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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)...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
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.
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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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