Single-cell RNA-seq reveals MIF-(CD74 + CXCR4) dependent inhibition of macrophages in metastatic papillary thyroid carcinoma

Oral Oncol. 2024 Jan:148:106654. doi: 10.1016/j.oraloncology.2023.106654. Epub 2023 Dec 6.

Abstract

Background: The mechanism promoting papillary thyroid carcinoma (PTC) metastasis remains unclear. We aimed to investigate the potential metastatic mechanisms at a single-cell resolution.

Methods: We performed single-cell RNA-seq (scRNA-seq) profiling of thyroid tumour (TT), adjacent normal thyroid (NT) and lymph node metastasized tumour (LN) from a young female with PTC. Validation of our results was conducted in 31 tumours with metastasis and 30 without metastasis.

Results: ScRNA-seq analysis generated data on 38,215 genes and 0.14 billion transcripts from 28,839 cells, classified into 18 clusters, each annotated to represent 10 cell types. PTC cells were found to originate from epithelial cells. Epithelial cells and macrophages emerged as the strongest signal emitters and receivers, respectively. After reclustering epithelial cells and macrophages, our analysis, incorporating gene set variation analysis (GSVA), SCENIC analysis, and pseudotime trajectory analysis, indicated that subcluster 0 of epithelial cells (EP_0) showed a more malignant phenotype, and subclusters 3 and 4 of macrophages (M_3 and M_4) demonstrated heightened activity. Further analysis suggested that EP_0 may suppress the activity of M_3 and M_4 via MIF - (CD74 + CXCR4) in the MIF pathway. After analysing the expression of the 4 genes in the MIF pathway in both the TCGA cohort and our cohort (n = 61), CD74 was identified as significantly overexpressed in PTC tumours particularly those with lymph node metastasis.

Conclusion: Our study revealed that PTC may facilitate lymph node metastasis by inhibiting macrophages via MIF signalling. It is suggested that malignant PTC cells may suppress the immune activity of macrophages by consistently releasing signals to them via MIF-(CD74 + CXCR4).

Keywords: CD74; Papillary thyroid carcinoma; Thyroid cancer; Tumour microenvironment; scRNA-seq.

MeSH terms

  • Female
  • Humans
  • Intramolecular Oxidoreductases / metabolism
  • Lymphatic Metastasis / genetics
  • Macrophage Migration-Inhibitory Factors* / genetics
  • Macrophage Migration-Inhibitory Factors* / metabolism
  • Macrophages* / metabolism
  • Receptors, CXCR4 / genetics
  • Receptors, CXCR4 / metabolism
  • Single-Cell Gene Expression Analysis
  • Thyroid Cancer, Papillary* / immunology
  • Thyroid Cancer, Papillary* / pathology
  • Thyroid Neoplasms* / immunology
  • Thyroid Neoplasms* / pathology

Substances

  • CXCR4 protein, human
  • Intramolecular Oxidoreductases
  • Macrophage Migration-Inhibitory Factors
  • MIF protein, human
  • Receptors, CXCR4