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BACKGROUND: Despite great promise, trials that ascertain patient clinical data from electronic health records (EHR), referred to here as "EHR-sourced" trials, are limited by uncertainty about how existing trial sites and infrastructure can be best used to operationalize study goals. Evidence is needed to support the practical use of EHRs in contemporary clinical trial settings. MAIN TEXT: We describe a demonstration project that used EHR data to complement data collected for a contemporary multi-center pharmaceutical industry outcomes trial, and how a central coordinating center supported participating sites through the technical, governance, and operational aspects of this type of activity. We discuss operational considerations related to site selection, data extraction, site performance, and data transfer and quality review, and we outline challenges and lessons learned. We surveyed potential sites and used their responses to assess feasibility, determine the potential capabilities of sites and choose an appropriate data extraction strategy. We designed a flexible, multimodal approach for data extraction, enabling each site to either leverage an existing data source, create a new research datamart, or send all data to the central coordinating center to produce the requisite data elements. We evaluated site performance, as reflected by the speed of contracting and IRB approval, total patients enrolled, enrollment yield, data quality, and compared performance by data collection strategy. CONCLUSION: While broadening the type of sites able to participate in EHR-sourced trials may lead to greater generalizability and improved enrollment, sites with fewer technical resources may require additional support to participate. Central coordinating center support is essential to facilitate the execution of operational processes. Future work should focus on sharing lessons learned and creating reusable tools to facilitate participation of heterogeneous trial sites.
Subject(s)
Electronic Health Records , Medicine , Humans , Data Accuracy , Data Collection , Drug IndustryABSTRACT
OBJECTIVES: To access the accuracy of the Logical Observation Identifiers Names and Codes (LOINC) mapping to local laboratory test codes that is crucial to data integration across time and healthcare systems. MATERIALS AND METHODS: We used software tools and manual reviews to estimate the rate of LOINC mapping errors among 179 million mapped test results from 2 DataMarts in PCORnet. We separately reported unweighted and weighted mapping error rates, overall and by parts of the LOINC term. RESULTS: Of included 179 537 986 mapped results for 3029 quantitative tests, 95.4% were mapped correctly implying an 4.6% mapping error rate. Error rates were less than 5% for the more common tests with at least 100 000 mapped test results. Mapping errors varied across different LOINC classes. Error rates in chemistry and hematology classes, which together accounted for 92.0% of the mapped test results, were 0.4% and 7.5%, respectively. About 50% of mapping errors were due to errors in the property part of the LOINC name. DISCUSSIONS: Mapping errors could be detected automatically through inconsistencies in (1) qualifiers of the analyte, (2) specimen type, (3) property, and (4) method. Among quantitative test results, which are the large majority of reported tests, application of automatic error detection and correction algorithm could reduce the mapping errors further. CONCLUSIONS: Overall, the mapping error rate within the PCORnet data was 4.6%. This is nontrivial but less than other published error rates of 20%-40%. Such error rate decreased substantially to 0.1% after the application of automatic detection and correction algorithm.
Subject(s)
Algorithms , Logical Observation Identifiers Names and Codes , SoftwareABSTRACT
BACKGROUND: The appropriate dose of aspirin to lower the risk of death, myocardial infarction, and stroke and to minimize major bleeding in patients with established atherosclerotic cardiovascular disease is a subject of controversy. METHODS: Using an open-label, pragmatic design, we randomly assigned patients with established atherosclerotic cardiovascular disease to a strategy of 81 mg or 325 mg of aspirin per day. The primary effectiveness outcome was a composite of death from any cause, hospitalization for myocardial infarction, or hospitalization for stroke, assessed in a time-to-event analysis. The primary safety outcome was hospitalization for major bleeding, also assessed in a time-to-event analysis. RESULTS: A total of 15,076 patients were followed for a median of 26.2 months (interquartile range [IQR], 19.0 to 34.9). Before randomization, 13,537 (96.0% of those with available information on previous aspirin use) were already taking aspirin, and 85.3% of these patients were previously taking 81 mg of daily aspirin. Death, hospitalization for myocardial infarction, or hospitalization for stroke occurred in 590 patients (estimated percentage, 7.28%) in the 81-mg group and 569 patients (estimated percentage, 7.51%) in the 325-mg group (hazard ratio, 1.02; 95% confidence interval [CI], 0.91 to 1.14). Hospitalization for major bleeding occurred in 53 patients (estimated percentage, 0.63%) in the 81-mg group and 44 patients (estimated percentage, 0.60%) in the 325-mg group (hazard ratio, 1.18; 95% CI, 0.79 to 1.77). Patients assigned to 325 mg had a higher incidence of dose switching than those assigned to 81 mg (41.6% vs. 7.1%) and fewer median days of exposure to the assigned dose (434 days [IQR, 139 to 737] vs. 650 days [IQR, 415 to 922]). CONCLUSIONS: In this pragmatic trial involving patients with established cardiovascular disease, there was substantial dose switching to 81 mg of daily aspirin and no significant differences in cardiovascular events or major bleeding between patients assigned to 81 mg and those assigned to 325 mg of aspirin daily. (Funded by the Patient-Centered Outcomes Research Institute; ADAPTABLE ClinicalTrials.gov number, NCT02697916.).
Subject(s)
Aspirin/administration & dosage , Cardiovascular Diseases/drug therapy , Platelet Aggregation Inhibitors/administration & dosage , Aged , Aspirin/adverse effects , Atherosclerosis/drug therapy , Cardiovascular Diseases/mortality , Cardiovascular Diseases/prevention & control , Female , Hemorrhage/chemically induced , Hospitalization , Humans , Male , Medication Adherence/statistics & numerical data , Middle Aged , Myocardial Infarction/epidemiology , Myocardial Infarction/prevention & control , Platelet Aggregation Inhibitors/adverse effects , Secondary Prevention , Stroke/epidemiology , Stroke/prevention & controlABSTRACT
INTRODUCTION: Distributed research networks (DRNs) are critical components of the strategic roadmaps for the National Institutes of Health and the Food and Drug Administration as they work to move toward large-scale systems of evidence generation. The National Patient-Centered Clinical Research Network (PCORnet®) is one of the first DRNs to incorporate electronic health record data from multiple domains on a national scale. Before conducting analyses in a DRN, it is important to assess the quality and characteristics of the data. METHODS: PCORnet's Coordinating Center is responsible for evaluating foundational data quality, or assessing fitness-for-use across a broad research portfolio, through a process called data curation. Data curation involves a set of analytic and querying activities to assess data quality coupled with maintenance of detailed documentation and ongoing communication with network partners. The first cycle of PCORnet data curation focused on six domains in the PCORnet common data model: demographics, diagnoses, encounters, enrollment, procedures, and vitals. RESULTS: The data curation process led to improvements in foundational data quality. Notable improvements included the elimination of data model conformance errors; a decrease in implausible height, weight, and blood pressure values; an increase in the volume of diagnoses and procedures; and more complete data for key analytic variables. Based on the findings of the first cycle, we made modifications to the curation process to increase efficiencies and further reduce variation among data partners. DISCUSSION: The iterative nature of the data curation process allows PCORnet to gradually increase the foundational level of data quality and reduce variability across the network. These activities help increase the transparency and reproducibility of analyses within PCORnet and can serve as a model for other DRNs.
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AIMS: Type 2 diabetes mellitus imposes significant burdens on patients and health care systems. Population-level interventions are being implemented to reach large numbers of patients at risk of or diagnosed with diabetes. We describe a population-based evaluation of the Southeastern Diabetes Initiative (SEDI) from the perspective of a payer, the Centers for Medicare & Medicaid Services (CMS). The purpose of this paper is to describe the population-based evaluation approach of the SEDI intervention from a Medicare utilization and cost perspective. METHODS: We measured associations between the SEDI intervention and receipt of diabetes screening (i.e., HbA1c test, eye exam, lipid profile), health care resource use, and costs among intervention enrollees, compared with a control cohort of Medicare beneficiaries in geographically adjacent counties. RESULTS: The intervention cohort had slightly lower 1-year screening in 2 of 3 domains (4% for HbA1c; 9% for lipid profiles) in the post-intervention period, compared with the control cohort. The SEDI intervention cohort did not have different Medicare utilization or total Medicare costs in the post-intervention period from surrounding control counties. CONCLUSIONS: Our analytic approach may be useful to others evaluating CMS demonstration projects in which population-level health is targeted for improvement in a well-defined clinical population.
Subject(s)
Centers for Medicare and Medicaid Services, U.S./economics , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/economics , Health Care Costs , Health Resources/economics , Mass Screening/economics , Medicare/economics , Aged , Aged, 80 and over , Biomarkers/blood , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/therapy , Diagnostic Techniques, Ophthalmological/economics , Female , Glycated Hemoglobin/analysis , Humans , Lipids/blood , Male , Mass Screening/methods , Predictive Value of Tests , Prevalence , United States/epidemiologyABSTRACT
OBJECTIVES: Modifications in reimbursement rates by Medicare in 2008 have led to peripheral vascular interventions (PVI) being performed more commonly in outpatient and office-based clinics. The objective of this study was to determine the effects of this shift in clinical care setting on clinical outcomes after PVI. BACKGROUND: Modifications in reimbursement have led to peripheral vascular intervention (PVI) being more commonly performed in outpatient hospital settings and office-based clinics. METHODS: Using a 100% national sample of Medicare beneficiaries from 2010 to 2012, we examined 30-day and 1-year rates of all-cause mortality, major lower extremity amputation, repeat revascularization, and all-cause hospitalization by clinical care location of index PVI. RESULTS: A total of 218,858 Medicare beneficiaries underwent an index PVI between 2010 and 2012. Index PVIs performed in inpatient settings were associated with higher 1-year rates of all-cause mortality (23.6% vs. 10.4% and 11.7%; p < 0.001), major lower extremity amputation (10.1% vs. 3.7% and 3.5%; p < 0.001), and all-cause repeat hospitalization (63.3% vs. 48.5% and 48.0%; p < 0.001), but lower rates of repeat revascularization (25.1% vs. 26.9% vs. 38.6%; p < 0.001) when compared with outpatient hospital settings and office-based clinics, respectively. After adjustment for potential confounders, patients treated in office-based clinics remained more likely than patients in inpatient hospital settings to require repeat revascularization within 1 year across all specialties. There was also a statistically significant interaction effect between location of index revascularization and geographic region on the occurrence of all-cause hospitalization, repeat revascularization, and lower extremity amputation. CONCLUSIONS: Index PVI performed in office-based settings was associated with a higher hazard of repeat revascularization when compared with other settings. Differences in clinical outcomes across treatment settings and geographic regions suggest that inconsistent application of PVI may exist and highlights the need for studies to determine optimal delivery of PVI in clinical practice.
Subject(s)
Ambulatory Care , Endovascular Procedures , Healthcare Disparities , Hospitalization , Insurance Benefits , Medicare , Office Visits , Outpatient Clinics, Hospital , Peripheral Vascular Diseases/therapy , Process Assessment, Health Care , Vascular Surgical Procedures , Aged , Aged, 80 and over , Amputation, Surgical , Cause of Death , Databases, Factual , Endovascular Procedures/adverse effects , Endovascular Procedures/mortality , Female , Humans , Kaplan-Meier Estimate , Limb Salvage , Male , Peripheral Vascular Diseases/diagnosis , Peripheral Vascular Diseases/mortality , Practice Patterns, Physicians' , Proportional Hazards Models , Retreatment , Risk Factors , Time Factors , Treatment Outcome , United States/epidemiology , Vascular Surgical Procedures/adverse effects , Vascular Surgical Procedures/mortalityABSTRACT
UNLABELLED: There is no consensus regarding whether to use antithrombotic medications in patients with peripheral artery disease after lower-extremity peripheral vascular intervention. OBJECTIVES: The main hypothesis is that significant variation exists regarding use of antithrombotic medications after lower-extremity peripheral vascular intervention. We sought to examine the patterns of postprocedural antithrombotic medication use and associated factors in Medicare patients. METHODS: We measured rates of P2Y12 inhibitor use after peripheral vascular intervention in a 100% national sample of Medicare beneficiaries with Part D prescription drug coverage. We used logistic regression modeling to examine associations between patient and clinical factors and P2Y12 inhibitor use. RESULTS: Between 2010 and 2012, a total of 85,830 patients underwent peripheral vascular intervention and had prescription drug claims. Overall, 18.3% of patients were treated with an oral anticoagulant, 19.1% received no P2Y12 inhibitor, 30.8% received a P2Y12 inhibitor before and after the procedure, 6.2% received a P2Y12 inhibitor for up to 30 days after the procedure, and 25.6% received a P2Y12 inhibitor for more than 30 days after the procedure. After adjustment, factors associated with P2Y12 inhibitor use included male sex; black race; history of renal disease, dementia, or heart failure; physician specialty; and clinical setting of the procedure. We observed a strong interaction effect between clinical setting and physician specialty (P < .001). CONCLUSIONS: One-fifth of patients who underwent lower-extremity peripheral vascular intervention did not fill a prescription for a P2Y12 inhibitor. Patients whose operators were surgeons or radiologists had lower odds of P2Y12 inhibitor use. More research to determine the optimal use and duration of antithrombotic medications after the procedure is warranted.
Subject(s)
Angioplasty , Atherectomy , Guideline Adherence/statistics & numerical data , Peripheral Vascular Diseases/therapy , Physicians/statistics & numerical data , Purinergic P2Y Receptor Antagonists/therapeutic use , Black or African American/statistics & numerical data , Age Factors , Aged , Aged, 80 and over , Cardiologists , Dementia/epidemiology , Female , Heart Failure/epidemiology , Humans , Kidney Diseases/epidemiology , Logistic Models , Male , Medicare , Practice Guidelines as Topic , Radiologists , Radiology, Interventional , Sex Factors , Stents , Surgeons , United States/epidemiology , Vascular Surgical ProceduresABSTRACT
BACKGROUND: A subset of patients hospitalized with acute heart failure experiences in-hospital worsening heart failure, defined as persistent or worsening signs or symptoms requiring an escalation of therapy. METHODS: We analyzed data from the Acute Decompensated Heart Failure National Registry (ADHERE) linked to Medicare claims to develop and validate a risk model for in-hospital worsening heart failure. Our definition of in-hospital worsening heart failure included events such as escalation of medical therapy (eg, inotropic medications) >12hours after admission. We considered candidate risk prediction variables routinely assessed at admission, including age, medical history, biomarkers, and renal function. We used logistic regression with robust standard errors to generate a risk model in a 66% random derivation sample; we validated the model in the remaining 34%. We evaluated the calibration and discrimination of the model in both samples. RESULTS: We evaluated 23,696 patients hospitalized with acute heart failure. Baseline characteristics were well matched in the derivation and validation samples, and the occurrence of in-hospital worsening heart failure was similar in both samples (15.4% and 15.6%, respectively). In the multivariable model, the strongest predictors of in-hospital worsening heart failure were increased troponin and creatinine. The model was well calibrated and had good discrimination in the derivation sample (c statistic, 0.74) and validation sample (c statistic, 0.72). CONCLUSIONS: The ADHERE worsening heart failure risk model is a clinical tool with good discrimination for use in patients hospitalized with acute heart failure to identify those at increased risk for in-hospital worsening heart failure. This tool may be useful to target treatment strategies for patients at high risk for in-hospital worsening heart failure.
Subject(s)
Blood Pressure , Creatinine/blood , Heart Failure/blood , Natriuretic Peptide, Brain/blood , Registries , Stroke Volume , Troponin/blood , Acute Disease , Age Factors , Aged , Aged, 80 and over , Biomarkers/blood , Disease Progression , Female , Heart Failure/physiopathology , Hospitalization , Humans , Information Storage and Retrieval , Logistic Models , Male , Medicare , Multivariate Analysis , Risk Assessment , United StatesABSTRACT
CONTEXT: For end-stage liver disease (ESLD) patients, care focuses on managing the life-threatening complications of portal hypertension, causing high resource utilization. OBJECTIVES: To describe the end-of-life trajectory of hospitalized ESLD patients in Medicare. METHODS: Using a 5% random sample of Medicare fee-for-service beneficiaries, we performed a retrospective cohort study, identifying hospitalized ESLD and heart failure (HF) patients (2007-2011). Index hospitalization end points included mortality, discharge to hospice, and length of stay. Postdischarge end points included all-cause mortality, rehospitalization, hospice enrollment, and days alive and out of hospital (DAOH). Follow-up was at one and three years after index hospitalization discharge. A reference cohort of decompensated HF patients was used for baseline comparison. RESULTS: At one year, the ESLD cohort (n = 22,311) had 209 DAOH; decompensated HF (n = 85,397) had 252 DAOH. Among ESLD patients, inpatient mortality was 13.5%; all-cause mortality was 64.9%. For these outcomes, rates were higher in those with ESLD than HF. In the ESLD group, rehospitalization rate was 59.1% (slightly lower than the HF group), hospice enrollment rate was 36.1%, and there were higher than expected cancer rates. For hospice-enrolled patients, the median length of time spent in hospice was nine days. The HF cohort had lower hospice enrollment, but more days enrolled. CONCLUSION: The results of this study show that morbidity and mortality rates associated with end of life in ESLD are substantial. There is an acute need for alternative approaches to manage the care of ESLD patients.
Subject(s)
End Stage Liver Disease/mortality , End Stage Liver Disease/therapy , Hospitalization , Aged , Female , Follow-Up Studies , Hospice Care/statistics & numerical data , Humans , Male , Medicare , Retrospective Studies , Treatment Outcome , United States/epidemiologyABSTRACT
OBJECTIVE: To summarize characteristics of Medicare beneficiaries with type 2 diabetes and to describe changing trends in care and outcomes. METHODS: We conducted a retrospective cohort study of a nationally representative 5% sample of fee-for-service Medicare beneficiaries 65 years and older with prevalent type 2 diabetes, between January 1, 2002, and December 31, 2011. The main outcome measures were diabetes-related screening tests, mortality, hospital admissions, dialysis, and lower extremity amputation. RESULTS: The average age of Medicare beneficiaries with diabetes was 76.5 years, 56% were women, and 83% were white. Screening practices in beneficiaries with diabetes improved from 2002 to 2011, with rising rates of foot exams, renal screening, hemoglobin A1c tests, and lipid profile tests. The prevalence of nephropathy and neuropathy increased. Although inpatient admissions declined from 2002 to 2011, diabetes-related emergency department visits increased. Amputation and end-stage renal disease remained static, while 1-year mortality declined over the study period. CONCLUSION: In this medically complex group of patients with high comorbidity, we observed improvements in screening practices and room for further improvement. Although the mortality rate decreased, other outcomes did not improve consistently. Health care resource has changed over time, with decreased hospital admissions and increased emergency department visits. ABBREVIATIONS: CCW = Chronic Conditions Data Warehouse ESRD = end-stage renal disease HbA1c = hemoglobin A1c HEDIS = Healthcare Effectiveness Data and Information Set ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification.
Subject(s)
Delivery of Health Care/trends , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/therapy , Medicare/statistics & numerical data , Aged , Aged, 80 and over , Delivery of Health Care/statistics & numerical data , Diabetes Mellitus, Type 2/economics , Diabetic Nephropathies/economics , Diabetic Nephropathies/epidemiology , Diabetic Neuropathies/economics , Diabetic Neuropathies/epidemiology , Emergency Service, Hospital/statistics & numerical data , Female , Hospitalization/statistics & numerical data , Hospitalization/trends , Humans , Kidney Failure, Chronic/economics , Kidney Failure, Chronic/epidemiology , Male , Medicare/trends , Middle Aged , Prevalence , Retrospective Studies , United States/epidemiologyABSTRACT
BACKGROUND: Laboratory testing to identify contraindications and adverse drug reactions is important for safety of patients initiating angiotensin-converting enzyme (ACE) inhibitors or angiotensin receptor blockers (ARBs). Rates and predictors of appropriate testing among Medicare fee-for-service beneficiaries are unknown. PURPOSE: The study's purpose was to examine baseline laboratory testing rates, identify predictors of suboptimal testing, and assess the prevalence of abnormal creatinine and potassium among beneficiaries initiating ACE inhibitors or ARBs. DESIGN AND SUBJECTS: Retrospective cohort of 101 376 fee-for-service beneficiaries from 10 eastern US states in 1 July to 30 November 2011. MAIN MEASURES: Appropriate monitoring for serum creatinine or serum potassium was defined as evidence of an outpatient claim within 180 days before or 14 days after the index prescription fill date. KEY RESULTS: Thirty-eight percent of beneficiaries were men, 78% were White race, 26% had prevalent heart failure, and 89% had prevalent hypertension. Rates of appropriate baseline laboratory testing were 82.7% for potassium, 83.2% for creatinine, and 82.6% for both potassium and creatinine 180 days prior to initiation. In logistic regression, men (odds ratio [OR] = 1.15, 95% confidence interval [CI]: 1.11, 1.19), African-Americans (OR = 1.26, 95%CI: 1.20, 1.32), and beneficiaries with Alzheimer's disease and related disorders (OR = 1.22, 95%CI: 1.15, 1.28) or stroke (OR = 1.34, 95%CI: 1.26, 1.43) were more likely to experience suboptimal testing. At baseline, hyperkalemia was relatively uncommon (5.8%), and elevated creatinine values were rare (1.4%). CONCLUSIONS: Appropriate monitoring could be improved for African-American beneficiaries and beneficiaries with a history of stroke or Alzheimer's disease and related disorders initiating ACE inhibitors or ARBs. Copyright © 2016 John Wiley & Sons, Ltd.
Subject(s)
Angiotensin Receptor Antagonists/administration & dosage , Angiotensin-Converting Enzyme Inhibitors/administration & dosage , Clinical Laboratory Techniques/methods , Drug Monitoring/methods , Black or African American , Aged , Aged, 80 and over , Angiotensin Receptor Antagonists/adverse effects , Angiotensin-Converting Enzyme Inhibitors/adverse effects , Cohort Studies , Creatinine/blood , Female , Heart Failure/drug therapy , Humans , Hypertension/drug therapy , Logistic Models , Male , Medicare , Potassium/blood , Retrospective Studies , United States , White PeopleABSTRACT
At the time of this study, guidelines recommended a primary goal of low-density lipoprotein cholesterol level less than 100 mg/dL for all patients, an optional goal of low-density lipoprotein cholesterol less than 70 mg/dL for patients with overt cardiovascular disease and statins for patients with diabetes and overt cardiovascular disease and patients 40 years and older with diabetes and at least one risk factor for cardiovascular disease. This study examined statin use and achievement of lipid goals among 111,730 Medicare fee-for-service beneficiaries 65 years and older in 2011. Three-quarters of patients met the low-density lipoprotein cholesterol goal of less than 100 mg/dL. Patients with cardiovascular disease were more likely to meet the goal than those without, not controlling for other differences. Patients on a statin were more likely to meet the goal. There is considerable opportunity for improvement in cholesterol management in high-risk patients with diabetes mellitus.
Subject(s)
Cardiovascular Diseases/prevention & control , Diabetes Mellitus, Type 1/therapy , Diabetes Mellitus, Type 2/therapy , Dyslipidemias/drug therapy , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , Medicare , Aged , Aged, 80 and over , Biomarkers/blood , Cardiovascular Diseases/epidemiology , Cholesterol, LDL/blood , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 1/diagnosis , Diabetes Mellitus, Type 1/epidemiology , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Dyslipidemias/blood , Dyslipidemias/diagnosis , Dyslipidemias/epidemiology , Female , Humans , Male , Prevalence , Process Assessment, Health Care , Risk Assessment , Risk Factors , Time Factors , Treatment Outcome , United States/epidemiologyABSTRACT
BACKGROUND: Medicare is the single largest purchaser of laboratory testing in the United States, yet test results associated with Medicare laboratory claims have historically not been available. OBJECTIVE: The purpose of this study was to describe both the linkage of laboratory results data to Medicare claims and the completeness of these results data. In a subgroup of beneficiaries initiating angiotensin-converting enzyme inhibitors or angiotensin II receptor blockers, we also demonstrate the generalizability of Medicare beneficiaries with laboratory values compared with those without laboratory values. We end with a discussion of the limitations and potential uses of these linked data. METHODS: We obtained information about laboratory orders and results for all Medicare fee-for-service beneficiaries in 10 eastern states who had outpatient laboratory tests conducted by a large national laboratory services vendor in 2011. Using a combination of direct identifiers and patient demographic characteristics, we linked patients in these laboratory data to Medicare beneficiaries, enabling us to associate test results with existing claims. RESULTS: Nearly all patients in the laboratory data were able to be linked to Medicare beneficiaries. There were over 2 million distinct beneficiaries with nearly 125 million specific test results in the laboratory data. For specific tests ordered in an outpatient or office setting in these 10 states, between 5% and 15% of them had linked laboratory data. Medicare beneficiaries initiating angiotensin-converting enzyme inhibitors or angiotensin II receptor blockers who had laboratory results data had similar patient characteristics to those without results data. CONCLUSIONS: This novel linkage of laboratory results data to Medicare claims creates unprecedented opportunities for conducting comparative effectiveness research related to patient safety and quality.
Subject(s)
Clinical Laboratory Services/standards , Fee-for-Service Plans/statistics & numerical data , Insurance Claim Reporting/statistics & numerical data , Medicare/statistics & numerical data , Clinical Laboratory Services/economics , Female , Humans , Male , Medicare/economics , Quality Assurance, Health Care , Reimbursement Mechanisms/statistics & numerical data , United StatesABSTRACT
BACKGROUND: Peripheral vascular intervention (PVI) is an effective treatment option for patients with peripheral artery disease (PAD). In 2008, Medicare modified reimbursement rates to encourage more efficient outpatient use of PVI in the United States. OBJECTIVES: The purpose of this study was to evaluate trends in the use and clinical settings of PVI and the effect of changes in reimbursement. METHODS: Using a 5% national sample of Medicare fee-for-service beneficiaries from 2006 to 2011, we examined age- and sex-adjusted rates of PVI by year, type of procedure, clinical setting, and physician specialty. RESULTS: A total of 39,339 Medicare beneficiaries underwent revascularization for PAD between 2006 and 2011. The annual rate of PVI increased slightly from 401.4 to 419.6 per 100,000 Medicare beneficiaries (p = 0.17), but the clinical setting shifted. The rate of PVI declined in inpatient settings from 209.7 to 151.6 (p < 0.001), whereas the rate expanded in outpatient hospitals (184.7 to 228.5; p = 0.01) and office-based clinics (6.0 to 37.8; p = 0.008). The use of atherectomy increased 2-fold in outpatient hospital settings and 50-fold in office-based clinics during the study period. Mean costs of inpatient procedures were similar across all types of PVI, whereas mean costs of atherectomy procedures in outpatient and office-based clinics exceeded those of stenting and angioplasty procedures. CONCLUSIONS: From 2006 to 2011, overall rates of PVI increased minimally. However, after changes in reimbursement, PVI and atherectomy in outpatient facilities and office-based clinics increased dramatically, neutralizing cost savings to Medicare and highlighting the possible unintended consequences of coverage decisions.
Subject(s)
Ambulatory Care/economics , Medicare/economics , Peripheral Arterial Disease/economics , Peripheral Arterial Disease/therapy , Prospective Payment System , Aged , Aged, 80 and over , Ambulatory Care/statistics & numerical data , Angioplasty/economics , Angioplasty/trends , Atherectomy/economics , Atherectomy/trends , Endarterectomy/economics , Endarterectomy/trends , Fee-for-Service Plans , Female , Hospitalization/economics , Hospitalization/statistics & numerical data , Humans , Male , Stents/economics , Stents/trends , United StatesABSTRACT
Hospitalization for heart failure (HF) is frequently related to dyspnea, yet associations among dyspnea severity, outcomes, and health care costs are unknown. The aim of this study was to describe the characteristics of patients hospitalized for acute HF by dyspnea severity and to examine associations among dyspnea severity, outcomes, and costs. Registry data for patients hospitalized for HF were linked with Medicare claims to evaluate dyspnea and outcomes in patients ≥65 years of age. We classified patients by patient-reported dyspnea severity at admission. Outcomes included length of stay, mortality 30 days after admission, days alive and out of the hospital, readmission, and Medicare payments 30 days after discharge. Of 48,616 patients with acute HF and dyspnea, 4,022 (8.3%) had dyspnea with moderate activity, 19,619 (40.3%) with minimal activity, and 24,975 (51.4%) at rest. Patients with dyspnea with minimal activity or at rest had greater co-morbidities, including renal insufficiency. Greater severity of baseline dyspnea was associated with mortality (moderate activity, 6.3%; minimal activity, 7.6%; at rest, 11.6%) and HF readmission (7.2%, 9.0%, and 9.4%). After multivariate adjustment, dyspnea at rest was associated with greater 30-day mortality and HF readmission, fewer days alive and out of the hospital, longer length of stay, and higher Medicare payments compared with dyspnea with moderate activity. In conclusion, dyspnea at rest on presentation was associated with greater mortality, readmission, length of stay, and health care costs in patients hospitalized with acute HF.
Subject(s)
Cost of Illness , Dyspnea/diagnosis , Heart Failure/complications , Hospitalization/economics , Hospitals , Medicare/economics , Registries , Acute Disease , Aged , Aged, 80 and over , Dyspnea/economics , Dyspnea/etiology , Female , Follow-Up Studies , Heart Failure/economics , Heart Failure/therapy , Humans , Male , Retrospective Studies , Severity of Illness Index , United StatesABSTRACT
BACKGROUND: Patients with heart failure and atrial fibrillation are at higher risk of thromboembolic events than patients with heart failure alone. Yet, the use of anticoagulation therapy varies in clinical practice, especially among older patients, for whom its effectiveness is poorly understood. METHODS AND RESULTS: Using clinical registry data linked to Medicare claims from 2005 to 2011, we examined outcomes of older patients hospitalized with heart failure and atrial fibrillation who newly initiated anticoagulation therapy at discharge. We used Cox proportional hazards models and inverse probability-weighted treatment estimates to adjust for selection bias. Main outcomes were mortality and readmission at 1 and 3 years. Among 5105 patients in 195 hospitals, 1623 (31.8%) started anticoagulation therapy at discharge. Treated patients had lower unadjusted rates of all-cause mortality (26.4% versus 42.8%; P<0.001) and all-cause readmission (58.4% versus 63.7%; P<0.001) at 1 year. After inverse weighting for the probability of treatment and adjustment for other discharge medications, anticoagulation therapy was associated with significantly lower 1-year mortality (hazard ratio, 0.70; 99% confidence interval, 0.59-0.82), but there was no statistically significant difference in the risk of all-cause readmission (hazard ratio, 0.89; 99% confidence interval, 0.78-1.01) or other readmission outcomes. Results were similar at 3 years. CONCLUSIONS: Initiation of anticoagulation therapy at hospital discharge was associated with improved mortality at 1 and 3 years but was not associated with improved cardiovascular readmission among older patients with heart failure and atrial fibrillation.
Subject(s)
Atrial Fibrillation/epidemiology , Heart Failure/epidemiology , Patient Readmission/statistics & numerical data , Aged , Aged, 80 and over , Anticoagulants/therapeutic use , Atrial Fibrillation/drug therapy , Female , Follow-Up Studies , Heart Failure/drug therapy , Humans , Male , Observer Variation , Outcome and Process Assessment, Health Care , Survival Analysis , Treatment Outcome , United StatesABSTRACT
BACKGROUND: Cardiac resynchronization therapy with defibrillator (CRT-D) reduces morbidity and mortality among selected patients with heart failure in clinical trials. The effectiveness of this therapy in clinical practice has not been well studied. METHODS AND RESULTS: We compared a cohort of 4471 patients from the National Cardiovascular Data Registry's Implantable Cardioverter-Defibrillator (ICD) Registry hospitalized primarily for heart failure and who received CRT-D between April 1, 2006, and December 31, 2009, to a historical control cohort of 4888 patients with heart failure without CRT-D from the Acute Decompensated Heart Failure National Registry (ADHERE) hospitalized between January 1, 2002, and March 31, 2006. Both registries were linked with Medicare claims to evaluate longitudinal outcomes. We included patients from the ICD Registry with left ventricular ejection fraction ≤35% and QRS duration ≥120 ms who were admitted for heart failure. We used Cox proportional hazards models to compare outcomes with and without CRT-D after adjustment for important covariates. After multivariable adjustment, CRT-D was associated with lower 3-year risks of death (hazard ratio, 0.52; 95% confidence interval, 0.48-0.56; P<0.001), all-cause readmission (hazard ratio, 0.69; 95% confidence interval, 0.65-0.73; P<0.001), and cardiovascular readmission (hazard ratio, 0.60; 95% confidence interval, 0.56-0.64; P<0.001). The association of CRT-D with mortality did not vary significantly among subgroups defined by age, sex, race, QRS duration, and optimal medical therapy. CONCLUSIONS: CRT-D was associated with lower risks of mortality, all-cause readmission, and cardiovascular readmission than medical therapy alone among patients with heart failure in community practice.
Subject(s)
Defibrillators, Implantable , Heart Failure/therapy , Cardiac Resynchronization Therapy , Heart Failure/drug therapy , Heart Failure/mortality , Hospitalization/statistics & numerical data , Humans , Multivariate Analysis , Registries , Treatment OutcomeABSTRACT
OBJECTIVE: Catheter ablation of atrial fibrillation (AF) has become an increasingly safe and effective therapy. This has been partly attributed to the use of adjunctive imaging modalities. We aimed to describe the use and associated outcomes of periprocedural imaging for AF ablation. METHODS: We studied all Medicare fee-for-service claims for AF ablation from July 2007 to December 2009, and identified associated imaging studies before and during ablation, including transoesophageal echocardiography (TEE), intracardiac echocardiography (ICE), CT and MRI. The primary outcomes were death, stroke or transient ischaemic attack (TIA), repeat ablation, and bleeding (pericardial or vascular) at 6 months. RESULTS: 11 525 patients underwent AF ablation during the study period. There was significant variation in imaging use at the practice level. In addition to electroanatomic mapping, 53% (n=6060/11 525) underwent TEE, 67% (n=7715/11 525) received ICE, and 50% (n=5724/11 525) underwent a preprocedure CT or MRI. Imaging generally increased from 2007 to 2009. After adjustment, the use of preablation CT or MRI was associated with a significantly lower risk of stroke or TIA (0.4% vs 0.9%, adjusted HR 0.46, 95% CI 0.28 to 0.74, p=0.002), and the use of ICE was associated with a lower risk of repeat ablation (5.7% vs 8.5%, adjusted HR 0.59, 95% CI 0.37 to 0.92, p=0.02) but higher risk of bleeding (1.1% vs 0.7%, adjusted HR 1.76, 95% CI 1.15 to 2.70, p=0.009). CONCLUSIONS: Periprocedural imaging for AF ablation is increasingly used, although practice patterns vary widely. Our data suggest that periprocedural imaging is associated with better outcomes after catheter ablation; however, prospective studies of periprocedural imaging strategies are warranted.
Subject(s)
Atrial Fibrillation/surgery , Cardiac Imaging Techniques , Catheter Ablation , Aged , Atrial Fibrillation/complications , Atrial Fibrillation/diagnosis , Atrial Fibrillation/mortality , Cardiac Imaging Techniques/methods , Catheter Ablation/adverse effects , Catheter Ablation/mortality , Echocardiography, Transesophageal , Fee-for-Service Plans , Female , Humans , Magnetic Resonance Imaging , Male , Medicare , Postoperative Complications/mortality , Predictive Value of Tests , Risk Factors , Tomography, X-Ray Computed , Treatment Outcome , United StatesABSTRACT
BACKGROUND: A subset of patients hospitalized with acute heart failure experiences worsening clinical status and requires escalation of therapy. Worsening heart failure is an end point in many clinical trials, but little is known about its prevalence in clinical practice and its associated outcomes. METHODS AND RESULTS: We analyzed inpatient data from the Acute Decompensated Heart Failure National Registry linked to Medicare claims to examine the prevalence and outcomes of patients with worsening heart failure, defined as the need for escalation of therapy at least 12 hours after hospital presentation. We compared patients with worsening heart failure to patients with an uncomplicated hospital course and patients with a complicated presentation. Of 63 727 patients hospitalized with acute heart failure, 11% developed worsening heart failure. These patients had the highest observed rates of mortality, all-cause readmission, and Medicare payments at 30 days and 1 year after hospitalization (P < 0.001 for all comparisons). The adjusted hazards of 30-day mortality were 2.56 (99% CI, 2.34 to 2.80) compared with an uncomplicated course and 1.29 (99% CI, 1.17 to 1.42) compared with a complicated presentation. The adjusted cost ratios for postdischarge Medicare payments at 30 days were 1.35 (99% CI, 1.24 to 1.46) compared with an uncomplicated course and 1.11 (99% CI, 1.02 to 1.22) compared with a complicated presentation. CONCLUSIONS: In-hospital worsening heart failure was common and was associated with higher rates of mortality, all-cause readmission, and postdischarge Medicare payments. Prevention and treatment of in-hospital worsening heart failure represents an important goal for patients hospitalized with acute heart failure.