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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2014
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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. |
format | Online Article Text |
id | pubmed-4333709 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
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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