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Prediction Score for Anticoagulation Control Quality Among Older Adults
BACKGROUND: Time in the therapeutic range (TTR) is associated with the effectiveness and safety of vitamin K antagonist (VKA) therapy. To optimize prescribing of VKA, we aimed to develop and validate a prediction model for TTR in older adults taking VKA for nonvalvular atrial fibrillation and venous...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5721874/ https://www.ncbi.nlm.nih.gov/pubmed/28982676 http://dx.doi.org/10.1161/JAHA.117.006814 |
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author | Lin, Kueiyu Joshua Singer, Daniel E. Glynn, Robert J. Blackley, Suzanne Zhou, Li Liu, Jun Dube, Gina Oertel, Lynn B. Schneeweiss, Sebastian |
author_facet | Lin, Kueiyu Joshua Singer, Daniel E. Glynn, Robert J. Blackley, Suzanne Zhou, Li Liu, Jun Dube, Gina Oertel, Lynn B. Schneeweiss, Sebastian |
author_sort | Lin, Kueiyu Joshua |
collection | PubMed |
description | BACKGROUND: Time in the therapeutic range (TTR) is associated with the effectiveness and safety of vitamin K antagonist (VKA) therapy. To optimize prescribing of VKA, we aimed to develop and validate a prediction model for TTR in older adults taking VKA for nonvalvular atrial fibrillation and venous thromboembolism. METHODS AND RESULTS: The study cohort comprised patients aged ≥65 years who were taking VKA for atrial fibrillation or venous thromboembolism and who were identified in the 2 US electronic health record databases linked with Medicare claims data from 2007 through 2014. With the predictors identified from a systematic review and clinical knowledge, we built a prediction model for TTR, using one electronic health record system as the training set and the other as the validation set. We compared the performance of the new models to that of a published prediction score for TTR, SAMe‐TT (2)R(2). Based on 1663 patients in the training set and 1181 in the validation set, our optimized score included 42 variables and the simplified model included 7 variables, abbreviated as PROSPER (Pneumonia, Renal dysfunction, Oozing blood [prior bleeding], Staying in hospital ≥7 days, Pain medication use, no Enhanced [structured] anticoagulation services, Rx for antibiotics). The PROSPER score outperformed SAMe‐TT (2)R(2) when predicting both TTR ≥70% (area under the receiver operating characteristic curve 0.67 versus 0.55) and the thromboembolic and bleeding outcomes (area under the receiver operating characteristic curve 0.62 versus 0.52). CONCLUSIONS: Our geriatric TTR score can be used as a clinical decision aid to select appropriate candidates to receive VKA therapy and as a research tool to address confounding and treatment effect heterogeneity by anticoagulation quality. |
format | Online Article Text |
id | pubmed-5721874 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-57218742017-12-12 Prediction Score for Anticoagulation Control Quality Among Older Adults Lin, Kueiyu Joshua Singer, Daniel E. Glynn, Robert J. Blackley, Suzanne Zhou, Li Liu, Jun Dube, Gina Oertel, Lynn B. Schneeweiss, Sebastian J Am Heart Assoc Systematic Review and Meta‐Analysis BACKGROUND: Time in the therapeutic range (TTR) is associated with the effectiveness and safety of vitamin K antagonist (VKA) therapy. To optimize prescribing of VKA, we aimed to develop and validate a prediction model for TTR in older adults taking VKA for nonvalvular atrial fibrillation and venous thromboembolism. METHODS AND RESULTS: The study cohort comprised patients aged ≥65 years who were taking VKA for atrial fibrillation or venous thromboembolism and who were identified in the 2 US electronic health record databases linked with Medicare claims data from 2007 through 2014. With the predictors identified from a systematic review and clinical knowledge, we built a prediction model for TTR, using one electronic health record system as the training set and the other as the validation set. We compared the performance of the new models to that of a published prediction score for TTR, SAMe‐TT (2)R(2). Based on 1663 patients in the training set and 1181 in the validation set, our optimized score included 42 variables and the simplified model included 7 variables, abbreviated as PROSPER (Pneumonia, Renal dysfunction, Oozing blood [prior bleeding], Staying in hospital ≥7 days, Pain medication use, no Enhanced [structured] anticoagulation services, Rx for antibiotics). The PROSPER score outperformed SAMe‐TT (2)R(2) when predicting both TTR ≥70% (area under the receiver operating characteristic curve 0.67 versus 0.55) and the thromboembolic and bleeding outcomes (area under the receiver operating characteristic curve 0.62 versus 0.52). CONCLUSIONS: Our geriatric TTR score can be used as a clinical decision aid to select appropriate candidates to receive VKA therapy and as a research tool to address confounding and treatment effect heterogeneity by anticoagulation quality. John Wiley and Sons Inc. 2017-10-05 /pmc/articles/PMC5721874/ /pubmed/28982676 http://dx.doi.org/10.1161/JAHA.117.006814 Text en © 2017 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Systematic Review and Meta‐Analysis Lin, Kueiyu Joshua Singer, Daniel E. Glynn, Robert J. Blackley, Suzanne Zhou, Li Liu, Jun Dube, Gina Oertel, Lynn B. Schneeweiss, Sebastian Prediction Score for Anticoagulation Control Quality Among Older Adults |
title | Prediction Score for Anticoagulation Control Quality Among Older Adults |
title_full | Prediction Score for Anticoagulation Control Quality Among Older Adults |
title_fullStr | Prediction Score for Anticoagulation Control Quality Among Older Adults |
title_full_unstemmed | Prediction Score for Anticoagulation Control Quality Among Older Adults |
title_short | Prediction Score for Anticoagulation Control Quality Among Older Adults |
title_sort | prediction score for anticoagulation control quality among older adults |
topic | Systematic Review and Meta‐Analysis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5721874/ https://www.ncbi.nlm.nih.gov/pubmed/28982676 http://dx.doi.org/10.1161/JAHA.117.006814 |
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