Alteration of Prognostic Factors for Patients with Brain Metastases from Lung Cancer Before and After the Introduction of Immune Checkpoint Inhibitors: A Retrospective Single-Institution Study
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
ALK | Anaplastic lymphoma kinase |
ANOVA | Analysis of variance |
BBB | Blood-brain barrier |
BM | Brain metastases |
EGFR | Epidermal growth factor receptor |
ICIs | Immune checkpoint inhibitors |
KPS | Karnofsky performance scale |
mOS | Median overall survival |
NA | Not available |
OS | Overall survival |
PD-1 | Programmed cell death 1 |
PD-L1 | Programmed death-ligand 1 |
RET | Rearranged during Transfection |
ROS1 | c-ros oncogene 1, receptor tyrosine kinase |
SD | Standard deviation |
SRS | Stereotactic radiosurgery |
SRT | Stereotactic radiation therapy |
TKIs | Tyrosine kinase inhibitors |
References
- Ranjan, T.; Podder, V.; Margolin, K.; Velcheti, V.; Maharaj, A.; Ahluwalia, M.S. Immune Checkpoint Inhibitors in the Management of Brain Metastases from Non-Small Cell Lung Cancer: A Comprehensive Review of Current Trials, Guidelines and Future Directions. Cancers. 2024, 16, 3388. [Google Scholar] [CrossRef]
- Yu, Y.; Qian, L.; Cui, J. Value of neutrophil-to-lymphocyte ratio for predicting lung cancer prognosis: A meta-analysis of 7,219 patients. Mol. Clin. Oncol. 2017, 7, 498–506. [Google Scholar] [CrossRef]
- Takamori, S.; Komiya, T.; Powell, E. Survival benefit from immunocheckpoint inhibitors in stage IV non-small cell lung cancer patients with brain metastases: A National Cancer Database propensity-matched analysis. Cancer Med. 2021, 10, 923–932. [Google Scholar] [CrossRef]
- Valero, C.; Lee, M.; Hoen, D.; Weiss, K.; Kelly, D.W.; Adusumilli, P.S.; Paik, P.K.; Plitas, G.; Ladanyi, M.; Postow, M.A.; et al. Pretreatment neutrophil-to-lymphocyte ratio and mutational burden as biomarkers of tumor response to immune checkpoint inhibitors. Nat. Commun. 2021, 12, 729. [Google Scholar] [CrossRef] [PubMed]
- Ngwa, W.; Irabor, O.C.; Schoenfeld, J.D.; Hesser, J.; Demaria, S.; Formenti, S.C. Using immunotherapy to boost the abscopal effect. Nat. Rev. Cancer. 2018, 18, 313–322. [Google Scholar] [CrossRef]
- Pangal, D.J.; Yarovinsky, B.; Cardinal, T.; Cote, D.J.; Ruzevick, J.; Attenello, F.J.; Chang, E.L.; Ye, J.; Neman, J.; Chow, F.; et al. The abscopal effect: Systematic review in patients with brain and spine metastases. Neurooncol Adv. 2022, 4, vdac132. [Google Scholar] [CrossRef] [PubMed]
- Lee, C.K.; Man, J.; Lord, S.; Links, M.; Gebski, V.; Mok, T.; Yang, J.C. Checkpoint Inhibitors in Metastatic EGFR-Mutated Non-Small Cell Lung Cancer-A Meta-Analysis. J. Thorac. Oncol. 2017, 12, 403–407. [Google Scholar] [CrossRef]
- Chen, S.; Yu, Q.; Jiang, W.; Lu, Y.; Zhao, Y.; Wang, H. Rechallenge with EGFR-TKI after failure of immunotherapy is considered an effective treatment for advanced lung adenocarcinoma patients with EGFR exon 19 deletion: A case report. Front Med. 2023, 10, 1168220. [Google Scholar] [CrossRef]
- Abdulhaleem, M.; Johnston, H.; D’Agostino, R., Jr.; Lanier, C.; LeCompte, M.; Cramer, C.K.; Ruiz, J.; Lycan, T.; Lo, H.W.; Watabe, K.; et al. Local control outcomes for combination of stereotactic radiosurgery and immunotherapy for non-small cell lung cancer brain metastases. J. Neurooncol. 2022, 157, 101–107. [Google Scholar] [CrossRef] [PubMed]
- Wasilewski, D.; Radke, J.; Xu, R.; Raspe, M.; Trelinska-Finger, A.; Rosenstock, T.; Poeser, P.; Schumann, E.; Lindner, J.; Heppner, F.; et al. Effectiveness of Immune Checkpoint Inhibition vs Chemotherapy in Combination with Radiation Therapy Among Patients with Non-Small Cell Lung Cancer and Brain Metastasis Undergoing Neurosurgical Resection. JAMA Netw. Open 2022, 5, e229553. [Google Scholar] [CrossRef]
- Rizvi, N.A.; Hellmann, M.D.; Snyder, A.; Kvistborg, P.; Makarov, V.; Havel, J.J.; Lee, W.; Yuan, J.; Wong, P.; Ho, T.S.; et al. Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science 2015, 348, 124–128. [Google Scholar] [CrossRef]
- Lauko, A.; Thapa, B.; Sharma, M.; Muhsen, B.; Barnett, A.; Rauf, Y.; Borghei-Razavi, H.; Tatineni, V.; Patil, P.; Mohammadi, A.; et al. Neutrophil to lymphocyte ratio influences impact of steroids on efficacy of immune checkpoint inhibitors in lung cancer brain metastases. Sci. Rep. 2021, 11, 7490. [Google Scholar] [PubMed]
- Gainor, J.F.; Shaw, A.T.; Sequist, L.V.; Fu, X.; Azzoli, C.G.; Piotrowska, Z.; Huynh, T.G.; Zhao, L.; Fulton, L.; Schultz, K.R.; et al. EGFR Mutations and ALK Rearrangements Are Associated with Low Response Rates to PD-1 Pathway Blockade in Non-Small Cell Lung Cancer: A Retrospective Analysis. Clin. Cancer Res. 2016, 22, 4585–4593. [Google Scholar] [CrossRef]
- Goldberg, S.B.; Schalper, K.A.; Gettinger, S.N.; Mahajan, A.; Herbst, R.S.; Chiang, A.C.; Lilenbaum, R.; Wilson, F.H.; Omay, S.B.; Yu, J.B.; et al. Pembrolizumab for management of patients with NSCLC and brain metastases: Long-term results and biomarker analysis from a non-randomised, open-label, phase 2 trial. Lancet Oncol. 2020, 21, 655–663. [Google Scholar] [CrossRef]
- Yamaguchi, H.; Wakuda, K.; Fukuda, M.; Kenmotsu, H.; Mukae, H.; Ito, K.; Chibana, K.; Inoue, K.; Miura, S.; Tanaka, K.; et al. A Phase II Study of Osimertinib for Radiotherapy-Naive Central Nervous System Metastasis From NSCLC: Results for the T790M Cohort of the OCEAN Study (LOGIK1603/WJOG9116L). J. Thorac. Oncol. 2021, 16, 2121–2132. [Google Scholar] [CrossRef] [PubMed]
- de Jong, L.A.W.; Sparidans, R.W.; van den Heuvel, M.M. Cerebrospinal Fluid Concentration of the RET Inhibitor Pralsetinib: A Case Report. Case Rep. Oncol. 2023, 16, 1579–1585. [Google Scholar] [CrossRef]
- Gil, M.; Knetki-Wróblewska, M.; Niziński, P.; Strzemski, M.; Krawczyk, P. Effectiveness of ALK inhibitors in treatment of CNS metastases in NSCLC patients. Ann. Med. 2023, 55, 1018–1028. [Google Scholar] [CrossRef]
- An, Y.; Jiang, W.; Kim, B.Y.S.; Qian, J.M.; Tang, C.; Fang, P.; Logan, J.; D’Souza, N.M.; Haydu, L.E.; Wang, X.A.; et al. Stereotactic radiosurgery of early melanoma brain metastases after initiation of anti-CTLA-4 treatment is associated with improved intracranial control. Radiother. Oncol. 2017, 125, 80–88. [Google Scholar] [CrossRef]
- Arbour, K.C.; Mezquita, L.; Long, N.; Rizvi, H.; Auclin, E.; Ni, A.; Martínez-Bernal, G.; Ferrara, R.; Lai, W.V.; Hendriks, L.E.L.; et al. Impact of Baseline Steroids on Efficacy of Programmed Cell Death-1 and Programmed Death-Ligand 1 Blockade in Patients with Non-Small-Cell Lung Cancer. J. Clin. Oncol. 2018, 36, 2872–2878. [Google Scholar] [CrossRef] [PubMed]
- Su, J.; Li, Y.; Tan, S.; Cheng, T.; Luo, Y.; Zhang, L. Pretreatment neutrophil-to-lymphocyte ratio is associated with immunotherapy efficacy in patients with advanced cancer: A systematic review and meta-analysis. Sci. Rep. 2025, 15, 446. [Google Scholar] [CrossRef]
- Bartlett, E.K.; Flynn, J.R.; Panageas, K.S.; Ferraro, R.A.; Sta Cruz, J.M.; Postow, M.A.; Coit, D.G.; Ariyan, C.E. High neutrophil-to-lymphocyte ratio (NLR) is associated with treatment failure and death in patients who have melanoma treated with PD-1 inhibitor monotherapy. Cancer 2020, 126, 76–85. [Google Scholar] [CrossRef]
- De Cicco, P.; Ercolano, G.; Ianaro, A. The New Era of Cancer Immunotherapy: Targeting Myeloid-Derived Suppressor Cells to Overcome Immune Evasion. Front. Immunol. 2020, 11, 1680. [Google Scholar] [CrossRef]
- Matsumoto, K.; Yamamoto, Y.; Shiroyama, T.; Kuge, T.; Mori, M.; Tamiya, M.; Kinehara, Y.; Tamiya, A.; Suzuki, H.; Tobita, S.; et al. Risk Stratification According to Baseline and Early Change in Neutrophil-to-Lymphocyte Ratio in Advanced Non-Small Cell Lung Cancer Treated with Chemoimmunotherapy: A Multicenter Real-World Study. Target. Oncol. 2024, 19, 757–767. [Google Scholar] [CrossRef]
- Cortellini, A.; Ricciuti, B.; Borghaei, H.; Naqash, A.R.; D’Alessio, A.; Fulgenzi, C.A.M.; Addeo, A.; Banna, G.L.; Pinato, D.J. Differential prognostic effect of systemic inflammation in patients with non-small cell lung cancer treated with immunotherapy or chemotherapy: A post hoc analysis of the phase 3 OAK trial. Cancer 2022, 128, 3067–3079. [Google Scholar] [CrossRef]
- Bagley, S.J.; Kothari, S.; Aggarwal, C.; Bauml, J.M.; Alley, E.W.; Evans, T.L.; Kosteva, J.A.; Ciunci, C.A.; Gabriel, P.E.; Thompson, J.C.; et al. Pretreatment neutrophil-to-lymphocyte ratio as a marker of outcomes in nivolumab-treated patients with advanced non-small-cell lung cancer. Lung Cancer 2017, 106, 1–7. [Google Scholar] [CrossRef]
- Cho, A.; Kranawetter, B.; Untersteiner, H.; Khalaveh, F.; Dorfer, C.; Rössler, K.; Zöchbauer-Müller, S.; Gatterbauer, B.; Hochmair, M.J.; Frischer, J.M. Neutrophil-to-Lymphocyte Ratio Is Superior to Other Leukocyte-Based Ratios as a Prognostic Predictor in Non-Small Cell Lung Cancer Patients with Radiosurgically Treated Brain Metastases Under Immunotherapy or Targeted Therapy. World Neurosurg. 2021, 151, e324–e331. [Google Scholar] [CrossRef]
- Li, H.; Wang, W.; Yang, X.; Lian, J.; Zhang, S.; Cao, J.; Zhang, X.; Song, X.; Jia, S.; Xue, R. The Clinical Prognostic Value of the Neutrophil-to-Lymphocyte Ratio in Brain Metastases from Non-Small Cell Lung Cancer-Harboring EGFR Mutations. Cancer Manag. Res. 2020, 12, 5659–5665. [Google Scholar] [CrossRef]
- Goldberg, S.B.; Gettinger, S.N.; Mahajan, A.; Chiang, A.C.; Herbst, R.S.; Sznol, M.; Tsiouris, A.J.; Cohen, J.; Vortmeyer, A.; Jilaveanu, L.; et al. Pembrolizumab for patients with melanoma or non-small-cell lung cancer and untreated brain metastases: Early analysis of a non-randomised, open-label, phase 2 trial. Lancet Oncol. 2016, 17, 976–983. [Google Scholar] [CrossRef] [PubMed]
- Slotman, B.; Faivre-Finn, C.; Kramer, G.; Rankin, E.; Snee, M.; Hatton, M.; Postmus, P.; Collette, L.; Musat, E.; Senan, S. Prophylactic cranial irradiation in extensive small-cell lung cancer. N. Engl. J. Med. 2007, 357, 664–672. [Google Scholar] [CrossRef] [PubMed]
- Takahashi, T.; Yamanaka, T.; Seto, T.; Harada, H.; Nokihara, H.; Saka, H.; Nishio, M.; Kaneda, H.; Takayama, K.; Ishimoto, O.; et al. Prophylactic cranial irradiation versus observation in patients with extensive-disease small-cell lung cancer: A multicentre, randomised, open-label, phase 3 trial. Lancet Oncol. 2017, 18, 663–671. [Google Scholar] [CrossRef] [PubMed]
- Soria, J.C.; Ohe, Y.; Vansteenkiste, J.; Reungwetwattana, T.; Chewaskulyong, B.; Lee, K.H.; Dechaphunkul, A.; Imamura, F.; Nogami, N.; Kurata, T.; et al. Osimertinib in Untreated EGFR-Mutated Advanced Non-Small-Cell Lung Cancer. N. Engl. J. Med. 2018, 378, 113–125. [Google Scholar] [CrossRef] [PubMed]
- Shi, Y.; Zhang, L.; Liu, X.; Zhou, C.; Zhang, L.; Zhang, S.; Wang, D.; Li, Q.; Qin, S.; Hu, C.; et al. Icotinib versus gefitinib in previously treated advanced non-small-cell lung cancer (ICOGEN): A randomised, double-blind phase 3 non-inferiority trial. Lancet Oncol. 2013, 14, 953–961. [Google Scholar] [CrossRef] [PubMed]
- Wang, M.; Yang, J.C.; Mitchell, P.L.; Fang, J.; Camidge, D.R.; Nian, W.; Chiu, C.H.; Zhou, J.; Zhao, Y.; Su, W.C.; et al. Sunvozertinib, a Selective EGFR Inhibitor for Previously Treated Non-Small Cell Lung Cancer with EGFR Exon 20 Insertion Mutations. Cancer Discov. 2022, 12, 1676–1689. [Google Scholar] [CrossRef]
- Gijtenbeek, R.G.P.; Damhuis, R.A.M.; van der Wekken, A.J.; Hendriks, L.E.L.; Groen, H.J.M.; van Geffen, W.H. Overall survival in advanced epidermal growth factor receptor mutated non-small cell lung cancer using different tyrosine kinase inhibitors in The Netherlands: A retrospective, nationwide registry study. Lancet Reg. Health Eur. 2023, 27, 100592. [Google Scholar] [CrossRef]
- Masuda, T.; Tsubata, Y.; Hata, K.; Horie, M.; Kiura, K.; Kanaji, N.; Inoue, T.; Kodani, M.; Yanai, M.; Yamaguchi, K.; et al. Efficacy of immune checkpoint inhibitors according to programmed cell death-ligand 1 expression in patients with non-small cell lung cancer and brain metastasis: A real-world prospective observational study. Thorac. Cancer 2024, 15, 2408–2417. [Google Scholar] [CrossRef] [PubMed]
- Liu, B.; Chen, J.; Luo, M. Efficacy and safety of immune checkpoint inhibitors for brain metastases of non-small cell lung cancer: A systematic review and network meta-analysis. Front. Oncol. 2025, 15, 1513774. [Google Scholar] [CrossRef]
- Park, S.; Baldry, R.; Jung, H.A.; Sun, J.M.; Lee, S.H.; Ahn, J.S.; Kim, Y.J.; Lee, Y.; Kim, D.W.; Kim, S.W.; et al. Phase II Efficacy and Safety of 80 mg Osimertinib in Patients with Leptomeningeal Metastases Associated with Epidermal Growth Factor Receptor Mutation-Positive Non-Small Cell Lung Cancer (BLOSSOM). J. Clin. Oncol. 2024, 42, 2747–2756. [Google Scholar] [CrossRef]
Main Factor | Sub Factor | PreICIs | PostICIs | p Value | |
---|---|---|---|---|---|
Pretreatment factors | age | over 70 | 54 | 65 | 0.13 |
under 70 | 39 | 28 | |||
sex | female | 30 | 40 | 0.13 | |
male | 63 | 53 | |||
symptomatology | asymptomatic | 49 | 51 | 0.77 | |
symptomatic | 44 | 42 | |||
KPS | under 60 | 49 | 38 | 0.11 | |
over 70 | 44 | 55 | |||
cyst lesion | (−) | 67 | 63 | 0.53 | |
(+) | 26 | 30 | |||
hematoma | (−) | 91 | 92 | 0.56 | |
(+) | 2 | 1 | |||
meningitis | (−) | 87 | 80 | 0.1 | |
(+) | 6 | 13 | |||
extra cranial metastasis | (−) | 53 | 55 | 0.77 | |
(+) | 40 | 38 | |||
Charlson-Deyo score | 0–1 | 65 | 72 | 0.32 | |
over 2 | 28 | 21 | |||
Number of metastatic lesions | multiple | 64 | 56 | 0.61 | |
single | 29 | 37 | |||
NLR < 4 | (−) | 49 | 58 | 0.23 | |
(+) | 44 | 35 | |||
Therapeutic factors | surgery | (−) | 84 | 79 | 0.27 |
(+) | 9 | 14 | |||
chemotherapy | (−) | 15 | 14 | 0.84 | |
(+) | 78 | 79 | |||
conventional chemotherapy | (−) | 51 | 72 | <0.01 * | |
(+) | 42 | 21 | |||
Molecular targeted therapy | (−) | 56 | 60 | 0.55 | |
(+) | 37 | 33 | |||
ICIs | (−) | 91 | 65 | <0.01 * | |
(+) | 2 | 28 | |||
radiation | (−) | 25 | 28 | 0.63 | |
(+) | 68 | 65 | |||
SRS | (−) | 64 | 43 | <0.01 * | |
(+) | 29 | 50 | |||
whole brain radiation | (−) | 50 | 76 | <0.01 * | |
(+) | 43 | 17 | |||
neuro death | (−) | 82 | 53 | 0.04 * | |
(+) | 10 | 16 |
PreICIs | PostICIs | ||||||
---|---|---|---|---|---|---|---|
Factor | HR | 95%CI | p Value | Factor | HR | 95%CI | p Value |
KPS over70 | 0.53 | 0.33–0.87 | 0.01 * | KPS over70 | 0.31 | 0.18–0.54 | <0.01 * |
surgery | 0.44 | 0.20–0.97 | 0.04 * | single lesion | 0.36 | 0.20–0.65 | <0.01 * |
SRS | 0.55 | 0.33–0.93 | 0.03 * | surgery | 0.27 | 0.12–0.61 | <0.01 * |
Target chemotherapy | 0.55 | 0.34–0.89 | 0.01 * | Target chemotherapy | 0.33 | 0.17–0.64 | <0.01 * |
ICIs | 0.37 | 0.19–0.70 | <0.01 * |
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Yamamoto, Y.; Maetani, T.; Narita, H.; Terasawa, Y.; Kato, N.; Akasaki, Y.; Murayama, Y.; Tanaka, T. Alteration of Prognostic Factors for Patients with Brain Metastases from Lung Cancer Before and After the Introduction of Immune Checkpoint Inhibitors: A Retrospective Single-Institution Study. Cancers 2025, 17, 3067. https://doi.org/10.3390/cancers17183067
Yamamoto Y, Maetani T, Narita H, Terasawa Y, Kato N, Akasaki Y, Murayama Y, Tanaka T. Alteration of Prognostic Factors for Patients with Brain Metastases from Lung Cancer Before and After the Introduction of Immune Checkpoint Inhibitors: A Retrospective Single-Institution Study. Cancers. 2025; 17(18):3067. https://doi.org/10.3390/cancers17183067
Chicago/Turabian StyleYamamoto, Yohei, Tomona Maetani, Hiroki Narita, Yurika Terasawa, Naoki Kato, Yasuharu Akasaki, Yuichi Murayama, and Toshihide Tanaka. 2025. "Alteration of Prognostic Factors for Patients with Brain Metastases from Lung Cancer Before and After the Introduction of Immune Checkpoint Inhibitors: A Retrospective Single-Institution Study" Cancers 17, no. 18: 3067. https://doi.org/10.3390/cancers17183067
APA StyleYamamoto, Y., Maetani, T., Narita, H., Terasawa, Y., Kato, N., Akasaki, Y., Murayama, Y., & Tanaka, T. (2025). Alteration of Prognostic Factors for Patients with Brain Metastases from Lung Cancer Before and After the Introduction of Immune Checkpoint Inhibitors: A Retrospective Single-Institution Study. Cancers, 17(18), 3067. https://doi.org/10.3390/cancers17183067