NF-κB (p-RELA) drives ALDH1A1 transcription, while ALDH1A1 enzymatic activity reinforces NF-κB signaling via IKKβ phosphorylation, forming a catalysis-dependent positive feedback loop that sustains stemness and promotes non-mutational TKI resistance. Disruption of this axis by inhibiting ALDH1A1 (DSF) or NF-κB (EGCG) restores TKI sensitivity.

Lingyu Zhang, Guibin Weng, Chunjiang Liu et al. · 0 citations
Aug 2026

Cancer-associated fibroblast-derived vascular endothelial growth factor a promotes gastric cancer organoid growth and chemotherapy resistance via paracrine signaling.

A VEGFA-associated functional CAF state promotes gastric cancer organoid growth and chemoresistance through paracrine signaling, highlighting the CAF-VEGFA axis as a potential therapeutic target.

Hongmei Fan, Ling Wang, Chuanzhong Huang et al. · 0 citations