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Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins

Statin medications are often prescribed to ameliorate a patient’s risk of cardiovascular events due in part to cholesterol reduction. We developed and evaluated an algorithm that can accurately identify subjects with major adverse cardiac events (MACE) while on statins using electronic medical recor...

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Autores principales: Wei, Wei-Qi, Feng, Qiping, Weeke, Peter, Bush, William, Waitara, Magarya S., Iwuchukwu, Otito F., Roden, Dan M., Wilke, Russell A., Stein, Charles M, Denny, Joshua C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4333709/
https://www.ncbi.nlm.nih.gov/pubmed/25717410
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author Wei, Wei-Qi
Feng, Qiping
Weeke, Peter
Bush, William
Waitara, Magarya S.
Iwuchukwu, Otito F.
Roden, Dan M.
Wilke, Russell A.
Stein, Charles M
Denny, Joshua C.
author_facet Wei, Wei-Qi
Feng, Qiping
Weeke, Peter
Bush, William
Waitara, Magarya S.
Iwuchukwu, Otito F.
Roden, Dan M.
Wilke, Russell A.
Stein, Charles M
Denny, Joshua C.
author_sort Wei, Wei-Qi
collection PubMed
description Statin medications are often prescribed to ameliorate a patient’s risk of cardiovascular events due in part to cholesterol reduction. We developed and evaluated an algorithm that can accurately identify subjects with major adverse cardiac events (MACE) while on statins using electronic medical record (EMR) data. The algorithm also identifies subjects experiencing their first MACE while on statins for primary prevention. The algorithm achieved 90% to 97% PPVs in identification of MACE cases as compared against physician review. By applying the algorithm to EMR data in BioVU, cases and controls were identified and used subsequently to replicate known associations with eight genetic variants. We replicated 6/8 previously reported genetic associations with cardiovascular diseases or lipid metabolism disorders. Our results demonstrated that the algorithm can be used to accurately identify subjects with MACE and MACE while on statins. Consequently, future e studies can be conducted to investigate and validate the relationship between statins and MACE using real-world clinical data.
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spelling pubmed-43337092015-02-25 Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins Wei, Wei-Qi Feng, Qiping Weeke, Peter Bush, William Waitara, Magarya S. Iwuchukwu, Otito F. Roden, Dan M. Wilke, Russell A. Stein, Charles M Denny, Joshua C. AMIA Jt Summits Transl Sci Proc Articles Statin medications are often prescribed to ameliorate a patient’s risk of cardiovascular events due in part to cholesterol reduction. We developed and evaluated an algorithm that can accurately identify subjects with major adverse cardiac events (MACE) while on statins using electronic medical record (EMR) data. The algorithm also identifies subjects experiencing their first MACE while on statins for primary prevention. The algorithm achieved 90% to 97% PPVs in identification of MACE cases as compared against physician review. By applying the algorithm to EMR data in BioVU, cases and controls were identified and used subsequently to replicate known associations with eight genetic variants. We replicated 6/8 previously reported genetic associations with cardiovascular diseases or lipid metabolism disorders. Our results demonstrated that the algorithm can be used to accurately identify subjects with MACE and MACE while on statins. Consequently, future e studies can be conducted to investigate and validate the relationship between statins and MACE using real-world clinical data. American Medical Informatics Association 2014-04-07 /pmc/articles/PMC4333709/ /pubmed/25717410 Text en ©2014 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose
spellingShingle Articles
Wei, Wei-Qi
Feng, Qiping
Weeke, Peter
Bush, William
Waitara, Magarya S.
Iwuchukwu, Otito F.
Roden, Dan M.
Wilke, Russell A.
Stein, Charles M
Denny, Joshua C.
Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title_full Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title_fullStr Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title_full_unstemmed Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title_short Creation and Validation of an EMR-based Algorithm for Identifying Major Adverse Cardiac Events while on Statins
title_sort creation and validation of an emr-based algorithm for identifying major adverse cardiac events while on statins
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4333709/
https://www.ncbi.nlm.nih.gov/pubmed/25717410
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