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Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis
OBJECTIVES: Immune checkpoint inhibitors (ICIs) have dramatically improved outcomes in cancer patients. However, ICIs are associated with significant immune-related adverse events (irAEs) and the underlying biological mechanisms are not well-understood. To ensure safe cancer treatment, research effo...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6447026/ https://www.ncbi.nlm.nih.gov/pubmed/30976759 http://dx.doi.org/10.1093/jamiaopen/ooy045 |
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author | Wang, QuanQiu Xu, Rong |
author_facet | Wang, QuanQiu Xu, Rong |
author_sort | Wang, QuanQiu |
collection | PubMed |
description | OBJECTIVES: Immune checkpoint inhibitors (ICIs) have dramatically improved outcomes in cancer patients. However, ICIs are associated with significant immune-related adverse events (irAEs) and the underlying biological mechanisms are not well-understood. To ensure safe cancer treatment, research efforts are needed to comprehensively detect and understand irAEs. MATERIALS AND METHODS: We manually extracted and standardized irAEs from The U.S Food and Drug Administration (FDA) drug labels for six FDA-approved ICIs. We compared irAE profile similarities among ICIs and 1507 FDA-approved non-ICI drugs. We investigated how irAEs have differential effects on human organs by classifying irAEs based on their targeted organ systems. Finally, we identified broad-spectrum (nontarget-specific) and narrow-spectrum (target-specific) irAEs. RESULTS: A total of 893 irAEs were extracted. 31.4% irAEs were shared among ICIs as compared to the 8.0% between ICIs and non-ICI drugs. irAEs were resulted from both on- and off-target effects: irAE profiles were more similar for ICIs with same target than different targets, demonstrating the on-target effects; irAE profile similarity for ICIs with the same target is less than 50%, demonstrating unknown off-target effects. ICIs significantly target many organ systems, including endocrine system (3.4-fold enrichment), metabolism (3.7-fold enrichment), immune system (3.6-fold enrichment), and autoimmune system (4.8-fold enrichment). We identified 21 broad-spectrum irAEs shared among all ICIs, 20 irAEs specific for PD-L1/PD-1 inhibition, and 28 irAEs specific for CTLA-4 inhibition. DISCUSSION AND CONCLUSION: Our study presents the first effort toward building a standardized database of irAEs. The extracted irAEs can serve as the gold standard for automatic irAE extractions from other data resources and set a foundation to understand biological mechanisms of irAEs. |
format | Online Article Text |
id | pubmed-6447026 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-64470262019-04-09 Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis Wang, QuanQiu Xu, Rong JAMIA Open Research and Applications OBJECTIVES: Immune checkpoint inhibitors (ICIs) have dramatically improved outcomes in cancer patients. However, ICIs are associated with significant immune-related adverse events (irAEs) and the underlying biological mechanisms are not well-understood. To ensure safe cancer treatment, research efforts are needed to comprehensively detect and understand irAEs. MATERIALS AND METHODS: We manually extracted and standardized irAEs from The U.S Food and Drug Administration (FDA) drug labels for six FDA-approved ICIs. We compared irAE profile similarities among ICIs and 1507 FDA-approved non-ICI drugs. We investigated how irAEs have differential effects on human organs by classifying irAEs based on their targeted organ systems. Finally, we identified broad-spectrum (nontarget-specific) and narrow-spectrum (target-specific) irAEs. RESULTS: A total of 893 irAEs were extracted. 31.4% irAEs were shared among ICIs as compared to the 8.0% between ICIs and non-ICI drugs. irAEs were resulted from both on- and off-target effects: irAE profiles were more similar for ICIs with same target than different targets, demonstrating the on-target effects; irAE profile similarity for ICIs with the same target is less than 50%, demonstrating unknown off-target effects. ICIs significantly target many organ systems, including endocrine system (3.4-fold enrichment), metabolism (3.7-fold enrichment), immune system (3.6-fold enrichment), and autoimmune system (4.8-fold enrichment). We identified 21 broad-spectrum irAEs shared among all ICIs, 20 irAEs specific for PD-L1/PD-1 inhibition, and 28 irAEs specific for CTLA-4 inhibition. DISCUSSION AND CONCLUSION: Our study presents the first effort toward building a standardized database of irAEs. The extracted irAEs can serve as the gold standard for automatic irAE extractions from other data resources and set a foundation to understand biological mechanisms of irAEs. Oxford University Press 2018-10-15 /pmc/articles/PMC6447026/ /pubmed/30976759 http://dx.doi.org/10.1093/jamiaopen/ooy045 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of the American Medical Informatics Association. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research and Applications Wang, QuanQiu Xu, Rong Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title | Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title_full | Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title_fullStr | Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title_full_unstemmed | Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title_short | Immunotherapy-related adverse events (irAEs): extraction from FDA drug labels and comparative analysis |
title_sort | immunotherapy-related adverse events (iraes): extraction from fda drug labels and comparative analysis |
topic | Research and Applications |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6447026/ https://www.ncbi.nlm.nih.gov/pubmed/30976759 http://dx.doi.org/10.1093/jamiaopen/ooy045 |
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