Immunogenomic stratification of the tumor microenvironment in surgically treated non-small cell lung cancer: A Ukrainian single-center experience
Abstract
Non-small cell lung cancer (NSCLC) remains the leading cause of cancer-related mortality worldwide. Despite radical surgical resection, recurrence is frequent, highlighting the need for improved stratification methods and adjuvant therapeutic strategies. Immunotherapy has demonstrated efficacy in metastatic NSCLC; however, its role in surgically treated patients is still under inve s tigation. This study aimed to analyze the immune landscape of the tumor immune microenvironment in resected NSCLC spec i mens, identify immune clusters, and evaluate their relationship with patient survival and tumor molecular characteristics. A single-center retrospective study was conducted on 42 patients with stage I–IIIB NSCLC who underwent surgical resection between 2015 and 2018. All patients received platinum-based adjuvant chemotherapy; 35.7% received additional atezolizumab immunotherapy, and 11.9% received adjuvant radiotherapy. Tumor samples were assessed via immunohistochemistry for CD8⁺ cytotoxic T cells, FoxP3⁺ regulatory T cells, CD68⁺ (M1), and CD163⁺ (M2) macrophages in both tumor islets and stroma. Expression levels were stratified into high/low groups based on validated cut-offs. PD-L1 status was also evaluated. Seven immune markers were analyzed using principal component analysis and k-means clustering (k = 2) to define immune phenotypes. Next-generation sequencing was performed using the AmoyDx Essential Panel targeting ten major driver mutations. Survival was assessed using Kaplan-Meier estimates and log-rank tests. Two distinct immune phenotypes were identified: an immunoactive cluster (n = 14) with high CD8⁺ and M1 infiltration, and an immunosuppressive cluster (n = 28) characterized by increased FoxP3⁺ and M2 expression. Although not statistically significant, the immunoactive group showed a trend toward improved outcomes: median progression-free survival was 98.8 in the immunoactive cluster vs. 27.8 months ( P = 0.543) in the immunosuppressive cluster , and overall survival was 114.5 in the immunoactive cluster vs. 38.1 months ( P = 0.435) in the immunosuppressive cluster . NGS revealed mutations in 26.2% of tumor samples (KRAS 16.7%, EGFR 4.8%, ALK 2.4%, BRAF 2.4%), with no significant difference between clusters ( P = 0.8 10 ), suggesting independence between molecular and immune profiles. In conclusion, immune-based stratification identified distinct TME phenotypes associated with survival trends in surgically treated NSCLC. Integrating immunohistochemistry and next-generation sequencing may improve personalized adjuvant treatment selection. Larger studies are needed to validate these findings.References
Boscolo, A., Fortarezza, F., Lunardi, F., Comacchio, G., Urso, L., Frega, S., Menis, J., Bonanno, L., Guarneri, V., Rea, F., Conte, P., Calabrese, F., & Pasello, G. (2020). Combined immunoscore for prognostic stratification of early stage non-small-cell lung cancer. Frontiers in Oncology, 10, 564915.
Casanova-Acebes, M., Dalla, E., Leader, A. M., LeBerichel, J., Nikolic, J., Morales, B. M., Brown, M., Chang, C., Troncoso, L., Chen, S. T., Sastre-Perona, A., Park, M. D., Tabachnikova, A., Dhainaut, M., Hamon, P., Maier, B., Sawai, C. M., Agulló-Pascual, E., Schober, M., Brown, B. D., & Merad, M. (2021). Tissue-resident macrophages provide a pro-tumorigenic niche to early NSCLC cells. Nature, 595(7868), 578–584.
Chandra, R., Ehab, J., Hauptmann, E., Gunturu, N. S., Karalis, J. D., Kent, D. O., Heid, C. A., Reznik, S. I., Sarkaria, I. S., Huang, H., Brekken, R. A., Minna, J. D. (2025). The current state of tumor microenvironment-specific therapies for non-small cell lung cancer. Cancers, 17(11), 1732.
De Lucia, A., Mazzotti, L., Gaimari, A., Zurlo, M., Maltoni, R., Cerchione, C., Bravaccini, S., Delmonte, A., Crinò, L., Borges de Souza, P., Pasini, L., Nicolini, F., Bianchi, F., Juan, M., Calderon, H., Magnoni, C., Gazzola, L., Ulivi, P., & Mazza, M. (2025). Non-small cell lung cancer and the tumor microenvironment: Making headway from targeted therapies to advanced immunotherapy. Frontiers in Immunology, 16, 1515748.
Duan, J., Lv, G., Zhu, N., Chen, X., Shao, Y., Liu, Y., Zhao, W., & Shi, Y. (2022). Multidimensional profiling depicts infiltrating immune cell heterogeneity in the tumor microenvironment of stage IA non-small cell lung cancer. Thoracic Cancer, 13(7), 947–955.
Escudero-Vilaplana, V., Collado-Borrell, R., De Castro, J., Insa, A., Martínez, A., Fernández, E., Sullivan, I., Flores, A., Arrabal, N., Carcedo, D., & Manzaneque, A. (2023). Cost-effectiveness of adjuvant atezolizumab versus best supportive care in the treatment of patients with resectable early-stage non-small cell lung cancer and overexpression of PD-L1. Journal of Medical Economics, 26(1), 445–453.
Federico, L., McGrail, D. J., Bentebibel, S. E., Haymaker, C., Ravelli, A., Forget, M. A., Karpinets, T., Jiang, P., Reuben, A., Negrao, M. V., Li, J., Khairullah, R., Zhang, J., Weissferdt, A., Vaporciyan, A. A., Antonoff, M. B., Walsh, G., Lin, S. Y., Futreal, A., Wistuba, I., & Bernatchez, C. (2022). Distinct tumor-infiltrating lymphocyte landscapes are associated with clinical outcomes in localized non-small-cell lung cancer. Annals of Oncology, 33(1), 42–56.
Gaiffe, E., Colladant, M., Desmaret, M., Bamoulid, J., Leroux, F., Laheurte, C., Brouard, S., Giral, M., Saas, P., Courivaud, C., Degauque, N., & Ducloux, D. (2023). Pre-transplant immune profile defined by principal component analysis predicts acute rejection after kidney transplantation. Frontiers in Immunology, 14, 1192440.
Girard, N. (2023). In patients with early stage NSCLC without driver mutation after surgical resection and chemotherapy: Adjuvant Atezolizumab should only be given for patients with programmed death-ligand 1 greater than or equal to 50. Journal of Thoracic Oncology, 18(3), 268–270.
Guo, G., Li, G., Liu, Y., Li, H., Guo, Q., Liu, J., Yang, X., Shou, T., & Shi, Y. (2021). Next-generation sequencing reveals high uncommon EGFR mutations and tumour mutation burden in a subgroup of lung cancer patients. Frontiers in Oncology, 11, 621422.
Gurevičienė, G., Matulionė, J., Poškienė, L., Miliauskas, S., & Žemaitis, M. (2024). PD-L1+ lymphocytes are associated with CD4+, Foxp3+CD4+, IL17+CD4+ T cells and subtypes of macrophages in resected early-stage non-small cell lung cancer. International Journal of Molecular Sciences, 25(19), 10827.
Gurevičienė, G., Matulionė, J., Poškienė, L., Miliauskas, S., & Žemaitis, M. (2024). PD-L1 expression and tumour microenvironment patterns in resected non-small-cell lung cancer. Medicina, 60(3), 482.
Hu, C., Zhao, L., Liu, W., Fan, S., Liu, J., Liu, Y., Liu, X., Shu, L., Liu, X., Liu, P., Deng, C., Qiu, Z., Chen, C., Jiang, Y., Liang, Q., Yang, L., Shao, Y., He, Q., Yu, D., Zeng, Y., & Wu, F. (2021). Genomic profiles and their associations with TMB, PD-L1 expression, and immune cell infiltration landscapes in synchronous multiple primary lung cancers. Journal for Immunotherapy of Cancer, 9(12), e003773.
Kanemura, H., Yokoyama, T., Nakajima, R., Nakamura, A., Kuroda, H., Kitamura, Y., Shoda, H., Mamesaya, N., Miyata, Y., Okamoto, T., Okishio, K., Oki, M., Sakairi, Y., Chen-Yoshikawa, T. F., Aoki, T., Ohira, T., Matsumoto, I., Ueno, K., Miyazaki, T., Matsuguma, H., & Takeda, M. (2024). The tumor immune microenvironment is associated with recurrence in early-stage lung adenocarcinoma. Journal of Thoracic Oncology Clinical and Research Reports, 5(4), 100658.
Li, M. S. C., Mok, K. K. S., & Mok, T. S. K. (2023). Developments in targeted therapy and immunotherapy-how non-small cell lung cancer management will change in the next decade: A narrative review. Annals of Translational Medicine, 11(10), 358.
Lieber, A., Makai, A., Orosz, Z., Kardos, T., Isaac, S. J., Tornyi, I., & Bittner, N. (2024). The role of immunotherapy in early-stage and metastatic NSCLC. Pathology Oncology Research, 30, 1611713.
Nagasaka, M., & Ou, S. I. (2023). Stage as the sole "Biomarker" for adjuvant Pembrolizumab in resected stage IB to IIIA NSCLC without considerateons for PD-L1 expression level, ALK/EGFR mutational status, and prior adjuvant chemotherapy per FDA approval indications of PEARLS/ Keynote-091? Lung Cancer, 14, 101–109.
Pirlog, R., Chiroi, P., Rusu, I., Jurj, A. M., Budisan, L., Pop-Bica, C., Braicu, C., Crisan, D., Sabourin, J. C., & Berindan-Neagoe, I. (2022). Cellular and molecular profiling of tumor microenvironment and early-stage lung cancer. International Journal of Molecular Sciences, 23(10), 5346.
Pop-Bica, C., Ciocan, C. A., Braicu, C., Haranguș, A., Simon, M., Nutu, A., Pop, L. A., Slaby, O., Atanasov, A. G., Pirlog, R., Al Hajjar, N., & Berindan-Neagoe, I. (2022). Next-generation sequencing in lung cancer patients: A comparative approach in NSCLC and SCLC mutational landscapes. Journal of Personalized Medicine, 12(3), 453.
Rajaram, R., Huang, Q., Li, R. Z., Chandran, U., Zhang, Y., Amos, T. B., Wright, G. W. J., Ferko, N. C., & Kalsekar, I. (2024). Recurrence-free survival in patients with surgically resected non-small cell lung cancer: A systematic literature review and meta-analysis. Chest, 165(5), 1260–1270.
Sellmer, L., Kovács, J., Walter, J., Kumbrink, J., Neumann, J., Kauffmann-Guerrero, D., Kiefl, R., Schneider, C., Jung, A., Behr, J., & Tufman, A. (2022). Markers of immune cell exhaustion as predictor of survival in surgically-treated early-stage NSCLC. Frontiers in Immunology, 13, 858212.
Tang, F. H., Wong, H. Y. T., Tsang, P. S. W., Yau, M., Tam, S. Y., Law, L., Yau, K., Wong, J., Farah, F. H. M., & Wong, J. (2025). Recent advancements in lung cancer research: a narrative review. Translational Lung Cancer Research, 14(3), 975–990.
Terada, Y., Isaka, M., Ono, A., Kawata, T., Serizawa, M., Mori, K., Muramatsu, K., Tone, K., Kenmotsu, H., Ohshima, K., Urakami, K., Nagashima, T., Kusuhara, M., Akiyama, Y., Sugino, T., Takahashi, T., & Ohde, Y. (2023). Prognostic significance of tumor microenvironment assessed by machine learning algorithm in surgically resected non-small cell lung cancer. Cancer Reports, 2023, e1926.
Teshima, T., Kobayashi, Y., Kawai, T., Kushihara, Y., Nagaoka, K., Miyakawa, J., Akiyama, Y., Yamada, Y., Sato, Y., Yamada, D., Tanaka, N., Tsunoda, T., Kume, H., & Kakimi, K. (2022). Principal component analysis of early immune cell dynamics during pembrolizumab treatment of advanced urothelial carcinoma. Oncology Letters, 24(2), 265.
Toki, M. I., Mani, N., Smithy, J. W., Liu, Y., Altan, M., Wasserman, B., Tuktamyshov, R., Schalper, K., Syrigos, K. N., & Rimm, D. L. (2018). Immune marker profiling and programmed death ligand 1 expression across NSCLC mutations. Journal of Thoracic Oncology, 13(12), 1884–1896.
Tuminello, S., Petralia, F., Veluswamy, R., Wang, P., Flores, R., & Taioli, E. (2021). Prognostic value of the tumor immune microenvironment for early-stage, non-small cell lung cancer. American Journal of Clinical Oncology, 44(7), 350–355.
Yadav, D., Patil-Takbhate, B., Khandagale, A., Bhawalkar, J., Tripathy, S., & Khopkar-Kale, P. (2023). Next-Generation sequencing transforming clinical practice and precision medicine. Clinica Chimica Acta, 551, 117568.
Yang, L., Zhang, W., Sun, J., Yang, G., Cai, S., Sun, F., Xing, L., & Sun, X. (2023). Functional status and spatial interaction of T cell subsets driven by specific tumor microenvironment correlate with recurrence of non-small cell lung cancer. Frontiers in Immunology, 13, 1022638.
Zhang, H., Wang, S. Q., Hang, L., Zhang, C. F., Wang, L., Duan, C. J., Cheng, Y. D., Wu, D. K., & Chen, R. (2021). GRP78 facilitates M2 macrophage polarization and tumour progression. Cellular and Molecular Life Sciences, 78(23), 7709–7732.
Zhang, Y., Cheng, R., Ding, T., & Wu, J. (2024). Discrepancies in PD-L1 expression, lymphocyte infiltration, and tumor mutational burden in non-small cell lung cancer and matched brain metastases. Translational Lung Cancer Research, 13(12), 3590–3602.
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