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Fischer SH, Field TS, Gagne SJ, Mazor KM, Preusse P, Reed G, Peterson D, Gurwitz JH, Tjia J. Patient completion of laboratory tests to monitor medication therapy: a mixed-methods study. J Gen Intern Med 2013; 28:513-21. [PMID: 23229907 PMCID: PMC3599033 DOI: 10.1007/s11606-012-2271-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2012] [Revised: 10/11/2012] [Accepted: 10/23/2012] [Indexed: 10/27/2022]
Abstract
BACKGROUND Little is known about the contribution of patient behavior to incomplete laboratory monitoring, and the reasons for patient non-completion of ordered laboratory tests remain unclear. OBJECTIVE To describe factors, including patient-reported reasons, associated with non-completion of ordered laboratory tests. DESIGN Mixed-Methods study including a quantitative assessment of the frequency of patient completion of ordered monitoring tests combined with qualitative, semi-structured, patient interviews. PARTICIPANTS Quantitative assessment included patients 18 years or older from a large multispecialty group practice, who were prescribed a medication requiring monitoring. Qualitative interviews included a subset of show and no-show patients prescribed a cardiovascular, anticonvulsant, or thyroid replacement medication. MAIN MEASURES Proportion of recommended monitoring tests for each medication not completed, factors associated with patient non-completion, and patient-reported reasons for non-completion. KEY RESULTS Of 27,802 patients who were prescribed one of 34 medications, patient non-completion of ordered tests varied (range: 0-24 %, by drug-test pair). Factors associated with higher odds of test non-completion included: younger patient age (< 40 years vs. ≥ 80 years, adjusted odds ratio [AOR] 1.52, 95 % confidence interval [95 % CI] 1.27-1.83); lower medication burden (one medication vs. more than one drug, AOR for non-completion 1.26, 95 % CI 1.15-1.37), and lower visit frequency (0-5 visits/year vs. ≥ 19 visits/year, AOR 1.41, 95 % CI 1.25 to 1.59). Drug-test pairs with black box warning status were associated with greater odds of non-completion, compared to drugs without a black box warning or other guideline for testing (AOR 1.91, 95 % CI 1.66-2.19). Qualitative interviews, with 16 no-show and seven show patients, identified forgetting as the main cause of non-completion of ordered tests. CONCLUSIONS Patient non-completion contributed to missed opportunities to monitor medications, and was associated with younger patient age, lower medication burden and black box warning status. Interventions to improve laboratory monitoring should target patients as well as physicians.
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Tjia J, Field TS, Mazor KM, Donovan JL, Kanaan AO, Reed G, Doherty P, Harrold LR, Gurwitz JH. Dementia and risk of adverse warfarin-related events in the nursing home setting. ACTA ACUST UNITED AC 2013; 10:323-30. [PMID: 23063288 DOI: 10.1016/j.amjopharm.2012.09.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2012] [Accepted: 09/05/2012] [Indexed: 10/27/2022]
Abstract
BACKGROUND Little attention has been focused on the safety of medications administered to treat non illnesses in nursing home residents with dementia. It is unclear whether this population is at increased risk of adverse drug events. OBJECTIVES To test the hypotheses that in nursing home residents with dementia prescribed warfarin have less time in therapeutic range and a higher incidence of nonpreventable and preventable adverse warfarin events compared to nursing home residents without dementia after controlling for facility and patient characteristics. METHODS A prospective cohort embedded in a clinical trial of nursing home residents prescribed warfarin in 26 nursing homes in Connecticut was observed for up to 12 months. The primary outcome measures included adverse warfarin events (AWEs) (injuries resulting from warfarin use), potential AWEs (INR [international normalized ratio] >4.5 and management error), and AWE preventability based on physician reviews of medical record abstractions. Potential confounders included nursing home structural characteristics (eg, number of beds and for-profit status), nursing staff time, and nursing home regulatory deficiencies (pharmacy, administrative, quality of care, and all other deficiencies). Multivariable Poisson regression analysis was used to determine the independent association of dementia with potential and preventable AWEs using generalized estimating equations to account for clustering within nursing homes. RESULTS Residents with dementia had no difference in the number of INR monitoring tests or percentage of days in the therapeutic range, but did have an increased risk of AWEs (adjusted incidence rate ratio [IRR], 1.47; 95% confidence interval [CI], 1.20-1.82), and preventable or potential AWEs (adjusted IRR, 1.36; 95% CI, 1.06-1.76) after adjustment for patient characteristics, nursing home quality, and case mix. Greater nursing staff time was protective for preventable and potential AWEs (adjusted IRR, 0.66; 95% CI, 0.48-0.90) but not for nonpreventable AWEs. CONCLUSION A diagnosis of dementia was associated with increased risk of nonpreventable and preventable or potential AWEs. Greater nursing staff time was associated with lower risk of preventable AWEs. These findings have implications for quality-of-care reporting and patient safety.
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Rochon PA, Gurwitz JH. Drug shortages and clinicians: no time for complacency. ACTA ACUST UNITED AC 2013; 172:1499-500. [PMID: 23007059 DOI: 10.1001/2013.jamainternmed.332] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Masoudi FA, Go AS, Magid DJ, Cassidy-Bushrow AE, Doris JM, Fiocchi F, Garcia-Montilla R, Glenn KA, Goldberg RJ, Gupta N, Gurwitz JH, Hammill SC, Hayes JJ, Jackson N, Kadish A, Lauer M, Miller AW, Multerer D, Peterson PN, Reifler LM, Reynolds K, Saczynski JS, Schuger C, Sharma PP, Smith DH, Suits M, Sung SH, Varosy PD, Vidaillet HJ, Greenlee RT. Longitudinal study of implantable cardioverter-defibrillators: methods and clinical characteristics of patients receiving implantable cardioverter-defibrillators for primary prevention in contemporary practice. Circ Cardiovasc Qual Outcomes 2013; 5:e78-85. [PMID: 23170006 DOI: 10.1161/circoutcomes.112.965368] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND Implantable cardioverter-defibrillators (ICDs) are increasingly used for primary prevention after randomized, controlled trials demonstrating that they reduce the risk of death in patients with left ventricular systolic dysfunction. The extent to which the clinical characteristics and long-term outcomes of unselected, community-based patients with left ventricular systolic dysfunction undergoing primary prevention ICD implantation in a real-world setting compare with those enrolled in the randomized, controlled trials is not well characterized. This study is being conducted to address these questions. METHODS AND RESULTS The study cohort includes consecutive patients undergoing primary prevention ICD placement between January 1, 2006 and December 31, 2009 in 7 health plans. Baseline clinical characteristics were acquired from the National Cardiovascular Data Registry ICD Registry. Longitudinal data collection is underway, and will include hospitalization, mortality, and resource use from standardized health plan data archives. Data regarding ICD therapies will be obtained through chart abstraction and adjudicated by a panel of experts in device therapy. Compared with the populations of primary prevention ICD therapy randomized, controlled trials, the cohort (n=2621) is on average significantly older (by 2.5-6.5 years), more often female, more often from racial and ethnic minority groups, and has a higher burden of coexisting conditions. The cohort is similar, however, to a national population undergoing primary prevention ICD placement. CONCLUSIONS Patients undergoing primary prevention ICD implantation in this study differ from those enrolled in the randomized, controlled trials that established the efficacy of ICDs. Understanding a broad range of health outcomes, including ICD therapies, will provide patients, clinicians, and policy makers with contemporary data to inform decision-making.
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Saczynski JS, Go AS, Magid DJ, Smith DH, McManus DD, Allen L, Ogarek J, Goldberg RJ, Gurwitz JH. Patterns of comorbidity in older adults with heart failure: the Cardiovascular Research Network PRESERVE study. J Am Geriatr Soc 2013; 61:26-33. [PMID: 23311550 DOI: 10.1111/jgs.12062] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
OBJECTIVES To examine whether the total burden of comorbidity and pattern of co-occurring conditions varies in individuals with heart failure (HF) with preserved left ventricular ejection fraction (LVEF) (HF-P) or HF with reduced LVEF (HF-R). DESIGN Cross-sectional cohort study. SETTING Four participating health plans within the National Heart, Lung, and Blood Institute-sponsored Cardiovascular Research Network. PARTICIPANTS All members aged 65 and older with HF based on hospital discharge and ambulatory visit diagnoses. MEASUREMENTS Participants with a LVEF of 50% or greater were classified as having HF-P. Presence of cardiac and noncardiac comorbidities was obtained from health plan administrative databases. RESULTS Of 23,435 individuals identified with HF and LVEF information, 53% (12,407) had confirmed HF-P (mean age 79.6; 60% female). More than three-quarters of the sample had three or more co-occurring conditions in addition to HF, and half had five or more cooccurring conditions. Participants with HF-P had a slightly higher burden of comorbidity than those with HF-R (mean 4.5 vs 4.4, P = .002). Patterns of how specific conditions co-occurred did not vary in participants with preserved or reduced systolic function. CONCLUSION There is a high degree of comorbidity and multiple morbidity in individuals with HF. The burden and pattern of comorbidity varies only slightly in individuals with preserved or reduced LVEF.
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McManus DD, Hsu G, Sung SH, Saczynski JS, Smith DH, Magid DJ, Gurwitz JH, Goldberg RJ, Go AS. Atrial fibrillation and outcomes in heart failure with preserved versus reduced left ventricular ejection fraction. J Am Heart Assoc 2013; 2:e005694. [PMID: 23525446 PMCID: PMC3603249 DOI: 10.1161/jaha.112.005694] [Citation(s) in RCA: 90] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Background Atrial fibrillation (AF) and heart failure (HF) are 2 of the most common cardiovascular conditions nationally and AF frequently complicates HF. We examined how AF has impacts on adverse outcomes in HF‐PEF versus HF‐REF within a large, contemporary cohort. Methods and Results We identified all adults diagnosed with HF‐PEF or HF‐REF based on hospital discharge and ambulatory visit diagnoses and relevant imaging results for 2005–2008 from 4 health plans in the Cardiovascular Research Network. Data on demographic features, diagnoses, procedures, outpatient pharmacy use, and laboratory results were ascertained from health plan databases. Hospitalizations for HF, stroke, and any reason were identified from hospital discharge and billing claims databases. Deaths were ascertained from health plan and state death files. Among 23 644 patients with HF, 11 429 (48.3%) had documented AF (9081 preexisting, 2348 incident). Compared with patients who did not have AF, patients with AF had higher adjusted rates of ischemic stroke (hazard ratio [HR] 2.47 for incident AF; HR 1.57 for preexisting AF), hospitalization for HF (HR 2.00 for incident AF; HR 1.22 for preexisting AF), all‐cause hospitalization (HR 1.45 for incident AF; HR 1.15 for preexisting AF), and death (incident AF HR 1.67; preexisting AF HR 1.13). The associations of AF with these outcomes were similar for HF‐PEF and HF‐REF, with the exception of ischemic stroke. Conclusions AF is a potent risk factor for adverse outcomes in patients with HF‐PEF or HF‐REF. Effective interventions are needed to improve the prognosis of these high‐risk patients.
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Harrold LR, Briesacher BA, Peterson D, Beard A, Madden J, Zhang F, Gurwitz JH, Soumerai SB. Cost-related medication nonadherence in older patients with rheumatoid arthritis. J Rheumatol 2013; 40:137-43. [PMID: 23322458 DOI: 10.3899/jrheum.120441] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
OBJECTIVE Economic access to costly medications including biologic agents can be challenging. Our objective was to examine whether patients with rheumatoid arthritis (RA) are at particular risk for cost-related medication nonadherence (CRN) and spending less on basic needs. METHODS We identified a nationally representative sample of older adults with RA (n = 1100) in the Medicare Current Beneficiary Survey (2004-2008) and compared them to older adults with other morbidities categorized by chronic disease count: 0 (n = 5898), 1-2 (n = 30,538), and ≥ 3 (n = 34,837). We compared annual rates of self-reported CRN (skipping or reducing medication doses or not obtaining prescriptions because of cost) as well as spending less on basic needs to afford medications and tested for differences using survey-weighted logistic regression analyses adjusted for demographic characteristics, health status, and prescription drug coverage. RESULTS In the RA sample, the unadjusted weighted prevalence of CRN ranged from 20.7% in 2004 to 18.4% in 2008 as compared to 18.5% and 11.9%, respectively, in patients with 3 or more non-RA conditions. In adjusted analyses, having RA was associated with a 3.5-fold increase in the risk of CRN (OR 3.52, 95% CI 2.63-4.71) and almost a 2.5-fold risk of spending less on basic needs (OR 2.41, 95% CI 1.78-3.25) as compared to those without a chronic condition. CONCLUSION Patients with RA experience a high prevalence of CRN and forgoing of basic needs, more than do older adults with multiple other chronic conditions. The situation did not improve during a period of policy change aimed at alleviating high drug costs.
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Rochon PA, Gruneir A, Gill SS, Wu W, Fischer HD, Bronskill SE, Normand SLT, Austin PC, Seitz DP, Bell CM, Fu L, Lipscombe L, Anderson GM, Gurwitz JH. Older men with dementia are at greater risk than women of serious events after initiating antipsychotic therapy. J Am Geriatr Soc 2013; 61:55-61. [PMID: 23301833 DOI: 10.1111/jgs.12061] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVES To understand how drug therapy differently affects older women and men. DESIGN Population-based, retrospective cohort study. SETTING Ontario, Canada. PARTICIPANTS Twenty-one thousand five hundred twenty-six older adults (13,760 women, 7,766 men) with dementia newly started on oral atypical antipsychotic therapy between April 1, 2007, and March 1, 2010. MEASUREMENTS Numbers and rates of serious events. Serious events were defined as a hospital admission or death within 30 days of treatment initiation. Unadjusted and adjusted odds ratios of women and men were compared in the full cohort and in strata based on setting of care, age, Charlson Comorbidity Index (CCI), and antipsychotic dose. RESULTS Of 21,526 older adults with a median age of 84, 1,889 (8.8%) had a serious event (1,044 women, 7.6%; 845 men, 10.9%). Of these, 363 women (2.6%) and 355 men (4.6%) died. Men were more likely than women to be hospitalized or die during the 30-day follow-up period (adjusted odds ratio = 1.47, 95% confidence interval = 1.33-1.62) and consistently more likely to experience a serious event in each stratum. A gradient of risk according to drug dose was found for the development of a serious event in women and men. CONCLUSION The risk of developing a serious event shortly after the initiation of antipsychotic therapy was high in women and men with dementia but was consistently higher in older men. This pattern remained the same in strata based on setting of care, age, CCI, and antipsychotic dose.
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Cutrona SL, Toh S, Iyer A, Foy S, Daniel GW, Nair VP, Ng D, Butler MG, Boudreau D, Forrow S, Goldberg R, Gore J, McManus D, Racoosin JA, Gurwitz JH. Validation of acute myocardial infarction in the Food and Drug Administration's Mini-Sentinel program. Pharmacoepidemiol Drug Saf 2013; 22:40-54. [PMID: 22745038 PMCID: PMC3601831 DOI: 10.1002/pds.3310] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2011] [Revised: 05/15/2012] [Accepted: 05/29/2012] [Indexed: 11/11/2022]
Abstract
PURPOSE To validate an algorithm based upon International Classification of Diseases, 9(th) revision, Clinical Modification (ICD-9-CM) codes for acute myocardial infarction (AMI) documented within the Mini-Sentinel Distributed Database (MSDD). METHODS Using an ICD-9-CM-based algorithm (hospitalized patients with 410.x0 or 410.x1 in primary position), we identified a random sample of potential cases of AMI in 2009 from four Data Partners participating in the Mini-Sentinel Program. Cardiologist reviewers used information abstracted from hospital records to assess the likelihood of an AMI diagnosis based on criteria from the Joint European Society of Cardiology and American College of Cardiology Global Task Force. Positive predictive values (PPVs) of the ICD-9-based algorithm were calculated. RESULTS Of the 153 potential cases of AMI identified, hospital records for 143 (93%) were retrieved and abstracted. Overall, the PPV was 86.0% (95% confidence interval; 79.2%, 91.2%). PPVs ranged from 76.3% to 94.3% across the four Data Partners. CONCLUSIONS The overall PPV of potential AMI cases, as identified using an ICD-9-CM-based algorithm, may be acceptable for safety surveillance; however, PPVs do vary across Data Partners. This validation effort provides a contemporary estimate of the reliability of this algorithm for use in future surveillance efforts conducted using the Food and Drug Administration's MSDD.
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Saczynski JS, Gabbay E, McManus DD, McManus R, Gore JM, Gurwitz JH, Lessard D, Goldberg RJ. Increase in the proportion of patients hospitalized with acute myocardial infarction with do-not-resuscitate orders already in place between 2001 and 2007: a nonconcurrent prospective study. Clin Epidemiol 2012; 4:267-74. [PMID: 23118551 PMCID: PMC3484503 DOI: 10.2147/clep.s32034] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND AND OBJECTIVE Shared decision making and advance planning in end-of-life decisions have become increasingly important aspects of the management of seriously ill patients. Here, we describe the use and timing of do-not-resuscitate (DNR) orders in patients hospitalized with acute myocardial infarction (AMI). STUDY DESIGN AND SETTING The nonconcurrent prospective study population consisted of 4182 patients hospitalized with AMI in central Massachusetts in four annual periods between 2001 and 2007. RESULTS One-quarter (25%) of patients had a DNR order written either prior to or during hospitalization. The frequency of DNR orders remained constant (24% in 2001; 26% in 2007). Among patients with DNR orders, there was a significant increase in orders written prior to hospitalization (2001: 9%; 2007: 55%). Older patients and those with a medical history of heart failure or myocardial infarction were more likely to have prior DNR orders than respective comparison groups. Patients with prior DNR orders were less likely to die 1 month after hospitalization than patients whose DNRs were written during hospitalization. CONCLUSION Although the use of DNR orders in patients hospitalized with AMI was stable during the period under study, in more recent years, patients are increasingly being hospitalized with DNR orders already in place.
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Harrold LR, Peterson D, Beard AJ, Gurwitz JH, Briesacher BA. Time trends in medication use and expenditures in older patients with rheumatoid arthritis. Am J Med 2012; 125:937.e9-15. [PMID: 22682794 PMCID: PMC3432666 DOI: 10.1016/j.amjmed.2011.11.014] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2011] [Revised: 11/18/2011] [Accepted: 11/27/2011] [Indexed: 12/15/2022]
Abstract
BACKGROUND We sought to examine how expansions in insurance coverage of nonbiologic and biologic disease-modifying antirheumatic drugs affected the access, costs, and health status of older patients with rheumatoid arthritis. METHODS We identified a nationally representative sample of older adults with rheumatoid arthritis in the 2000-2006 Medicare Current Beneficiary Survey (unweighted n=1051). We examined changes in disease-modifying antirheumatic drug use, self-reported health status, functional status (activities of daily living), and total costs and out-of-pocket costs for medical care and prescription drugs. Tests for time trends were conducted using weighted regressions. RESULTS Between 2000 and 2006, the proportion of older adults with rheumatoid arthritis who received biologics tripled (4.6% vs 13.2%, P=.01), whereas the proportion of people who used a nonbiologic did not change. During the same period, the proportion of older patients with rheumatoid arthritis rating their health as excellent/good significantly increased (43.0% in 2000 to 55.6% in 2006; P=.015). Significant improvements occurred in activities of daily living measures of functional status. Total prescription drug costs (in 2006 US dollars) increased from $2645 in 2000 to $4685 in 2006, P=.0001, whereas out-of-pocket prescription costs remained constant ($842 in 2000 vs $832 in 2006; P=.68). Total medical costs did not significantly increase ($16,563 in 2000 vs $19,510 in 2006; P=.07). CONCLUSION Receipt of biologics in older adults with rheumatoid arthritis increased over a period of time when insurance coverage was expanded without increasing patients' out-of-pocket costs. During this time period, concurrent improvements in self-reported health status and functional status suggest improved arthritis care.
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Gurwitz JH. The physics of geriatric pharmacotherapy: overcoming therapeutic inertia and momentum. Am J Med 2012; 125:523-4. [PMID: 22513193 DOI: 10.1016/j.amjmed.2012.02.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2012] [Revised: 02/06/2012] [Accepted: 02/07/2012] [Indexed: 11/18/2022]
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Saczynski JS, Andrade SE, Harrold LR, Tjia J, Cutrona SL, Dodd KS, Goldberg RJ, Gurwitz JH. A systematic review of validated methods for identifying heart failure using administrative data. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:129-40. [PMID: 22262599 DOI: 10.1002/pds.2313] [Citation(s) in RCA: 179] [Impact Index Per Article: 14.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
PURPOSE To identify and describe the validity of algorithms used to detect heart failure (HF) using administrative and claims data sources. METHODS A systematic review of PubMed and Iowa Drug Information Service searches of the English language was performed to identify studies published between 1990 and 2010 that evaluated the validity of algorithms for the identification of patients with HF using and claims data. Abstracts and articles were reviewed by two study investigators to determine their relevance on the basis of predetermined criteria. RESULTS The initial search strategy identified 887 abstracts. Of these, 499 full articles were reviewed and 35 studies included data to evaluate the validity of identifying patients with HF. Positive predictive values (PPVs) were in the acceptable to high range, with most being very high (>90%). Studies that included patients with a primary hospital discharge diagnosis of International Classification of Diseases, Ninth Revision, code 428.X had the highest PPV and specificity for HF. PPVs for this algorithm ranged from 84% to 100%. This algorithm, however, may compromise sensitivity because many HF patients are managed on an outpatient basis. The most common 'gold standard' for the validation of HF was the Framingham Heart Study criteria. CONCLUSIONS The algorithms and definitions used to identify HF using administrative and claims data perform well, particularly when using a primary hospital discharge diagnosis. Attention should be paid to whether patients who are managed on an outpatient basis are included in the study sample. Including outpatient codes in the described algorithms would increase the sensitivity for identifying new cases of HF.
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McManus RH, Saczynski J, McManus DD, Gore JM, Gurwitz JH, Lessard D, Goldberg RJ. Abstract 247: Trends In The Use Of DNR Orders And Timing Of Writing Orders In Patients Hospitalized With Acute Myocardial Infarction. Circ Cardiovasc Qual Outcomes 2012. [DOI: 10.1161/circoutcomes.5.suppl_1.a247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Aims:
Several factors have led to an increase in the use of do-not-resuscitate (DNR) orders over the past decade, including the Patient Self-Determination Act, general increasing awareness of end-of-life decision making, and aging of the U.S. population. Although the characteristics of patients with DNR orders have been studied in the past, trends in the frequency and timing of DNR orders have not received much attention. The objectives of this population-based study were to examine recent (2001-2007) trends in the writing and timing of DNR orders in residents of a large central New England community hospitalized with acute myocardial infarction (AMI).
Methods:
Data are from the Worcester Heart Attack Study, an ongoing longitudinal study examining long-term trends in the incidence, hospital, and post-discharge case fatality rates of AMI among residents of the Worcester (MA) metropolitan area. Clinical, demographic, and medical history data, including the use and timing (prior to hospitalization vs. during hospitalization) of DNR orders, were abstracted from the medical records of patients with confirmed AMI treated at all 11 medical centers in greater Worcester during the years under study.
Results:
Approximately 25% (1,052 of 4,180) of patients hospitalized for AMI had a DNR order noted in their medical record. In both crude and multivariable adjusted analyses, there were no significant changes in the odds of having a DNR order written between 2001 (ref year) and 2007 (OR=1.17; 95% CI: 0.89-1.54). During this period, however, of patients who had a written DNR order, an increasing proportion had the DNR order prior to being admitted to the hospital (8.6% [25 of 292] in 2001; 54.8% [132 of 241] in 2007). In multivariable adjusted models, increasing age (≥ 85 years, OR=14.30; 95%CI10.00-20.45), history of heart failure (OR=1.67; 1.34-2.08) or stroke (OR=1.71; 1.33-2.20), and in-hospital death (OR=9.23; 6.74-12.63) were associated with having a DNR order. Only increasing age (>=85 years; OR=2.31, 1.05-5.09) and history of heart failure (OR=1.58; 1.16-2.15) were associated with having a DNR order in place prior to hospitalization.
Conclusions:
The results of this community-wide study of greater Worcester residents hospitalized with AMI between 2001 and 2007 suggest that the overall use of DNR orders remained stable over this period. The timing of the writing of orders changed during this period, however, with a strong trend toward DNR orders being written prior to hospitalization for AMI. We found that this increasing proportion of DNR orders written prior to admission to the hospital was largely due to advanced age and complex medical history, which may indicate that a higher number of contacts with the medical system may increase the likelihood of having a DNR order. The changing landscape of the timing of writing DNR orders for individuals with heart disease, and the factors that result in early versus later writing of orders, deserves further investigation.
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Tjia J, Gurwitz JH, Briesacher BA. Challenge of changing nursing home prescribing culture. THE AMERICAN JOURNAL OF GERIATRIC PHARMACOTHERAPY 2012; 10:37-46. [PMID: 22264855 PMCID: PMC3910400 DOI: 10.1016/j.amjopharm.2011.12.005] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/19/2011] [Indexed: 12/14/2022]
Abstract
This article described a framework for improving prescribing in nursing homes (NH) by focusing on the whole facility as a system that has created a "prescribing culture." We offered this paradigm as an alternative to focused interventions that target prescribers only. We used the example of atypical antipsychotics to illustrate the approach. We also highlighted elements of the NH culture change movement that are germane to medication prescribing, and illustrated which elements of NH culture were shown to be associated with suboptimal quality of care. We concluded by describing current models, including our study funded by the Agency for Healthcare Research and Quality, to identify the best methods of disseminating evidence-based medication use guides in NHs.
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Cutrona SL, Toh S, Iyer A, Foy S, Cavagnaro E, Forrow S, Racoosin JA, Goldberg R, Gurwitz JH. Design for validation of acute myocardial infarction cases in Mini-Sentinel. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:274-81. [PMID: 22262617 PMCID: PMC3679667 DOI: 10.1002/pds.2314] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
PURPOSE To describe the acute myocardial infarction (AMI) validation project, a test case for health outcome validation within the US Food and Drug Administration-funded Mini-Sentinel pilot program. METHODS The project consisted of four parts: (i) case identification-developing an algorithm based on the International Classification of Diseases, Ninth Revision, to identify hospitalized AMI patients within the Mini-Sentinel Distributed Database; (ii) chart retrieval-establishing procedures that ensured patient privacy (collection and transfer of minimum necessary amount of information, and redaction of direct identifiers to validate potential cases of AMI); (iii) abstraction and adjudication-trained nurse abstractors gathered key data using a standardized form with cardiologist adjudication; and (iv) calculation of the positive predictive value of the constructed algorithm. RESULTS Key decision points included (i) breadth of the AMI algorithm, (ii) centralized versus distributed abstraction, and (iii) approaches to maintaining patient privacy and to obtaining charts for public health purposes. We used an algorithm limited to International Classification of Diseases, Ninth Revision, codes 410.x0-410.x1. Centralized data abstraction was performed because of the modest number of charts requested (<155). The project's public health status accelerated chart retrieval in most instances. CONCLUSIONS We have established a process to validate AMI within Mini-Sentinel, which may be used for other health outcomes. Challenges include the following: (i) ensuring that only minimum necessary data are transmitted by Data Partners for centralized chart review, (ii) establishing procedures to maintain data privacy while still allowing for timely access to medical charts, and (iii) securing access to charts for public health uses that do not require approval from an institutional review board while maintaining patient privacy.
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Andrade SE, Harrold LR, Tjia J, Cutrona SL, Saczynski JS, Dodd KS, Goldberg RJ, Gurwitz JH. A systematic review of validated methods for identifying cerebrovascular accident or transient ischemic attack using administrative data. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:100-28. [PMID: 22262598 PMCID: PMC3412674 DOI: 10.1002/pds.2312] [Citation(s) in RCA: 213] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
PURPOSE To perform a systematic review of the validity of algorithms for identifying cerebrovascular accidents (CVAs) or transient ischemic attacks (TIAs) using administrative and claims data. METHODS PubMed and Iowa Drug Information Service searches of the English language literature were performed to identify studies published between 1990 and 2010 that evaluated the validity of algorithms for identifying CVAs (ischemic and hemorrhagic strokes, intracranial hemorrhage, and subarachnoid hemorrhage) and/or TIAs in administrative data. Two study investigators independently reviewed the abstracts and articles to determine relevant studies according to pre-specified criteria. RESULTS A total of 35 articles met the criteria for evaluation. Of these, 26 articles provided data to evaluate the validity of stroke, seven reported the validity of TIA, five reported the validity of intracranial bleeds (intracerebral hemorrhage and subarachnoid hemorrhage), and 10 studies reported the validity of algorithms to identify the composite endpoints of stroke/TIA or cerebrovascular disease. Positive predictive values (PPVs) varied depending on the specific outcomes and algorithms evaluated. Specific algorithms to evaluate the presence of stroke and intracranial bleeds were found to have high PPVs (80% or greater). Algorithms to evaluate TIAs in adult populations were generally found to have PPVs of 70% or greater. CONCLUSIONS The algorithms and definitions to identify CVAs and TIAs using administrative and claims data differ greatly in the published literature. The choice of the algorithm employed should be determined by the stroke subtype of interest.
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Andrade SE, Lo JC, Roblin D, Fouayzi H, Connor DF, Penfold RB, Chandra M, Reed G, Gurwitz JH. Antipsychotic medication use among children and risk of diabetes mellitus. Pediatrics 2011; 128:1135-41. [PMID: 22106077 DOI: 10.1542/peds.2011-0855] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE To assess whether the risk of incident diabetes was increased with the use of second-generation antipsychotics (SGAs) in a large diverse cohort of children. METHODS A retrospective study was conducted by using the administrative databases of 3 health plans participating in the Health Maintenance Organization Research Network. Children 5 to 18 years of age who initiated SGA therapy between January 2001 and December 2008 and 2 comparison groups, namely, nonusers of psychotropic drugs and users of antidepressant medications, were identified. Diagnoses from inpatient and outpatient records, pharmacy dispensings, and outpatient laboratory results were used to identify incident cases of diabetes. RESULTS The crude incidence rate of diabetes for the SGA-exposed cohort was 3.23 cases per 1000 person-years (95% confidence interval [CI]: 1.67-5.65), compared with 0.76 cases per 1000 person-years (95% CI: 0.49-1.12) among nonusers of psychotropic medications and 1.86 cases per 1000 person-years (95% CI: 1.12-2.90) among antidepressant users. The risk of incident diabetes was significantly increased among SGA users (unadjusted incidence rate ratio: 4.24 [95% CI: 1.95-8.72]) in comparison with nonusers of psychotropic medications but was not significantly increased in comparison with antidepressant medication users (unadjusted incidence rate ratio: 1.74 [95% CI: 0.77-3.78]). CONCLUSIONS Although we found a potentially fourfold increased rate of diabetes among children exposed to SGAs, the findings were inconsistent and depended on the comparison group and the outcome definition.
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Tjia J, Mazor KM, Field T, Doherty P, Spenard A, Gurwitz JH. Predicting nursing home adherence to a clinical trial intervention: lessons for the conduct of cluster randomized trials. J Am Geriatr Soc 2011; 59:2332-6. [PMID: 22091689 PMCID: PMC4164958 DOI: 10.1111/j.1532-5415.2011.03697.x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To describe factors predictive of nursing home (NH) adherence to a clinical trial intervention. DESIGN Post hoc analysis of a cluster randomized trial (CRT) evaluating a structured communication intervention to improve nurse-physician telephone communication in NHs. SETTING NH. PARTICIPANTS All eligible licensed nursing staff in all participating NHs. MEASUREMENTS Adherence was defined as active participation for at least 3 months of the 12-month trial. NH characteristics hypothesized to affect trial outcomes (profit status, bed size, nursing staff time, NH quality, and leadership turnover) were measured a priori. The association between intervention adherence, NH characteristics and preintervention questionnaire response rate was examined. RESULTS Of 13 intervention NHs, seven adhered to the intervention. Three factors differentiated adherent from nonadherent NHs: director of nursing turnover (nonadherent NHs 50% vs adherent NHs 0%, P = .03); Centers for Medicare and Medicaid Services (CMS) nurse staffing rating (range: 1-5) (nonadherent NHs mean 3.7 ± 0.5 vs adherent NHs mean 4.3 ± 0.5), P = .048); and questionnaire response rate (nonadherent NHs 15.6 ± 10.0% vs adherent NHs 34.2 ± 12.1%, P = .02). Profit status, bed size, and number of NH deficiencies on state surveys were not significantly associated with intervention adherence. CONCLUSION CMS nurse staffing rating, leadership turnover, and questionnaire response rate are associated with adherence to a CRT intervention. Pretrial evaluation of NH staffing rating by CMS and of response to a questionnaire can help investigators improve trial efficiency by screening for NHs likely to adhere to a CRT intervention.
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Subramanian S, Hoover S, Wagner JL, Donovan JL, Kanaan AO, Rochon PA, Gurwitz JH, Field TS. Immediate financial impact of computerized clinical decision support for long-term care residents with renal insufficiency: a case study. J Am Med Inform Assoc 2011; 19:439-42. [PMID: 22101906 DOI: 10.1136/amiajnl-2011-000179] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
In a randomized trial of a clinical decision support system for drug prescribing for residents with renal insufficiency in a large long-term care facility, analyses were conducted to estimate the system's immediate, direct financial impact. We determined the costs that would have been incurred if drug orders that triggered the alert system had actually been completed compared to the costs of the final submitted orders and then compared intervention units to control units. The costs incurred by additional laboratory testing that resulted from alerts were also estimated. Drug orders were conservatively assigned a duration of 30 days of use for a chronic drug and 10 days for antibiotics. It was determined that there were modest reductions in drug costs, partially offset by an increase in laboratory-related costs. Overall, there was a reduction in direct costs (US$1391.43, net 7.6% reduction). However, sensitivity analyses based on alternative estimates of duration of drug use suggested a reduction as high as US$7998.33 if orders for non-antibiotic drugs were assumed to be continued for 180 days. The authors conclude that the immediate and direct financial impact of a clinical decision support system for medication ordering for residents with renal insufficiency is modest and that the primary motivation for such efforts must be to improve the quality and safety of medication ordering.
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Tjia J, Field TS, Fischer SH, Gagne SJ, Peterson DJ, Garber LD, Gurwitz JH. Quality measurement of medication monitoring in the "meaningful use" era. THE AMERICAN JOURNAL OF MANAGED CARE 2011; 17:633-637. [PMID: 21902449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
OBJECTIVES While the 2011 implementation of "meaningful use" legislation for certified electronic health records (EHRs) promises to change quality reporting by overcoming data capture issues affecting quality measurement, the magnitude of this effect is unclear. We compared the measured quality of laboratory monitoring of Healthcare Effectiveness Data and Information Set (HEDIS) medications based on specifications that (1) include and exclude patients hospitalized in the measurement year and (2) use physician test orders and patient test completion. STUDY DESIGN Cross-sectional study. METHODS Among patients 18 years and older in a large multispecialty group practice utilizing a fully implemented EHR between January 1, 2008, and July 31, 2008, we measured the prevalence of ordering and completion of laboratory tests monitoring HEDIS medications (cardiovascular drugs [angiotensin-converting enzyme inhibitors or angiotensin receptor blockers, digoxin, and diuretics] and anticonvulsants [carbamazepine, phenobarbital, phenytoin, and valproic acid]). RESULTS Measures excluding hospitalized patients were not statistically significantly different from measures including hospitalized patients, except for digoxin, but this difference was not clinically significant. The prevalence of appropriate monitoring based on test orders typically captured in the EHR was statistically significantly higher than the prevalence based on claims-based test completions for cardiovascular drugs. CONCLUSIONS HEDIS quality metrics based on data typically collected from claims undermeasured quality of medication monitoring compared to EHR data. The HEDIS optional specification excluding hospitalized patients from the monitoring measure does not have a significant impact on reported quality. Integration of EHR data into quality measurement may significantly change some organizations' reported quality of care.
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Tjia J, Fischer SH, Raebel MA, Peterson D, Zhao Y, Gagne SJ, Gurwitz JH, Field TS. Baseline and follow-up laboratory monitoring of cardiovascular medications. Ann Pharmacother 2011; 45:1077-84. [PMID: 21852593 DOI: 10.1345/aph.1q158] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Laboratory monitoring of medications is typically used to establish safety prior to drug initiation and to detect drug-related injury following initiation. It is unclear whether black box warnings (BBWs) as well as evidence- and consensus-based clinical guidelines increase the likelihood of appropriate monitoring. OBJECTIVE To determine the proportion of patients newly initiated on selected cardiovascular medications with baseline assessment and follow-up laboratory monitoring and compare the prevalence of laboratory testing for drugs with and without BBWs and guidelines. METHODS This cross-sectional study included patients aged 18 years or older from a large multispecialty group practice who were prescribed a cardiovascular medication (angiotensin converting enzyme inhibitors, angiotensin II receptor blockers, amiodarone, digoxin, lipid-lowering agents, diuretics, and potassium supplements) between January 1 and July 31, 2008. The primary outcome measure was laboratory test ordering for baseline assessment and follow-up monitoring of newly initiated cardiovascular medications. RESULTS The number of new users of each study drug ranged from 49 to 1757 during the study period. Baseline laboratory test ordering across study drugs ranged from 37.4% to 94.8%, and follow-up laboratory test ordering ranged from 20.0% to 77.2%. Laboratory tests for drugs with baseline laboratory assessment recommendations in BBWs were more commonly ordered than for drugs without BBWs (86.4% vs 78.0%, p < 0.001). Drugs with follow-up monitoring recommendations in clinical guidelines had a lower prevalence of monitoring (33.1% vs 50.7%, p < 0.001). CONCLUSIONS Baseline assessment of cardiovascular medication monitoring is variable. Quality measurement of adherence to BBW recommendations may improve monitoring.
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Steinman MA, Handler SM, Gurwitz JH, Schiff GD, Covinsky KE. Beyond the prescription: medication monitoring and adverse drug events in older adults. J Am Geriatr Soc 2011; 59:1513-20. [PMID: 21797831 DOI: 10.1111/j.1532-5415.2011.03500.x] [Citation(s) in RCA: 111] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Whether a person will suffer harm from a medication or how severe that harm will be is difficult to predict precisely. As a result, many adverse drug events (ADEs) occur in patients in whom it was reasonable to believe that the drug's benefits exceeded its risks. Improving safety and reducing the burden of ADEs in older adults requires addressing this uncertainty by not only focusing on the appropriateness of the initial prescribing decision, but also by detecting and mitigating adverse events once they have started to occur. Such enhanced monitoring of signs, symptoms, and laboratory parameters can determine whether an adverse event has only mild and short-term consequences or major long-term effects on morbidity and mortality. Although current medication monitoring practices are often suboptimal, several strategies can be leveraged to improve the quality and outcomes of monitoring. These strategies include using health information technology to link pharmacy and laboratory data, prospective delineation of risk, and patient outreach and activation, all within a framework of team-based approaches to patient management. Although many of these strategies are theoretically possible now, they are poorly used and will be difficult to implement without a significant restructuring of medical practice. An enhanced focus on medication monitoring will also require a new conceptual framework to re-engineer the prescribing process. With this approach, prescribing quality does not hinge on static attributes of the initial prescribing decision but entails a dynamic process in which the benefits and harms of drugs are actively monitored, managed, and reassessed over time.
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