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Published in: Clinical and Experimental Medicine 1/2024

Open Access 01-12-2024 | NSCLC | Research

Non-tumor-related prognostic factors for immunotherapy–chemotherapy or immunotherapy alone as first-line in advanced non-small cell lung cancer (NSCLC)

Authors: Ziwei Guo, Xing Wei, Chuanhao Tang, Jun Liang

Published in: Clinical and Experimental Medicine | Issue 1/2024

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Abstract

Besides programmed death ligand 1 (PD-L1) expression, rapid, cost-effective and validated scores or models are critical for the prognosis and prediction of patients received immune checkpoint inhibitors (ICIs). In this retrospective study, 182 patients with NSCLC receiving ICIs from 2015 to 2022 were divided 1:1 into a training cohort and a validation cohort. We identified a score established by three factors and analyzed the prognostic implications by Kaplan–Meier approach (Log rank test) and time-dependent receiver operating characteristic (ROC) analyses. A non-tumor-related score (NTRS) was established that could be used as a prognostic factor (HR 2.260, 95% CI 1.559–3.276, P < 0.001 in training cohort; HR 2.114, 95% CI 1.493–2.994, P < 0.001 in validation cohort) and had a high time-dependent ROC for overall survival (OS) (AUC 0.670–0.782 in training cohort; AUC 0.682–0.841 in validation cohort). PD-L1 (1–49%) and NTRS (score = 0, 1, 2, 3) combination significantly improved the assessment of patients’ OS and progress-free survival (PFS), which was statistically different in training cohorts (P < 0.001 for OS, 0.012 for PFS) and validation cohorts (P = 0.01 for OS, < 0.001 for PFS). The NTRS provided a better assessment of durable clinical benefit (DCB) compared to PD-L1 expression (P = 0.009 vs. 0.232 in training cohort; P = 0.004 vs. 0.434 in validation cohort). NTRS may help improve prognosis stratification of patients receiving ICIs in first-line NSCLC and may be combined with tumor-related parameters.
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Literature
1.
go back to reference Paz-Ares L, Luft A, Vicente D, Tafreshi A, Gümüş M, Mazières J, et al. Pembrolizumab plus chemotherapy for squamous non-small-cell lung cancer. N Engl J Med. 2018;379(21):2040–51.PubMedCrossRef Paz-Ares L, Luft A, Vicente D, Tafreshi A, Gümüş M, Mazières J, et al. Pembrolizumab plus chemotherapy for squamous non-small-cell lung cancer. N Engl J Med. 2018;379(21):2040–51.PubMedCrossRef
2.
go back to reference West H, McCleod M, Hussein M, Morabito A, Rittmeyer A, Conter HJ, et al. Atezolizumab in combination with carboplatin plus nab-paclitaxel chemotherapy compared with chemotherapy alone as first-line treatment for metastatic non-squamous non-small-cell lung cancer (IMpower130): a multicentre, randomised, open-label, phase 3 trial. Lancet Oncol. 2019;20(7):924–37.PubMedCrossRef West H, McCleod M, Hussein M, Morabito A, Rittmeyer A, Conter HJ, et al. Atezolizumab in combination with carboplatin plus nab-paclitaxel chemotherapy compared with chemotherapy alone as first-line treatment for metastatic non-squamous non-small-cell lung cancer (IMpower130): a multicentre, randomised, open-label, phase 3 trial. Lancet Oncol. 2019;20(7):924–37.PubMedCrossRef
3.
go back to reference Ayers M, Lunceford J, Nebozhyn M, Murphy E, Loboda A, Kaufman DR, et al. IFN-γ-related mRNA profile predicts clinical response to PD-1 blockade. J Clin Invest. 2017;127(8):2930–40.PubMedPubMedCentralCrossRef Ayers M, Lunceford J, Nebozhyn M, Murphy E, Loboda A, Kaufman DR, et al. IFN-γ-related mRNA profile predicts clinical response to PD-1 blockade. J Clin Invest. 2017;127(8):2930–40.PubMedPubMedCentralCrossRef
4.
go back to reference Vanderwalde A, Spetzler D, Xiao N, Gatalica Z, Marshall J. Microsatellite instability status determined by next-generation sequencing and compared with PD-L1 and tumor mutational burden in 11,348 patients. Cancer Med. 2018;7(3):746–56.PubMedPubMedCentralCrossRef Vanderwalde A, Spetzler D, Xiao N, Gatalica Z, Marshall J. Microsatellite instability status determined by next-generation sequencing and compared with PD-L1 and tumor mutational burden in 11,348 patients. Cancer Med. 2018;7(3):746–56.PubMedPubMedCentralCrossRef
5.
go back to reference Chan TA, Yarchoan M, Jaffee E, Swanton C, Quezada SA, Stenzinger A, et al. Development of tumor mutation burden as an immunotherapy biomarker: utility for the oncology clinic. Ann Oncol. 2019;30(1):44–56.PubMedCrossRef Chan TA, Yarchoan M, Jaffee E, Swanton C, Quezada SA, Stenzinger A, et al. Development of tumor mutation burden as an immunotherapy biomarker: utility for the oncology clinic. Ann Oncol. 2019;30(1):44–56.PubMedCrossRef
8.
go back to reference Chalmers ZR, Connelly CF, Fabrizio D, Gay L, Ali SM, Ennis R, et al. Analysis of 100,000 human cancer genomes reveals the landscape of tumor mutational burden. Genome Med. 2017;9(1):34.PubMedPubMedCentralCrossRef Chalmers ZR, Connelly CF, Fabrizio D, Gay L, Ali SM, Ennis R, et al. Analysis of 100,000 human cancer genomes reveals the landscape of tumor mutational burden. Genome Med. 2017;9(1):34.PubMedPubMedCentralCrossRef
9.
go back to reference Duffy MJ, Crown J. Biomarkers for predicting response to immunotherapy with immune checkpoint Inhibitors in cancer patients. Clin Chem. 2019;65(10):1228–38.PubMedCrossRef Duffy MJ, Crown J. Biomarkers for predicting response to immunotherapy with immune checkpoint Inhibitors in cancer patients. Clin Chem. 2019;65(10):1228–38.PubMedCrossRef
10.
go back to reference Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Updated analysis of KEYNOTE-024: pembrolizumab versus platinum-based chemotherapy for advanced non-small-cell lung cancer with PD-L1 tumor proportion score of 50% or greater. J Clin Oncol. 2019;37(7):537–46.PubMedCrossRef Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Updated analysis of KEYNOTE-024: pembrolizumab versus platinum-based chemotherapy for advanced non-small-cell lung cancer with PD-L1 tumor proportion score of 50% or greater. J Clin Oncol. 2019;37(7):537–46.PubMedCrossRef
11.
go back to reference Mok TSK, Wu YL, Kudaba I, Kowalski DM, Cho BC, Turna HZ, et al. Pembrolizumab versus chemotherapy for previously untreated, PD-L1-expressing, locally advanced or metastatic non-small-cell lung cancer (KEYNOTE-042): a randomised, open-label, controlled, phase 3 trial. Lancet. 2019;393(10183):1819–30.PubMedCrossRef Mok TSK, Wu YL, Kudaba I, Kowalski DM, Cho BC, Turna HZ, et al. Pembrolizumab versus chemotherapy for previously untreated, PD-L1-expressing, locally advanced or metastatic non-small-cell lung cancer (KEYNOTE-042): a randomised, open-label, controlled, phase 3 trial. Lancet. 2019;393(10183):1819–30.PubMedCrossRef
12.
go back to reference Gadgeel S, Rodríguez-Abreu D, Speranza G, Esteban E, Felip E, Dómine M, et al. Updated analysis from KEYNOTE-189: pembrolizumab or placebo plus pemetrexed and platinum for previously untreated metastatic nonsquamous non-small-cell lung cancer. J Clin Oncol. 2020;38(14):1505–17.PubMedCrossRef Gadgeel S, Rodríguez-Abreu D, Speranza G, Esteban E, Felip E, Dómine M, et al. Updated analysis from KEYNOTE-189: pembrolizumab or placebo plus pemetrexed and platinum for previously untreated metastatic nonsquamous non-small-cell lung cancer. J Clin Oncol. 2020;38(14):1505–17.PubMedCrossRef
13.
go back to reference Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer. N Engl J Med. 2016;375(19):1823–33.PubMedCrossRef Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer. N Engl J Med. 2016;375(19):1823–33.PubMedCrossRef
14.
go back to reference Han K, Wang J, Qian K, Zhao T, Liu X, Zhang Y. Construction of a prognostic model for non-small-cell lung cancer based on ferroptosis-related genes. Biosci Rep. 2021;41(5):BSR20210527.PubMedPubMedCentralCrossRef Han K, Wang J, Qian K, Zhao T, Liu X, Zhang Y. Construction of a prognostic model for non-small-cell lung cancer based on ferroptosis-related genes. Biosci Rep. 2021;41(5):BSR20210527.PubMedPubMedCentralCrossRef
15.
go back to reference Zhang X, Shi X, Zhao H, Jia X, Yang Y. Identification and validation of a tumor microenvironment-related gene signature for prognostic prediction in advanced-stage non-small-cell lung cancer. Biomed Res Int. 2021;2021:8864436.PubMedPubMedCentral Zhang X, Shi X, Zhao H, Jia X, Yang Y. Identification and validation of a tumor microenvironment-related gene signature for prognostic prediction in advanced-stage non-small-cell lung cancer. Biomed Res Int. 2021;2021:8864436.PubMedPubMedCentral
16.
go back to reference She Y, Jin Z, Wu J, Deng J, Zhang L, Su H, et al. Development and validation of a deep learning model for non-small cell lung cancer survival. JAMA Netw Open. 2020;3(6): e205842.PubMedPubMedCentralCrossRef She Y, Jin Z, Wu J, Deng J, Zhang L, Su H, et al. Development and validation of a deep learning model for non-small cell lung cancer survival. JAMA Netw Open. 2020;3(6): e205842.PubMedPubMedCentralCrossRef
17.
go back to reference Chen M, Yang Y, He C, Chen L, Cheng J. Nomogram based on prognostic nutrition index and chest CT imaging signs predicts lymph node metastasis in NSCLC patients. J Xray Sci Technol. 2022;30(3):599–612.PubMed Chen M, Yang Y, He C, Chen L, Cheng J. Nomogram based on prognostic nutrition index and chest CT imaging signs predicts lymph node metastasis in NSCLC patients. J Xray Sci Technol. 2022;30(3):599–612.PubMed
18.
go back to reference Wei S, Shao J, Wang J, Wang G. The preoperative hemoglobin, albumin, lymphocyte, and platelet score is a prognostic factor for non-small cell lung cancer patients undergoing adjuvant chemotherapy: a retrospective study. Ann Transl Med. 2022;10(8):457.PubMedPubMedCentralCrossRef Wei S, Shao J, Wang J, Wang G. The preoperative hemoglobin, albumin, lymphocyte, and platelet score is a prognostic factor for non-small cell lung cancer patients undergoing adjuvant chemotherapy: a retrospective study. Ann Transl Med. 2022;10(8):457.PubMedPubMedCentralCrossRef
19.
go back to reference Ganti AK, Wang X, Stinchcombe TE, Wang Y, Bradley J, Cohen HJ, et al. Clinical prognostic model for older patients with advanced non-small cell lung cancer. J Geriatr Oncol. 2019;10(4):555–9.PubMedPubMedCentralCrossRef Ganti AK, Wang X, Stinchcombe TE, Wang Y, Bradley J, Cohen HJ, et al. Clinical prognostic model for older patients with advanced non-small cell lung cancer. J Geriatr Oncol. 2019;10(4):555–9.PubMedPubMedCentralCrossRef
20.
go back to reference Dolled-Filhart M, Roach C, Toland G, Stanforth D, Jansson M, Lubiniecki GM, et al. Development of a companion diagnostic for pembrolizumab in non-small cell lung cancer using immunohistochemistry for programmed death ligand-1. Arch Pathol Lab Med. 2016;140(11):1243–9.PubMedCrossRef Dolled-Filhart M, Roach C, Toland G, Stanforth D, Jansson M, Lubiniecki GM, et al. Development of a companion diagnostic for pembrolizumab in non-small cell lung cancer using immunohistochemistry for programmed death ligand-1. Arch Pathol Lab Med. 2016;140(11):1243–9.PubMedCrossRef
21.
go back to reference Gandhi L, Rodríguez-Abreu D, Gadgeel S, Esteban E, Felip E, De Angelis F, et al. Pembrolizumab plus chemotherapy in metastatic non-small-cell lung cancer. N Engl J Med. 2018;378(22):2078–92.PubMedCrossRef Gandhi L, Rodríguez-Abreu D, Gadgeel S, Esteban E, Felip E, De Angelis F, et al. Pembrolizumab plus chemotherapy in metastatic non-small-cell lung cancer. N Engl J Med. 2018;378(22):2078–92.PubMedCrossRef
22.
go back to reference Cortellini A, Tiseo M, Banna GL, Cappuzzo F, Aerts JGJV, Barbieri F, et al. Clinicopathologic correlates of first-line pembrolizumab effectiveness in patients with advanced NSCLC and a PD-L1 expression of ≥ 50. Cancer Immunol Immunother. 2020;69(11):2209–21.PubMedCrossRef Cortellini A, Tiseo M, Banna GL, Cappuzzo F, Aerts JGJV, Barbieri F, et al. Clinicopathologic correlates of first-line pembrolizumab effectiveness in patients with advanced NSCLC and a PD-L1 expression of ≥ 50. Cancer Immunol Immunother. 2020;69(11):2209–21.PubMedCrossRef
23.
go back to reference Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10(21):3749–59.CrossRef Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin Cancer Res. 2004;10(21):3749–59.CrossRef
24.
go back to reference Bureau M, Chatellier T, Perennec T, Goronflot T, Greilsamer C, Chene AL, et al. Baseline tumour size is an independent prognostic factor for overall survival in PD-L1 ≥ 50% non-small cell lung cancer patients treated with first-line pembrolizumab. Cancer Immunol Immunother. 2022;71(7):1747–56.PubMedCrossRef Bureau M, Chatellier T, Perennec T, Goronflot T, Greilsamer C, Chene AL, et al. Baseline tumour size is an independent prognostic factor for overall survival in PD-L1 ≥ 50% non-small cell lung cancer patients treated with first-line pembrolizumab. Cancer Immunol Immunother. 2022;71(7):1747–56.PubMedCrossRef
25.
go back to reference Cortellini A, De Giglio A, Cannita K, Cortinovis DL, Cornelissen R, Baldessari C, et al. Smoking status during first-line immunotherapy and chemotherapy in NSCLC patients: a case-control matched analysis from a large multicenter study. Thorac Cancer. 2021;12(6):880–9.PubMedPubMedCentralCrossRef Cortellini A, De Giglio A, Cannita K, Cortinovis DL, Cornelissen R, Baldessari C, et al. Smoking status during first-line immunotherapy and chemotherapy in NSCLC patients: a case-control matched analysis from a large multicenter study. Thorac Cancer. 2021;12(6):880–9.PubMedPubMedCentralCrossRef
26.
go back to reference Guo Z, Liang J. Fibrinogen-Albumin Ratio Index (FARI) as a certain prognostic biomarker in pretreated patients with immunotherapy. Cancer Manag Res. 2021;13:4169–80.PubMedPubMedCentralCrossRef Guo Z, Liang J. Fibrinogen-Albumin Ratio Index (FARI) as a certain prognostic biomarker in pretreated patients with immunotherapy. Cancer Manag Res. 2021;13:4169–80.PubMedPubMedCentralCrossRef
27.
go back to reference Kawachi H, Tamiya M, Tamiya A, Ishii S, Hirano K, Matsumoto H, et al. Association between metastatic sites and first-line pembrolizumab treatment outcome for advanced non-small cell lung cancer with high PD-L1 expression: a retrospective multicenter cohort study. Invest New Drugs. 2020;38(1):211–8.PubMedCrossRef Kawachi H, Tamiya M, Tamiya A, Ishii S, Hirano K, Matsumoto H, et al. Association between metastatic sites and first-line pembrolizumab treatment outcome for advanced non-small cell lung cancer with high PD-L1 expression: a retrospective multicenter cohort study. Invest New Drugs. 2020;38(1):211–8.PubMedCrossRef
28.
go back to reference Hong L, Negrao MV, Dibaj SS, Chen R, Reuben A, Bohac JM, et al. Programmed death-ligand 1 heterogeneity and its impact on benefit from immune checkpoint Inhibitors in NSCLC. J Thorac Oncol. 2020;15(9):1449–59.PubMedCrossRef Hong L, Negrao MV, Dibaj SS, Chen R, Reuben A, Bohac JM, et al. Programmed death-ligand 1 heterogeneity and its impact on benefit from immune checkpoint Inhibitors in NSCLC. J Thorac Oncol. 2020;15(9):1449–59.PubMedCrossRef
29.
go back to reference Conforti F, Pala L, Bagnardi V, De Pas T, Martinetti M, Viale G, et al. Cancer immunotherapy efficacy and patients’ sex: a systematic review and meta-analysis. Lancet Oncol. 2018;19(6):737–46.PubMedCrossRef Conforti F, Pala L, Bagnardi V, De Pas T, Martinetti M, Viale G, et al. Cancer immunotherapy efficacy and patients’ sex: a systematic review and meta-analysis. Lancet Oncol. 2018;19(6):737–46.PubMedCrossRef
30.
go back to reference Carbone DP, Reck M, Paz-Ares L, Creelan B, Horn L, Steins M, et al. First-line nivolumab in stage IV or recurrent non-small-cell lung cancer. N Engl J Med. 2017;376(25):2415–26.PubMedPubMedCentralCrossRef Carbone DP, Reck M, Paz-Ares L, Creelan B, Horn L, Steins M, et al. First-line nivolumab in stage IV or recurrent non-small-cell lung cancer. N Engl J Med. 2017;376(25):2415–26.PubMedPubMedCentralCrossRef
31.
go back to reference Conforti F, Pala L, Bagnardi V, Viale G, De Pas T, Pagan E, et al. Sex-based heterogeneity in response to lung cancer immunotherapy: a systematic review and meta-analysis. J Natl Cancer Inst. 2019;111(8):772–81.PubMedPubMedCentralCrossRef Conforti F, Pala L, Bagnardi V, Viale G, De Pas T, Pagan E, et al. Sex-based heterogeneity in response to lung cancer immunotherapy: a systematic review and meta-analysis. J Natl Cancer Inst. 2019;111(8):772–81.PubMedPubMedCentralCrossRef
32.
go back to reference Cortellini A, Bersanelli M, Santini D, Buti S, Tiseo M, Cannita K, et al. Another side of the association between body mass index (BMI) and clinical outcomes of cancer patients receiving programmed cell death protein-1 (PD-1)/programmed cell death-ligand 1 (PD-L1) checkpoint inhibitors: a multicentre analysis of immune-related adverse events. Eur J Cancer. 2020;128:17–26.PubMedCrossRef Cortellini A, Bersanelli M, Santini D, Buti S, Tiseo M, Cannita K, et al. Another side of the association between body mass index (BMI) and clinical outcomes of cancer patients receiving programmed cell death protein-1 (PD-1)/programmed cell death-ligand 1 (PD-L1) checkpoint inhibitors: a multicentre analysis of immune-related adverse events. Eur J Cancer. 2020;128:17–26.PubMedCrossRef
33.
go back to reference Adachi Y, Tamiya A, Taniguchi Y, Enomoto T, Azuma K, Kouno S, et al. Predictive factors for progression-free survival in non-small cell lung cancer patients receiving nivolumab based on performance status. Cancer Med. 2020;9(4):1383–91.PubMedCrossRef Adachi Y, Tamiya A, Taniguchi Y, Enomoto T, Azuma K, Kouno S, et al. Predictive factors for progression-free survival in non-small cell lung cancer patients receiving nivolumab based on performance status. Cancer Med. 2020;9(4):1383–91.PubMedCrossRef
34.
go back to reference Ren F, Zhao T, Liu B, Pan L. Neutrophil-lymphocyte ratio (NLR) predicted prognosis for advanced non-small-cell lung cancer (NSCLC) patients who received immune checkpoint blockade (ICB). Onco Targets Ther. 2019;12:4235–44.PubMedPubMedCentralCrossRef Ren F, Zhao T, Liu B, Pan L. Neutrophil-lymphocyte ratio (NLR) predicted prognosis for advanced non-small-cell lung cancer (NSCLC) patients who received immune checkpoint blockade (ICB). Onco Targets Ther. 2019;12:4235–44.PubMedPubMedCentralCrossRef
35.
go back to reference Wang Z, Zhan P, Lv Y, Shen K, Wei Y, Liu H, et al. Prognostic role of pretreatment neutrophil-to-lymphocyte ratio in non-small cell lung cancer patients treated with systemic therapy: a meta-analysis. Transl Lung Cancer Res. 2019;8(3):214–26.PubMedPubMedCentralCrossRef Wang Z, Zhan P, Lv Y, Shen K, Wei Y, Liu H, et al. Prognostic role of pretreatment neutrophil-to-lymphocyte ratio in non-small cell lung cancer patients treated with systemic therapy: a meta-analysis. Transl Lung Cancer Res. 2019;8(3):214–26.PubMedPubMedCentralCrossRef
36.
go back to reference Zhang Z, Li Y, Yan X, Song Q, Wang G, Hu Y, et al. Pretreatment lactate dehydrogenase may predict outcome of advanced non-small-cell lung cancer patients treated with immune checkpoint inhibitors: a meta-analysis. Cancer Med. 2019;8(4):1467–73.PubMedPubMedCentralCrossRef Zhang Z, Li Y, Yan X, Song Q, Wang G, Hu Y, et al. Pretreatment lactate dehydrogenase may predict outcome of advanced non-small-cell lung cancer patients treated with immune checkpoint inhibitors: a meta-analysis. Cancer Med. 2019;8(4):1467–73.PubMedPubMedCentralCrossRef
37.
go back to reference Wang L, Zhang H, Pan C, Yi J, Cui X, Li N, et al. Predicting durable responses to immune checkpoint Inhibitors in non-small-cell lung cancer using a multi-feature model. Front Immunol. 2022;13: 829634.PubMedPubMedCentralCrossRef Wang L, Zhang H, Pan C, Yi J, Cui X, Li N, et al. Predicting durable responses to immune checkpoint Inhibitors in non-small-cell lung cancer using a multi-feature model. Front Immunol. 2022;13: 829634.PubMedPubMedCentralCrossRef
38.
go back to reference Li Y, Chen Z, Tao W, Sun N, He J. Tumor mutation score is more powerful than tumor mutation burden in predicting response to immunotherapy in non-small cell lung cancer. Cancer Immunol Immunother. 2021;70(8):2367–78.PubMedCrossRef Li Y, Chen Z, Tao W, Sun N, He J. Tumor mutation score is more powerful than tumor mutation burden in predicting response to immunotherapy in non-small cell lung cancer. Cancer Immunol Immunother. 2021;70(8):2367–78.PubMedCrossRef
39.
go back to reference Yang F, Markovic SN, Molina JR, Halfdanarson TR, Pagliaro LC, Chintakuntlawar AV, et al. Association of sex, age, and Eastern Cooperative Oncology Group performance status with survival benefit of cancer immunotherapy in randomized clinical trials: a systematic review and meta-analysis. JAMA Netw Open. 2020;3(8): e2012534.PubMedPubMedCentralCrossRef Yang F, Markovic SN, Molina JR, Halfdanarson TR, Pagliaro LC, Chintakuntlawar AV, et al. Association of sex, age, and Eastern Cooperative Oncology Group performance status with survival benefit of cancer immunotherapy in randomized clinical trials: a systematic review and meta-analysis. JAMA Netw Open. 2020;3(8): e2012534.PubMedPubMedCentralCrossRef
40.
go back to reference Moro A, Mehta R, Tsilimigras DI, Sahara K, Paredes AZ, Bagante F, et al. Prognostic factors differ according to KRAS mutational status: a classification and regression tree model to define prognostic groups after hepatectomy for colorectal liver metastasis. Surgery. 2020;168(3):497–503.PubMedCrossRef Moro A, Mehta R, Tsilimigras DI, Sahara K, Paredes AZ, Bagante F, et al. Prognostic factors differ according to KRAS mutational status: a classification and regression tree model to define prognostic groups after hepatectomy for colorectal liver metastasis. Surgery. 2020;168(3):497–503.PubMedCrossRef
41.
go back to reference Eguren-Santamaria I, Sanmamed MF, Goldberg SB, Kluger HM, Idoate MA, Lu BY, et al. PD-1/PD-L1 Blockers in NSCLC brain metastases: challenging paradigms and clinical practice. Clin Cancer Res. 2020;26(16):4186–97.PubMedCrossRef Eguren-Santamaria I, Sanmamed MF, Goldberg SB, Kluger HM, Idoate MA, Lu BY, et al. PD-1/PD-L1 Blockers in NSCLC brain metastases: challenging paradigms and clinical practice. Clin Cancer Res. 2020;26(16):4186–97.PubMedCrossRef
42.
go back to reference Clancy TE, Sengupta TP, Paulus J, Ahmed F, Duh MS, Kulke MH. Alkaline phosphatase predicts survival in patients with metastatic neuroendocrine tumors. Dig Dis Sci. 2006;51(5):877–84.PubMedCrossRef Clancy TE, Sengupta TP, Paulus J, Ahmed F, Duh MS, Kulke MH. Alkaline phosphatase predicts survival in patients with metastatic neuroendocrine tumors. Dig Dis Sci. 2006;51(5):877–84.PubMedCrossRef
43.
go back to reference Karhade AV, Thio QCBS, Kuverji M, Ogink PT, Ferrone ML, Schwab JH. Prognostic value of serum alkaline phosphatase in spinal metastatic disease. Br J Cancer. 2019;120(6):640–6.PubMedPubMedCentralCrossRef Karhade AV, Thio QCBS, Kuverji M, Ogink PT, Ferrone ML, Schwab JH. Prognostic value of serum alkaline phosphatase in spinal metastatic disease. Br J Cancer. 2019;120(6):640–6.PubMedPubMedCentralCrossRef
44.
go back to reference Andriantsoa M, Hoibian S, Autret A, Gilabert M, Sarran A, Niccoli P, et al. An elevated serum alkaline phosphatase level in hepatic metastases of grade 1 and 2 gastrointestinal neuroendocrine tumors is unusual and of prognostic value. PLoS ONE. 2017;12(5):e0177971.PubMedPubMedCentralCrossRef Andriantsoa M, Hoibian S, Autret A, Gilabert M, Sarran A, Niccoli P, et al. An elevated serum alkaline phosphatase level in hepatic metastases of grade 1 and 2 gastrointestinal neuroendocrine tumors is unusual and of prognostic value. PLoS ONE. 2017;12(5):e0177971.PubMedPubMedCentralCrossRef
45.
go back to reference Hur J, Lee HJ, Nam JE, Kim YJ, Hong YJ, Kim HY, et al. Additional diagnostic value of tumor markers incytological fluid for diagnosis of non-small-cell lung cancer. BMC Cancer. 2012;12:392.PubMedPubMedCentralCrossRef Hur J, Lee HJ, Nam JE, Kim YJ, Hong YJ, Kim HY, et al. Additional diagnostic value of tumor markers incytological fluid for diagnosis of non-small-cell lung cancer. BMC Cancer. 2012;12:392.PubMedPubMedCentralCrossRef
46.
go back to reference Zhang L, Liu D, Li L, Pu D, Zhou P, Jing Y, et al. The important role of circulating CYFRA21-1 in metastasis diagnosis and prognostic value compared with carcinoembryonic antigen and neuron-specific enolase in lung cancer patients. BMC Cancer. 2017;17(1):96.PubMedPubMedCentralCrossRef Zhang L, Liu D, Li L, Pu D, Zhou P, Jing Y, et al. The important role of circulating CYFRA21-1 in metastasis diagnosis and prognostic value compared with carcinoembryonic antigen and neuron-specific enolase in lung cancer patients. BMC Cancer. 2017;17(1):96.PubMedPubMedCentralCrossRef
47.
go back to reference Patel KK, Kashfi K. Lipoproteins and cancer: the role of HDL-C, LDL-C, and cholesterol-lowering drugs. Biochem Pharmacol. 2022;196: 114654.PubMedCrossRef Patel KK, Kashfi K. Lipoproteins and cancer: the role of HDL-C, LDL-C, and cholesterol-lowering drugs. Biochem Pharmacol. 2022;196: 114654.PubMedCrossRef
Metadata
Title
Non-tumor-related prognostic factors for immunotherapy–chemotherapy or immunotherapy alone as first-line in advanced non-small cell lung cancer (NSCLC)
Authors
Ziwei Guo
Xing Wei
Chuanhao Tang
Jun Liang
Publication date
01-12-2024
Publisher
Springer International Publishing
Published in
Clinical and Experimental Medicine / Issue 1/2024
Print ISSN: 1591-8890
Electronic ISSN: 1591-9528
DOI
https://doi.org/10.1007/s10238-024-01298-z

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