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1.
Patient Prefer Adherence ; 17: 1181-1196, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37163154

RESUMEN

Background: Patient-reported health related quality of life (HRQOL) is not routinely assessed in clinical practice. Little is known about health status outcomes reported by patients with heart failure with preserved ejection fraction (HFpEF) in non-clinical trial settings. Purpose: To better understand patient burden of HFpEF in terms of HF-specific functional and symptom status, HRQOL, healthcare resource utilization (HCRU) and costs in a US-based commercial and Medicare Advantage insured population. Patients and methods: We conducted a cross-sectional survey of patients with HFpEF and linked their survey and administrative claims data. Consenting, eligible patients completed a survey that included the 23-item Kansas City Cardiomyopathy Questionnaire (KCCQ-23) and the PROMIS Global Health-10 (GH-10) questionnaire, as well as clinical and demographic questions. HF medication use, HCRU and costs during the 12-month baseline period before the survey were determined from claims data. Generalized linear regression was used to assess the associations between baseline characteristics and the KCCQ-23 overall summary score. Results: Of 598 survey respondents with survey and claims data, 54.7% were female with mean age 74.0 years. The KCCQ-23 overall summary and clinical summary scores were 64.8 and 63.0, respectively, and the GH-10 physical and mental health summary scores were 39.9 and 45.5. Factors related to lower KCCQ-23 overall summary scores were HF treatment and symptom changes during the past 4-weeks before the survey, hospital admission during the past year, low household income, high comorbidity index, and morbid obesity (BMI>40). Total all-cause healthcare costs were $38,243 during the year prior to the survey, of which 42% were HF-related. Conclusion: Patient-reported outcome measure scores indicated impairment due to HF symptoms and physical limitations in this real-world sample of patients with HFpEF, highlighting a need to assess patient-reported outcomes as well as the clinical and economic outcomes traditionally assessed by clinicians, health systems and payers.

2.
NPJ Digit Med ; 6(1): 101, 2023 May 31.
Artículo en Inglés | MEDLINE | ID: mdl-37258851

RESUMEN

Dozens of frameworks have been proposed to assess evidence for digital health interventions (DHIs), but existing frameworks may not facilitate DHI evidence reviews that meet the needs of stakeholder organizations including payers, health systems, trade organizations, and others. These organizations may benefit from a DHI assessment framework that is both rigorous and rapid. Here we propose a framework to assess Evidence in Digital health for EFfectiveness of INterventions with Evaluative Depth (Evidence DEFINED). Designed for real-world use, the Evidence DEFINED Quick Start Guide may help streamline DHI assessment. A checklist is provided summarizing high-priority evidence considerations in digital health. Evidence-to-recommendation guidelines are proposed, specifying degrees of adoption that may be appropriate for a range of evidence quality levels. Evidence DEFINED differs from prior frameworks in its inclusion of unique elements designed for rigor and speed. Rigor is increased by addressing three gaps in prior frameworks. First, prior frameworks are not adapted adequately to address evidence considerations that are unique to digital health. Second, prior frameworks do not specify evidence quality criteria requiring increased vigilance for DHIs in the current regulatory context. Third, extant frameworks rarely leverage established, robust methodologies that were developed for non-digital interventions. Speed is achieved in the Evidence DEFINED Framework through screening optimization and deprioritization of steps that may have limited value. The primary goals of Evidence DEFINED are to a) facilitate standardized, rapid, rigorous DHI evidence assessment in organizations and b) guide digital health solutions providers who wish to generate evidence that drives DHI adoption.

3.
Artículo en Inglés | MEDLINE | ID: mdl-37137527

RESUMEN

INTRODUCTION: Once-weekly subcutaneous semaglutide, a glucagon-like peptide-1 analog, is approved in the USA as an adjunct to diet and exercise for adults with inadequately controlled type 2 diabetes (T2D) to improve glycemic control and reduce the risk of major adverse cardiovascular events in people with T2D and established cardiovascular disease. The Semaglutide Unabated Sustainability in Treatment of Type 2 Diabetes (SUSTAIN) phase III clinical trial program demonstrated the efficacy and safety of once-weekly subcutaneous semaglutide; however, determining its effectiveness in a real-world setting could support decision-making by clinicians, payers and policy makers in routine clinical practice. RESEARCH DESIGN AND METHODS: SEmaglutide PRAgmatic (SEPRA) is an ongoing open-label, randomized, pragmatic clinical trial designed to compare the effects of once-weekly subcutaneous semaglutide versus standard of care in US health-insured adults with T2D and physician-determined inadequate glycemic control. The primary end point is the proportion of participants achieving glycated hemoglobin (HbA1c) <7.0% at year 1; other key outcomes include glycemic control, weight loss, healthcare utilization, and patient-reported outcomes. Individual-level data will be collected from routine clinical practice and health insurance claims. The last patient last visit is expected by June 2023. RESULTS: Between July 2018 and March 2021, 1278 participants were enrolled from 138 study sites across the USA. At baseline, 54% were male with mean±SD age 57.4±11.1 years and body mass index 35.7±8.0 kg/m2. Mean diabetes duration was 7.4±6.0 years and mean HbA1c was 8.5±1.6%. At baseline, concomitant antidiabetes medications included metformin, sulfonylureas, sodium-glucose co-transporter-2 inhibitors, and dipeptidyl peptidase-4 inhibitors. The majority of participants had hypertension and dyslipidemia. The trial design was self-assessed using the PRagmatic Explanatory Continuum Indicator Summary-2 tool by the study steering group and was scored 4-5 in all domains suggesting a highly pragmatic study. CONCLUSIONS: SEPRA, a highly pragmatic ongoing study, will provide data on the effects of once-weekly subcutaneous semaglutide in a real-world setting when used during routine management of T2D. TRIAL REGISTRATION NUMBER: NCT03596450.


Asunto(s)
Diabetes Mellitus Tipo 2 , Metformina , Inhibidores del Cotransportador de Sodio-Glucosa 2 , Masculino , Humanos , Adulto , Persona de Mediana Edad , Anciano , Femenino , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Hipoglucemiantes/efectos adversos , Hemoglobina Glucada , Metformina/uso terapéutico , Inhibidores del Cotransportador de Sodio-Glucosa 2/uso terapéutico
4.
Diabetes Obes Metab ; 25(9): 2464-2472, 2023 09.
Artículo en Inglés | MEDLINE | ID: mdl-36999236

RESUMEN

AIM: To compare adverse outcomes among COVID-19 patients with pre-existing type 2 diabetes (T2D) only, T2D and cardiovascular disease (CVD), or neither. METHODS: This retrospective cohort study used administrative claims, laboratory and mortality data from the HealthCore Integrated Research Database. Patients with COVID-19 were identified from 3 January 2020 to 31 May 2021 and stratified by the presence of T2D and CVD. Outcomes included hospitalization, intensive care unit (ICU) admission, mortality and complications following COVID-19 infection. Propensity score matching and multivariable analyses were performed. RESULTS: A total of 321 232 COVID-19 patients were identified (21 651 T2D + CVD, 28 184 T2D only, and 271 397 neither) with a mean (SD) follow-up of 5.4 (3.0) months. After matching, 6 967 patients were identified for each group, and residual baseline differences remained. Adjusted analyses showed that COVID-19 patients with T2D + CVD were 59% more probable to be hospitalized, 74% more probable to be admitted to the ICU, and had a 26% higher mortality risk than those with neither. COVID-19 patients with T2D only were 28% and 32% more probable to be admitted to the hospital and ICU than those with neither, respectively. Among all T2D + CVD patients, acute respiratory distress syndrome (31%) and acute kidney disease (24%) were observed. CONCLUSION: Our study highlights the incrementally poorer outcomes associated with pre-existing T2D + CVD in COVID-19 patients compared with those without T2D/CVD and suggests consideration of a more optimal management approach in these patients.


Asunto(s)
COVID-19 , Enfermedades Cardiovasculares , Diabetes Mellitus Tipo 2 , Estado Prediabético , Humanos , COVID-19/complicaciones , COVID-19/epidemiología , Diabetes Mellitus Tipo 2/complicaciones , Diabetes Mellitus Tipo 2/epidemiología , Estudios Retrospectivos , Enfermedades Cardiovasculares/complicaciones , Enfermedades Cardiovasculares/epidemiología , Estado Prediabético/complicaciones
5.
J Manag Care Spec Pharm ; 29(1): 80-89, 2023 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-36580126

RESUMEN

BACKGROUND: Chronic kidney disease (CKD) is a major public health concern that affects 37 million adults in the United States. It is well known that CKD presents a large economic burden, especially in the Medicare population. However, studies of the economic burden of CKD in younger populations are scarce. In particular, there is a gap in understanding how the presence of type 2 diabetes mellitus (T2DM) affects the burden of CKD in commercially insured populations. OBJECTIVE: To describe the economic and health care resource utilization (HCRU) burden of CKD within 3 patient groups (T2DM only, CKD only, and CKD and T2DM) aged 45-64 years overall and by Kidney Disease Improving Global Outcomes (KDIGO) CKD estimated glomerular filtration rate-based stage categories. METHODS: A descriptive, observational retrospective cohort study was conducted using administrative medical and pharmacy claims integrated with laboratory results data available in the HealthCore Integrated Research Database from January 1, 2017, to December 31, 2019. Three mutually exclusive groups of commercially insured patients aged 45-64 years were identified: T2DM only, CKD only, and CKD and T2DM. All-cause and disease-specific HCRU and costs in total, by medical and pharmacy benefits and across all places of service, were described for each of these groups 12 months after index date. For the CKD only and CKD and T2DM groups, costs were also described by KDIGO CKD stage. RESULTS: The CKD and T2DM group (n = 13,052) had numerically higher 12-month post-index all-cause and CKD/T2DM-related HCRU across all places of service. Mean 12-month all-cause costs for this group were $35,649, whereas costs for the CKD only group (n = 7,876) were $25,010 and costs for the T2DM only group (n = 120,364) were $16,121. Costs also tended to increase as CKD stage increased, with the greatest increases beginning at KDIGO stage 3b and higher. Mean 12-month all-cause costs for the CKD and T2DM group ranged from $29,993 to $41,222 for stages 1 to 3a and from $46,796 to $119,944 for stages 3b to 5. CONCLUSIONS: Commercially insured patients aged 45-64 years with CKD, especially those who also have T2DM, present a substantial burden in terms of elevated HCRU and costs. Costs tend to increase across KDIGO CKD stages and increase most rapidly at stage 3b and later. Therefore, there is an opportunity to reduce the burden of CKD in this population by investing in interventions to prevent or delay CKD disease progression. DISCLOSURES: HealthCore, Inc, received funding to perform this research, as well as funding from multiple pharmaceutical companies to perform various research studies outside of the submitted work. Mr Crowe and Dr Willey are employees of HealthCore, Inc., a wholly owned subsidiary of Elevance Health, Inc. Ms Chung was an employee of HealthCore, Inc., a wholly owned subsidiary of Elevance Health, Inc, at the time of study performance. Ms Chung and Dr Willey are shareholders of Elevance Health, Inc. Dr Kong, Dr Singh, Mr Farej, Dr Elliot, and Dr Williamson are employees of Bayer US, LLC. Dr Singh is a shareholder of Bayer US, LLC.


Asunto(s)
Diabetes Mellitus Tipo 2 , Insuficiencia Renal Crónica , Adulto , Humanos , Diabetes Mellitus Tipo 2/epidemiología , Estrés Financiero , Costos de la Atención en Salud , Insuficiencia Renal Crónica/epidemiología , Estudios Retrospectivos , Estados Unidos/epidemiología
7.
Contemp Clin Trials ; 122: 106902, 2022 11.
Artículo en Inglés | MEDLINE | ID: mdl-36049674

RESUMEN

Asthma self-management can improve symptom control, but adherence to established self-management behaviors is often poor. With adult asthma uncontrolled in over 60% of U.S. cases, there is a need for scalable, cost-effective tools to improve asthma outcomes. Here we describe a protocol for the Asthma Digital Study, a 24-month, decentralized, pragmatic, open-label, randomized controlled trial investigating the impact of a digital asthma self-management (DASM) program on asthma outcomes in adults. The program leverages consumer-grade devices with a smartphone app to provide "smart nudges," symptom logging, trigger tracking, and other features. Participants are recruited (target N = 900) from throughout the U.S., and randomized to a DASM or control arm (1:1). Co-primary outcomes at one year are a) asthma-associated costs for acute care and b) change from baseline in Asthma Control Test™ scores. Findings may inform decisions around adoption of digital tools for asthma self-management. Trial registration:clinicaltrials.gov identifier: NCT04609644. Registered: Oct 30, 2020.


Asunto(s)
Asma , Aplicaciones Móviles , Automanejo , Adulto , Humanos , Asma/terapia , Cuidados Críticos , Monitoreo Fisiológico , Ensayos Clínicos Controlados Aleatorios como Asunto , Automanejo/métodos , Ensayos Clínicos Pragmáticos como Asunto
8.
Clin Ther ; 43(5): 808-821, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33785221

RESUMEN

PURPOSE: Patients managing type 2 diabetes mellitus (T2DM) often require combination therapy to meet their blood glucose control targets. With limited real-world evidence focused on the use of glucagon-like peptide 1 receptor agonist (GLP-1RA) therapies, the objective of this study was to describe the association between semaglutide once weekly (OW) initiation and changes in hemoglobin A1c (A1c) levels. METHODS: This retrospective, descriptive cohort study used the HealthCore Integrated Research Environment (HIRE) to examine commercially insured and Medicare Advantage patients who had T2DM while taking semaglutide OW from December 1, 2017, to April 30, 2019. The first semaglutide OW prescription fill was defined as the study index date. Changes in mean A1c levels and A1c target attainment were evaluated among an intention-to-treat (ITT) population (overall group). Furthermore, a persistent population (PP) analysis on the same outcomes was performed that was limited to ITT patients who were observed to continue to use semaglutide OW at the time of the postindex A1c measurement. In addition, these outcomes were explored in patients stratified based on prior use of GLP-1RA therapy (experienced vs naive) and baseline A1c values >9% (75 mmol/mol). FINDINGS: A total of 1888 patients were identified in the overall ITT group. The mean change in the overall ITT group between preindex and postindex A1c values was -0.9% percentage points (-9.8 mmol/mol) (mean preindex A1c, 8.2% [66.1 mmol/mol]) and -1.1 percentage points (-12.0 mmol/mol) (mean preindex A1c, 8.2% [66.1 mmol/mol]) in the PP subgroup (all P < 0.001). Among the subgroup of patients with a baseline A1c value >9% (75 mmol/mol), percentage point changes in A1c were -2.2 (-24.0 mmol/mol) and -2.4 (-26.2 mmol/mol) (all P < 0.001). When accounting for prior GLP-1RA use, the GLP-1RA-naive stratum had double the mean reduction in A1c compared with the GLP-1RA-experienced stratum (-1.2 [-13.1 mmol/mol] vs -0.6 [-6.6 mmol/mol] percentage points). IMPLICATIONS: Semaglutide OW is associated with clinically and statistically significant A1C reduction and increases in reaching A1 targets using real-world data, even in GLP-1RA-experienced patients, despite more frequent use of insulin or sodium glucose transport protein 2 inhibitors in this group. Target A1c attainment significantly increased overall and within all subgroups and strata, with approximately half of all patients attaining an A1c value <7% (53 mmol/mol) and three-quarters attaining an A1c value <8% (64 mmol/mol).


Asunto(s)
Diabetes Mellitus Tipo 2 , Medicare Part C , Anciano , Estudios de Cohortes , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Receptor del Péptido 1 Similar al Glucagón , Péptidos Similares al Glucagón , Hemoglobina Glucada/análisis , Humanos , Hipoglucemiantes , Estudios Retrospectivos , Estados Unidos
9.
J Manag Care Spec Pharm ; 27(5): 625-637, 2021 May.
Artículo en Inglés | MEDLINE | ID: mdl-33779246

RESUMEN

BACKGROUND: The Global Initiative for Chronic Obstructive Lung Disease (GOLD) report for the management of chronic obstructive pulmonary disease (COPD) focuses on reducing existing symptoms, decreasing the risk of future exacerbations, and improving health status by recommending specific drug therapy based on exacerbation risk and symptoms. However, disparities exist between evidence-based recommendations and clinical practice. Research that quantifies the real-world effect of COPD regimen alignment with the GOLD recommendations on clinical and economic outcomes is needed. OBJECTIVE: To compare COPD-related health care resource utilization (HRU) and costs, as well as exacerbation rates, among patients with COPD on maintenance therapy based on 2017 GOLD treatment recommendation compliance status per GOLD ABCD risk group classification in a U.S. commercially insured/Medicare Advantage population. METHODS: This retrospective cohort study utilized administrative claims data in the HealthCore Integrated Research Database. The COPD population was identified using a previously validated claims-based predictive model. Among this population, patients with ≥ 1 claim for a COPD maintenance medication (earliest maintenance fill-date = index date) between January 1, 2014, and March 31, 2017, were identified. Patients were required to be aged ≥ 40 years, have ≥ 12 months of pre-index and ≥ 30 days of post-index health plan enrollment, with no diagnosis for asthma, cystic fibrosis, and/or lung cancer at any time from January 1, 2013, to March 31, 2018. Patients were categorized into exacerbation risk/symptomatology groups according to the 2017 GOLD ABCD assessment recommendations and were then classified into treatment-compliance status based on their maintenance therapy. Multivariable analyses were conducted to examine post-index COPD-related HRU, costs, and exacerbations by compliance status. RESULTS: The primary analytical study sample included 38,382 patients in the GOLD A/B group and 6,525 in the GOLD C/D group. Patients were further categorized into GOLD A (n = 19,345), B (n = 19,037), C (n = 1,865), and D (n = 4,670). GOLD-compliant regimens were observed in 32.9% of patients in the GOLD A/B group and in 58.9% of patients in the GOLD C/D group. Inhaled corticosteroid-containing regimens were the most commonly observed noncompliant regimen. Patients on compliant regimens had significantly fewer COPD-related inpatient and emergency department visits and therefore had significantly lower COPD-related medical costs in both the GOLD A/B and C/D cohorts. Similar results were observed for individual GOLD cohorts B, C, and D. These savings were offset by increased pharmacy expenditures. Being on GOLD guideline-compliant regimens significantly reduced the risk of exacerbation by 8% (hazard ratio [HR] = 0.92; P < 0.0001) in the GOLD A/B cohort and by 12% (HR = 0.88; P = 0.0005) in the GOLD C/D cohort, and was also associated with a significantly reduced exacerbation rate in the GOLD A/B (rate ratio [RR] = 0.93; P < 0.0001) and GOLD C/D (RR = 0.93; P = 0.0129) groups. CONCLUSIONS: This study suggests a continuing trend of high prevalence of suboptimal prescriber compliance to GOLD treatment recommendations. Treatment regimens compliant with GOLD recommendations were associated with improvement in exacerbations, reduced COPD-related HRU, and COPD-related medical cost offsets. DISCLOSURES: This study was funded by Boehringer Ingelheim Pharmaceuticals, Inc. (BIPI). BIPI was given the opportunity to review the manuscript for medical and scientific accuracy as well as intellectual property considerations. Palli and Shaikh are employees of BIPI. Willey is an employee of HealthCore, which was contracted by BIPI to conduct this study. Zhou was an employee of HealthCore at the time of study execution. Data were presented in part during an AMCP webinar (recording not made public) held in lieu of the Spring 2020 AMCP conference, which was canceled due to the COVID-19 pandemic.


Asunto(s)
Progresión de la Enfermedad , Salud Global/tendencias , Costos de la Atención en Salud/tendencias , Aceptación de la Atención de Salud , Cooperación del Paciente , Enfermedad Pulmonar Obstructiva Crónica/terapia , Corticoesteroides/economía , Corticoesteroides/uso terapéutico , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Femenino , Salud Global/economía , Salud Global/normas , Humanos , Masculino , Persona de Mediana Edad , Antagonistas Muscarínicos/economía , Antagonistas Muscarínicos/uso terapéutico , Guías de Práctica Clínica como Asunto/normas , Enfermedad Pulmonar Obstructiva Crónica/economía , Enfermedad Pulmonar Obstructiva Crónica/epidemiología , Estudios Retrospectivos , Resultado del Tratamiento
10.
Am Health Drug Benefits ; 13(4): 166-174, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-33343816

RESUMEN

BACKGROUND: Although the significant burden of heart failure (HF) is well recognized, the relative contributions of systolic HF versus diastolic HF are less defined. OBJECTIVE: To explore the differential burden between patients with systolic and diastolic HF in terms of treatment patterns, healthcare resource utilization (HCRU), costs, and mortality risk. METHODS: This retrospective cohort study used administrative claims data from a large US commercial health insurer integrated with mortality data. Patients newly diagnosed with HF between January 1, 2010, and June 30, 2016, were identified and grouped according to systolic HF or diastolic HF diagnosis and were followed up to 4 years after diagnosis. Treatment patterns, HCRU, costs, and mortality were compared between the 2 groups of patients. RESULTS: Overall, 46,885 patients with systolic HF and 21,854 with diastolic HF were identified and included in the study. Patients with systolic HF had less HCRU than those with diastolic HF during the first year after HF diagnosis, including hospital admissions (70.2% vs 82.4%, respectively; P <.001) and emergency department visits (30.5% vs 39.1%, respectively; P <.001). The average per-patient costs for patients with systolic HF during the 1-year follow-up were higher than for those with diastolic HF ($64,154 vs $59,652, respectively; P <.001), but lower during years 2 through 4 (approximately $23,000-$25,000 annually vs approximately $28,000-$29,000 annually; P <.001). Patients with diastolic HF had a higher adjusted hospitalization risk (odds ratio, 1.62; 95% confidence interval [CI], 1.55-1.69), but comparable adjusted costs (exponentiated estimate, 1.01; 95% CI, 0.99-1.02) and slightly lower mortality risk (hazard ratio, 0.96; 95% CI, 0.93-0.99) versus patients with systolic HF. The number of HF-related medication classes received for other diagnoses during the year preceding an HF diagnosis was associated with lower risks for hospitalization, mortality, and lower costs, with a trend in benefits toward patients with systolic HF. Of note, 21.9% of patients with systolic HF and 25% of patients with diastolic HF filled no HF-related prescriptions in the year after diagnosis. CONCLUSION: This real-world analysis confirms a high disease burden associated with HF and provides insight across the systolic HF and diastolic HF phenotypes. HF-related medication use after diagnosis was suboptimal and underscores a gap in patient care.

11.
Curr Med Res Opin ; 36(12): 1927-1938, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33023310

RESUMEN

BACKGROUND: Description of risk of cardiovascular (CV) events associated with diabetes is evolving. This US-based real-world study estimated risk of future CV events and heart failure (HF) from type 2 diabetes (T2DM) only, prior CV events only or T2DM plus prior CV events, versus controls, and evaluated healthcare resource utilization (HCRU) and costs. METHODS AND MATERIALS: This retrospective cohort study queried claims and mortality data for 638,301 patients: T2DM only (377,205); prior CV events only (130,964); both T2DM and prior CV events (130,132); and matched (1:1) controls, during 1 January 2012-31 December 2012. Cardiovascular diagnoses/events and death were assessed individually, and as composite endpoint (myocardial infarction [MI], stroke, transient ischemic attack [TIA], peripheral artery disease [PAD]), during follow-up, ending 31 July 2018. RESULTS: Adjusting for age and gender, patients with T2DM only were 1.6, prior CV events only 2.5 and T2DM plus prior CV events 3.8 times likelier to have primary composite CV events relative to controls, p < .001. HF development was elevated across all three cohorts. Adjusted results showed inpatient admissions for T2DM only, CV events only and T2DM plus prior CV events were 1.37, 2.76 and 3.63 times greater than controls, respectively. All-cause healthcare costs were highest in the T2DM plus prior CV events cohort ($2783 per patient per month [PPPM]) followed by the prior CV events only ($1910 PPPM) and T2DM only cohorts ($1343 PPPM), and controls ($825 PPPM). Adjusted all-cause total costs were 1.48 for T2DM only, 1.49 for prior CV events only and 1.93 for T2DM plus prior CV events times higher compared to controls. CONCLUSION: In this large and geographically broad US based cohort, CV risk for T2DM patients was elevated, as was the risk for patients with prior CV events, while patients with T2DM plus prior CV events had the highest risk of future CV events. The substantial clinical and economic burden of CV events and HF in patients with both T2DM and prior CV events suggest a need for an integrated treatment and targeted intervention across both conditions.


Asunto(s)
Enfermedades Cardiovasculares/economía , Diabetes Mellitus Tipo 2/complicaciones , Aceptación de la Atención de Salud/estadística & datos numéricos , Anciano , Enfermedades Cardiovasculares/etiología , Enfermedades Cardiovasculares/mortalidad , Diabetes Mellitus Tipo 2/economía , Femenino , Costos de la Atención en Salud , Insuficiencia Cardíaca/economía , Insuficiencia Cardíaca/mortalidad , Hospitalización/economía , Humanos , Incidencia , Ataque Isquémico Transitorio/economía , Ataque Isquémico Transitorio/mortalidad , Masculino , Persona de Mediana Edad , Infarto del Miocardio/economía , Infarto del Miocardio/mortalidad , Estudios Retrospectivos , Medición de Riesgo , Accidente Cerebrovascular/economía , Accidente Cerebrovascular/mortalidad , Estados Unidos/epidemiología
12.
Clinicoecon Outcomes Res ; 12: 423-434, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32848433

RESUMEN

OBJECTIVE: The objective of this study was to estimate the incremental long-term costs associated with T2DM attributable to vascular diseases. RESEARCH DESIGN AND METHODS: This retrospective cohort study identified newly diagnosed (incident) T2DM patients in 2007 (baseline to 01/01/2006) using the HealthCore Integrated Research Database, a repository of nationally representative claims data. Incident T2DM patients were 1:1 exact matched on age, gender and other factors of interest to non-DM patients, and followed until the earlier of 8 follow-up years or death. Patients with documented vascular disease diagnosis were identified during the study period. All-cause and T2DM/vascular disease-related annual healthcare costs were examined for each follow-up year. RESULTS: The study included 13,883 individuals with T2DM and matched non-DM controls. Among individuals with T2DM, 11,792 (85%) had vascular disease versus 9251 (66.6%) non-T2DM between 01/01/2006 and 12/31/2015. Among T2DM patients, mean all-cause annual costs were greater than in non-T2DM patients ($13,806 vs $7,243, baseline, $21,745 vs $8,524, post-index year 1, $12,756-$14,793 vs $8,349-$9,940 years 2-8, p< 0.001), respectively. A similar trend was observed for T2DM/vascular disease-related costs (p< 0. 001). T2DM/vascular disease-related costs were largest during post-index year 1, accounting for the majority of all-cause cost difference between T2DM patients and matched non-DM controls. Incident T2DM individuals without vascular disease at any time had significantly lower costs compared to non-DM controls (p< 0. 001) between years 2-8 of follow-up. CONCLUSION: Vascular disease increased the cost burden for individuals with T2DM. The cost impact of diabetes and vascular disease was highest in the year after diagnosis, and persisted for at least seven additional years, while the cost of T2DM patients without vascular disease trended lower than for matched non-DM patients. These data highlight potential costs that could be offset by earlier and more effective detection and management of T2DM aimed at reducing vascular disease burden.

13.
J Manag Care Spec Pharm ; 25(5): 612-620, 2019 May.
Artículo en Inglés | MEDLINE | ID: mdl-31039058

RESUMEN

BACKGROUND: Chronic disease is associated with increased health care resource utilization and costs. Effective development and implementation of health care management and clinical intervention programs require an understanding of health plan member enrollment and disenrollment behavior. OBJECTIVE: To examine the health plan enrollment and disenrollment behavior of commercially insured and Medicare Advantage members with established chronic disease compared with matched members without the disease of interest, using data from a large national health insurer in the United States. METHODS: This retrospective matched cohort study used administrative claims data from the HealthCore Integrated Research Database from January 1, 2006, to November 30, 2015, to identify adults with chronic disease (type 2 diabetes mellitus [T2DM], cardiovascular disease [CVD], chronic obstructive pulmonary disease [COPD], rheumatoid arthritis [RA], and breast cancer [BC]). Members with no established chronic disease (controls) were directly matched to members with established chronic disease (cases) on demographic characteristics. The earliest date on which members met the criteria for a given disease was defined as the index date. Controls had the same index date as the matched cases. All members had ≥ 12 months of continuous health plan enrollment before the index date. Outcomes included health plan member disenrollment and enrollment duration. Incidence rates per 1,000 member-years for member disenrollment were evaluated along with incidence rate ratios (relative risk) using a Poisson model. Time to disenrollment was analyzed by Cox proportional hazard models and Kaplan-Meier survival curves. Sensitivity analyses were conducted where death was included as a disenrollment event. RESULTS: 70,907 health plan members with BC (99.7% female, mean age 60.5 years); 28,883 members with COPD (52.3% female, mean age 66.7); 835,358 members with CVD (50.5% female, mean age 62.7 years); 210,936 members with T2DM (45.2% female, mean age 53.6 years); and 31,954 members with RA (72.0% female, mean age 55.5 years) were matched to controls and met the study criteria. The incidence rates of health plan disenrollment ranged from 155 to 192 members per 1,000 members per year. Compared with controls, members with chronic disease were 30%-40% less likely to disenroll from a health plan (P < 0.001 for all comparisons). Among those who disenrolled, enrollment duration ranged from 2.3 to 2.7 years among cases and 1.5 to 1.8 years among matched controls (P ≤ 0.001 for all comparisons). CONCLUSIONS: This real-world study demonstrated that members with chronic disease had a significantly lower rate of disenrollment and a longer duration of enrollment compared with matched controls and were continuously enrolled for almost a year longer than members without a diagnosed chronic disease. Understanding health plan enrollment and disenrollment behavior may provide a valuable context for determining the time frame for the effect of health care programs and initiatives. DISCLOSURES: Funding for this study was provided by HealthCore, a wholly owned subsidiary of Anthem. Chung, Deshpande, Zolotarjova, Quimbo, and Willey are employees of HealthCore. Kern and Cochetti are former employees of HealthCore. Quimbo, Cochetti, and Willey are shareholders of Anthem. HealthCore receives funding from multiple pharmaceutical companies to perform various research studies outside of the submitted work. The preliminary results of this study were presented at AMCP Nexus 2015; March 26-29, 2015; Orlando, FL, and the International Society for Pharmacoeconomics and Outcomes Research (ISPOR) 2017 Conference; May 20-24, 2017; Boston, MA.


Asunto(s)
Artritis Reumatoide/economía , Comercio/estadística & datos numéricos , Diabetes Mellitus Tipo 2/economía , Medicare Part C/estadística & datos numéricos , Enfermedad Pulmonar Obstructiva Crónica/economía , Adulto , Anciano , Artritis Reumatoide/terapia , Enfermedad Crónica/economía , Enfermedad Crónica/terapia , Comercio/economía , Diabetes Mellitus Tipo 2/terapia , Femenino , Costos de la Atención en Salud , Humanos , Cobertura del Seguro/economía , Cobertura del Seguro/estadística & datos numéricos , Masculino , Medicare Part C/economía , Persona de Mediana Edad , Enfermedad Pulmonar Obstructiva Crónica/terapia , Estudios Retrospectivos , Estados Unidos
14.
J Manag Care Spec Pharm ; 25(2): 205-217, 2019 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-30698096

RESUMEN

BACKGROUND: Chronic obstructive pulmonary disease (COPD) is a major cause of morbidity and mortality and is associated with substantial economic burden. There is a lack of data regarding COPD outcomes and costs in a real-world setting, particularly by Global Initiative for Chronic Obstructive Lung Disease (GOLD) severity. OBJECTIVES: To (a) characterize a commercially insured U.S. population with COPD and (b) assess prevalence of exacerbations, health care resource utilization (HCRU), costs, and treatment patterns in a cohort of patients with confirmed COPD, overall and stratified by GOLD stage. METHODS: This retrospective observational cohort study used administrative claims data from the HealthCore Integrated Research Database to identify patients with ≥ 1 inpatient, emergency room (ER), or office visit claim for COPD between January 1, 2012, and November 30, 2013, and continuous enrollment for 1 year before and 2 years after the first COPD diagnosis date. Patients with a spirometry claim within 12 months were eligible for medical record abstraction to confirm COPD diagnosis (forced expiratory volume in 1 second [FEV1]/forced vital capacity ratio < 0.7) and GOLD 1-4 classification (based on postbronchodilator FEV1 percent predicted). HCRU, costs, treatment patterns, and rate of moderate/severe exacerbation were identified from diagnosis up to 24 months. Outcomes were analyzed by univariate analysis stratified by GOLD classification. Multivariable analysis was conducted to assess associations between GOLD classification and outcomes of interest. RESULTS: 53,484 patients newly diagnosed with COPD were identified who met initial inclusion criteria: 14,293 (27%) had a qualifying spirometry claim, and 1,505 had confirmed COPD (GOLD 1, 333 [22%]; GOLD 2, 823 [55%]; GOLD 3, 317 [21%]; GOLD 4, 32 [2%]). Patients with greater disease severity had higher rates of moderate/severe COPD exacerbations (GOLD 1 and 2, 40.4 and 48.9 per 100 person-years, respectively; GOLD 3 and 4, 83.6 and 89.1 per 100 person-years, respectively). All-cause and COPD-related inpatient admissions, COPD-related office visits, and COPD-related ER visits were more prevalent with more severe GOLD classification. Mean annual COPD-related medical costs increased with GOLD classification ($5,945 for GOLD 1 patients, $18,070 for GOLD 4). COPD maintenance medication was filled by 42%, 56%, 73%, and 75% of patients in GOLD 1-4 (57% overall), respectively; combination corticosteroid/long-acting beta2-agonist inhalers were the most commonly used medication, regardless of GOLD classification. Patients with more severe disease had greater adherence (range 44%-68% of days covered for GOLD 1-4) and persistence (range 107-209 days for GOLD 1-4). CONCLUSIONS: Trends toward increases in exacerbations, HCRU, and costs were observed as airflow limitation worsened. Adherence and persistence with COPD maintenance therapy was suboptimal even with severe disease. DISCLOSURES: This study was supported by Boehringer Ingelheim Pharmaceuticals (Ridgefield, CT), which was given the opportunity to review the manuscript for medical and scientific accuracy, as well as intellectual property considerations. Willey and Singer are employees of HealthCore (parent company Anthem), which received funding from Boehringer Ingelheim to complete this study. Wallace and Shinde were employed by HealthCore at the time of this study. Wallace and Singer report stock ownership in Anthem. Napier is an employee of Anthem. Kaila, Bayer, and Shaikh are employees of Boehringer Ingelheim Pharmaceuticsls. Portions of this research were presented at the following conferences: (a) A. Wallace, S. Kaila, V. Zubek, A. Shaikh, M. Shinde, V. Willey, M. Napier, and J. Singer, Healthcare resource utilization, costs, and exacerbation rates in patients with COPD stratified by GOLD airflow limitation classification in a US commercially insured population, presented at AMCP Nexus 2017; October 16-19, 2017; Dallas, TX; and (b) A.E. Wallace, V. Zubek, S. Kaila, A. Shaikh, M. Shinde, V. Willey, M.B. Napier, and J.R. Singer, Real-world treatment patterns among newly diagnosed COPD patients according to GOLD airflow limitation severity classification in a U.S. commercially insured/Medicare Advantage population, presented at CHEST 2017 Annual Meeting; October 28-November 1, 2017; Toronto, Ontario, Canada.


Asunto(s)
Costos de la Atención en Salud/estadística & datos numéricos , Recursos en Salud/economía , Seguro de Salud/economía , Enfermedad Pulmonar Obstructiva Crónica/terapia , Adulto , Anciano , Estudios de Cohortes , Bases de Datos Factuales , Atención a la Salud/economía , Atención a la Salud/estadística & datos numéricos , Femenino , Volumen Espiratorio Forzado , Hospitalización/economía , Humanos , Masculino , Persona de Mediana Edad , Análisis Multivariante , Enfermedad Pulmonar Obstructiva Crónica/economía , Enfermedad Pulmonar Obstructiva Crónica/fisiopatología , Estudios Retrospectivos , Índice de Severidad de la Enfermedad , Espirometría , Estados Unidos , Capacidad Vital
15.
Am Health Drug Benefits ; 11(6): 310-318, 2018 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-30464797

RESUMEN

BACKGROUND: Diabetes is associated with substantial clinical and economic burdens on patients and on the US healthcare system. Treatment options for patients with type 1 or type 2 diabetes have increased significantly, from only 3 drug classes in 1995 to more than 12 distinct classes today. Although several of the newer treatments are reported to have improved efficacy and safety profiles, they are often substantially more costly than older medications. Consequently, as drug options increase, the cost of diabetes management continues to grow. OBJECTIVES: To estimate the annual real-world costs of type 1 and 2 diabetes, as well as diabetes prevalence, treatment patterns, care quality, and resource utilization during 8 years. METHODS: In this cross-sectional study, we examined 8 annual cohorts of patients with type 1 or type 2 diabetes, on a biennial basis, using claims data from the HealthCore Integrated Research Database between 2006 and 2014. Patients were matched with controls by age, sex, residency, and health plan type. We assessed the prevalence of diabetes, treatment patterns, care quality measures, and all-cause and diabetes-related healthcare costs using 2 methods. Method 1 calculated the annual costs as the difference in all-cause costs between patients with diabetes and matched controls. Method 2 calculated the costs for healthcare encounters based on specific codes for a diabetes diagnosis or for antidiabetes medications. RESULTS: Between 346,486 and 410,234 patients with type 2 diabetes and between 21,176 and 26,228 patients with type 1 diabetes were included in each study year cohort. Between 2007 and 2014, the prevalence of type 2 diabetes increased from 4.9% to 6.3%. The costs associated with using Method 1 were almost double the cost estimates in Method 2 during most of the study period. For patients with type 1 diabetes, the associated costs were twice greater with Method 1 than with Method 2. Projections to the entire US population in 2014 indicated a total of 19.3 million individuals with diabetes and associated direct costs of $314.8 billion that year. CONCLUSION: Cost estimates can guide the prioritization of healthcare expenditures. The results of this study showed that costs attributable to diabetes differed by approximately 2-fold, depending on the estimation method. The management of the escalating expenses for diabetes management in the United States requires judicious selection of the methods for estimating costs.

16.
Clin Ther ; 40(7): 1140-1158.e4, 2018 07.
Artículo en Inglés | MEDLINE | ID: mdl-30049502

RESUMEN

PURPOSE: The objective of this study was to examine patient characteristics, treatment patterns, and exacerbations among patients with asthma newly treated with omalizumab. METHODS: Data for this study were obtained from administrative claims and medical records. The index date was the date of the first claim for omalizumab. All patients had ≥12 months of continuous health plan eligibility before and after the index date. Demographic and clinical characteristics were obtained 12 months before the index date. Treatment patterns of asthma medications, including omalizumab, and asthma exacerbations were evaluated in the preindex and postindex periods. FINDINGS: The study included 1564 patients. Asthma-related medication use decreased from the preindex to the postindex periods (oral corticosteroids, 83.3%-66.4%, P < 0.001; inhaled corticosteroids [ICSs], 33.1%-26.8%, P < 0.001; long-acting ß2-adrenergic agonists [LABAs], 6.6%-5.2%, P = 0.009; ICS-LABA combination, 69.3%-64.3%, P < 0.001; leukotriene modifiers, 67.8%-59.7%, P < 0.001). The proportion of patients with any asthma exacerbations decreased by 33.6% (66.6%-44.2%, P < 0.001). Notably, the relative decreases in hospitalization and emergency department exacerbations were 79.3% and 72.2%, respectively. A total of 930 patients (59.5%) discontinued omalizumab treatment during the entire postindex period (maximum, 3400 days [approximately 9 years]), with 353 (38.0%) restarting omalizumab treatment. IMPLICATIONS: In this real-world analysis, patients newly initiating omalizumab therapy for allergic asthma used fewer concomitant asthma medications, while experiencing significant reductions in asthma exacerbations, especially hospitalization- and emergency department-specific exacerbations, from pre- to post-omalizumab treatment initiation periods.


Asunto(s)
Antiasmáticos/uso terapéutico , Asma/tratamiento farmacológico , Omalizumab/uso terapéutico , Adolescente , Adulto , Anciano , Niño , Servicio de Urgencia en Hospital , Femenino , Hospitalización , Humanos , Masculino , Persona de Mediana Edad , Estados Unidos , Adulto Joven
17.
J Manag Care Spec Pharm ; 24(7): 598-606, 2018 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-29952712

RESUMEN

BACKGROUND: Omalizumab is indicated for the management of chronic idiopathic urticaria (CIU) in patients aged 12 years or older with persistent hives that are not adequately controlled by H1 antihistamines. While its safety and efficacy in CIU patients have been evaluated in multiple clinical trials, real-world use of omalizaumab in CIU has not been well characterized. OBJECTIVE: To assess demographics, clinical characteristics, and treatment patterns of CIU patients who initiated omalizumab to better understand the usage of this agent in CIU management in the real world. METHODS: This retrospective cohort study used medical and pharmacy claims data in the United States from the HealthCore Integrated Database to identify patients with CIU newly treated with omalizumab (≥ 4 omalizumab claims within 6 months of the initial claim) between March 21, 2014, and October 31, 2015 (study intake period). The index date was defined as the date of the first claim for omalizumab during the study intake period. Demographic and clinical characteristics were described for patients treated with omalizumab, as were treatment patterns associated with omalizumab and concomitant medications associated with CIU treatment. Descriptive and inferential statistics were reported. The Kaplan-Meier method was used to examine omalizumab treatment patterns. RESULTS: This study included 298 omalizumab-treated patients (mean [SD] age of 43.5 [13.64] years; 70.8% female); approximately 84% were seen by an allergist/immunologist. All patients had ≥ 12 months of continuous enrolment and a subset of 138 patients had ≥ 18 months of follow-up. For patients with ≥ 12 months of post-index follow-up, 12.1% (n = 36), 28.5% (n = 85), and 32.9% (n = 98) discontinued omalizumab within the 6-month, 12-month, and the entire post-index periods (mean 530 days), respectively; the mean number of days patients were continuously treated with omalizumab was 443.1 (95% CI = 425.0-461.3); the probabilities of continuous treatment (95% CI) were 0.879 (0.836-0.911), 0.711 (0.656-0.759), and 0.647 (0.585-0.703) for the 6-, 12-, and 18-month post-index periods, respectively. For the 98 patients who discontinued omalizumab during the entire post-index period, 28.6% restarted omalizumab after the first discontinuation within the post-index period (mean time from first discontinuation to first restart=329 days). Use of medications such as oral corticosteroids, montelukast, cyclosporine, and prescription H1 and H2 antihistamines decreased during the 1- to 6-month and 7- to 12-month post-index periods compared with those within the 6-month pre-index period. CONCLUSIONS: In this cohort of CIU patients who were newly prescribed omalizumab, the majority were treated by allergists/immunologists as expected, and approximately 60% of patients continued on therapy beyond 18 months. Concomitant medication use decreased after omalizumab initiation. These data on the real-world use of omalizumab for CIU may help to better inform decision-making processes for health care payers by quantifying omalizumab and concomitant medication treatment patterns over a longer time frame relative to previous studies. DISCLOSURES: This study was sponsored by Novartis Pharmaceuticals, which provided funding support for the conduct of the study. Kavati, Ortiz, and Paknis are employees of Novartis Pharmaceuticals. Ke, Wertz, Huang, Wang, Willey, and Stephenson are employees of HealthCore, an independent research organization that received funding from Novartis Pharmaceuticals for the conduct of this study. Beck is an employee of the University of Rochester Medical Center, who was under contract with Novartis Pharmaceuticals to provide consulting services to this study, and reports grants from Genentech, outside the currently submitted work. Bernstein is affiliated with Bernstein Clinical Research Center, which was under contract with Novartis Pharmaceuticals to provide consulting services to this study, and reports receiving grants and personal fees from Novartis Pharmaceuticals, grants and personal fees from Genentech outside of the submitted work, and is an author on the Joint Task Force for Practice Parameters for Urticaria and the GALEN international guidelines for urticaria under preparation. Selected study data were presented in a poster at the International Society for Pharmacoeconomics and Outcomes Research (ISPOR) 22nd Annual International Meeting on May 20-24, 2017, in Boston, MA. A poster based on this dataset was presented at the 2017 American College of Allergy, Asthma & Immunology (ACAAI) Annual Scientific Meeting on October 26-30, 2017, in Boston, MA.


Asunto(s)
Antialérgicos/uso terapéutico , Omalizumab/uso terapéutico , Urticaria/tratamiento farmacológico , Adolescente , Adulto , Anciano , Enfermedad Crónica/tratamiento farmacológico , Femenino , Estudios de Seguimiento , Humanos , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Persona de Mediana Edad , Estudios Retrospectivos , Estados Unidos , Adulto Joven
18.
Fed Pract ; 35(Suppl 6): S18-S22, 2018 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-30766408

RESUMEN

Showing up to appointments and adherence to treatment recommendations correlated with glycemic goal attainment for patients.

19.
Curr Med Res Opin ; 34(1): 35-39, 2018 01.
Artículo en Inglés | MEDLINE | ID: mdl-29064325

RESUMEN

OBJECTIVE: To examine treatment patterns, treatment response, and demographic and clinical characteristics of patients with chronic idiopathic urticaria (CIU) newly initiated on omalizumab therapy in real-world practice in the US. METHODS: This retrospective observational cohort study used US claims data from the HealthCore Integrated Research Database (HIRD®) augmented with medical record data to identify CIU patients newly-treated with omalizumab (≥4 omalizumab claims within 6 months of initial claim; index date = first omalizumab claim date) between March 21, 2014 and October 31, 2015 and with ≥6 months pre- and ≥12 months post-index health plan eligibility. Study outcomes were captured from medical records for up to 12 months pre-index and up to 24 months post-index. Descriptive statistics were reported. RESULTS: This study consisted of 88 patients with a mean (SD) age of 43.4 (± 13.46) years, 68.2% were female, and 36 patients had ≥18 months post-index eligibility. Among 69 patients with documented index dose, 75.4% received omalizumab 300 mg and 69.6% remained on index dose throughout follow-up. For 52 patients with documented index dosing frequency, 96.2% had every 4-week dosing frequency. Among 86 patients with omalizumab documentation, 83.7% reported CIU improvement after omalizumab initiation and 24.4% discontinued omalizumab. For all patients, the proportion using oral corticosteroids (OCS) decreased pre- to post-index (52.3% vs 39.8%). Similar results were observed for patients with ≥18 months post-index eligibility. CONCLUSIONS: In this real-world analysis, the majority of patients remained on omalizumab for ≥12 months, and had a positive response. OCS use decreased following omalizumab initiation.


Asunto(s)
Omalizumab/uso terapéutico , Urticaria/tratamiento farmacológico , Adulto , Anciano , Enfermedad Crónica , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos
20.
Pragmat Obs Res ; 8: 149-155, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28894396

RESUMEN

BACKGROUND: Data from a Cancer Care Quality Program are directly integrated with administrative claims data to provide a level of clinical detail not available in claims-based studies, and referred to as the HealthCore Integrated Research Environment (HIRE)-Oncology data. This study evaluated the validity of the HIRE-Oncology data compared with medical records of breast, lung, and colorectal cancer patients. METHODS: Data elements included cancer type, stage, histology (lung only), and biomarkers. A sample of 300 breast, 200 lung, and 200 colorectal cancer patients within the HIRE-Oncology data were identified for medical record review. Statistical measures of validity (agreement, positive predictive value [PPV], negative predictive value [NPV], sensitivity, specificity) were used to compare clinical information between data sources, with medical record data considered the gold standard. RESULTS: All 300 breast cancer records reviewed were confirmed breast cancer, while 197 lung and 197 colorectal records were confirmed (PPV =0.99 for each). The agreement of disease stage was 85% for breast, 90% for lung, and 94% for colorectal cancer. The agreement of lung cancer histology (small cell vs non-small cell) was 97%. Agreement of progesterone receptor, estrogen receptor, and human epidermal growth factor receptor 2 status biomarkers in breast cancer was 92%, 97%, and 92%, respectively; epidermal growth factor receptor and anaplastic lymphoma kinase agreement in lung was 97% and 92%, respectively; and agreement of KRAS status in colorectal cancer was 95%. Measures of PPV, NPV, sensitivity, and specificity showed similarly strong evidence of validity. CONCLUSION: Good agreement between the HIRE-Oncology data and medical records supports the validity of these data for research.

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