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Updated: Jun 17, 2025

In Vitro Assay to Study Tumor-macrophage Interaction
Published on: August 1, 2019
MDK promotes M2 macrophage polarization to remodel the tumour microenvironment in clear cell renal cell carcinoma
Naipeng Shi1, Saisai Chen2, Dong Wang3
1Department of Urology, Northern Jiangsu People's Hospital, Yangzhou, China.
Abstract:
The efficacy of immunotherapy for clear cell renal cell carcinoma (ccRCC), especially advanced ccRCC, is limited, presenting a clinical challenge. This limitation is closely tied to the immune regulation network. Understanding the heterogeneity of the tumour microenvironment (TME) is crucial for developing advanced ccRCC therapies. Using publicly available ccRCC data (scRNA-seq, bulk RNA-seq, and somatic mutation data), a multiomics study was performed to explore TME heterogeneity. Three distinct ccRCC immune subtypes were identified through combined scRNA-seq and bulk RNA-seq analysis. A prognostic model based on unique cell signalling molecules in immunosuppressive tumour subtype was validated in the TCGA and CheckMate cohorts. MDK emerged as a critical regulatory gene in the immunosuppressive subtype, predicting a poor ccRCC prognosis and a poor immunotherapy response. MDK promotes M2 macrophage polarization via the MDK-LRP1 interaction, and the inhibition of MDK suppressed M2 polarization. This study revealed the heterogeneity of the ccRCC TME and a reliable prognostic model, shedding light on the vital role of MDK in the immunosuppressive TME and paving the way for optimized ccRCC immunotherapy.
Insights
Immunotherapy for advanced clear cell renal cell carcinoma (ccRCC) is limited due to immune regulation. This study identified three ccRCC immune subtypes and found MDK gene is critical in immunosuppressive tumors, predicting poor prognosis and immunotherapy response.
Area of Science:
- Oncology
- Immunology
- Genetics
Background:
- Clear cell renal cell carcinoma (ccRCC) immunotherapy efficacy is limited, particularly in advanced stages.
- Tumor microenvironment (TME) heterogeneity significantly impacts treatment response and presents a clinical challenge.
- Understanding immune regulation within the ccRCC TME is crucial for developing novel therapeutic strategies.
Purpose of the Study:
- To explore TME heterogeneity in ccRCC using multiomics data.
- To identify distinct ccRCC immune subtypes and develop a prognostic model.
- To elucidate the role of specific genes, like MDK, in ccRCC immunosuppression and treatment response.
Main Methods:
- Integrated analysis of publicly available ccRCC data, including single-cell RNA sequencing (scRNA-seq), bulk RNA sequencing (bulk RNA-seq), and somatic mutation data.
- Identification of ccRCC immune subtypes through combined scRNA-seq and bulk RNA-seq analysis.
- Validation of a prognostic model in The Cancer Genome Atlas (TCGA) and CheckMate cohorts.
Main Results:
- Three distinct ccRCC immune subtypes were identified, highlighting TME heterogeneity.
- A prognostic model based on immunosuppressive subtype cell signaling molecules was developed and validated.
- The gene MDK was identified as a critical regulator in the immunosuppressive subtype, associated with poor ccRCC prognosis and immunotherapy response.
- MDK was shown to promote M2 macrophage polarization via MDK-LRP1 interaction, and its inhibition suppressed this polarization.
Conclusions:
- The study reveals significant TME heterogeneity in ccRCC.
- A reliable prognostic model for ccRCC was established, identifying MDK as a key player in immunosuppression.
- Findings provide insights into MDK's role in the immunosuppressive TME, potentially guiding optimized ccRCC immunotherapy strategies.
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