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Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy
BACKGROUND: Anti-PD-1 therapy has shown significant clinical activity in advanced melanoma. We developed and validated a clinical prediction scale for response to anti- PD-1 monotherapy. METHODS: A total of 315 patients with advanced melanoma treated with pembrolizumab (2 or 10 mg kg(−1) Q2W or Q3W)...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5418446/ https://www.ncbi.nlm.nih.gov/pubmed/28324889 http://dx.doi.org/10.1038/bjc.2017.70 |
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author | Nosrati, Adi Tsai, Katy K Goldinger, Simone M Tumeh, Paul Grimes, Barbara Loo, Kimberly Algazi, Alain P Nguyen-Kim, Thi Dan Linh Levesque, Mitchell Dummer, Reinhard Hamid, Omid Daud, Adil |
author_facet | Nosrati, Adi Tsai, Katy K Goldinger, Simone M Tumeh, Paul Grimes, Barbara Loo, Kimberly Algazi, Alain P Nguyen-Kim, Thi Dan Linh Levesque, Mitchell Dummer, Reinhard Hamid, Omid Daud, Adil |
author_sort | Nosrati, Adi |
collection | PubMed |
description | BACKGROUND: Anti-PD-1 therapy has shown significant clinical activity in advanced melanoma. We developed and validated a clinical prediction scale for response to anti- PD-1 monotherapy. METHODS: A total of 315 patients with advanced melanoma treated with pembrolizumab (2 or 10 mg kg(−1) Q2W or Q3W) or nivolumab (3 mg kg(−1) Q2W) at four cancer centres between 2011 to 2013 served as the setting for the present cohort study. Variables with significant association to response on a univariate analysis were entered into a forward stepwise logistic regression model and were given a score based on ORs to calculate a clinical prediction scale. RESULTS: The developed clinical prediction scale included elevated LDH (1 point), age <65 years (1 point), female sex (1 point), history of ipilimumab treatment (2 points) and the presence of liver metastasis (2 points). The scale had an area under the receiver-operating curve (AUC) of 0.73 (95% CI 0.67, 0.80) in predicting response to therapy. The predictive performance of the score was maintained in the validation cohort (AUC 0.70 (95% CI 0.58, 0.81)) and the goodness-to-fit model demonstrated good calibration. CONCLUSIONS: Based on a large cohort of patients, we developed and validated a simple five-factor prediction scale for the clinical activity of PD-1 antibodies in advanced melanoma patients. This scale can be used to stratify patients participating in clinical trials. |
format | Online Article Text |
id | pubmed-5418446 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-54184462018-04-25 Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy Nosrati, Adi Tsai, Katy K Goldinger, Simone M Tumeh, Paul Grimes, Barbara Loo, Kimberly Algazi, Alain P Nguyen-Kim, Thi Dan Linh Levesque, Mitchell Dummer, Reinhard Hamid, Omid Daud, Adil Br J Cancer Clinical Study BACKGROUND: Anti-PD-1 therapy has shown significant clinical activity in advanced melanoma. We developed and validated a clinical prediction scale for response to anti- PD-1 monotherapy. METHODS: A total of 315 patients with advanced melanoma treated with pembrolizumab (2 or 10 mg kg(−1) Q2W or Q3W) or nivolumab (3 mg kg(−1) Q2W) at four cancer centres between 2011 to 2013 served as the setting for the present cohort study. Variables with significant association to response on a univariate analysis were entered into a forward stepwise logistic regression model and were given a score based on ORs to calculate a clinical prediction scale. RESULTS: The developed clinical prediction scale included elevated LDH (1 point), age <65 years (1 point), female sex (1 point), history of ipilimumab treatment (2 points) and the presence of liver metastasis (2 points). The scale had an area under the receiver-operating curve (AUC) of 0.73 (95% CI 0.67, 0.80) in predicting response to therapy. The predictive performance of the score was maintained in the validation cohort (AUC 0.70 (95% CI 0.58, 0.81)) and the goodness-to-fit model demonstrated good calibration. CONCLUSIONS: Based on a large cohort of patients, we developed and validated a simple five-factor prediction scale for the clinical activity of PD-1 antibodies in advanced melanoma patients. This scale can be used to stratify patients participating in clinical trials. Nature Publishing Group 2017-04-25 2017-03-21 /pmc/articles/PMC5418446/ /pubmed/28324889 http://dx.doi.org/10.1038/bjc.2017.70 Text en Copyright © 2017 Cancer Research UK http://creativecommons.org/licenses/by-nc-sa/4.0/ From twelve months after its original publication, this work is licensed under the Creative Commons Attribution-NonCommercial-Share Alike 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ |
spellingShingle | Clinical Study Nosrati, Adi Tsai, Katy K Goldinger, Simone M Tumeh, Paul Grimes, Barbara Loo, Kimberly Algazi, Alain P Nguyen-Kim, Thi Dan Linh Levesque, Mitchell Dummer, Reinhard Hamid, Omid Daud, Adil Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title | Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title_full | Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title_fullStr | Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title_full_unstemmed | Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title_short | Evaluation of clinicopathological factors in PD-1 response: derivation and validation of a prediction scale for response to PD-1 monotherapy |
title_sort | evaluation of clinicopathological factors in pd-1 response: derivation and validation of a prediction scale for response to pd-1 monotherapy |
topic | Clinical Study |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5418446/ https://www.ncbi.nlm.nih.gov/pubmed/28324889 http://dx.doi.org/10.1038/bjc.2017.70 |
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