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INTRODUCTION: Insight into the relationship between concepts that matter to the people affected by Alzheimer's disease (AD) and the clinical outcome assessments (COAs) commonly used in AD clinical studies is limited. Phases 1 and 2 of the What Matters Most (WMM) study series identified and quantitatively confirmed 42 treatment-related outcomes that are important to people affected by AD. METHODS: We compared WMM concepts rated as "very important" or higher to items included in COAs used commonly in AD studies. RESULTS: Twenty COAs designed to assess signs, symptoms, and impacts across the spectrum of AD were selected for review. Among these 20 COAs, only 5 reflected 12 or more WMM concepts [Integrated Alzheimer's Disease Rating Scale (iADRS), Alzheimer's Disease Cooperative Study-Activities of Daily Living Inventory (ADCS-ADL), Alzheimer's Disease Cooperative Study-Activities of Daily Living Inventory-Mild Cognitive Impairment (ADCS-ADL-MCI), Alzheimer's Disease Composite Scores (ADCOMS), and Clinical Dementia Rating; Clinical Dementia Rating-Sum of Boxes (CDR/CDR-SB)]. Multiple symptoms and impacts of AD identified as important and meaningful in the WMM studies map only indirectly at best to 7 of the 20 most widely used COAs. CONCLUSION: While many frequently used COAs in AD capture some concepts identified as important to AD populations and their care partners, overlap between any single measure and the concepts that matter to people affected by AD is limited. The highest singly matched COA reflects fewer than half (45%) of WMM concepts. Use of multiple COAs expands coverage of meaningful concepts. Future research should explore the content validity of AD COAs planned for AD trials based on further confirmation of the ecological validity of the WMM items. This research should inform development and use of core outcome sets that capture WMM items and selection or development of new companion tools to fully demonstrate clinically meaningful outcomes spanning WMM.
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BACKGROUND: Chronic cough (CC) of 8 weeks or more affects about 10% of adults and may lead to expensive treatments and reduced quality of life. Incomplete diagnostic coding complicates identifying CC in electronic health records (EHRs). Natural language processing (NLP) of EHR text could improve detection. RESEARCH QUESTION: Can NLP be used to identify cough in EHRs, and to characterize adults and encounters with CC? STUDY DESIGN AND METHODS: A Midwestern EHR system identified patients aged 18 to 85 years during 2005 to 2015. NLP was used to evaluate text notes, except prescriptions and instructions, for mentions of cough. Two physicians and a biostatistician reviewed 12 sets of 50 encounters each, with iterative refinements, until the positive predictive value for cough encounters exceeded 90%. NLP, International Classification of Diseases, 10th revision, or medication was used to identify cough. Three encounters spanning 56 to 120 days defined CC. Descriptive statistics summarized patients and encounters, including referrals. RESULTS: Optimizing NLP required identifying and eliminating cough denials, instructions, and historical references. Of 235,457 cough encounters, 23% had a relevant diagnostic code or medication. Applying chronicity to cough encounters identified 23,371 patients (61% women) with CC. NLP alone identified 74% of these patients; diagnoses or medications alone identified 15%. The positive predictive value of NLP in the reviewed sample was 97%. Referrals for cough occurred for 3.0% of patients; pulmonary medicine was most common initially (64% of referrals). LIMITATIONS: Some patients with diagnosis codes for cough, encounters at intervals greater than 4 months, or multiple acute cough episodes may have been misclassified. INTERPRETATION: NLP successfully identified a large cohort with CC. Most patients were identified through NLP alone, rather than diagnoses or medications. NLP improved detection of patients nearly sevenfold, addressing the gap in ability to identify and characterize CC disease burden. Nearly all cases appeared to be managed in primary care. Identifying these patients is important for characterizing treatment and unmet needs.
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Tos/diagnóstico , Registros Electrónicos de Salud , Neumología/estadística & datos numéricos , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Enfermedad Crónica , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estados Unidos , Adulto JovenRESUMEN
OBJECTIVE: Allergic rhinitis (AR) affects up to 40% of the United States population, with approximately $11 billion annual medical costs. Allergy immunotherapy is the best option for long-term symptomatic relief, but treatment compliance can be low. The objective was to describe subcutaneous immunotherapy (SCIT)-related costs for patients overall and those with inconsistent treatment. METHODS: This study observed commercial and Medicare Advantage with Part D health plan enrollees. Included subjects had claims with AR diagnostic codes during 1 January 2011-31 December 2015 and ≥1 SCIT claim during 1 January 2013-31 December 2015 (index date = first SCIT claim date). A control sample was chosen randomly at a 1:3 ratio of SCIT to controls. Inconsistent use was defined as a ≥90 day gap after ≥1 SCIT. Patient characteristics were compared between SCIT patients and controls. Costs were calculated for all SCIT patients and the inconsistent subgroup. RESULTS: Compared with controls (n = 394,479), SCIT (n = 131,493) patients were younger (39.3 vs. 41.4 years), more likely female (56.4% vs. 50.7%) and more likely in a commercial plan (91.6% vs. 83.6%); all p < .001. Among SCIT patients, 15.1% had inconsistent use. Among all SCIT patients, the 3 year total plan-paid SCIT-related costs were $205,741,125 (18% was for inconsistent subgroup) and patient-paid costs were $47,560,450 (15% for inconsistent). Per-member-per-month costs were $0.48 plan-paid and $0.11 patient-paid, with $0.09 plan-paid and $0.02 patient-paid for inconsistent use. CONCLUSIONS: This study showed 15% of patients may have costly inconsistent SCIT treatment. Greater understanding is needed regarding the reasons for inconsistent use of subcutaneous allergy immunotherapy.
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Inmunoterapia/métodos , Rinitis Alérgica/terapia , Adulto , Costos y Análisis de Costo , Femenino , Humanos , Inmunoterapia/economía , Inyecciones Subcutáneas , Masculino , Medicare , Persona de Mediana Edad , Cooperación del Paciente , Estudios Retrospectivos , Estados Unidos , Adulto JovenRESUMEN
BACKGROUND: Estimates of residual cardiovascular risks among patients who have experienced a recent acute myocardial infarction (MI) are predominantly derived from secondary prevention trial populations, patient registries, and population-based cohorts. OBJECTIVE: To generate real-world evidence of antiplatelet treatment and recurrent events following MI in patients on antiplatelet treatment among commercial, employer-based insured patients in a large administrative database. METHODS: This was a retrospective cohort claims database study using the Truven Health MarketScan Commercial Claims and Encounters and Medicare Supplemental databases between 2007-2011. Patients with an acute MI hospitalization with a discharge date between 2008 and 2010 were included. Excluded were those patients with documentation of stroke, transient ischemic attack (TIA), or severe bleeding at or before index hospitalization and with concomitant use of anticoagulant therapy following index hospitalization. Patients treated with clopidogrel following the index MI hospitalization were followed up to 1 year for repeat MI, stroke, and coronary revascularization. RESULTS: Among 33,943 post-MI continuous clopidogrel users without history of stroke, TIA, or bleeding, 22% had diabetes, whereas angina and renal impairment were less prevalent (5% and 7%, respectively). Over the 1-year follow-up, 2.4% experienced a repeat MI or stroke, and 8.2% underwent coronary revascularization. Angina, diabetes, and renal impairment were associated with elevated 1-year risk of repeat MI or stroke. CONCLUSIONS: This study suggests that there is residual cardiovascular risk, although relatively low, in an insured, secondary prevention population on antiplatelet treatment following an MI. In patients with MI, identifying angina, diabetes, and renal impairment may aid risk stratification and guide the effective management of these higher-risk patients. DISCLOSURES: Funding for this research was provided by Merck & Co. Although Merck & Co. formally reviewed a penultimate draft, the opinions expressed are those of the authorship and may not necessarily reflect those of the company. Reed Chase, Wu, Mavros, Heithoff, and Hanson are employees of Merck Sharp & Dohme, a subsidiary of Merck & Co., and may own stock and/or hold stock options in the company. Patel was an employee of Merck & Co. during the conduct of this study and preparation of the manuscript. Simpson is a paid consultant for Merck, Pfizer, and Amgen and has received speaker's fees from Merck and Pfizer. Study concept and design were contributed by all authors except Hanson. Heifhoff and Patel collected the data, and data interpretation was performed by Simpson, Mavros, Patel, Wu, and Hanson. The manuscript was written by Hanson, Mavros, and Patel and revised by Heithoff, Wu, Simpson, and Reed Chase.
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Infarto del Miocardio/tratamiento farmacológico , Inhibidores de Agregación Plaquetaria/uso terapéutico , Adolescente , Adulto , Anciano , Clopidogrel , Bases de Datos Factuales , Femenino , Humanos , Masculino , Medicare , Persona de Mediana Edad , Estudios Retrospectivos , Factores de Riesgo , Prevención Secundaria/métodos , Accidente Cerebrovascular/etiología , Ticlopidina/análogos & derivados , Ticlopidina/uso terapéutico , Estados Unidos , Adulto JovenRESUMEN
OBJECTIVES: As the prevalence of peripheral artery disease (PAD) increases there is growing concern about the associated healthcare burden. This burden has not been well-characterized in high-risk patients with concurrent diabetes and/or acute coronary syndrome (ACS). The objective of this analysis was to assess comorbidities, medication use, outcomes, services and costs for 3 high-risk symptomatic PAD groups. METHODS: This retrospective longitudinal analysis used the MarketScan Commercial Claims and Encounters Database (2005-2013). The 3 high-risk symptomatic PAD groups were (1) symptomatic PAD with/without diabetes, (2) symptomatic PAD with/without prior ACS, and (3) symptomatic PAD with/without diabetes and prior ACS. The study time frame was a period of 1-year before the earliest date of a symptomatic PAD record and 3 years post. RESULTS: In all, 16,663 symptomatic PAD patients were identified across the three risk groups. Mean age ranged from 66.4-67.4 years; the majority (55.0%-63.3%) were men. At 3 years post index, patients with symptomatic PAD and a risk factor had significantly higher use of beta-blockers, ACE inhibitors and statins (P<0.0007), and higher rates of all-cause and symptomatic PAD-related medical services, diagnoses and procedures (P<0.05). Clopidogrel and statins were used by ≤ 41.2% and ≤ 66.7% of symptomatic PAD patients without risk, respectively, and ≤ 68.9% and ≤ 80.2% of patients with risks. All cause and symptomatic PAD-related treatment costs (P<0.0001) were higher for symptomatic PAD patients with risks versus patients without risks where annualized all-cause cost differences ranged from $7,482 to $13,504 and annualized PAD-related cost differences ranged from $605 to $1,997. CONCLUSIONS: Symptomatic PAD patients with diabetes and/or prior ACS have significantly higher medical resource use and costs compared to symptomatic PAD patients without these risk factors. The utilization rate of secondary prevention therapies is suboptimal; therefore, greater effort must be made to increase utilization and optimize treatment to minimize the impact of symptomatic PAD.
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Síndrome Coronario Agudo/complicaciones , Angiopatías Diabéticas/economía , Recursos en Salud/estadística & datos numéricos , Enfermedad Arterial Periférica/economía , Antagonistas Adrenérgicos beta/uso terapéutico , Anciano , Inhibidores de la Enzima Convertidora de Angiotensina/uso terapéutico , Clopidogrel , Costos y Análisis de Costo , Angiopatías Diabéticas/diagnóstico , Angiopatías Diabéticas/tratamiento farmacológico , Femenino , Humanos , Inhibidores de Hidroximetilglutaril-CoA Reductasas/uso terapéutico , Estudios Longitudinales , Masculino , Enfermedad Arterial Periférica/diagnóstico , Enfermedad Arterial Periférica/tratamiento farmacológico , Estudios Retrospectivos , Factores de Riesgo , Ticlopidina/análogos & derivados , Ticlopidina/uso terapéutico , Estados UnidosRESUMEN
BACKGROUND: There is growing concern about appropriate disease management for peripheral artery disease (PAD) because of the rapidly expanding population at risk for PAD and the high burden of illness associated with symptomatic PAD. A better understanding of the potential economic impact of symptomatic PAD relative to a matched control population may help improve care management for these patients. OBJECTIVE: To compare the medical resource utilization, costs, and medication use for patients with symptomatic PAD relative to a matched control population. METHODS: In this retrospective longitudinal analysis, the index date was the earliest date of a symptomatic PAD record (symptomatic PAD cohort) or any medical record (control cohort), and a period of 1 year pre-index and 3 years post-index was the study time frame. Symptomatic PAD patients and control patients (aged ≥ 18 years) enrolled in the MarketScan Commercial and Encounters database from January 1, 2006, to June 30, 2010, were identified. Symptomatic PAD was defined as having evidence of intermittent claudication (IC) and/or acute critical limb ischemia requiring medical intervention. Symptomatic PAD patients were selected using an algorithm comprising a combination of PAD-related ICD-9-CM diagnostic and diagnosis-related group codes, peripheral revascularization CPT-4 procedure codes, and IC medication National Drug Code numbers. Patients with stroke/transient ischemic attack, bleeding complications, or contraindications to antiplatelet therapy were excluded from the symptomatic PAD group but not the control group. A final 1:1 symptomatic PAD to control population with an exact match based on age, sex, index year, and Charlson Comorbidity Index (CCI) was identified. Descriptive statistics comparing patient demographics, comorbidities, medical resource utilization, cost, and medication use outcomes were generated. Generalized linear models were developed to compare the outcomes while controlling for residual difference in demographics, comorbidities, pre-index resource use, and pre-index costs. RESULTS: 3,965 symptomatic PAD and 3,965 control patients were matched. In both cohorts, 54.7% were male, with a mean age (SD) of 69.0 (12.9) years and a CCI score of 1.3 (0.9). Symptomatic PAD patients had more cardiovascular comorbidities than control patients (27.7% vs. 12.6% coronary artery disease, 27.1% vs. 15.9% hyperlipidemia, and 49.8% vs. 28.2% hypertension) in the pre-index period. Post-index rates of ischemic stroke, non-ST segment elevation myocardial infarction, unstable angina, and cardiovascular- or PAD-related procedures (limb amputations, endovascular procedures, open surgical procedures, percutaneous coronary intervention, and coronary artery bypass graft) were higher among symptomatic PAD patients versus control patients. All-cause annualized inpatient admissions (0.46 vs. 0.22 admissions), emergency department/urgent care days (0.27 vs. 0.22 days), and office visit days (12.5 vs. 10.2 days) were higher among symptomatic PAD versus control patients post-index. Annualized all-cause inpatient costs ($8,494 vs. $3,778); outpatient costs ($8,459 vs. $5,692); and total costs ($20,880 vs. $12,501) were higher among symptomatic PAD versus control patients post-index. Only 17.8% of symptomatic PAD patients versus 6.6% of control patients were on clopidogrel pre-index. In the post-index period, clopidogrel prescriptions in the symptomatic PAD population increased to 38.0%. Results were consistent in the regression models with the symptomatic PAD population having a higher number of all-cause post-index inpatient admissions, emergency department/urgent care days, office visit days, inpatient costs, outpatient costs, and total costs versus control patients (P ≤ 0.026). CONCLUSIONS: Symptomatic PAD patients have significantly higher medical resource use and costs when compared with a matched control population. As the prevalence of symptomatic PAD increases, there will be a significant impact on the population and health care system. The rates of use of evidence-based secondary prevention therapies, such as antiplatelet medication, were low. Therefore, greater effort must be made to increase utilization rates of appropriate treatments to determine if the negative economic and clinical impacts of symptomatic PAD can be minimized. DISCLOSURES: This study was funded by Merck & Co., Kenilworth, New Jersey. Chase and Heithoff are employees of Merck & Co., Kenilworth, New Jersey, and Upper Gwynedd, Pennsylvania. Friedman and Navaratnam are paid consultants for Merck & Co. Simpson is a paid consultant for Merck, Pfizer, and Amgen and has received speaker's fees from Merck and Pfizer. Study concept and design were contributed by Chase, Navaratnam, and Heilhoff, along with Simpson and Friedman. Friedman collected the data, which was interpreted by Simpson and Navaratnam, along with Friedman. The manuscript was written by Navaratnam and Friedman, along with Chase, Heilhoff and Simpson, and revised by all of the authors.
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Investigación sobre la Eficacia Comparativa/economía , Recursos en Salud/economía , Recursos en Salud/estadística & datos numéricos , Enfermedad Arterial Periférica/economía , Enfermedad Arterial Periférica/terapia , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Investigación sobre la Eficacia Comparativa/métodos , Análisis Costo-Beneficio/economía , Análisis Costo-Beneficio/métodos , Femenino , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Enfermedad Arterial Periférica/epidemiología , Estudios Retrospectivos , Estados Unidos/epidemiologíaRESUMEN
BACKGROUND: Numerous studies have documented the strong inverse relationship between low-density lipoprotein cholesterol (LDL-C) levels and atherosclerotic cardiovascular disease (ASCVD). However, women are less likely to be screened for hypercholesterolemia, receive lipid-lowering therapy (LLT), and achieve optimal LDL-C levels. MATERIALS AND METHODS: Data were extracted from a U.S. administrative claims database between January 2008 and December 2012 for patients with established ASCVD. The earliest date of valid LDL-C value was defined as the index date. Patients were followed for ±12 months from the index date and were stratified by gender, by baseline LDL-C level, and whether they were initially treated with a LLT then propensity score matched by gender using demographic and clinical characteristics. Both descriptive statistics and logistic regression models were used to explore the association of gender with the frequency of LDL-C monitoring, LLT treatment initiation in initially untreated patients, and prescribing patterns in initially treated patients. RESULTS: A total of 76,414 subjects with established ASCVD were identified; 42% of the sample was women. In the unmatched cohort, 50.3% of men and 32.0% of women were prescribed a preindex statin (p < 0.0001). Among matched patients (n = 51,764), women initially treated with LLT were significantly less likely to receive a prescription for a higher potency LLT. Even among those with LDL-C levels above 160 mg/dL, women were more likely to discontinue LLT, odds ratio (95% confidence interval) 1.8 (1.2-2.3). Female gender and older age were significant predictors of discontinuation, and the potency of the index medication was the strongest predictor of dose titration. Initially untreated women were less likely to initiate LLT treatment than men, irrespective of index LDL-C levels (p < 0.0001). CONCLUSIONS: The observed disparities further reinforce the need for targeted efforts to reduce the gender gap for secondary prevention in women at high risk of cardiovascular disease.
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Enfermedades Cardiovasculares/prevención & control , Disparidades en Atención de Salud/estadística & datos numéricos , Inhibidores de Hidroximetilglutaril-CoA Reductasas/uso terapéutico , Hipercolesterolemia/tratamiento farmacológico , Hipolipemiantes/uso terapéutico , Programas Controlados de Atención en Salud , Adulto , Anciano , Anciano de 80 o más Años , Enfermedades Cardiovasculares/sangre , LDL-Colesterol/sangre , Estudios de Cohortes , Bases de Datos Factuales , Femenino , Humanos , Hipercolesterolemia/sangre , Modelos Logísticos , Masculino , Persona de Mediana Edad , Análisis Multivariante , Estudios Retrospectivos , Factores Sexuales , Resultado del Tratamiento , Triglicéridos/sangre , Estados Unidos/epidemiologíaRESUMEN
We examined trends in low-density lipoprotein cholesterol (LDL-C) goal attainment in high-risk patients and use of high-potency statins (HPS) in a large, managed-care database from 2004 to 2012. The 2013 American Heart Association/American College of Cardiology prevention guidelines recommend that subjects with atherosclerotic cardiovascular disease (ASCVD) should be prescribed HPS therapy, irrespective of LDL-C levels. Previous guidelines recommend an LDL-C target <70 mg/dl. Patients diagnosed with ASCVD based on International Classification of Diseases, Ninth Revision codes with ≥1 LDL-C test from January 2004 to December 2012 were identified in the Optum Insight database. Patients were identified as treated if they received lipid-lowering therapy (LLT) within 90 days of the LDL-C measurement and untreated if they did not receive LLT treatment. LLT treated patients were stratified into HPS users or non-HPS LLT users. There were 45,101 eligible patients in 2004 and 40,846 in 2012. The proportion of high-risk patients who were treated with LLT increased from 61.4% (2004) to 70.5% (2008) then remained relatively constant until 2012 (67.9%). Mean LDL-C values in treated patients decreased from 103.7 ± 32.1 (2004) to 90.8 ± 31.4 mg/dl (2012). The proportion of patients treated with HPS increased from 13% in 2004 to 26% in 2012. Although the proportion of treated high-risk patients who achieve LDL-C <70 mg/dl levels has increased sharply from 2004, approximately 3 of 4 patients still did not meet this target. Only 1/4 of ASCVD patients are on HPS. In conclusion, our findings highlight the need for renewed efforts to support guideline-based LDL-C treatment for high-risk patients.
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Enfermedades Cardiovasculares/prevención & control , Inhibidores de Hidroximetilglutaril-CoA Reductasas/farmacología , Programas Controlados de Atención en Salud , Enfermedades Cardiovasculares/sangre , Enfermedades Cardiovasculares/epidemiología , LDL-Colesterol/sangre , Bases de Datos Factuales , Femenino , Estudios de Seguimiento , Humanos , Incidencia , Masculino , Persona de Mediana Edad , Pronóstico , Estudios Retrospectivos , Factores de Riesgo , Estados Unidos/epidemiologíaRESUMEN
OBJECTIVE: To explore the impact of nasal congestion alone relative to a full set of allergic rhinitis (AR) symptoms on sleep, fatigue, daytime somnolence, and work and school productivity in a 15-day prospective, naturalistic study. RESEARCH DESIGN AND METHODS: Patients (N = 404) received a clinical exam to confirm congestion and assess its possible causes, including confirmed allergic rhinitis. They completed a battery of patient-reported outcomes (PROs) that assess the impact of nasal congestion and morning AR symptoms on patients' reports of sleep, daytime sleepiness, fatigue, and work, school, and activity impairment. Data were analyzed using multiple regression. Each PRO was regressed separately on congestion and morning AR symptoms, controlling for patient demographics. RESULTS: Nasal congestion has a significant (p < 0.05), negative impact on patients' lives. Nasal congestion alone had only a slightly smaller negative impact on sleep adequacy relative to AR symptoms more broadly (congestion: beta = 0.137-0.534; AR: beta = 0.123-0.642). Congestion increases the likelihood of sleep problems, fatigue, shortness of breath, headache, and daytime somnolence. CONCLUSIONS: A single congestion item by itself is a statistically and substantively significant predictor of patient-relevant outcomes. Although the sample was not randomly drawn from clinics or physician offices, the consistency and strength of the findings suggest the salience of this single symptom for patients' experiences.