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A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use
Change in tumor size estimated using longitudinal tumor growth inhibition (TGI) modeling is an early predictive biomarker of clinical outcomes for multiple cancer types. We present the application of TGI modeling for subjects with multiple myeloma (MM). Longitudinal time course changes in M‐protein...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4759707/ https://www.ncbi.nlm.nih.gov/pubmed/26904385 http://dx.doi.org/10.1002/psp4.12044 |
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author | Jonsson, F Ou, Y Claret, L Siegel, D Jagannath, S Vij, R Badros, A Aggarwal, S Bruno, R |
author_facet | Jonsson, F Ou, Y Claret, L Siegel, D Jagannath, S Vij, R Badros, A Aggarwal, S Bruno, R |
author_sort | Jonsson, F |
collection | PubMed |
description | Change in tumor size estimated using longitudinal tumor growth inhibition (TGI) modeling is an early predictive biomarker of clinical outcomes for multiple cancer types. We present the application of TGI modeling for subjects with multiple myeloma (MM). Longitudinal time course changes in M‐protein data from relapsed and/or refractory MM subjects who received single‐agent carfilzomib in phase II studies (n = 456) were fit to a TGI model. The tumor growth rate estimate was similar to that of other anti‐myeloma agents, indicating that the model is robust and treatment‐independent. An overall survival model was subsequently developed, which showed that early change in tumor size (ECTS) at week 4, Eastern Cooperative Oncology Group performance status (ECOG PS), hemoglobin, sex, percent bone marrow cell involvement, and number of prior regimens were significant independent predictors for overall survival (P < 0.001). ECTS based on M‐protein modeling could be an early biomarker for survival in MM following exposure to single‐agent carfilzomib. |
format | Online Article Text |
id | pubmed-4759707 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-47597072016-02-22 A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use Jonsson, F Ou, Y Claret, L Siegel, D Jagannath, S Vij, R Badros, A Aggarwal, S Bruno, R CPT Pharmacometrics Syst Pharmacol Original Articles Change in tumor size estimated using longitudinal tumor growth inhibition (TGI) modeling is an early predictive biomarker of clinical outcomes for multiple cancer types. We present the application of TGI modeling for subjects with multiple myeloma (MM). Longitudinal time course changes in M‐protein data from relapsed and/or refractory MM subjects who received single‐agent carfilzomib in phase II studies (n = 456) were fit to a TGI model. The tumor growth rate estimate was similar to that of other anti‐myeloma agents, indicating that the model is robust and treatment‐independent. An overall survival model was subsequently developed, which showed that early change in tumor size (ECTS) at week 4, Eastern Cooperative Oncology Group performance status (ECOG PS), hemoglobin, sex, percent bone marrow cell involvement, and number of prior regimens were significant independent predictors for overall survival (P < 0.001). ECTS based on M‐protein modeling could be an early biomarker for survival in MM following exposure to single‐agent carfilzomib. John Wiley and Sons Inc. 2015-11-20 2015-12 /pmc/articles/PMC4759707/ /pubmed/26904385 http://dx.doi.org/10.1002/psp4.12044 Text en © 2015 The Authors CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of American Society for Clinical Pharmacology and Therapeutics This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://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 | Original Articles Jonsson, F Ou, Y Claret, L Siegel, D Jagannath, S Vij, R Badros, A Aggarwal, S Bruno, R A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title | A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title_full | A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title_fullStr | A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title_full_unstemmed | A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title_short | A Tumor Growth Inhibition Model Based on M‐Protein Levels in Subjects With Relapsed/Refractory Multiple Myeloma Following Single‐Agent Carfilzomib Use |
title_sort | tumor growth inhibition model based on m‐protein levels in subjects with relapsed/refractory multiple myeloma following single‐agent carfilzomib use |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4759707/ https://www.ncbi.nlm.nih.gov/pubmed/26904385 http://dx.doi.org/10.1002/psp4.12044 |
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