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Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy
INTRODUCTION: Immune checkpoint inhibitors (ICIs) produce a broad spectrum of immune-related adverse events (irAEs) affecting various organ systems. While ICIs are established as a therapeutic option in non-small cell lung cancer (NSCLC) treatment, most patients receiving ICI relapse. Additionally,...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968834/ https://www.ncbi.nlm.nih.gov/pubmed/36860308 http://dx.doi.org/10.3389/fonc.2023.1064169 |
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author | Sayer, Michael R. Mambetsariev, Isa Lu, Kun-Han Wong, Chi Wah Duche, Ashley Beuttler, Richard Fricke, Jeremy Pharoan, Rebecca Arvanitis, Leonidas Eftekhari, Zahra Amini, Arya Koczywas, Marianna Massarelli, Erminia Roosan, Moom Rahman Salgia, Ravi |
author_facet | Sayer, Michael R. Mambetsariev, Isa Lu, Kun-Han Wong, Chi Wah Duche, Ashley Beuttler, Richard Fricke, Jeremy Pharoan, Rebecca Arvanitis, Leonidas Eftekhari, Zahra Amini, Arya Koczywas, Marianna Massarelli, Erminia Roosan, Moom Rahman Salgia, Ravi |
author_sort | Sayer, Michael R. |
collection | PubMed |
description | INTRODUCTION: Immune checkpoint inhibitors (ICIs) produce a broad spectrum of immune-related adverse events (irAEs) affecting various organ systems. While ICIs are established as a therapeutic option in non-small cell lung cancer (NSCLC) treatment, most patients receiving ICI relapse. Additionally, the role of ICIs on survival in patients receiving prior targeted tyrosine kinase inhibitor (TKI) therapy has not been well-defined. OBJECTIVE: To investigate the impact of irAEs, the relative time of occurrence, and prior TKI therapy to predict clinical outcomes in NSCLC patients treated with ICIs. METHODS: A single center retrospective cohort study identified 354 adult patients with NSCLC receiving ICI therapy between 2014 and 2018. Survival analysis utilized overall survival (OS) and real-world progression free survival (rwPFS) outcomes. Model performance matrices for predicting 1-year OS and 6-month rwPFS using linear regression baseline, optimal, and machine learning modeling approaches. RESULTS: Patients experiencing an irAE were found to have a significantly longer OS and rwPFS compared to patients who did not (median OS 25.1 vs. 11.1 months; hazard ratio [HR] 0.51, confidence interval [CI] 0.39- 0.68, P-value <0.001, median rwPFS 5.7 months vs. 2.3; HR 0.52, CI 0.41- 0.66, P-value <0.001, respectively). Patients who received TKI therapy before initiation of ICI experienced significantly shorter OS than patients without prior TKI therapy (median OS 7.6 months vs. 18.5 months; P-value < 0.01). After adjusting for other variables, irAEs and prior TKI therapy significantly impacted OS and rwPFS. Lastly, the performances of models implementing logistic regression and machine learning approaches were comparable in predicting 1-year OS and 6-month rwPFS. CONCLUSION: The occurrence of irAEs, the timing of the events, and prior TKI therapy were significant predictors of survival in NSCLC patients on ICI therapy. Therefore, our study supports future prospective studies to investigate the impact of irAEs, and sequence of therapy on the survival of NSCLC patients taking ICIs. |
format | Online Article Text |
id | pubmed-9968834 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99688342023-02-28 Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy Sayer, Michael R. Mambetsariev, Isa Lu, Kun-Han Wong, Chi Wah Duche, Ashley Beuttler, Richard Fricke, Jeremy Pharoan, Rebecca Arvanitis, Leonidas Eftekhari, Zahra Amini, Arya Koczywas, Marianna Massarelli, Erminia Roosan, Moom Rahman Salgia, Ravi Front Oncol Oncology INTRODUCTION: Immune checkpoint inhibitors (ICIs) produce a broad spectrum of immune-related adverse events (irAEs) affecting various organ systems. While ICIs are established as a therapeutic option in non-small cell lung cancer (NSCLC) treatment, most patients receiving ICI relapse. Additionally, the role of ICIs on survival in patients receiving prior targeted tyrosine kinase inhibitor (TKI) therapy has not been well-defined. OBJECTIVE: To investigate the impact of irAEs, the relative time of occurrence, and prior TKI therapy to predict clinical outcomes in NSCLC patients treated with ICIs. METHODS: A single center retrospective cohort study identified 354 adult patients with NSCLC receiving ICI therapy between 2014 and 2018. Survival analysis utilized overall survival (OS) and real-world progression free survival (rwPFS) outcomes. Model performance matrices for predicting 1-year OS and 6-month rwPFS using linear regression baseline, optimal, and machine learning modeling approaches. RESULTS: Patients experiencing an irAE were found to have a significantly longer OS and rwPFS compared to patients who did not (median OS 25.1 vs. 11.1 months; hazard ratio [HR] 0.51, confidence interval [CI] 0.39- 0.68, P-value <0.001, median rwPFS 5.7 months vs. 2.3; HR 0.52, CI 0.41- 0.66, P-value <0.001, respectively). Patients who received TKI therapy before initiation of ICI experienced significantly shorter OS than patients without prior TKI therapy (median OS 7.6 months vs. 18.5 months; P-value < 0.01). After adjusting for other variables, irAEs and prior TKI therapy significantly impacted OS and rwPFS. Lastly, the performances of models implementing logistic regression and machine learning approaches were comparable in predicting 1-year OS and 6-month rwPFS. CONCLUSION: The occurrence of irAEs, the timing of the events, and prior TKI therapy were significant predictors of survival in NSCLC patients on ICI therapy. Therefore, our study supports future prospective studies to investigate the impact of irAEs, and sequence of therapy on the survival of NSCLC patients taking ICIs. Frontiers Media S.A. 2023-02-13 /pmc/articles/PMC9968834/ /pubmed/36860308 http://dx.doi.org/10.3389/fonc.2023.1064169 Text en Copyright © 2023 Sayer, Mambetsariev, Lu, Wong, Duche, Beuttler, Fricke, Pharoan, Arvanitis, Eftekhari, Amini, Koczywas, Massarelli, Roosan and Salgia https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Sayer, Michael R. Mambetsariev, Isa Lu, Kun-Han Wong, Chi Wah Duche, Ashley Beuttler, Richard Fricke, Jeremy Pharoan, Rebecca Arvanitis, Leonidas Eftekhari, Zahra Amini, Arya Koczywas, Marianna Massarelli, Erminia Roosan, Moom Rahman Salgia, Ravi Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title | Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title_full | Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title_fullStr | Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title_full_unstemmed | Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title_short | Predicting survival of NSCLC patients treated with immune checkpoint inhibitors: Impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
title_sort | predicting survival of nsclc patients treated with immune checkpoint inhibitors: impact and timing of immune-related adverse events and prior tyrosine kinase inhibitor therapy |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968834/ https://www.ncbi.nlm.nih.gov/pubmed/36860308 http://dx.doi.org/10.3389/fonc.2023.1064169 |
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