Welcome to Francis Academic Press

Frontiers in Medical Science Research, 2026, 8(2); doi: 10.25236/FMSR.2026.080207.

A Novel Immune-Related Four-Gene Signature for Prognosis and Immune Infiltration in Lung Adenocarcinoma

Author(s)

Nan Wu1, Linyong Du2

Corresponding Author:
Linyong Du
Affiliation(s)

1College of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, Zhejiang, China

2Key Laboratory of Laboratory Medicine, Ministry of Education, College of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, Zhejiang, 325035, China

Abstract

Lung adenocarcinoma (LUAD) remains a leading cause of cancer-related mortality worldwide, highlighting an urgent need for robust prognostic biomarkers to guide clinical decision-making. In this study, we integrated single-cell RNA sequencing (GSE131907) with bulk transcriptomic data from The Cancer Genome Atlas (TCGA)-LUAD cohort to construct an immune-related prognostic signature. Through comprehensive analysis of 86,145 single cells, we established a LUAD atlas and identified immune-related genes by intersecting single-cell markers with the ImmPort database. Univariate Cox regression and LASSO penalized Cox analysis revealed a four-gene signature comprising PITX3, DKK1, TLE1, and LDHA, which stratified patients into high- and low-risk groups with significantly different overall survival outcomes (Log-rank P < 0.001). The signature exhibited robust predictive accuracy with area under the curve values of 0.713, 0.695, and 0.640 for 1-, 3-, and 5-year survival, respectively. Immune infiltration analysis using the xCell algorithm demonstrated that the low-risk group was enriched with anti-tumor immune cells, including CD8+ T cells and dendritic cells, while the high-risk group showed higher infiltration of immunosuppressive components. Furthermore, the risk score was positively correlated with immune checkpoint molecules such as PDCD1 and LAG3, suggesting an association with T-cell exhaustion and immune evasion. In summary, this four-gene immune-related signature serves as a promising prognostic biomarker for LUAD, offering valuable insights into the tumor immune microenvironment and potential implications for personalized immunotherapy strategies.

Keywords

Lung Adenocarcinoma; Prognostic Signature; Single-Cell Analysis; Immune Checkpoint

Cite This Paper

Nan Wu, Linyong Du. A Novel Immune-Related Four-Gene Signature for Prognosis and Immune Infiltration in Lung Adenocarcinoma. Frontiers in Medical Science Research (2026), Vol. 8, Issue 2: 49-58. https://doi.org/10.25236/FMSR.2026.080207.

References

[1] GAO Q, LI P, JIANG X, et al. Worse disease-free, tumor-specific, and overall survival in surgically-resected lung adenocarcinoma patients with ALK rearrangement[J]. Oncotarget, 2017, 8(49): 86066-86081.

[2] VANSTEENKISTE J, WAUTERS E, REYMEN B, et al. Current status of immune checkpoint inhibition in early-stage NSCLC[J]. Annals of Oncology: Official Journal of the European Society for Medical Oncology, 2019, 30(8): 1244-1253.

[3] DENNEHY C, CONROY M R, FORDE P M. Immunotherapy for resectable lung cancer[J]. Cancer, 2025, 131(10): e35849.

[4] PAZ-ARES L, LUFT A, VICENTE D, et al. Pembrolizumab plus chemotherapy for squamous non-small-cell lung cancer[J]. The New England Journal of Medicine, 2018, 379(21): 2040-2051.

[5] HELLMANN M D, PAZ-ARES L, BERNABE CARO R, et al. Nivolumab plus ipilimumab in advanced non-small-cell lung cancer[J]. The New England Journal of Medicine, 2019, 381(21): 2020-2031.

[6] SPIGEL D R, FAIVRE-FINN C, GRAY J E, et al. Five-year survival outcomes from the PACIFIC trial: Durvalumab after chemoradiotherapy in stage III non-small-cell lung cancer[J]. Journal of Clinical Oncology: Official Journal of the American Society of Clinical Oncology, 2022, 40(12): 1301-1311.

[7] GALON J, BRUNI D. Approaches to treat immune hot, altered and cold tumours with combination immunotherapies[J]. Nature Reviews. Drug Discovery, 2019, 18(3): 197-218.

[8] CHENG C, CHEN W, JIN H, et al. A review of single-cell RNA-seq annotation, integration, and cell-cell communication[J]. Cells, 2023, 12(15): 1970.

[9] PETRONI G, FORMENTI S C, CHEN-KIANG S, et al. Immunomodulation by anticancer cell cycle inhibitors[J]. Nature Reviews Immunology, 2020, 20(11): 669-679.

[10] TRAYNOR S, JAKOBSEN M K, GREEN T M, et al. Single-cell sequencing unveils extensive intratumoral heterogeneity of cancer/testis antigen expression in melanoma and lung cancer[J]. Journal for Immunotherapy of Cancer, 2024, 12(6): e008759.

[11] BARRETT T, WILHITE S E, LEDOUX P, et al. NCBI GEO: Archive for functional genomics data sets--update[J]. Nucleic Acids Research, 2013, 41(Database issue): D991-995.

[12] LIBERZON A, BIRGER C, THORVALDSDÓTTIR H, et al. The molecular signatures database (MSigDB) hallmark gene set collection[J]. Cell Systems, 2015, 1(6): 417-425.

[13] COLAPRICO A, SILVA T C, OLSEN C, et al. TCGAbiolinks: An R/bioconductor package for integrative analysis of TCGA data[J]. Nucleic Acids Research, 2016, 44(8): e71.

[14] LUECKEN M D, THEIS F J. Current best practices in single-cell RNA-seq analysis: A tutorial[J]. Molecular Systems Biology, 2019, 15(6): e8746.

[15] SHARMA D, SINGH M, RANI R. Role of LDH in tumor glycolysis: Regulation of LDHA by small molecules for cancer therapeutics[J]. Seminars in Cancer Biology, 2022, 87: 184-195.

[16] TRAN T Q, KIOUSSI C. Pitx genes in development and disease[J]. Cellular and molecular life sciences: CMLS, 2021, 78(11): 4921-4938.

[17] SHI T, ZHANG Y, WANG Y, et al. DKK1 promotes tumor immune evasion and impedes anti-PD-1 treatment by inducing immunosuppressive macrophages in gastric cancer[J]. Cancer Immunology Research, 2022, 10(12): 1506-1524.

[18] YUAN D, YANG X, YUAN Z, et al. TLE1 function and therapeutic potential in cancer[J]. Oncotarget, 2017, 8(9): 15971-15976.

[19] WU B, ZHANG B, LI B, et al. Cold and hot tumors: From molecular mechanisms to targeted therapy[J]. Signal Transduction and Targeted Therapy, 2024, 9(1): 274.

[20] KHOSRAVI G R, MOSTAFAVI S, BASTAN S, et al. Immunologic tumor microenvironment modulators for turning cold tumors hot[J]. Cancer Communications, 2024, 44(5): 521-553.