Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers
Abstract Background Some hospitalized medical patients experience venous thromboembolism (VTE) following discharge. Prophylaxis extended beyond hospital discharge (extended duration thromboprophylaxis [EDT]) may reduce this risk. However, EDT is costly and can cause bleeding, so selecting appropriat...
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doaj-7887e8787495487784a9ff23a5b1308c2021-08-14T05:35:58ZengWileyResearch and Practice in Thrombosis and Haemostasis2475-03792021-07-0155n/an/a10.1002/rth2.12560Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkersScott C. Woller0Scott M. Stevens1Masarret Fazili2James F. Lloyd3Emily L. Wilson4Gregory L. Snow5Joseph R. Bledsoe6Benjamin D. Horne7Department of Medicine Intermountain Medical Center Intermountain Healthcare Murray UT USADepartment of Medicine Intermountain Medical Center Intermountain Healthcare Murray UT USADepartment of Medicine Intermountain Medical Center Intermountain Healthcare Murray UT USADepartment of Informatics Intermountain Medical Center Intermountain Healthcare Murray UT USAIntermountain Statistical Data Center Intermountain Medical Center Intermountain Healthcare Murray UT USAIntermountain Statistical Data Center Intermountain Medical Center Intermountain Healthcare Murray UT USADepartment of Emergency Medicine Intermountain Medical Center Intermountain Healthcare Murray UT USAIntermountain Medical Center Heart Institute Murray UT USAAbstract Background Some hospitalized medical patients experience venous thromboembolism (VTE) following discharge. Prophylaxis extended beyond hospital discharge (extended duration thromboprophylaxis [EDT]) may reduce this risk. However, EDT is costly and can cause bleeding, so selecting appropriate patients is essential. We formerly reported the performance of a mortality risk prediction score (Intermountain Risk Score [IMRS]) that was minimally predictive of 90‐day hospital‐associated venous thromboembolism (HA‐VTE) and major bleeding (HA‐MB). We used the components of the IMRS to calculate de novo risk scores to predict 90‐day HA‐VTE (HA‐VTE IMRS) and major bleeding (HA‐MB IMRS). Methods From 45 669 medical patients we randomly assigned 30 445 to derive the HA‐VTE IMRS and the HA‐MB IMRS. Backward stepwise regression and bootstrapping identified predictor covariates from the blood count and basic chemistry. These candidate variables were split into quintiles, and the referent quintile was that with the lowest event rate for HA‐VTE and HA‐MB; respectively. A clinically relevant rate of HA‐VTE and HA‐MB was used to inform outcome rates. Performance was assessed in the derivation set of 15 224 patients. Results The HA‐VTE IMRS and HA‐MB IMRS area under the receiver operating curve (AUC) in the derivation set were 0.646, and 0.691, respectively. In the validation set, the HA‐VTE IMRS and HA‐MB IMRS AUCs were 0.60 and 0.643. Conclusions Risk scores derived from components of routine labs ubiquitous in clinical care identify patients that are at risk for 90‐day postdischarge HA‐VTE and major bleeding. This may identify a subset of patients with high HA‐VTE risk and low HA‐MB risk who may benefit from EDT.https://doi.org/10.1002/rth2.12560 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Scott C. Woller Scott M. Stevens Masarret Fazili James F. Lloyd Emily L. Wilson Gregory L. Snow Joseph R. Bledsoe Benjamin D. Horne |
spellingShingle |
Scott C. Woller Scott M. Stevens Masarret Fazili James F. Lloyd Emily L. Wilson Gregory L. Snow Joseph R. Bledsoe Benjamin D. Horne Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers Research and Practice in Thrombosis and Haemostasis |
author_facet |
Scott C. Woller Scott M. Stevens Masarret Fazili James F. Lloyd Emily L. Wilson Gregory L. Snow Joseph R. Bledsoe Benjamin D. Horne |
author_sort |
Scott C. Woller |
title |
Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers |
title_short |
Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers |
title_full |
Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers |
title_fullStr |
Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers |
title_full_unstemmed |
Post‐discharge thrombosis and bleeding in medical patients: A novel risk score derived from ubiquitous biomarkers |
title_sort |
post‐discharge thrombosis and bleeding in medical patients: a novel risk score derived from ubiquitous biomarkers |
publisher |
Wiley |
series |
Research and Practice in Thrombosis and Haemostasis |
issn |
2475-0379 |
publishDate |
2021-07-01 |
description |
Abstract Background Some hospitalized medical patients experience venous thromboembolism (VTE) following discharge. Prophylaxis extended beyond hospital discharge (extended duration thromboprophylaxis [EDT]) may reduce this risk. However, EDT is costly and can cause bleeding, so selecting appropriate patients is essential. We formerly reported the performance of a mortality risk prediction score (Intermountain Risk Score [IMRS]) that was minimally predictive of 90‐day hospital‐associated venous thromboembolism (HA‐VTE) and major bleeding (HA‐MB). We used the components of the IMRS to calculate de novo risk scores to predict 90‐day HA‐VTE (HA‐VTE IMRS) and major bleeding (HA‐MB IMRS). Methods From 45 669 medical patients we randomly assigned 30 445 to derive the HA‐VTE IMRS and the HA‐MB IMRS. Backward stepwise regression and bootstrapping identified predictor covariates from the blood count and basic chemistry. These candidate variables were split into quintiles, and the referent quintile was that with the lowest event rate for HA‐VTE and HA‐MB; respectively. A clinically relevant rate of HA‐VTE and HA‐MB was used to inform outcome rates. Performance was assessed in the derivation set of 15 224 patients. Results The HA‐VTE IMRS and HA‐MB IMRS area under the receiver operating curve (AUC) in the derivation set were 0.646, and 0.691, respectively. In the validation set, the HA‐VTE IMRS and HA‐MB IMRS AUCs were 0.60 and 0.643. Conclusions Risk scores derived from components of routine labs ubiquitous in clinical care identify patients that are at risk for 90‐day postdischarge HA‐VTE and major bleeding. This may identify a subset of patients with high HA‐VTE risk and low HA‐MB risk who may benefit from EDT. |
url |
https://doi.org/10.1002/rth2.12560 |
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