Aug 2026· Frontiers in Oncology· Vol 16· 0 citations· 25 references
Medicine
TL;DR
The efferocytosis-related risk signature provides a framework for prognostic and immune stratification, while KCTD12 represents a candidate biomarker associated with immune activation and clinical outcomes in immunotherapy-treated cohorts.
Abstract
Background Efferocytosis, the clearance of apoptotic cells by phagocytes, contributes to immune homeostasis but may also promote tumor immune tolerance. However, its transcriptional landscape and clinical relevance in lung adenocarcinoma (LUAD) remain incompletely understood. Methods We systematically analyzed efferocytosis-associated genes across TCGA and multiple GEO datasets to classify LUAD subtypes and construct a prognostic risk model. The prognostic and immunological relevance of this model was validated in four independent cohorts and further assessed through immune infiltration, genomic, and immunotherapy datasets. Functional and pharmacogenomic analyses were performed to identify potential therapeutic vulnerabilities, and the efferocytosis-associated signature gene KCTD12 was subsequently validated in vitro. Results Unsupervised clustering identified two efferocytosis-based LUAD subtypes with distinct prognostic and immune–metabolic characteristics. The derived risk model robustly predicted overall survival across validation cohorts. Among the model genes, KCTD12 emerged as an efferocytosis-associated candidate linked to an immune-active tumor microenvironment. Across the analyzed single-cell, spatial transcriptomic, and immunotherapy-treated cohorts, higher KCTD12 expression was associated with enhanced cytotoxic T-cell activity and more favorable treatment outcomes. Functional experiments confirmed that KCTD12 suppresses tumor cell proliferation, reduces colony formation, and enhances OT-1 CD8+ T-cell activation and cytotoxicity. Conclusions Our study identifies an efferocytosis-associated transcriptional program linked to immune heterogeneity and prognosis in LUAD. The efferocytosis-related risk signature provides a framework for prognostic and immune stratification, while KCTD12 represents a candidate biomarker associated with immune activation and clinical outcomes in immunotherapy-treated cohorts. Its treatment-specific predictive value requires prospective validation in appropriately controlled studies.
Findings suggest that KLK6 overexpression in LUAD is driven in part by promoter hypomethylation and is closely linked to a neutrophil-dominant immunosuppressive microenvironment and may serve as a promising prognostic biomarker and a potential therapeutic target for LUAD.
Ling-Jie Chen, Wen-Bo Zhou, Jiong-Jie Wang et al.· Current Medicinal Chemistry· 0 citations
PRKX drives immune exhaustion in the GC1 subtype by stabilizing PD-L1 through phosphorylation-dependent inhibition of ubiquitination, thereby promoting immune evasion and targeting PRKX represents a potential strategy to overcome resistance to anti-PD-1 therapy.
Qi-Yue Wang, Yin-Qi Chen, Dong-Dong Huang et al.· Journal for ImmunoTherapy of...· 0 citations
Targeting OLR1 may represent a promising strategy to enhance immunotherapy efficacy and improve clinical outcomes in patients with resectable lung cancer, but the study is limited by a relatively small validation cohort and a strong reliance on bioinformatics analyses.
Xin-Xian Chen, Siang Zhang, Xue-Feng Ai et al.· Journal of Inflammation Rese...· 0 citations
Pan-cancer analysis establishes WDR76 as a robust pan-cancer prognostic biomarker and a potential immunotherapeutic target and provides experimental evidence that WDR76 functions as an oncogenic driver in liver cancer, promoting malignant phenotypes and offering a novel avenue for targeted therapeutic intervention.
Yi-Fan Wang, Rong Zhou, Shen-Long Guo et al.· International Journal of Imm...· 0 citations
Immunotherapy response in lung adenocarcinoma (LUAD) remains highly heterogeneous, underscoring the need for biologically informative markers of tumor immune dysregulation. B3GNT3, a glycosyltransferase implicated in several malignancies, is poorly characterized in LUAD with respect to the tumor immune microenvir...
Yao-Lin Zheng, Zhi-Hua Qiao, Dai Cao et al.· Respiratory Research· 0 citations