Cargando…

Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids

Anti-TNF drugs are frequently associated with serious Adverse Events (AEs), which necessitates an improved understanding of individual factors that determine efficacy and safety of anti-TNF agents. We mined the US FDA’s Adverse Event Reporting System (AERS) for anti-TNF-associated AEs to identify an...

Descripción completa

Detalles Bibliográficos
Autores principales: Sarangdhar, Mayur, Kushwaha, Akash, Dahlquist, Jeanine, Jegga, Anil, Aronow, Bruce
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3814486/
https://www.ncbi.nlm.nih.gov/pubmed/24303326
_version_ 1782289262165622784
author Sarangdhar, Mayur
Kushwaha, Akash
Dahlquist, Jeanine
Jegga, Anil
Aronow, Bruce
author_facet Sarangdhar, Mayur
Kushwaha, Akash
Dahlquist, Jeanine
Jegga, Anil
Aronow, Bruce
author_sort Sarangdhar, Mayur
collection PubMed
description Anti-TNF drugs are frequently associated with serious Adverse Events (AEs), which necessitates an improved understanding of individual factors that determine efficacy and safety of anti-TNF agents. We mined the US FDA’s Adverse Event Reporting System (AERS) for anti-TNF-associated AEs to identify and stratify patient subgroups and drug combinations that exhibit specifically correlated complications. We demonstrate the existence of patient subgroup and anti-TNF agent-specific associations for relative risks of developing known and novel AEs including infections, edema, and organ damage associated processes. Concomitant use of anti-TNFs with corticosteroids significantly increased risk of AEs (p < 0.001) including pulmonary fibrosis and pulmonary edema. Using these tightly correlated phenotypes, we mined mouse phenotype data to identify the molecular basis of these AEs. Multiple pathways and networks that regulate injury response, fluid regulation, and wound healing were implicated suggesting modification of anti-TNF-based therapeutic strategies to minimize corticosteroid-based combinatorial risk of severe AEs.
format Online
Article
Text
id pubmed-3814486
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher American Medical Informatics Association
record_format MEDLINE/PubMed
spelling pubmed-38144862013-12-03 Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids Sarangdhar, Mayur Kushwaha, Akash Dahlquist, Jeanine Jegga, Anil Aronow, Bruce AMIA Jt Summits Transl Sci Proc Articles Anti-TNF drugs are frequently associated with serious Adverse Events (AEs), which necessitates an improved understanding of individual factors that determine efficacy and safety of anti-TNF agents. We mined the US FDA’s Adverse Event Reporting System (AERS) for anti-TNF-associated AEs to identify and stratify patient subgroups and drug combinations that exhibit specifically correlated complications. We demonstrate the existence of patient subgroup and anti-TNF agent-specific associations for relative risks of developing known and novel AEs including infections, edema, and organ damage associated processes. Concomitant use of anti-TNFs with corticosteroids significantly increased risk of AEs (p < 0.001) including pulmonary fibrosis and pulmonary edema. Using these tightly correlated phenotypes, we mined mouse phenotype data to identify the molecular basis of these AEs. Multiple pathways and networks that regulate injury response, fluid regulation, and wound healing were implicated suggesting modification of anti-TNF-based therapeutic strategies to minimize corticosteroid-based combinatorial risk of severe AEs. American Medical Informatics Association 2013-03-18 /pmc/articles/PMC3814486/ /pubmed/24303326 Text en ©2013 AMIA - All rights reserved.
spellingShingle Articles
Sarangdhar, Mayur
Kushwaha, Akash
Dahlquist, Jeanine
Jegga, Anil
Aronow, Bruce
Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title_full Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title_fullStr Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title_full_unstemmed Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title_short Using Systems Biology-based Analysis Approaches to Identify Mechanistically Significant Adverse Drug Reactions: Pulmonary Complications from Combined Use of Anti-TNFα Agents and Corticosteroids
title_sort using systems biology-based analysis approaches to identify mechanistically significant adverse drug reactions: pulmonary complications from combined use of anti-tnfα agents and corticosteroids
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3814486/
https://www.ncbi.nlm.nih.gov/pubmed/24303326
work_keys_str_mv AT sarangdharmayur usingsystemsbiologybasedanalysisapproachestoidentifymechanisticallysignificantadversedrugreactionspulmonarycomplicationsfromcombineduseofantitnfaagentsandcorticosteroids
AT kushwahaakash usingsystemsbiologybasedanalysisapproachestoidentifymechanisticallysignificantadversedrugreactionspulmonarycomplicationsfromcombineduseofantitnfaagentsandcorticosteroids
AT dahlquistjeanine usingsystemsbiologybasedanalysisapproachestoidentifymechanisticallysignificantadversedrugreactionspulmonarycomplicationsfromcombineduseofantitnfaagentsandcorticosteroids
AT jeggaanil usingsystemsbiologybasedanalysisapproachestoidentifymechanisticallysignificantadversedrugreactionspulmonarycomplicationsfromcombineduseofantitnfaagentsandcorticosteroids
AT aronowbruce usingsystemsbiologybasedanalysisapproachestoidentifymechanisticallysignificantadversedrugreactionspulmonarycomplicationsfromcombineduseofantitnfaagentsandcorticosteroids