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1.
Dig Dis Sci ; 67(1): 93-99, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-33507442

RESUMEN

BACKGROUND AND AIMS: The coronavirus disease 2019 (COVID-19) pandemic resulted in a rapid expansion of telehealth services in hepatology. However, known racial and socioeconomic disparities in internet access potentially translate into barriers for the use of telehealth, particularly video technology. The specific aim of this study was to determine if disparities in race or socioeconomic status exist among patients utilizing telehealth visits during COVID-19. METHODS: We performed a retrospective cohort study of all adult patients evaluated in hepatology clinics at Duke University Health System. Visit attempts from a pre-COVID baseline period (January 1, 2020 through February 29, 2020; n = 3328) were compared to COVID period (April 1, 2020 through May 30, 2020; n = 3771). RESULTS: On multinomial regression modeling, increasing age was associated with higher odds of a phone or incomplete visit (canceled, no-show, or rescheduled after May 30,2020), and non-Hispanic Black race was associated with nearly twice the odds of completing a phone visit instead of video visit, compared to non-Hispanic White patients. Compared to private insurance, Medicaid and Medicare were associated with increased odds of completing a telephone visit, and Medicaid was associated with increased odds of incomplete visits. Being single or previously married (separated, divorced, widowed) was associated with increased odds of completing a phone compared to video visit compared to being married. CONCLUSIONS: Though liver telehealth has expanded during the COVID-19 pandemic, disparities in overall use and suboptimal use (phone versus video) remain for vulnerable populations including those that are older, non-Hispanic Black, or have Medicare/Medicaid health insurance.


Asunto(s)
COVID-19/economía , Disparidades en Atención de Salud/economía , Hepatopatías/economía , Grupos Raciales , Factores Socioeconómicos , Telemedicina/economía , Anciano , COVID-19/epidemiología , COVID-19/terapia , Estudios de Cohortes , Femenino , Accesibilidad a los Servicios de Salud/economía , Accesibilidad a los Servicios de Salud/tendencias , Disparidades en Atención de Salud/tendencias , Humanos , Formulario de Reclamación de Seguro/economía , Formulario de Reclamación de Seguro/tendencias , Hepatopatías/epidemiología , Hepatopatías/terapia , Masculino , Persona de Mediana Edad , Aceptación de la Atención de Salud , Estudios Retrospectivos , Telemedicina/tendencias
2.
Pharmacol Res Perspect ; 8(6): e00669, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33200572

RESUMEN

BACKGROUND: Opioid use disorder (OUD) affects an estimated 16 million people worldwide. The diagnosis of OUD is commonly delayed or missed altogether. We aimed to test the utility of machine learning in creating a prediction model and algorithm for early diagnosis of OUD. SUBJECTS AND METHODS: We analyzed data gathered in a commercial claim database from January 1, 2006, to December 31, 2018 of 10 million medical insurance claims from 550 000 patient records. We compiled 436 predictor candidates, divided to six feature groups - demographics, chronic conditions, diagnosis and procedures features, medication features, medical costs, and episode counts. We employed the Word2Vec algorithm and the Gradient Boosting trees algorithm for the analysis. RESULTS: The c-statistic for the model was 0.959, with a sensitivity of 0.85 and specificity of 0.882. Positive Predictive Value (PPV) was 0.362 and Negative Predictive Value (NPV) was 0.998. Significant differences between positive OUD- and negative OUD- controls were in the mean annual amount of opioid use days, number of overlaps in opioid prescriptions per year, mean annual opioid prescriptions, and annual benzodiazepine and muscle relaxant prescriptions. Notable differences were the count of intervertebral disc disorder-related complaints per year, post laminectomy syndrome diagnosed per year, and pain disorders diagnosis per year. Significant differences were also found in the episodes and costs categories. CONCLUSIONS: The new algorithm offers a mean 14.4 months reduction in time to diagnosis of OUD, at potential saving in further morbidity, medical cost, addictions and mortality.


Asunto(s)
Algoritmos , Analgésicos Opioides/efectos adversos , Formulario de Reclamación de Seguro/tendencias , Aprendizaje Automático/tendencias , Trastornos Relacionados con Opioides/diagnóstico , Adulto , Diagnóstico Precoz , Femenino , Humanos , Masculino , Persona de Mediana Edad , Trastornos Relacionados con Opioides/epidemiología
3.
Drug Alcohol Depend ; 217: 108295, 2020 12 01.
Artículo en Inglés | MEDLINE | ID: mdl-32979737

RESUMEN

BACKGROUND: Cancer is a major burden of disease and alcohol consumption is one of the major risk factors of cancer. This study aimed to estimate the economic burden of cancer types attributable to alcohol consumption in the Republic of Korea. METHODS: This study estimates the direct and indirect costs of cancer types attributable to alcohol consumption by applying cost-of-illness methods using the human capital approach and prevalence-based estimates. Claims data from the National Health Insurance Service for 2011-2016 were used. RESULTS: In Korea, there were 297,304 alcohol consumption-related cancer cases, of which 14,186 (4.8 %) were attributable to alcohol consumption in 2016. From 2011-2016, the socioeconomic burden of cancer attributable to alcohol consumption in Korea has increased steadily, even considering inflation adjustment. The total economic burden of cancer attributable to alcohol consumption in 2016 in Korea was approximately $476 million, of which $119 million were direct costs and $357 million were indirect costs. According to our analysis of annual cost per patient, the average costs were $37,432 for men and $11,930 for women. CONCLUSIONS: The economic burden of cancer types attributable to alcohol consumption in Korea is substantial and has increased between 2011 and 2016, mainly due to an increased number of patients.


Asunto(s)
Consumo de Bebidas Alcohólicas/economía , Consumo de Bebidas Alcohólicas/epidemiología , Costo de Enfermedad , Costos de la Atención en Salud/tendencias , Neoplasias/economía , Neoplasias/epidemiología , Adulto , Consumo de Bebidas Alcohólicas/efectos adversos , Femenino , Humanos , Formulario de Reclamación de Seguro/economía , Formulario de Reclamación de Seguro/tendencias , Masculino , Persona de Mediana Edad , Neoplasias/terapia , Prevalencia , República de Corea/epidemiología , Factores de Riesgo
4.
BMC Geriatr ; 20(1): 30, 2020 Jan 29.
Artículo en Inglés | MEDLINE | ID: mdl-31996158

RESUMEN

BACKGROUND: Ambulatory geriatric rehabilitation (AGR) is a multidisciplinary outpatient prevention program designed to decrease hospitalisation and dependence on nursing care in multimorbid patients ≥70 years of age. We evaluated the effectiveness of AGR compared to usual care on progression of nursing care levels, nursing home admissions, hospital admissions, incident fractures, mortality rate and total cost of care during a one-year follow-up period. METHODS: Analyses were based on claims data from the health insurance company AOK Nordost. Propensity Score matching was used to match 4 controls to each person receiving the AGR intervention. RESULTS: A total of 632 AGR participants and 2528 matched controls were included. The standardized mean difference of matching variables between cases and controls was small (mean: + 1.4%; range: - 4.4/3.9%). In AGR patients, the progression of nursing care levels (+ 2.2%, 95%CI: - 0.9 /5.3), nursing home admissions (+ 1.7%, 95%CI: - 0.1/3.5), hospital admissions (+ 1.1%, 95%CI: - 3.2/5.4), incident fractures (+ 11.1%, 95%CI: 7.3/15) and mortality rate (+ 1.2%, p = 0.20) showed a less favourable course compared to controls. The average total cost per AGR participant was lower than in the control group (- 353€, 95%CI: - 989€/282€), not including costs for AGR. CONCLUSIONS: Analysis based on claims data showed no clinical benefit from AGR intervention regarding the investigated outcomes. The slightly worse outcomes may reflect limitations in matching based on claims data, which may have insufficiently reflected morbidity and psychosocial factors. It is possible that the intervention group had poorer health status at baseline compared to the control group. TRIAL REGISTRATION: German Clinical Trials Register DRKS00008926, registered 29.07.2015.


Asunto(s)
Instituciones de Atención Ambulatoria/normas , Evaluación Geriátrica/métodos , Servicios de Salud para Ancianos/normas , Formulario de Reclamación de Seguro/normas , Anciano , Anciano de 80 o más Años , Instituciones de Atención Ambulatoria/tendencias , Estudios de Cohortes , Femenino , Estudios de Seguimiento , Servicios de Salud para Ancianos/tendencias , Humanos , Formulario de Reclamación de Seguro/tendencias , Masculino , Evaluación de Resultado en la Atención de Salud/métodos , Evaluación de Resultado en la Atención de Salud/normas , Evaluación de Resultado en la Atención de Salud/tendencias , Resultado del Tratamiento
5.
BMC Psychiatry ; 20(1): 4, 2020 01 03.
Artículo en Inglés | MEDLINE | ID: mdl-31900133

RESUMEN

BACKGROUND: Understanding how patients are treated in the real-world is vital to identifying potential gaps in care. We describe the current pharmacologic treatment patterns for the treatment of depression. METHODS: Patients with depression were identified from four large national claims databases during 1/1/2014-1/31/2019. Patients had ≥2 diagnoses for depression or an inpatient hospitalization with a diagnosis of depression. Patients were required to have enrollment in the database ≥1 year prior to and 3 years following their first depression diagnosis. Treatment patterns were captured at the class level and included selective serotonin reuptake inhibitors (SSRIs), serotonin and norepinephrine reuptake inhibitors, tricyclic antidepressants, other antidepressants, anxiolytics, hypnotics/sedatives, and antipsychotics. Treatment patterns were captured during all available follow-up. RESULTS: We identified 269,668 patients diagnosed with depression. The proportion not receiving any pharmacological treatment during follow-up ranged from 29 to 52%. Of the treated, approximately half received ≥2 different classes of therapy, a quarter received ≥3 classes and more than 10% received 4 or more. SSRIs were the most common first-line treatment; however, many patients received an anxiolytic, hypnotic/sedative, or antipsychotic prior to any antidepressive treatment. Treatment with a combination of classes ranged from approximately 20% of first-line therapies to 40% of fourth-line. CONCLUSIONS: Many patients diagnosed with depression go untreated and many others receive a non-antidepressant medication class as their first treatment. More than half of patients received more than one type of treatment class during the study follow up, suggesting that the first treatment received may not be optimal for most patients.


Asunto(s)
Antidepresivos/uso terapéutico , Depresión/diagnóstico , Depresión/tratamiento farmacológico , Prescripciones de Medicamentos , Formulario de Reclamación de Seguro/tendencias , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Antidepresivos Tricíclicos/uso terapéutico , Depresión/epidemiología , Femenino , Estudios de Seguimiento , Humanos , Hipnóticos y Sedantes/uso terapéutico , Masculino , Persona de Mediana Edad , Inhibidores Selectivos de la Recaptación de Serotonina/uso terapéutico , Inhibidores de Captación de Serotonina y Norepinefrina/uso terapéutico , Resultado del Tratamiento , Estados Unidos/epidemiología , Adulto Joven
6.
Neuromodulation ; 23(1): 126-132, 2020 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-31602750

RESUMEN

OBJECTIVES: Spinal cord stimulation (SCS) has gained traction as an alternative to chronic opioid therapy in light of the opioid crisis. Prior reports vary widely in their estimates of its effect on opioid consumption. We therefore aimed to address the following questions: 1) Does chronic opioid use change after SCS? 2) Which patient characteristics predict reduced opioid consumption after SCS? MATERIALS AND METHODS: Claims from a private health insurance company were used to identify patients with SCS implantation from 2003 to 2014. We required 12 months of continuous data before and after surgery (i.e., a minimum total observation period of two years), and at least two opioid prescription fills in the six months before surgery. Daily morphine equivalent dose (MED) was calculated from prescription medication claims. Diagnosis codes identified common comorbidities. RESULTS: Hundred forty-five patients met inclusion criteria. MED of 65 was the most statistically meaningful preoperative dose threshold. Approximately half of patients decreased opioid use >20% after SCS implantation. Logistic regression analysis revealed age (p = 0.0362), gender (p = 0.0076), and preoperative daily MED < 65 (p = 0.0322) as predictors of meaningful reduction, which was defined as a 20% reduction in MED. CONCLUSIONS: With only half of chronic opioid users demonstrating meaningful opioid reduction after SCS implantation, we demonstrate that current SCS technology does not reliably help a larger number of patients reduce opioid usage. Women, older age, and preoperative MED < 65 are predictive of meaningful opioid reduction but only one of these is modifiable. As not all patients saw benefit from their therapies, there is still much room for improvement in the treatment of refractory chronic pain that is associated with failed back surgery syndrome and chronic regional pain syndrome.


Asunto(s)
Analgésicos Opioides/administración & dosificación , Dolor Crónico/diagnóstico , Dolor Crónico/terapia , Formulario de Reclamación de Seguro/tendencias , Dimensión del Dolor/tendencias , Estimulación de la Médula Espinal/tendencias , Adulto , Analgésicos Opioides/efectos adversos , Dolor Crónico/tratamiento farmacológico , Femenino , Humanos , Masculino , Persona de Mediana Edad , Trastornos Relacionados con Opioides/diagnóstico , Trastornos Relacionados con Opioides/terapia , Dimensión del Dolor/efectos de los fármacos , Dimensión del Dolor/métodos , Valor Predictivo de las Pruebas , Estudios Retrospectivos , Estimulación de la Médula Espinal/métodos
7.
Spine (Phila Pa 1976) ; 44(13): 937-942, 2019 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-31205171

RESUMEN

STUDY DESIGN: Retrospective, observational study. OBJECTIVE: To examine the costs associated with nonoperative management (diagnosis and treatment) of cervical radiculopathy in the year prior to anterior cervical discectomy and fusion (ACDF). SUMMARY OF BACKGROUND DATA: While the costs of operative treatment have been previously described, less is known about nonoperative management costs of cervical radiculopathy leading up to surgery. METHODS: The Humana claims dataset (2007-2015) was queried to identify adult patients with cervical radiculopathy that underwent ACDF. Outcome endpoint was assessment of cumulative and per-capita costs for nonoperative diagnostic (x-rays, computed tomographic [CT], magnetic resonance imaging [MRI], electromyogram/nerve conduction studies [EMG/NCS]) and treatment modalities (injections, physical therapy [PT], braces, medications, chiropractic services) in the year preceding surgical intervention. RESULTS: Overall 12,514 patients (52% female) with cervical radiculopathy underwent ACDF. Cumulative costs and per-capita costs for nonoperative management, during the year prior to ACDF was $14.3 million and $1143, respectively. All patients underwent at least one diagnostic test (MRI: 86.7%; x-ray: 57.5%; CT: 35.2%) while 73.3% patients received a nonoperative treatment. Diagnostic testing comprised of over 62% of total nonoperative costs ($8.9 million) with MRI constituting the highest total relative spend ($5.3 million; per-capita: $489) followed by CT ($2.6 million; per-capita: $606), x-rays ($0.54 million; per-capita: $76), and EMG/NCS ($0.39 million; per-capita: $467). Conservative treatments comprised of 37.7% of the total nonoperative costs ($5.4 million) with injections costs constituting the highest relative spend ($3.01 million; per-capita: $988) followed by PT ($1.13 million; per-capita: $510) and medications (narcotics: $0.51 million, per-capita $101; gabapentin: $0.21 million, per-capita $93; NSAIDs: 0.107 million, per-capita $47), bracing ($0.25 million; per-capita: $193), and chiropractic services ($0.137 million; per-capita: $193). CONCLUSION: The study quantifies the cumulative and per-capital costs incurred 1-year prior to ACDF in patients with cervical radiculopathy for nonoperative diagnostic and treatment modalities. Approximately two-thirds of the costs associated with cervical radiculopathy are from diagnostic modalities. As institutions begin entering into bundled payments for cervical spine disease, understanding condition specific costs is a critical first step. LEVEL OF EVIDENCE: 3.


Asunto(s)
Vértebras Cervicales , Costos de la Atención en Salud , Formulario de Reclamación de Seguro/economía , Procedimientos Neuroquirúrgicos/economía , Radiculopatía/economía , Radiculopatía/terapia , Adulto , Anciano , Vértebras Cervicales/diagnóstico por imagen , Vértebras Cervicales/cirugía , Estudios de Cohortes , Bases de Datos Factuales/economía , Bases de Datos Factuales/tendencias , Discectomía/economía , Discectomía/tendencias , Femenino , Costos de la Atención en Salud/tendencias , Humanos , Formulario de Reclamación de Seguro/tendencias , Imagen por Resonancia Magnética/economía , Imagen por Resonancia Magnética/tendencias , Masculino , Manipulación Quiropráctica/economía , Manipulación Quiropráctica/tendencias , Persona de Mediana Edad , Procedimientos Neuroquirúrgicos/tendencias , Modalidades de Fisioterapia/economía , Modalidades de Fisioterapia/tendencias , Radiculopatía/diagnóstico por imagen , Estudios Retrospectivos , Fusión Vertebral/economía , Fusión Vertebral/tendencias , Tomografía Computarizada por Rayos X/economía , Tomografía Computarizada por Rayos X/tendencias , Resultado del Tratamiento
8.
Pharmacoepidemiol Drug Saf ; 28(5): 584-592, 2019 05.
Artículo en Inglés | MEDLINE | ID: mdl-30891850

RESUMEN

PURPOSE: De-implementation of low-value services among patients with limited life expectancy is challenging. Robust mortality prediction models using routinely collected health care data can enhance health care stakeholders' ability to identify populations with limited life expectancy. We developed and validated a claims-based prediction model for 5-year mortality using regularized regression methods. METHODS: Medicare beneficiaries age 66 or older with an office visit and at least 12 months of pre-visit continuous Medicare A/B enrollment were identified in 2008. Five-year mortality was assessed through 2013. Secondary outcomes included 30-, 90-, and 180-day and 1-year mortality. Claims-based predictors, including comorbidities and indicators of disability, frailty, and functional impairment, were selected using regularized logistic regression, applying the least absolute shrinkage and selection operator (LASSO) in a random 80% training sample. Model performance was assessed and compared with the Gagne comorbidity score in the 20% validation sample. RESULTS: Overall, 183 204 (24%) individuals died. In addition to demographics, 161 indicators of comorbidity and function were included in the final model. In the validation sample, the c-statistic was 0.825 (0.823-0.828). Median-predicted probability of 5-year mortality was 14%; almost 4% of the cohort had a predicted probability greater than 80%. Compared with the Gagne score, the LASSO model led to improved 5-year mortality classification (net reclassification index = 9.9%; integrated discrimination index = 5.2%). CONCLUSIONS: Our claims-based model predicting 5-year mortality showed excellent discrimination and calibration, similar to the Gagne score model, but resulted in improved mortality classification. Regularized regression is a feasible approach for developing prediction tools that could enhance health care research and evaluation of care quality.


Asunto(s)
Formulario de Reclamación de Seguro/tendencias , Medicare/estadística & datos numéricos , Modelos Estadísticos , Mortalidad/tendencias , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Comorbilidad , Interpretación Estadística de Datos , Personas con Discapacidad/estadística & datos numéricos , Fragilidad/mortalidad , Humanos , Modelos Logísticos , North Carolina/epidemiología , Estados Unidos/epidemiología
9.
Int J Cardiol ; 280: 104-109, 2019 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-30674432

RESUMEN

BACKGROUNDS: Carperitide is a recombinantly produced intravenous formulation of human atrial natriuretic peptide. Despite of negative impacts of nesiritide on clinical outcomes for acute heart failure (AHF), carperitide has been used for around a half of Japanese AHF patients as a vasodilator based on limited evidences. We sought to determine the effect of carperitide compared to nitrates in the early care for AHF patients treated with vasodilators. METHODS AND RESULTS: We conducted a cohort study of patients admitted with AHF to 808 hospitals from April 2012 to March 2014. Patients were extracted from 1,422,703 hospitalizations according to ICD-10 heart failure codes. Patients who had sepsis or mechanical supports during hospitalization were excluded. Outcomes were in-hospital death, length of hospitalization and cost of hospitalization. Among 76,924 patients, 45,595 were in patients treated with either carperitide or nitrates during the first 2 days (carperitide; 33,386, nitrates; 12,209). After application of inverse probability of treatment weighting with variables including demographics, comorbidities and treatments, there was perfect balance in both groups. Patients who were treated with carperitide had substantially higher covariate adjusted in-hospital mortality (HR 1.49 95%CI 1.35-1.64), longer length of hospitalization (Coefficients 0.062 95%CI 0.048 to 0.076) and greater cost of hospitalization (Coefficients 0.024 95%CI 0.010 to 0.037) compared to those treated with nitrates. CONCLUSIONS: In Japanese AHF patients during their early inpatient care, carperitide use was significantly associated with worse outcomes when compared to nitrates use, suggesting the routine use of carperitide might not be recommended as a first-line vasodilator for AHF.


Asunto(s)
Factor Natriurético Atrial/administración & dosificación , Bases de Datos Factuales/tendencias , Insuficiencia Cardíaca/tratamiento farmacológico , Hospitalización/tendencias , Nitratos/administración & dosificación , Vasodilatadores/administración & dosificación , Enfermedad Aguda , Administración Intravenosa , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Femenino , Insuficiencia Cardíaca/diagnóstico , Insuficiencia Cardíaca/mortalidad , Mortalidad Hospitalaria/tendencias , Humanos , Formulario de Reclamación de Seguro/tendencias , Masculino , Persona de Mediana Edad , Resultado del Tratamiento , Adulto Joven
10.
Cephalalgia ; 39(4): 497-503, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-30079745

RESUMEN

OBJECTIVE: To assess the relative risk, predictive value and population attributable risk fraction of pre-school episodic syndromes for later migraine in primary school age children. METHODS: This retrospective cohort study used health insurance data on 55,035 children born in 2006 with no diagnosis of migraine up to the age of 5 years. The relative risk, probability and population attributable risk fraction of migraine prompting a physician visit at the age of 6-10 years in children with episodic syndromes included in the International Classification of Headache Disorders (benign paroxysmal torticollis, benign paroxysmal vertigo, cyclic vomiting syndrome, recurrent abdominal symptoms and abdominal migraine) and those not included in the International Classification of Headache Disorders (pavor nocturnus, somnabulism and bruxism) diagnosed up to the age of 5 years were determined. RESULTS: The period prevalence of individual episodic syndromes ranged between 0.01% and 1.40%. For episodic syndromes included in the International Classification of Headache Disorders (recurrent abdominal symptoms and abdominal migraine) and for the episodic syndromes not included in the International Classification of Headache Disorders (somnambulism), the risk for later migraine was increased by factors of 2.08, 21.87 and 3.93, respectively. The proportion of risk for migraine in primary school children explained by any episodic syndromes included in the International Classification of Headache Disorders was 2.18% and for any episodic syndromes not included in the International Classification of Headache Disorders it was 0.59%. CONCLUSION: Several pre-school episodic syndromes are risk factors for migraine in primary school age children. The fraction of migraine in primary school age children explained by prior episodic syndromes, however, is below 3%. A probability to develop primary school age migraine above 50% was only observed for abdominal migraine.


Asunto(s)
Vértigo Posicional Paroxístico Benigno/epidemiología , Formulario de Reclamación de Seguro/tendencias , Trastornos Migrañosos/epidemiología , Tortícolis/epidemiología , Vómitos/epidemiología , Vértigo Posicional Paroxístico Benigno/diagnóstico , Niño , Preescolar , Estudios de Cohortes , Bases de Datos Factuales/tendencias , Femenino , Estudios de Seguimiento , Trastornos de Cefalalgia/diagnóstico , Trastornos de Cefalalgia/epidemiología , Humanos , Masculino , Trastornos Migrañosos/diagnóstico , Valor Predictivo de las Pruebas , Estudios Prospectivos , Estudios Retrospectivos , Síndrome , Tortícolis/diagnóstico , Vómitos/diagnóstico
11.
Psychopharmacology (Berl) ; 235(11): 3329-3338, 2018 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-30232530

RESUMEN

OBJECTIVES: To investigate the relationship between benzodiazepine and risk of developing pneumonia in patients with schizophrenia, whose benzodiazepine dosage and usage frequency was higher than that of the general population. METHODS: We conducted a nested case-control study to assess the association between benzodiazepine use and pneumonia among patients with schizophrenia. By using the Taiwan National Health Insurance Research Database, we identified a schizophrenia cohort comprising 34,929 patients during 2000-2010. Within the schizophrenia cohort, 2501 cases of pneumonia and 9961 matched control patients (1:4 ratio) were identified. Benzodiazepine exposure was categorized by drug, treatment duration, and daily dose. Conditional logistic regression models were used to examine the association between benzodiazepine exposure and the risk of pneumonia. RESULTS: The current use (within 30 days) of midazolam led to the highest pneumonia risk (adjusted risk ratio = 6.56, P < 0.001), followed by diazepam (3.43, P < 0.001), lorazepam (2.16, P < 0.001), and triazolam (1.80, P = 0.019). Furthermore, nearly all the benzodiazepines under current use had a dose-dependent effect on pneumonia risk. The risk of pneumonia was correlated with the affinities of γ-aminobutyric acid A α1, α2, and α3 receptors. CONCLUSIONS: Benzodiazepines had a dose-dependent relationship with pneumonia in patients with schizophrenia. The differences in risk and mechanism of action of the individual drugs require further investigation. Clinicians should be aware of the early signs of pneumonia in patients with schizophrenia receiving benzodiazepines.


Asunto(s)
Benzodiazepinas/efectos adversos , Formulario de Reclamación de Seguro/tendencias , Neumonía/inducido químicamente , Neumonía/epidemiología , Esquizofrenia/tratamiento farmacológico , Esquizofrenia/epidemiología , Adulto , Benzodiazepinas/administración & dosificación , Estudios de Casos y Controles , Estudios de Cohortes , Bases de Datos Factuales/tendencias , Relación Dosis-Respuesta a Droga , Femenino , Humanos , Masculino , Persona de Mediana Edad , Factores de Riesgo , Taiwán/epidemiología
12.
Pediatrics ; 142(2)2018 08.
Artículo en Inglés | MEDLINE | ID: mdl-30037977

RESUMEN

BACKGROUND: Families of children with mental health conditions face heavy economic burdens. One of the objectives of the Mental Health Parity and Addiction Equity Act (MHPAEA) is to reduce the financial burden for those with intensive mental health service needs. Few researchers to date have examined MHPAEA's effects on children with mental health conditions and those with particularly high mental health expenditures. METHODS: A difference-in-differences approach was used to compare commercially insured children ages 3 to 18 years (in 2008) who were continuously enrolled in plans newly subject to parity under MHPAEA to children continuously enrolled in plans never subject to parity. Data included inpatient, outpatient, and pharmaceutical claims for 2008-2012 from 3 national commercial insurers. We examined annual mental health service use and spending outcomes. RESULTS: Among children with mental health conditions who were enrolled in plans subject to parity, parity was associated with $140 (95% confidence interval: -$196 to -$84) lower average annual out-of-pocket (OOP) mental health spending than expected given changes in the comparison group. Among children who were ≥85th percentile in total mental health spending, parity was associated with $234 (-$391 to -$76) lower average annual OOP mental health spending. CONCLUSIONS: MHPAEA was associated with increased financial protection on average for children with mental health conditions and among those at the higher end of the spending distribution. However, estimated reductions in OOP spending were likely too modest to have substantially reduced financial burden on families of children with particularly high mental health expenditures.


Asunto(s)
Gastos en Salud , Seguro de Salud/economía , Trastornos Mentales/economía , Servicios de Salud Mental/economía , Adolescente , Niño , Preescolar , Femenino , Gastos en Salud/tendencias , Humanos , Formulario de Reclamación de Seguro/economía , Formulario de Reclamación de Seguro/tendencias , Seguro de Salud/tendencias , Masculino , Trastornos Mentales/epidemiología , Trastornos Mentales/terapia , Salud Mental/economía , Salud Mental/tendencias , Servicios de Salud Mental/tendencias , Estados Unidos/epidemiología
13.
J Headache Pain ; 19(1): 34, 2018 May 18.
Artículo en Inglés | MEDLINE | ID: mdl-29777424

RESUMEN

BACKGROUND: To evaluate triptan use and overuse as well as prescription patterns in Austria based on a nationwide healthcare database because data on triptan use and overuse in Austria is missing. METHODS: We included all persons insured with one of 19 Austrian social security institutions in 2007. Inclusion criteria comprised an age of 18-99 years, known sex, and receipt of insurance benefits. We defined triptan use as ≥1 package of a triptan dispensed in 2007 and triptan overuse as ≥30 defined daily doses dispensed in at least one quarter. RESULTS: Out of 8.295 million inhabitants in Austria, 7,426,412 persons (89.5%) were insured with a social insurance carrier and 5,918,487 persons of those insured (79.7%) fulfilled the inclusion criteria. Among the latter 33,062 persons (0,56%) were triptan users and 1970 (0.033%) were triptan overusers. The estimated proportion of persons with migraine using a triptan was less than 6%. Among users 5.9% were overusers of whom 55% overused triptans in ≥2 quarters of 2007. The median number of days of sick-leave was higher in triptan users than in non-users: due to any reason of sick-leave 12 vs. 10, p < 0.001, due to migraine 3 vs. 2, p < 0.001. The proportion of hospital admissions did not differ between triptan users and non-users. CONCLUSION: The rate of triptan use is low in Austria but triptan users are at risk for triptan overuse. In triptan users more days of sick-leave and the same proportion of hospital admissions as in the older non-users suggest poorer health.


Asunto(s)
Utilización de Medicamentos/tendencias , Formulario de Reclamación de Seguro/tendencias , Mal Uso de Medicamentos de Venta con Receta/tendencias , Encuestas y Cuestionarios , Triptaminas/uso terapéutico , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Austria/epidemiología , Bases de Datos Factuales/tendencias , Femenino , Humanos , Masculino , Persona de Mediana Edad , Trastornos Migrañosos/tratamiento farmacológico , Trastornos Migrañosos/epidemiología , Sumatriptán/efectos adversos , Sumatriptán/uso terapéutico , Triptaminas/efectos adversos , Adulto Joven
14.
Respir Res ; 19(1): 73, 2018 04 25.
Artículo en Inglés | MEDLINE | ID: mdl-29695236

RESUMEN

BACKGROUND: Interstitial lung diseases (ILDs) are associated with a high burden of disease. However, data on the prognostic impact of comorbidities and comorbidity-related pharmaceutical treatments in patients with various ILDs remain sparse. METHODS: Using longitudinal claims data from a German Statutory Health Insurance Fund, we assessed comorbidity in ILD subtypes and associated drug treatments. Baseline comorbidity was assessed via the Elixhauser Comorbidity Index that was amended by ILD-relevant conditions. Drug treatment was assessed on the substance level using the ATC-codes of drugs prescribed at the time of ILD diagnosis. Subsequently, the comorbid conditions (main analysis) and pharmaceutical substances (secondary analysis) with a meaningful association to survival were identified for the complete ILD cohort and within the subtype strata. For this, we applied multivariate Cox models using a LASSO selection process and visualized the findings within comorbidomes. RESULTS: In the 36,821 patients with ILDs, chronic obstructive pulmonary disease (COPD), arterial hypertension, and ischaemic heart disease (IHD) were the most prevalent comorbidities. The majority of patients with cardiovascular diseases received pharmaceutical treatment, while, in other relevant comorbidities, treatment quotas were low (COPD 46%, gastro-oesophageal reflux disease 65%). Comorbidities had a clinically meaningful detrimental effect on survival that tended to be more pronounced in the case of untreated conditions (e.g. hazard ratios for treated IHD 0.97 vs. 1.33 for untreated IHD). Moreover, comorbidity impact varied substantially between distinct subtypes. CONCLUSIONS: Our analyses suggest that comorbid conditions and their treatment profile significantly affect mortality in various ILDs. Therefore, comprehensive comorbidity assessment and management remains important in any ILD.


Asunto(s)
Formulario de Reclamación de Seguro/tendencias , Enfermedades Pulmonares Intersticiales/epidemiología , Enfermedades Pulmonares Intersticiales/terapia , Enfermedad Pulmonar Obstructiva Crónica/epidemiología , Enfermedad Pulmonar Obstructiva Crónica/terapia , Estadística como Asunto/tendencias , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Comorbilidad , Femenino , Alemania/epidemiología , Humanos , Enfermedades Pulmonares Intersticiales/diagnóstico , Masculino , Persona de Mediana Edad , Enfermedad Pulmonar Obstructiva Crónica/diagnóstico , Estudios Retrospectivos , Tasa de Supervivencia/tendencias , Resultado del Tratamiento
15.
Int J Cardiol ; 261: 68-72, 2018 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-29657060

RESUMEN

BACKGROUND: It is unclear whether ischemic stroke patients with known atrial fibrillation (KAF) had different outcomes than those with atrial fibrillation diagnosed after stroke (AFDAS). We aimed to explore the characteristics and outcomes in ischemic stroke patients with KAF or AFDAS. METHODS: Consecutive patients hospitalized between 2000 and 2012 for first-ever stroke along with atrial fibrillation, either diagnosed before or during the stroke hospitalization, were identified from a nationwide claims database in Taiwan. The outcome of interest was a composite outcome of ischemic stroke, intracranial hemorrhage, or death within one year. Univariable and multivariable Cox regression analyses were used to determine the effect of KAF versus AFDAS on the composite outcome. RESULTS: We identified 1161 patients, of whom 481 (41.4%) had KAF and 680 (58.6%) had AFDAS. Age, sex, and stroke severity were similar between groups. However, patients with KAF had a higher prevalence of underlying heart diseases than those with AFDAS (67.2% versus 39.0%, p<0.001). In univariable analysis, patients with KAF had a higher risk of the composite outcome than those with AFDAS (hazard ratio [HR]: 1.42, 95% confidence interval [CI]: 1.13-1.79, p=0.003). In multivariable analysis, KAF was no longer independently associated with the composite outcome. CONCLUSIONS: As compared to ischemic stroke patients with AFDAS, those with KAF had a higher prevalence of underlying heart diseases. Whether AF was known before or diagnosed after stroke was not an independent predictor of the composite outcome.


Asunto(s)
Fibrilación Atrial/diagnóstico , Fibrilación Atrial/epidemiología , Isquemia Encefálica/diagnóstico , Isquemia Encefálica/epidemiología , Accidente Cerebrovascular/diagnóstico , Accidente Cerebrovascular/epidemiología , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Formulario de Reclamación de Seguro/tendencias , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Taiwán/epidemiología , Resultado del Tratamiento
16.
J Manag Care Spec Pharm ; 24(3): 265-279, 2018 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-29485951

RESUMEN

BACKGROUND: With increasing health care costs that have outpaced those of other industries, payers of health care are moving from a fee-for-service payment model to one in which reimbursement is tied to outcomes. Chronic obstructive pulmonary disease (COPD) is a disease where this payment model has been implemented by some payers, and COPD exacerbations are a quality metric that is used. Under an outcomes-based payment model, it is important for health systems to be able to identify patients at risk for poor outcomes so that they can target interventions to improve outcomes. OBJECTIVE: To develop and evaluate predictive models that could be used to identify patients at high risk for COPD exacerbations. METHODS: This study was retrospective and observational and included COPD patients treated with a bronchodilator-based combination therapy. We used health insurance claims data to obtain demographics, enrollment information, comorbidities, medication use, and health care resource utilization for each patient over a 6-month baseline period. Exacerbations were examined over a 6-month outcome period and included inpatient (primary discharge diagnosis for COPD), outpatient, and emergency department (outpatient/emergency department visits with a COPD diagnosis plus an acute prescription for an antibiotic or corticosteroid within 5 days) exacerbations. The cohort was split into training (75%) and validation (25%) sets. Within the training cohort, stepwise logistic regression models were created to evaluate risk of exacerbations based on factors measured during the baseline period. Models were evaluated using sensitivity, specificity, and positive and negative predictive values. The base model included all confounding or effect modifier covariates. Several other models were explored using different sets of observations and variables to determine the best predictive model. RESULTS: There were 478,772 patients included in the analytic sample, of which 40.5% had exacerbations during the outcome period. Patients with exacerbations had slightly more comorbidities, medication use, and health care resource utilization compared with patients without exacerbations. In the base model, sensitivity was 41.6% and specificity was 85.5%. Positive and negative predictive values were 66.2% and 68.2%, respectively. Other models that were evaluated resulted in similar test characteristics as the base model. CONCLUSIONS: In this study, we were not able to predict COPD exacerbations with a high level of accuracy using health insurance claims data from COPD patients treated with bronchodilator-based combination therapy. Future studies should be done to explore predictive models for exacerbations. DISCLOSURES: No outside funding supported this study. Samp is now employed by, and owns stock in, AbbVie. The other authors have nothing to disclose. Study concept and design were contributed by Joo and Pickard, along with the other authors. Samp and Lee performed the data analysis, with assistance from the other authors. Samp wrote the manuscript, which was revised by Schumock and Calip, along with the other authors.


Asunto(s)
Formulario de Reclamación de Seguro/tendencias , Enfermedad Pulmonar Obstructiva Crónica/diagnóstico , Enfermedad Pulmonar Obstructiva Crónica/epidemiología , Enfermedad Aguda , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Persona de Mediana Edad , Valor Predictivo de las Pruebas , Estudios Retrospectivos
17.
Drug Saf ; 41(7): 725-730, 2018 07.
Artículo en Inglés | MEDLINE | ID: mdl-29468603

RESUMEN

INTRODUCTION: Controversy exists as to whether glucocorticoids (GC) are ulcerogenic per se and may thus cause peptic ulcer bleeding (PUB) independent of concomitantly prescribed nonsteroidal anti-inflammatory drugs (NSAIDs). OBJECTIVE: To investigate the association between GC use and PUB with or without co-medication with NSAIDs. METHODS: We conducted a case-control study using administrative claims data from the Swiss health insurance company Helsana. We identified 1191 cases with incident PUB between 2012 and 2016 and matched up to 10 PUB-free controls to each case on age, sex, region and number of years insured with Helsana. We compared prior GC exposure between cases and controls using multivariate conditional logistic regression analyses controlling for several potential confounders. Patients with or without concomitant NSAID exposure were analysed separately. RESULTS: Patients with prior exposure to both GC and NSAIDs were five times more likely to experience PUB than patients who neither used GC nor NSAIDs (adjusted odds ratio [adj. OR] 4.80, 95% CI 3.55-6.71). Although the risk of PUB among patients who used NSAIDs without GC was increased threefold (adj. OR 3.20, 95% CI 2.59-3.95), we observed only a moderately increased risk among patients who used GC alone without NSAIDs (adj. OR 1.63, 95% CI 1.20-2.42). CONCLUSIONS: The use of NSAIDs with or without GC was associated with a markedly higher risk of PUB compared with GC monotherapy. Use of GC alone was associated with a moderately increased risk of PUB, which might be causal or attributed to confounding by indication.


Asunto(s)
Antiinflamatorios no Esteroideos/efectos adversos , Glucocorticoides/efectos adversos , Formulario de Reclamación de Seguro , Úlcera Péptica Hemorrágica/inducido químicamente , Úlcera Péptica Hemorrágica/epidemiología , Adulto , Anciano , Anciano de 80 o más Años , Antiinflamatorios no Esteroideos/administración & dosificación , Estudios de Casos y Controles , Quimioterapia Combinada/efectos adversos , Femenino , Glucocorticoides/administración & dosificación , Humanos , Formulario de Reclamación de Seguro/tendencias , Masculino , Persona de Mediana Edad , Úlcera Péptica Hemorrágica/diagnóstico , Factores de Riesgo , Suiza/epidemiología
18.
J Drugs Dermatol ; 17(2): 187-194, 2018 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-29462227

RESUMEN

IMPORTANCE: While psoriasis (Ps) is mainly characterized as an adult disease, it can also develop during childhood. However, prevalence estimates of pediatric psoriasis in the United States (US) are lacking. OBJECTIVE: To assess the 2015 annual prevalence of Ps and moderate-to-severe Ps in pediatric individuals in the US. DESIGN: This is a retrospective study based on a large administrative insurance claims database in the US. SETTING: Data were extracted from the Truven Health Analytics MarketScan® Commercial Claims and Encounters database, which covers over 60 million individuals with employer-provided health insurance across the US. PARTICIPANTS: Over 4.3 million of individuals continuously enrolled in their healthcare plan in 2015 and under 18 years of age were included in the study. Intervention(s) for Clinical Trials or Exposure(s) for Observational Studies: Not applicable. Main Outcome(s) and Measure(s): Ps was defined based on medical claims with a diagnosis of Ps (ICD-9-CM: 696.1); moderate-to-severe Ps was defined based on medical or pharmacy claims for a systemic treatment (biologic, conventional systemic, or phototherapy) for Ps. Overall and age- and gender-stratified prevalence was estimated for both Ps and moderate-to-severe Ps. RESULTS: The prevalence of Ps was estimated at 128 cases per 100,000 individuals (95% CI: 124-131), that of moderate-to-severe Ps at 16 cases per 100,000 individuals (95% CI: 15-17) in 2015. For both Ps and moderate-to-severe Ps, prevalence estimates were numerically higher in females than in males (146 per 100,000 vs. 110 per 100,000 and 17 per 100,000 vs. 15 per 100,000) and increased with age, ranging from 30 per 100,000 in the 0-3 year old group to 205 per 100,000 in the 12-17 year old group. CONCLUSION AND RELEVANCE: This study provides robust estimates of the prevalence of pediatric Ps that can inform decisions pertaining to the management of pediatric patients with Ps. J Drugs Dermatol. 2018;17(2):187-194.


Asunto(s)
Bases de Datos Factuales/estadística & datos numéricos , Formulario de Reclamación de Seguro/estadística & datos numéricos , Psoriasis/diagnóstico , Psoriasis/epidemiología , Adolescente , Niño , Preescolar , Bases de Datos Factuales/tendencias , Fármacos Dermatológicos/administración & dosificación , Femenino , Humanos , Lactante , Recién Nacido , Formulario de Reclamación de Seguro/tendencias , Masculino , Prevalencia , Psoriasis/tratamiento farmacológico , Estudios Retrospectivos , Estados Unidos/epidemiología
19.
Epilepsia ; 59(3): 715-723, 2018 03.
Artículo en Inglés | MEDLINE | ID: mdl-29411348

RESUMEN

OBJECTIVE: To determine the frequency of older Americans with epilepsy receiving concomitant prescriptions for antiepileptic drugs (AEDs) and non-epilepsy drugs (NEDs) which could result in significant pharmacokinetic (PK) interaction, and to assess the contributions of racial/ethnic, socioeconomic, and demographic factors. METHODS: Retrospective analyses of 2008-2010 Medicare claims for a 5% random sample of beneficiaries ≥67 years old in 2009 augmented for minority representation. Prevalent cases had ≥1 ICD-9 345.x or ≥2 ICD-9 780.3x, and ≥1 AED. Among them, incident cases had no seizure/epilepsy claim codes nor AEDs in preceding 365 days. Drug claims for AEDs, and for the 50 most common NEDs within +/- 60 days of the index epilepsy date were tabulated. Interacting pairs of AEDs/NEDs were identified by literature review. Logistic regression models were used to examine factors affecting the likelihood of interaction risk. RESULTS: Interacting drug pairs affecting NED efficacy were found in 24.5% of incident, 39% of prevalent cases. Combinations affecting AED efficacy were found in 20.4% of incident, 29.3% of prevalent cases. Factors predicting higher interaction risk included having ≥ 1 comorbidity, being eligible for Part D low Income Subsidy, and not living in the northeastern US. Protective factors were Asian race/ethnicity, and treatment by a neurologist. SIGNIFICANCE: A substantial portion of older epilepsy patients received NED-AED combinations that could cause important PK interactions. The lower frequency among incident vs. prevalent cases may reflect changes in prescribing practices. Avoidance of interacting AEDs is feasible for most persons because of the availability of newer drugs.


Asunto(s)
Anticonvulsivantes/administración & dosificación , Anticonvulsivantes/metabolismo , Interacciones Farmacológicas/fisiología , Formulario de Reclamación de Seguro/tendencias , Medicare/tendencias , Anciano , Anciano de 80 o más Años , Anticonvulsivantes/efectos adversos , Quimioterapia Combinada/efectos adversos , Femenino , Humanos , Masculino , Estudios Retrospectivos , Factores de Riesgo , Estados Unidos/epidemiología
20.
J Manag Care Spec Pharm ; 24(3): 291-302, 2018 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-29406840

RESUMEN

BACKGROUND: Prostacyclins play an important role in the management of pulmonary arterial hypertension (PAH). Intravenous prostacyclin was the first disease-specific treatment for patients with PAH. Subcutaneous and nonparenteral (oral or inhaled) formulations have subsequently become available. However, data are lacking on how these different prostacyclin formulations are being used in clinical practice. OBJECTIVES: To (a) conduct retrospective analyses of a large U.S. health care claims database to describe the characteristics of patients with PAH initiating prostacyclin therapy, and (b) evaluate their treatment patterns, health care resource use, and associated costs. METHODS: Truven Commercial and Medicare databases were used to define annual cohorts of adults with PAH between January 1, 2010, and October 31, 2015. These patients were identified based on claims with ICD-9-CM diagnoses indicative of PAH (codes 416.0 or 416.8) and claims for PAH-specific medications and PAH-related procedures. Patients with evidence of receiving a prostacyclin were identified, and prostacyclin use was categorized as parenteral versus nonparenteral. Health care costs were assessed alternatively employing an all-cause and PAH-related perspective. RESULTS: Of 13,633 adults with identified PAH, 3,006 (22.0%) received a prostacyclin during at least 1 year of the study period, and annual prevalence of prostacyclin use ranged from 19.9% to 22.6%. Across calendar years, the median age of prostacyclin users ranged from 56 to 58 years, and 71.9%-75.8% were female. Among prostacyclin users, parenteral prostacyclin use declined from 63.2% in 2010 to 46.5% in 2015, while use of nonparenteral prostacyclins increased from 39.7% to 56.2% over the same period (both P < 0.001). Few patients (2.7%-4.1%) received both parenteral and nonparenteral formulations in a given calendar year. Among patients using prostacyclins, receipt of other PAH-specific medications increased from 62.1% in 2010 to 79.2% in 2015. Comparing the 6 months preceding the first prostacyclin prescription (any formulation) to the 6 months subsequent, mean overall health care costs rose from $61,243 to $119,283, and PAH-related health care costs increased from $58,815 to $116,661, driven mainly by PAH-specific medications, spending on which increased from $15,053 to $73,705 (all P < 0.001). CONCLUSIONS: While overall use of prostacyclins was relatively constant from 2010 to 2015, our findings revealed a shift from parenteral to nonparenteral formulations, coupled with increased prescribing of PAH-related medications from other drug classes. Further research is needed to better understand how these changes in patterns of prostacyclin use affect levels of health care resource utilization and costs and patients' overall quality of life. DISCLOSURES: This research was funded by Actelion Pharmaceuticals US, a Janssen pharmaceutical company of Johnson & Johnson. Burger has received grant funding from Actelion, Gilead Sciences, and United Therapeutics; personal fees from Actelion and Gilead Sciences; and nonfinancial support from Actelion. Pruett, Lickert, and Drake are employees of Actelion. Pruett and Lickert own shares in Actelion. Berger and Murphy are employees of Evidera, a consultancy that received payment from Actelion to conduct this research. Pruett, Lickert, Berger, and Drake contributed to study conception and participated with Burger in study design. Lickert and Murphy performed the data analyses. Burger, Pruett, Lickert, Murphy, and Drake interpreted the data. All authors participated in manuscript drafting and/or critical revision, approved the final manuscript, and agree to be accountable for all aspects of the work.


Asunto(s)
Antihipertensivos/uso terapéutico , Bases de Datos Factuales/tendencias , Epoprostenol/uso terapéutico , Hipertensión Pulmonar/tratamiento farmacológico , Formulario de Reclamación de Seguro/tendencias , Aceptación de la Atención de Salud , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Antihipertensivos/economía , Epoprostenol/economía , Femenino , Humanos , Hipertensión Pulmonar/economía , Hipertensión Pulmonar/epidemiología , Formulario de Reclamación de Seguro/economía , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Estados Unidos/epidemiología , Adulto Joven
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