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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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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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.</description><identifier>ISSN: 0085-2538</identifier><identifier>EISSN: 1523-1755</identifier><identifier>DOI: 10.1038/ki.2013.476</identifier><identifier>PMID: 24336031</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>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</subject><ispartof>Kidney international, 2014-06, Vol.85 (6), p.1412-1420</ispartof><rights>2014 International Society of Nephrology</rights><rights>Copyright Nature Publishing Group Jun 2014</rights><rights>2013 International Society of Nephrology 2013</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c455t-6ef8b7bea3cef4bb93b2e108195f27a890554f8377fa328f5ad8c7ef6a084aab3</citedby><cites>FETCH-LOGICAL-c455t-6ef8b7bea3cef4bb93b2e108195f27a890554f8377fa328f5ad8c7ef6a084aab3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24336031$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Lee, Taewoo</creatorcontrib><creatorcontrib>Biddle, Andrea K.</creatorcontrib><creatorcontrib>Lionaki, Sofia</creatorcontrib><creatorcontrib>Derebail, Vimal K.</creatorcontrib><creatorcontrib>Barbour, Sean J.</creatorcontrib><creatorcontrib>Tannous, Sameer</creatorcontrib><creatorcontrib>Hladunewich, Michelle A.</creatorcontrib><creatorcontrib>Hu, Yichun</creatorcontrib><creatorcontrib>Poulton, Caroline J.</creatorcontrib><creatorcontrib>Mahoney, Shannon L.</creatorcontrib><creatorcontrib>Charles Jennette, J.</creatorcontrib><creatorcontrib>Hogan, Susan L.</creatorcontrib><creatorcontrib>Falk, Ronald J.</creatorcontrib><creatorcontrib>Cattran, Daniel C.</creatorcontrib><creatorcontrib>Reich, Heather N.</creatorcontrib><creatorcontrib>Nachman, Patrick H.</creatorcontrib><title>Personalized prophylactic anticoagulation decision analysis in patients with membranous nephropathy</title><title>Kidney international</title><addtitle>Kidney Int</addtitle><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.</description><subject>Aged</subject><subject>Anticoagulants - adverse effects</subject><subject>Anticoagulants - therapeutic use</subject><subject>anticoagulation</subject><subject>Decision Support Techniques</subject><subject>Decision Trees</subject><subject>Female</subject><subject>Glomerulonephritis, Membranous - complications</subject><subject>Glomerulonephritis, Membranous - diagnosis</subject><subject>Glomerulonephritis, Membranous - drug therapy</subject><subject>Hemorrhage - chemically induced</subject><subject>Humans</subject><subject>Hypoalbuminemia - complications</subject><subject>Likelihood Functions</subject><subject>Male</subject><subject>Markov Chains</subject><subject>membranous nephropathy</subject><subject>Middle Aged</subject><subject>Monte Carlo Method</subject><subject>Patient Selection</subject><subject>Precision Medicine</subject><subject>Retrospective Studies</subject><subject>Risk Assessment</subject><subject>Risk Factors</subject><subject>thrombosis</subject><subject>Uncertainty</subject><subject>Venous Thromboembolism - 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adverse effects</topic><topic>Anticoagulants - therapeutic use</topic><topic>anticoagulation</topic><topic>Decision Support Techniques</topic><topic>Decision Trees</topic><topic>Female</topic><topic>Glomerulonephritis, Membranous - complications</topic><topic>Glomerulonephritis, Membranous - diagnosis</topic><topic>Glomerulonephritis, Membranous - drug therapy</topic><topic>Hemorrhage - chemically induced</topic><topic>Humans</topic><topic>Hypoalbuminemia - complications</topic><topic>Likelihood Functions</topic><topic>Male</topic><topic>Markov Chains</topic><topic>membranous nephropathy</topic><topic>Middle Aged</topic><topic>Monte Carlo Method</topic><topic>Patient Selection</topic><topic>Precision Medicine</topic><topic>Retrospective Studies</topic><topic>Risk Assessment</topic><topic>Risk Factors</topic><topic>thrombosis</topic><topic>Uncertainty</topic><topic>Venous Thromboembolism - etiology</topic><topic>Venous Thromboembolism - prevention & control</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lee, Taewoo</creatorcontrib><creatorcontrib>Biddle, Andrea K.</creatorcontrib><creatorcontrib>Lionaki, Sofia</creatorcontrib><creatorcontrib>Derebail, Vimal K.</creatorcontrib><creatorcontrib>Barbour, Sean J.</creatorcontrib><creatorcontrib>Tannous, Sameer</creatorcontrib><creatorcontrib>Hladunewich, Michelle A.</creatorcontrib><creatorcontrib>Hu, Yichun</creatorcontrib><creatorcontrib>Poulton, Caroline J.</creatorcontrib><creatorcontrib>Mahoney, Shannon L.</creatorcontrib><creatorcontrib>Charles Jennette, J.</creatorcontrib><creatorcontrib>Hogan, Susan L.</creatorcontrib><creatorcontrib>Falk, Ronald J.</creatorcontrib><creatorcontrib>Cattran, Daniel C.</creatorcontrib><creatorcontrib>Reich, Heather N.</creatorcontrib><creatorcontrib>Nachman, Patrick H.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Nursing & Allied Health Database</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Nursing & Allied Health Premium</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Kidney international</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lee, Taewoo</au><au>Biddle, Andrea K.</au><au>Lionaki, Sofia</au><au>Derebail, Vimal K.</au><au>Barbour, Sean J.</au><au>Tannous, Sameer</au><au>Hladunewich, Michelle A.</au><au>Hu, Yichun</au><au>Poulton, Caroline J.</au><au>Mahoney, Shannon L.</au><au>Charles Jennette, J.</au><au>Hogan, Susan L.</au><au>Falk, Ronald J.</au><au>Cattran, Daniel C.</au><au>Reich, Heather N.</au><au>Nachman, Patrick H.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Personalized prophylactic anticoagulation decision analysis in patients with membranous nephropathy</atitle><jtitle>Kidney international</jtitle><addtitle>Kidney Int</addtitle><date>2014-06-01</date><risdate>2014</risdate><volume>85</volume><issue>6</issue><spage>1412</spage><epage>1420</epage><pages>1412-1420</pages><issn>0085-2538</issn><eissn>1523-1755</eissn><abstract>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.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>24336031</pmid><doi>10.1038/ki.2013.476</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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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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