Personalized prophylactic anticoagulation decision analysis in patients with membranous nephropathy

Primary membranous nephropathy is associated with increased risk of venous thromboembolic events, which are inversely correlated with serum albumin levels. To evaluate the potential benefit of prophylactic anticoagulation (venous thromboembolic events prevented) relative to the risk (major bleeds),...

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Veröffentlicht in:Kidney international 2014-06, Vol.85 (6), p.1412-1420
Hauptverfasser: Lee, Taewoo, Biddle, Andrea K., Lionaki, Sofia, Derebail, Vimal K., Barbour, Sean J., Tannous, Sameer, Hladunewich, Michelle A., Hu, Yichun, Poulton, Caroline J., Mahoney, Shannon L., Charles Jennette, J., Hogan, Susan L., Falk, Ronald J., Cattran, Daniel C., Reich, Heather N., Nachman, Patrick H.
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container_end_page 1420
container_issue 6
container_start_page 1412
container_title Kidney international
container_volume 85
creator Lee, Taewoo
Biddle, Andrea K.
Lionaki, Sofia
Derebail, Vimal K.
Barbour, Sean J.
Tannous, Sameer
Hladunewich, Michelle A.
Hu, Yichun
Poulton, Caroline J.
Mahoney, Shannon L.
Charles Jennette, J.
Hogan, Susan L.
Falk, Ronald J.
Cattran, Daniel C.
Reich, Heather N.
Nachman, Patrick H.
description Primary membranous nephropathy is associated with increased risk of venous thromboembolic events, which are inversely correlated with serum albumin levels. To evaluate the potential benefit of prophylactic anticoagulation (venous thromboembolic events prevented) relative to the risk (major bleeds), we constructed a Markov decision model. The venous thromboembolic event risk according to serum albumin was obtained from an inception cohort of 898 patients with primary membranous nephropathy. Risk estimates of hemorrhage were obtained from a systematic literature review. Benefit-to-risk ratios were predicted according to bleeding risk and serum albumin. This ratio increased with worsening hypoalbuminemia from 4.5:1 for an albumin under 3g/dl to 13.1:1 for an albumin under 2g/dl in patients at low bleeding risk. Patients at intermediate bleeding risk with an albumin under 2g/dl have a moderately favorable benefit-to-risk ratio (under 5:1). Patients at high bleeding risk are unlikely to benefit from prophylactic anticoagulation regardless of albuminemia. Probabilistic sensitivity analysis, to account for uncertainty in risk estimates, confirmed these trends. From these data, we constructed a tool to estimate the likelihood of benefit based on an individual’s bleeding risk profile, serum albumin level, and acceptable benefit-to-risk ratio (www.gntools.com). This tool provides an approach to the decision of prophylactic anticoagulation personalized to the individual’s needs and adaptable to dynamic changes in health status and risk profile.
doi_str_mv 10.1038/ki.2013.476
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Probabilistic sensitivity analysis, to account for uncertainty in risk estimates, confirmed these trends. From these data, we constructed a tool to estimate the likelihood of benefit based on an individual’s bleeding risk profile, serum albumin level, and acceptable benefit-to-risk ratio (www.gntools.com). 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Probabilistic sensitivity analysis, to account for uncertainty in risk estimates, confirmed these trends. From these data, we constructed a tool to estimate the likelihood of benefit based on an individual’s bleeding risk profile, serum albumin level, and acceptable benefit-to-risk ratio (www.gntools.com). 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subjects Aged
Anticoagulants - adverse effects
Anticoagulants - therapeutic use
anticoagulation
Decision Support Techniques
Decision Trees
Female
Glomerulonephritis, Membranous - complications
Glomerulonephritis, Membranous - diagnosis
Glomerulonephritis, Membranous - drug therapy
Hemorrhage - chemically induced
Humans
Hypoalbuminemia - complications
Likelihood Functions
Male
Markov Chains
membranous nephropathy
Middle Aged
Monte Carlo Method
Patient Selection
Precision Medicine
Retrospective Studies
Risk Assessment
Risk Factors
thrombosis
Uncertainty
Venous Thromboembolism - etiology
Venous Thromboembolism - prevention & control
title Personalized prophylactic anticoagulation decision analysis in patients with membranous nephropathy
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