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Updated: Jan 13, 2026

Studying the Effects of Tumor-Secreted Paracrine Ligands on Macrophage Activation using Co-Culture with Permeable Membrane Supports
Published on: November 28, 2019
CTSB-positive tumor-associated macrophages shape prognosis and therapeutic response in lung adenocarcinoma
Caiqiang Zhu1, Liang Liang1, Ning Xue1
1Department of Oncology, Jurong Hospital Affiliated to Jiangsu University, Zhenjiang, China.
Background:
Lung adenocarcinoma (LUAD) remains a major clinical challenge in assessment of clinical outcomes and therapeutic response. Although tumor-associated macrophages (TAMs) are known as crucial regulators of tumor progression, their heterogeneity and prognostic relevance in LUAD have not been fully elucidated.
Methods:
The heterogeneity of TAMs was detected by integration analyses of single-cell data and spatial transcriptome data. The CTSB+ TAM-related signature (CTRS) was developed by machine learning algorithms across four LUAD datasets. Multi-omics analysis and functional experiments were applied to uncover the potential role and mechanism of CTSB+ TAMs in LUAD.
Results:
Single-cell analysis identified CTSB⁺ TAM as a crucial player in LUAD progression with poor prognosis. The spatial co-localization of CTSB⁺ TAMs and tumor cells was confirmed on LUAD slides. Our proposed CTRS was generated and validated in four independent LUAD cohorts, with high scores indicating unfavorable outcomes Furthermore, high CTRS scores were correlated with immunosuppressive status, and poor responses to immune checkpoint blockade. Functional experiments demonstrated the role of CTSB+ TAMs in boosting proliferation and migration in LUAD cells.
Conclusion:
Our research develops CTRS with reliable performance in evaluating patient clinical outcomes in LUAD, highlighting its potential utility in clinical decision-making.

