Cargando…
A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients
Paclitaxel/platinum chemotherapy, the backbone of standard first‐line treatment of advanced non‐small cell lung cancer (NSCLC), exhibits high interpatient variability in treatment response and high toxicity burden. Baseline blood biomarker concentrations and tumor size (sum of diameters) at week 8 r...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10681433/ https://www.ncbi.nlm.nih.gov/pubmed/36782356 http://dx.doi.org/10.1002/psp4.12937 |
_version_ | 1785142530464022528 |
---|---|
author | Ojara, Francis Williams Henrich, Andrea Frances, Nicolas Nassar, Yomna M. Huisinga, Wilhelm Hartung, Niklas Geiger, Kimberly Holdenrieder, Stefan Joerger, Markus Kloft, Charlotte |
author_facet | Ojara, Francis Williams Henrich, Andrea Frances, Nicolas Nassar, Yomna M. Huisinga, Wilhelm Hartung, Niklas Geiger, Kimberly Holdenrieder, Stefan Joerger, Markus Kloft, Charlotte |
author_sort | Ojara, Francis Williams |
collection | PubMed |
description | Paclitaxel/platinum chemotherapy, the backbone of standard first‐line treatment of advanced non‐small cell lung cancer (NSCLC), exhibits high interpatient variability in treatment response and high toxicity burden. Baseline blood biomarker concentrations and tumor size (sum of diameters) at week 8 relative to baseline (RS8) are widely investigated prognostic factors. However, joint analysis of data on demographic/clinical characteristics, blood biomarker levels, and chemotherapy exposure‐driven early tumor response for improved prediction of overall survival (OS) is clinically not established. We developed a Weibull time‐to‐event model to predict OS, leveraging data from 365 patients receiving paclitaxel/platinum combination chemotherapy once every three weeks for ≤six cycles. A developed tumor growth inhibition model, combining linear tumor growth and first‐order paclitaxel area under the concentration‐time curve‐induced tumor decay, was used to derive individual RS8. The median model‐derived RS8 in all patients was a 20.0% tumor size reduction (range from −78% to +15%). Whereas baseline carcinoembryonic antigen, cytokeratin fragments, and thyroid stimulating hormone levels were not significantly associated with OS in a subset of 221 patients, and lactate dehydrogenase, interleukin‐6 and neutrophil‐to‐lymphocyte ratio levels were significant only in univariate analyses (p value < 0.05); C‐reactive protein (CRP) in combination with RS8 most significantly affected OS (p value < 0.01). Compared to the median population OS of 11.3 months, OS was 128% longer at the 5th percentile levels of both covariates and 60% shorter at their 95th percentiles levels. The combined paclitaxel exposure‐driven RS8 and baseline blood CRP concentrations enables early individual prognostic predictions for different paclitaxel dosing regimens, forming the basis for treatment decision and optimizing paclitaxel/platinum‐based advanced NSCLC chemotherapy. |
format | Online Article Text |
id | pubmed-10681433 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-106814332023-02-27 A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients Ojara, Francis Williams Henrich, Andrea Frances, Nicolas Nassar, Yomna M. Huisinga, Wilhelm Hartung, Niklas Geiger, Kimberly Holdenrieder, Stefan Joerger, Markus Kloft, Charlotte CPT Pharmacometrics Syst Pharmacol Research Paclitaxel/platinum chemotherapy, the backbone of standard first‐line treatment of advanced non‐small cell lung cancer (NSCLC), exhibits high interpatient variability in treatment response and high toxicity burden. Baseline blood biomarker concentrations and tumor size (sum of diameters) at week 8 relative to baseline (RS8) are widely investigated prognostic factors. However, joint analysis of data on demographic/clinical characteristics, blood biomarker levels, and chemotherapy exposure‐driven early tumor response for improved prediction of overall survival (OS) is clinically not established. We developed a Weibull time‐to‐event model to predict OS, leveraging data from 365 patients receiving paclitaxel/platinum combination chemotherapy once every three weeks for ≤six cycles. A developed tumor growth inhibition model, combining linear tumor growth and first‐order paclitaxel area under the concentration‐time curve‐induced tumor decay, was used to derive individual RS8. The median model‐derived RS8 in all patients was a 20.0% tumor size reduction (range from −78% to +15%). Whereas baseline carcinoembryonic antigen, cytokeratin fragments, and thyroid stimulating hormone levels were not significantly associated with OS in a subset of 221 patients, and lactate dehydrogenase, interleukin‐6 and neutrophil‐to‐lymphocyte ratio levels were significant only in univariate analyses (p value < 0.05); C‐reactive protein (CRP) in combination with RS8 most significantly affected OS (p value < 0.01). Compared to the median population OS of 11.3 months, OS was 128% longer at the 5th percentile levels of both covariates and 60% shorter at their 95th percentiles levels. The combined paclitaxel exposure‐driven RS8 and baseline blood CRP concentrations enables early individual prognostic predictions for different paclitaxel dosing regimens, forming the basis for treatment decision and optimizing paclitaxel/platinum‐based advanced NSCLC chemotherapy. John Wiley and Sons Inc. 2023-02-27 /pmc/articles/PMC10681433/ /pubmed/36782356 http://dx.doi.org/10.1002/psp4.12937 Text en © 2023 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Ojara, Francis Williams Henrich, Andrea Frances, Nicolas Nassar, Yomna M. Huisinga, Wilhelm Hartung, Niklas Geiger, Kimberly Holdenrieder, Stefan Joerger, Markus Kloft, Charlotte A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title | A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title_full | A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title_fullStr | A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title_full_unstemmed | A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title_short | A prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
title_sort | prognostic baseline blood biomarker and tumor growth kinetics integrated model in paclitaxel/platinum treated advanced non‐small cell lung cancer patients |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10681433/ https://www.ncbi.nlm.nih.gov/pubmed/36782356 http://dx.doi.org/10.1002/psp4.12937 |
work_keys_str_mv | AT ojarafranciswilliams aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT henrichandrea aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT francesnicolas aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT nassaryomnam aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT huisingawilhelm aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT hartungniklas aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT geigerkimberly aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT holdenriederstefan aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT joergermarkus aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT kloftcharlotte aprognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT ojarafranciswilliams prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT henrichandrea prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT francesnicolas prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT nassaryomnam prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT huisingawilhelm prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT hartungniklas prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT geigerkimberly prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT holdenriederstefan prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT joergermarkus prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients AT kloftcharlotte prognosticbaselinebloodbiomarkerandtumorgrowthkineticsintegratedmodelinpaclitaxelplatinumtreatedadvancednonsmallcelllungcancerpatients |