A Pilot Study Identifying Statin Nonadherence With Visit-to-Visit Variability of Low-Density Lipoprotein Cholesterol
Nonadherence to cardiovascular medications such as statins is a common, important problem. Clinicians currently rely on intuition to identify medication nonadherence. The visit-to-visit variability (VVV) of low-density lipoprotein (LDL) cholesterol might represent an opportunity to identify statin n...
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Veröffentlicht in: | The American journal of cardiology 2013-05, Vol.111 (10), p.1437-1442 |
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creator | Mann, Devin M., MD Glazer, Nicole L., PhD Winter, Michael, MS Paasche-Orlow, Michael K., MD Muntner, Paul, PhD Shimbo, Daichi, MD Adams, William G., MD Kressin, Nancy R., PhD Zhang, Yuqing, PhD Choi, Hyon, MD Cabral, Howard, PhD |
description | Nonadherence to cardiovascular medications such as statins is a common, important problem. Clinicians currently rely on intuition to identify medication nonadherence. The visit-to-visit variability (VVV) of low-density lipoprotein (LDL) cholesterol might represent an opportunity to identify statin nonadherence with greater accuracy. We examined the clinical and pharmacy data from 782 members of the Boston Medical Center Health Plan, seen at either the Boston Medical Center or its affiliated community health centers, who were taking statins and had ≥3 LDL cholesterol measurements from 2008 to 2011. The LDL cholesterol VVV (defined by the within-patient SD) was categorized into quintiles. Multivariate logistic regression models were generated with statin nonadherence (defined by the standard 80% pharmacy refill-based medication possession ratio threshold) as the dependent variable. The proportion of statin nonadherence increased across the quintiles of LDL cholesterol VVV (64.3%, 71.2%, 89.2%, 92.3%, 91.7%). Higher quintiles of LDL cholesterol VVV had a strong positive association with statin nonadherence, with an adjusted odds ratio of 3.4 (95% confidence interval 1.7 to 7.1) in the highest versus lowest quintile of LDL cholesterol VVV. The age- and gender-adjusted model had poor discrimination (C-statistic 0.62, 95% confidence interval 0.57 to 0.67), but the final adjusted model (age, gender, race, mean LDL cholesterol) demonstrated good discrimination (C-statistic 0.75, 95% confidence interval 0.71 to 0.79) between the adherent and nonadherent patients. In conclusion, the VVV of LDL cholesterol demonstrated a strong association with statin nonadherence in a clinic setting. Furthermore, a VVV of LDL cholesterol-based model had good discrimination characteristics for statin nonadherence. Research is needed to validate and generalize these findings to other populations and biomarkers. |
doi_str_mv | 10.1016/j.amjcard.2013.01.297 |
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Clinicians currently rely on intuition to identify medication nonadherence. The visit-to-visit variability (VVV) of low-density lipoprotein (LDL) cholesterol might represent an opportunity to identify statin nonadherence with greater accuracy. We examined the clinical and pharmacy data from 782 members of the Boston Medical Center Health Plan, seen at either the Boston Medical Center or its affiliated community health centers, who were taking statins and had ≥3 LDL cholesterol measurements from 2008 to 2011. The LDL cholesterol VVV (defined by the within-patient SD) was categorized into quintiles. Multivariate logistic regression models were generated with statin nonadherence (defined by the standard 80% pharmacy refill-based medication possession ratio threshold) as the dependent variable. The proportion of statin nonadherence increased across the quintiles of LDL cholesterol VVV (64.3%, 71.2%, 89.2%, 92.3%, 91.7%). Higher quintiles of LDL cholesterol VVV had a strong positive association with statin nonadherence, with an adjusted odds ratio of 3.4 (95% confidence interval 1.7 to 7.1) in the highest versus lowest quintile of LDL cholesterol VVV. The age- and gender-adjusted model had poor discrimination (C-statistic 0.62, 95% confidence interval 0.57 to 0.67), but the final adjusted model (age, gender, race, mean LDL cholesterol) demonstrated good discrimination (C-statistic 0.75, 95% confidence interval 0.71 to 0.79) between the adherent and nonadherent patients. In conclusion, the VVV of LDL cholesterol demonstrated a strong association with statin nonadherence in a clinic setting. Furthermore, a VVV of LDL cholesterol-based model had good discrimination characteristics for statin nonadherence. Research is needed to validate and generalize these findings to other populations and biomarkers.</description><identifier>ISSN: 0002-9149</identifier><identifier>EISSN: 1879-1913</identifier><identifier>DOI: 10.1016/j.amjcard.2013.01.297</identifier><identifier>PMID: 23433758</identifier><identifier>CODEN: AJCDAG</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Age ; Biology ; Boston - epidemiology ; Cardiovascular ; Cardiovascular disease ; Cholesterol ; Cholesterol, LDL - blood ; Computerized physician order entry ; Confidence intervals ; Diet ; Ethnicity ; Female ; Follow-Up Studies ; Gender ; Health facilities ; Hispanic people ; Humans ; Hydroxymethylglutaryl-CoA Reductase Inhibitors - therapeutic use ; Hypercholesterolemia - blood ; Hypercholesterolemia - drug therapy ; Hypercholesterolemia - epidemiology ; Hypertension ; Hypotheses ; Liver diseases ; Logistics ; Low density lipoprotein ; Male ; Medication Adherence ; Middle Aged ; Odds Ratio ; Office Visits - utilization ; Patients ; Pilot Projects ; Prescriptions ; Retrospective Studies ; Statins ; Statistics ; Variables</subject><ispartof>The American journal of cardiology, 2013-05, Vol.111 (10), p.1437-1442</ispartof><rights>Elsevier Inc.</rights><rights>2013 Elsevier Inc.</rights><rights>Copyright © 2013 Elsevier Inc. All rights reserved.</rights><rights>Copyright Elsevier Limited May 15, 2013</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c495t-876fa38b36ec6e67b4d1d8c8842920e76fc6998420b1d0d233774f3b1e39bbd23</citedby><cites>FETCH-LOGICAL-c495t-876fa38b36ec6e67b4d1d8c8842920e76fc6998420b1d0d233774f3b1e39bbd23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.proquest.com/docview/1347357723?pq-origsite=primo$$EHTML$$P50$$Gproquest$$H</linktohtml><link.rule.ids>314,780,784,3548,27923,27924,45994,64384,64386,64388,72240</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23433758$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mann, Devin M., MD</creatorcontrib><creatorcontrib>Glazer, Nicole L., PhD</creatorcontrib><creatorcontrib>Winter, Michael, MS</creatorcontrib><creatorcontrib>Paasche-Orlow, Michael K., MD</creatorcontrib><creatorcontrib>Muntner, Paul, PhD</creatorcontrib><creatorcontrib>Shimbo, Daichi, MD</creatorcontrib><creatorcontrib>Adams, William G., MD</creatorcontrib><creatorcontrib>Kressin, Nancy R., PhD</creatorcontrib><creatorcontrib>Zhang, Yuqing, PhD</creatorcontrib><creatorcontrib>Choi, Hyon, MD</creatorcontrib><creatorcontrib>Cabral, Howard, PhD</creatorcontrib><title>A Pilot Study Identifying Statin Nonadherence With Visit-to-Visit Variability of Low-Density Lipoprotein Cholesterol</title><title>The American journal of cardiology</title><addtitle>Am J Cardiol</addtitle><description>Nonadherence to cardiovascular medications such as statins is a common, important problem. Clinicians currently rely on intuition to identify medication nonadherence. The visit-to-visit variability (VVV) of low-density lipoprotein (LDL) cholesterol might represent an opportunity to identify statin nonadherence with greater accuracy. We examined the clinical and pharmacy data from 782 members of the Boston Medical Center Health Plan, seen at either the Boston Medical Center or its affiliated community health centers, who were taking statins and had ≥3 LDL cholesterol measurements from 2008 to 2011. The LDL cholesterol VVV (defined by the within-patient SD) was categorized into quintiles. Multivariate logistic regression models were generated with statin nonadherence (defined by the standard 80% pharmacy refill-based medication possession ratio threshold) as the dependent variable. The proportion of statin nonadherence increased across the quintiles of LDL cholesterol VVV (64.3%, 71.2%, 89.2%, 92.3%, 91.7%). Higher quintiles of LDL cholesterol VVV had a strong positive association with statin nonadherence, with an adjusted odds ratio of 3.4 (95% confidence interval 1.7 to 7.1) in the highest versus lowest quintile of LDL cholesterol VVV. The age- and gender-adjusted model had poor discrimination (C-statistic 0.62, 95% confidence interval 0.57 to 0.67), but the final adjusted model (age, gender, race, mean LDL cholesterol) demonstrated good discrimination (C-statistic 0.75, 95% confidence interval 0.71 to 0.79) between the adherent and nonadherent patients. In conclusion, the VVV of LDL cholesterol demonstrated a strong association with statin nonadherence in a clinic setting. Furthermore, a VVV of LDL cholesterol-based model had good discrimination characteristics for statin nonadherence. Research is needed to validate and generalize these findings to other populations and biomarkers.</description><subject>Age</subject><subject>Biology</subject><subject>Boston - epidemiology</subject><subject>Cardiovascular</subject><subject>Cardiovascular disease</subject><subject>Cholesterol</subject><subject>Cholesterol, LDL - blood</subject><subject>Computerized physician order entry</subject><subject>Confidence intervals</subject><subject>Diet</subject><subject>Ethnicity</subject><subject>Female</subject><subject>Follow-Up Studies</subject><subject>Gender</subject><subject>Health facilities</subject><subject>Hispanic people</subject><subject>Humans</subject><subject>Hydroxymethylglutaryl-CoA Reductase Inhibitors - therapeutic use</subject><subject>Hypercholesterolemia - blood</subject><subject>Hypercholesterolemia - drug therapy</subject><subject>Hypercholesterolemia - epidemiology</subject><subject>Hypertension</subject><subject>Hypotheses</subject><subject>Liver diseases</subject><subject>Logistics</subject><subject>Low density lipoprotein</subject><subject>Male</subject><subject>Medication Adherence</subject><subject>Middle Aged</subject><subject>Odds Ratio</subject><subject>Office Visits - utilization</subject><subject>Patients</subject><subject>Pilot Projects</subject><subject>Prescriptions</subject><subject>Retrospective Studies</subject><subject>Statins</subject><subject>Statistics</subject><subject>Variables</subject><issn>0002-9149</issn><issn>1879-1913</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>8G5</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><recordid>eNqFUk2P0zAQtRCILYWfAIrEhUuCHSdxfAGtytdKFSAtLEfLsSd0ShoX2wHl3-PQAtJeONnPfvPm4w0hjxktGGXN832hD3ujvS1KynhBWVFKcYesWCtkziTjd8mKUlrmklXygjwIYZ8gY3Vzn1yUvOJc1O2KxMvsIw4uZtdxsnN2ZWGM2M84fk0vOuKYvXejtjvwMBrIvmDcZTcYMObR5b8v2Y32qDscMM6Z67Ot-5m_gjEscItHd_QuQtLZ7NwAIYJ3w0Nyr9dDgEfnc00-v3n9afMu3354e7W53OamknXMW9H0mrcdb8A00Iiussy2pm2rUpYU0q9ppEyIdsxSW6aWRNXzjgGXXZfwmjw76aYavk8puTpgMDAMegQ3BcV41da0rNI01uTpLereTX5M1S0swWshkv6a1CeW8S4ED706ejxoPytG1WKL2quzLWqxRVGmki0p7slZfeoOYP9G_fEhEV6eCJDG8QPBq2BwmbhFDyYq6_C_KV7cUjADjmj08A1mCP-6UaFUVF0vu7GsBuOUcskF_wVZcrWu</recordid><startdate>20130515</startdate><enddate>20130515</enddate><creator>Mann, Devin M., MD</creator><creator>Glazer, Nicole L., PhD</creator><creator>Winter, Michael, MS</creator><creator>Paasche-Orlow, Michael K., MD</creator><creator>Muntner, Paul, PhD</creator><creator>Shimbo, Daichi, MD</creator><creator>Adams, William G., MD</creator><creator>Kressin, Nancy R., PhD</creator><creator>Zhang, Yuqing, PhD</creator><creator>Choi, Hyon, MD</creator><creator>Cabral, Howard, PhD</creator><general>Elsevier Inc</general><general>Elsevier Limited</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7RV</scope><scope>7TS</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FD</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>M7Z</scope><scope>MBDVC</scope><scope>NAPCQ</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>7X8</scope></search><sort><creationdate>20130515</creationdate><title>A Pilot Study Identifying Statin Nonadherence With Visit-to-Visit Variability of Low-Density Lipoprotein Cholesterol</title><author>Mann, Devin M., MD ; Glazer, Nicole L., PhD ; Winter, Michael, MS ; Paasche-Orlow, Michael K., MD ; Muntner, Paul, PhD ; Shimbo, Daichi, MD ; Adams, William G., MD ; Kressin, Nancy R., PhD ; Zhang, Yuqing, PhD ; Choi, Hyon, MD ; Cabral, Howard, PhD</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c495t-876fa38b36ec6e67b4d1d8c8842920e76fc6998420b1d0d233774f3b1e39bbd23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Age</topic><topic>Biology</topic><topic>Boston - epidemiology</topic><topic>Cardiovascular</topic><topic>Cardiovascular disease</topic><topic>Cholesterol</topic><topic>Cholesterol, LDL - blood</topic><topic>Computerized physician order entry</topic><topic>Confidence intervals</topic><topic>Diet</topic><topic>Ethnicity</topic><topic>Female</topic><topic>Follow-Up Studies</topic><topic>Gender</topic><topic>Health facilities</topic><topic>Hispanic people</topic><topic>Humans</topic><topic>Hydroxymethylglutaryl-CoA Reductase Inhibitors - therapeutic use</topic><topic>Hypercholesterolemia - blood</topic><topic>Hypercholesterolemia - drug therapy</topic><topic>Hypercholesterolemia - epidemiology</topic><topic>Hypertension</topic><topic>Hypotheses</topic><topic>Liver diseases</topic><topic>Logistics</topic><topic>Low density lipoprotein</topic><topic>Male</topic><topic>Medication Adherence</topic><topic>Middle Aged</topic><topic>Odds Ratio</topic><topic>Office Visits - utilization</topic><topic>Patients</topic><topic>Pilot Projects</topic><topic>Prescriptions</topic><topic>Retrospective Studies</topic><topic>Statins</topic><topic>Statistics</topic><topic>Variables</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mann, Devin M., MD</creatorcontrib><creatorcontrib>Glazer, Nicole L., PhD</creatorcontrib><creatorcontrib>Winter, Michael, MS</creatorcontrib><creatorcontrib>Paasche-Orlow, Michael K., MD</creatorcontrib><creatorcontrib>Muntner, Paul, PhD</creatorcontrib><creatorcontrib>Shimbo, Daichi, MD</creatorcontrib><creatorcontrib>Adams, William G., MD</creatorcontrib><creatorcontrib>Kressin, Nancy R., PhD</creatorcontrib><creatorcontrib>Zhang, Yuqing, PhD</creatorcontrib><creatorcontrib>Choi, Hyon, MD</creatorcontrib><creatorcontrib>Cabral, Howard, PhD</creatorcontrib><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>Nursing & Allied Health Database</collection><collection>Physical Education Index</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Technology Research Database</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Research Library</collection><collection>Biochemistry Abstracts 1</collection><collection>Research Library (Corporate)</collection><collection>Nursing & Allied Health Premium</collection><collection>Biotechnology and BioEngineering Abstracts</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>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><jtitle>The American journal of cardiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mann, Devin M., MD</au><au>Glazer, Nicole L., PhD</au><au>Winter, Michael, MS</au><au>Paasche-Orlow, Michael K., MD</au><au>Muntner, Paul, PhD</au><au>Shimbo, Daichi, MD</au><au>Adams, William G., MD</au><au>Kressin, Nancy R., PhD</au><au>Zhang, Yuqing, PhD</au><au>Choi, Hyon, MD</au><au>Cabral, Howard, PhD</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Pilot Study Identifying Statin Nonadherence With Visit-to-Visit Variability of Low-Density Lipoprotein Cholesterol</atitle><jtitle>The American journal of cardiology</jtitle><addtitle>Am J Cardiol</addtitle><date>2013-05-15</date><risdate>2013</risdate><volume>111</volume><issue>10</issue><spage>1437</spage><epage>1442</epage><pages>1437-1442</pages><issn>0002-9149</issn><eissn>1879-1913</eissn><coden>AJCDAG</coden><abstract>Nonadherence to cardiovascular medications such as statins is a common, important problem. Clinicians currently rely on intuition to identify medication nonadherence. The visit-to-visit variability (VVV) of low-density lipoprotein (LDL) cholesterol might represent an opportunity to identify statin nonadherence with greater accuracy. We examined the clinical and pharmacy data from 782 members of the Boston Medical Center Health Plan, seen at either the Boston Medical Center or its affiliated community health centers, who were taking statins and had ≥3 LDL cholesterol measurements from 2008 to 2011. The LDL cholesterol VVV (defined by the within-patient SD) was categorized into quintiles. Multivariate logistic regression models were generated with statin nonadherence (defined by the standard 80% pharmacy refill-based medication possession ratio threshold) as the dependent variable. The proportion of statin nonadherence increased across the quintiles of LDL cholesterol VVV (64.3%, 71.2%, 89.2%, 92.3%, 91.7%). Higher quintiles of LDL cholesterol VVV had a strong positive association with statin nonadherence, with an adjusted odds ratio of 3.4 (95% confidence interval 1.7 to 7.1) in the highest versus lowest quintile of LDL cholesterol VVV. The age- and gender-adjusted model had poor discrimination (C-statistic 0.62, 95% confidence interval 0.57 to 0.67), but the final adjusted model (age, gender, race, mean LDL cholesterol) demonstrated good discrimination (C-statistic 0.75, 95% confidence interval 0.71 to 0.79) between the adherent and nonadherent patients. In conclusion, the VVV of LDL cholesterol demonstrated a strong association with statin nonadherence in a clinic setting. Furthermore, a VVV of LDL cholesterol-based model had good discrimination characteristics for statin nonadherence. Research is needed to validate and generalize these findings to other populations and biomarkers.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>23433758</pmid><doi>10.1016/j.amjcard.2013.01.297</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Age Biology Boston - epidemiology Cardiovascular Cardiovascular disease Cholesterol Cholesterol, LDL - blood Computerized physician order entry Confidence intervals Diet Ethnicity Female Follow-Up Studies Gender Health facilities Hispanic people Humans Hydroxymethylglutaryl-CoA Reductase Inhibitors - therapeutic use Hypercholesterolemia - blood Hypercholesterolemia - drug therapy Hypercholesterolemia - epidemiology Hypertension Hypotheses Liver diseases Logistics Low density lipoprotein Male Medication Adherence Middle Aged Odds Ratio Office Visits - utilization Patients Pilot Projects Prescriptions Retrospective Studies Statins Statistics Variables |
title | A Pilot Study Identifying Statin Nonadherence With Visit-to-Visit Variability of Low-Density Lipoprotein Cholesterol |
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