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
Hauptverfasser: 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
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container_end_page 1442
container_issue 10
container_start_page 1437
container_title The American journal of cardiology
container_volume 111
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.
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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. 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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. 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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 &amp; 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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. 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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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