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INTRODUCTION: Optimal adherence thresholds can vary across medications and disease states. The objective of the study was to determine the optimal threshold of the proportion of days covered (PDC) for tumor necrosis factor (TNF) inhibitors in patients with rheumatoid arthritis (RA). METHODS: Patients with RA initiating self-administered TNF inhibitors were identified using 2012-18 Medicare fee-for-service claims. Time-varying PDC was calculated every day for the preceding 90 days during follow-up. Oral and injected glucocorticoid use, hospitalizations, emergency room (ER) visits, serious infections, and a composite of these were measured as outcomes. Time to first occurrence of each outcome as a function of time-varying PDC for TNF inhibitors was evaluated using Cox regression. Incident/dynamic time-dependent receiver operating characteristic curves and Youden's J index were used to obtain the optimal PDC threshold for outcomes at 365 days. RESULTS: Of the 1190 patients who met the study inclusion criteria, almost 75% (865 patients) experienced at least one of the outcomes. Increasing PDC by 10% was significantly associated with decreased risks of the composite outcome (HR 0.98, 95% CI 0.96-1.00), oral glucocorticoid use (HR 0.93, 95% CI 0.91-0.96), and hospitalization (HR 0.96, 95% CI 0.94-0.99) but an increased risk of ER visits (HR 1.04, 95% 1.01-1.07). Optimal PDC thresholds for the composite outcome, oral glucocorticoid use, and hospitalization were 0.64, 0.59, and 0.56, respectively. CONCLUSIONS: Increased PDC was associated with a decreased risk of adverse outcomes, except ER visits. The optimal PDC for TNF inhibitors in Medicare patients with RA based on clinical outcomes was about 60%. Key Points ⢠The optimal proportion of days covered threshold for tumor necrosis factor inhibitors at 365 days based on clinical outcomes was found to be about 60%, which is lower than the traditional 80% used to define adherence. ⢠Increased adherence was associated with decreased risks of oral glucocorticoid use, hospitalization, and the composite outcome. However, it was also associated with an increased risk of emergency room visits. ⢠The mean time-varying 90-day proportion of days covered decreased throughout the study starting 92% at day 1 of follow-up to 62% at day 365.
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Antirreumáticos , Artritis Reumatoide , Cumplimiento de la Medicación , Factor de Necrosis Tumoral alfa , Humanos , Artritis Reumatoide/tratamiento farmacológico , Femenino , Masculino , Anciano , Cumplimiento de la Medicación/estadística & datos numéricos , Antirreumáticos/uso terapéutico , Factor de Necrosis Tumoral alfa/antagonistas & inhibidores , Glucocorticoides/uso terapéutico , Glucocorticoides/administración & dosificación , Hospitalización/estadística & datos numéricos , Estados Unidos , Persona de Mediana Edad , Medicare , Anciano de 80 o más Años , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Inhibidores del Factor de Necrosis Tumoral/uso terapéuticoRESUMEN
This study aimed to measure the pooled estimate of willingness to use HIV pre-exposure prophylaxis (PrEP) (WTUP) among PrEP-naïve United States (U.S.)-based men who have sex with men (MSM). PubMed, Embase, Web of Science, CINAHL, and PsycINFO were searched. The search strategy contained the keyword willingness and interest and the MeSH terms for HIV and PrEP. Articles were included if they were published between January 2005 and May 2022, reported quantitative data on WTUP among PrEP-naïve US-based MSM, and were available as full text in English. Meta-analysis was conducted to assess the pooled effect size of WTUP prevalence using a random-effects model, heterogeneity in the pooled estimate was assessed, and subgroup analyzes were conducted. Fifteen studies were included based on the inclusion and exclusion criteria. Meta-analysis revealed a pooled prevalence proportion for WTUP of 0.58 (95% CI 0.54-0.61) (or 58 out of 100) among PrEP-naïve MSM. High inter-study heterogeneity (Q = 548.10, df = 19, p < 0.01, I2 = 96.53, τ2 = 0.09) was observed. Age of the study sample and region where the data were collected significantly moderated the pooled WTUP estimate. Age-appropriate PrEP related messaging and a focus on HIV priority areas of the U.S. would be important strategies to improve WTUP among MSM in the U.S. moving forward.
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Infecciones por VIH , Homosexualidad Masculina , Aceptación de la Atención de Salud , Profilaxis Pre-Exposición , Humanos , Masculino , Profilaxis Pre-Exposición/estadística & datos numéricos , Homosexualidad Masculina/psicología , Homosexualidad Masculina/estadística & datos numéricos , Infecciones por VIH/prevención & control , Aceptación de la Atención de Salud/estadística & datos numéricos , Aceptación de la Atención de Salud/psicología , Estados Unidos/epidemiología , Fármacos Anti-VIH/uso terapéutico , Adulto , Conocimientos, Actitudes y Práctica en SaludRESUMEN
OBJECTIVES: This study compared opioid prescribing among ambulatory visits with systemic autoimmune/inflammatory rheumatic diseases (SARDs) or without and assessed factors associated with opioid prescribing in SARDs. METHODS: This cross-sectional study used the National Ambulatory Medical Care Survey between 2006 and 2019. Adult (≥18 years) visits with a primary diagnosis of SARDs, including rheumatoid arthritis, ankylosing spondylitis, psoriatic arthritis, or systemic lupus erythematosus were included in the study. Opioid prescribing was compared between those with vs without SARDs using multivariable logistic regression accounting for the complex survey design and adjusting for predisposing, enabling, and need factors within Andersen's Behavioral Model of Health Services Use. Another multivariable logistic regression examined the predictors associated with opioid prescribing in SARDs. RESULTS: Annually, an average of 5.20 million (95% confidence interval [CI] 3.58-6.82) visits were made for SARDs, whereas 780.14 million (95% CI 747.56-812.72) visits were made for non-SARDs. The SARDs group was more likely to be prescribed opioids (22.53%) than the non-SARDs group (9.83%) (adjusted odds ratio [aOR] 2.65; 95% CI 1.68-4.18). Among the SARDs visits, patient age from 50 to 64 (aOR 1.95; 95% CI 1.05-3.65 relative to ages 18-49) and prescribing of glucocorticoids (aOR 1.75; 95% CI 1.20-2.54) were associated with an increased odd of opioid prescribing, whereas private insurance relative to Medicare (aOR 0.50; 95% CI 0.31-0.82) was associated with a decreased odds of opioid prescribing. CONCLUSION: Opioid prescribing in SARDs was higher compared to non-SARDs. Concerted efforts are needed to determine the appropriateness of opioid prescribing in SARDs.
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BACKGROUND: Previous studies have reported conflicting factor structures of the Coping Strategies Questionnaire - Sickle Cell Disease (CSQ-SCD). This study examined the psychometric properties of the CSQ-SCD among adults with SCD in the United States. METHODS: This study implemented a cross-sectional study design with web-based self-administered surveys. Individuals with SCD were recruited via an online panel. Psychometric properties, including factorial and construct validity, and internal consistency reliability, of the CSQ-SCD were assessed. RESULTS: A total of 196 adults with SCD completed the survey. Confirmatory factor analysis (CFA), using maximum likelihood estimation and the 13 subscale scores as factor indicators, supported a three-factor model for the CSQ-SCD compared to a two-factor model. Model fit statistics for the three-factor model were: Chi-square [df] = 227.084 [62]; CFI = 0.817; TLI = 0.770; RMSEA [90% CI] = 0.117 [0.101-0.133]; SRMR = 0.096. All standardized factor loadings (except for the subscales isolation, resting, taking fluids, and praying and hoping) were > 0.5 and statistically significant, indicating evidence of convergent validity. Correlations between all subscales (except praying and hoping) were lower than hypothesized; however, model testing revealed that the three latent factors, active coping, affective coping, and passive adherence coping were not perfectly correlated, suggesting discriminant validity. Internal consistency reliabilities for the active coping factor (α = 0.803) and affective coping factor (α = 0.787) were satisfactory, however, reliability was inadequate for the passive adherence coping factor (α = 0.531). Given this overall pattern of results, a follow-up exploratory factor analysis (EFA) was also conducted. The new factor structure extracted by EFA supported a three-factor structure (based on the results of a parallel analysis), wherein the subscale of praying and hoping loaded on the active coping factor. CONCLUSIONS: Overall, the CSQ-SCD was found to have less than adequate psychometric validity in our sample of adults with SCD. These results provide clarification around the conflicting factor structure results reported in the literature and demonstrate a need for the future development of a SCD specific coping instrument.
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Adaptación Psicológica , Anemia de Células Falciformes , Psicometría , Humanos , Anemia de Células Falciformes/psicología , Masculino , Femenino , Adulto , Encuestas y Cuestionarios/normas , Estudios Transversales , Estados Unidos , Reproducibilidad de los Resultados , Análisis Factorial , Persona de Mediana Edad , Adulto Joven , Habilidades de AfrontamientoRESUMEN
BACKGROUND: Real-world effectiveness can vary across oral disease-modifying agents (DMAs) and their adherence trajectories in patients with multiple sclerosis (MS). However, previous studies have not considered longitudinal adherence patterns while evaluating oral DMAs. OBJECTIVES: This study aimed to evaluate the association of oral DMAs and their adherence trajectories with annualized relapse rate (ARR) in patients with MS. METHODS: This retrospective observational cohort study based on the 2015-2019 MarketScan Commercial Claims and Encounters Database involved continuous enrolled adults (18-64 years) with ≥1 MS diagnosis (ICD-9/10-CM:340/G35) and ≥ 1 oral DMA prescription. Patients were grouped into incident fingolimod (FIN), teriflunomide (TER), and dimethyl fumarate (DMF) users based on the index DMA with a one-year washout period. Annual DMA adherence trajectories based on the monthly Proportion of Days Covered (PDC) one year after treatment initiation were identified using Group-Based Trajectory Modeling (GBTM). The validated claims-based ARR was evaluated during the one-year follow-up period using generalized boosted model-based inverse probability treatment weights with negative binomial regression model. RESULTS: The study cohort consisted of 994 MS patients who initiated with FIN (23.0%), TER (22.3%), and DMF (54.7%) during the study period. GBTM grouped eligible patients into three adherence trajectories: complete adherers (59.2%), slow decliners (23.8%), and rapid decliners (17.0%). The proportion of complete adherers varied across the oral DMAs (FIN: 67.1%, TER: 55.4%, and DMF: 57.4%). The negative binomial regression modeling revealed that, while there was no difference in ARR across the three DMAs, rapid decliners (adjusted incidence rate ratio[aIRR]: 1.6, 95% CI: 1.1-2.4) had a higher rate of relapses compared to completely adherent patients. The type of oral DMAs did not moderate the relationship between ARR and the adherence trajectory groups. CONCLUSIONS: Adherence trajectories classified as rapid decliners were associated with a higher ARR than complete adherers after adjusting for their type of oral DMAs. Longitudinal medication adherence patterns are critical in reducing relapse rates in MS.
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Crotonatos , Dimetilfumarato , Clorhidrato de Fingolimod , Hidroxibutiratos , Cumplimiento de la Medicación , Nitrilos , Recurrencia , Toluidinas , Humanos , Adulto , Femenino , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Persona de Mediana Edad , Crotonatos/administración & dosificación , Crotonatos/uso terapéutico , Estudios Retrospectivos , Toluidinas/administración & dosificación , Toluidinas/uso terapéutico , Adulto Joven , Dimetilfumarato/administración & dosificación , Dimetilfumarato/uso terapéutico , Clorhidrato de Fingolimod/uso terapéutico , Clorhidrato de Fingolimod/administración & dosificación , Adolescente , Esclerosis Múltiple/tratamiento farmacológico , Administración Oral , Inmunosupresores/administración & dosificación , Inmunosupresores/uso terapéutico , Esclerosis Múltiple Recurrente-Remitente/tratamiento farmacológico , Factores Inmunológicos/administración & dosificaciónRESUMEN
BACKGROUND: Community pharmacies are ideal venues for pre-exposure prophylaxis (PrEP) delivery. Pharmacists and pharmacy-based PrEP delivery programs have the potential to improve access. OBJECTIVES: This study elicited preferences for attributes of a hypothetical community pharmacy-based PrEP delivery program among US men who have sex with men (MSM) and assessed predictors of their preferences. METHODS: Data were collected via a cross-sectional anonymous survey of US MSM, who were aged 18-65 years, not transgender, reported HIV status negative/unknown, and PrEP eligible. A discrete choice experiment was conducted with seven attributes of a pharmacy-based PrEP program: initial PrEP eligibility screening mode, location for human immunodeficiency virus (HIV) tests, timing for HIV test results, PrEP decision-making style, location of PrEP consultations, PrEP medication fill method, and mode for ongoing monitoring. Latent class analysis was performed to analyze preference heterogeneity. Multinomial logistic regression assessed predictors of latent class membership. RESULTS: This study included 390 MSM. Time to receive HIV test results was the most important attribute; receiving results on the same day had the highest preference. The next most important attribute was PrEP screening mode; online questionnaires were the most preferred. Respondents' preferences clustered into four classes: 1) "Same day results and online monitoring" (SDROM) group (63.1%), 2) "Consumerist decision-making" (CDM) group (16.2%), 3) "Self-screening (online questionnaire)" (SOQ) group (11.3%), and 4) "Same day results preferring" (SDRP) group (9.5%). Hispanic MSM (adjusted odds ratio [aOR] =0.31, 95% confidence interval [CI] [0.12-0.84], P = 0.020), MSM of other races (aOR=0.38, 95% CI [0.15-0.97], P = 0.044) vs. White MSM; and those having a sexually transmitted disease recently (aOR=0.37, 95% CI [0.16-0.85], P = 0.018), had lower odds of being in the CDM group vs. the SDROM group. CONCLUSIONS: MSM's preferences for a pharmacy-based PrEP program are heterogeneous. Same day results for HIV tests and online PrEP screening are key components when designing a community pharmacy-based PrEP program.
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BACKGROUND: Immune checkpoint inhibitor (ICI) treatment has been linked to a variety of immune-related adverse events (irAEs), which can affect any organ system. The incidence and risk factors of irAEs have not been adequately evaluated among older adults with NSCLC. METHODS: A cohort study was conducted using 1999-2019 SEER-Medicare data among beneficiaries aged ≥65 years with a diagnosis of NSCLC who received nivolumab, pembrolizumab, or atezolizumab. Incident irAEs were identified post-ICI initiation. Demographic, cancer-related characteristics, and clinical history risk factors of irAEs were evaluated with competing events considered. RESULTS: A total of 8175 older NSCLC patients were included (with 46.8% experiencing irAEs). Pneumonitis (16.5%), hypothyroidism (10.5%), arrhythmia (11.18%), and acute kidney injury (AKI) (5.8%) were the most common irAEs. The median time to first irAE was 82 days (IQR: 29-182 days). The earliest onset of irAE occurrence was for hematologic irAEs, while the latest were gastrointestinal, dermatologic, and musculoskeletal irAEs. Fine-Gray regression modeling revealed significantly greater hazards of irAE occurrence in patients who received pembrolizumab at index, did not have CNS metastases, had a history of autoimmune disorder, and had chemotherapy in combination with ICI. Race, socioeconomic status, previous radiation therapy, and comorbidity burden were found to be associated with the occurrence of certain type of irAEs. CONCLUSION: A significant proportion of older patients with NSCLC develop an irAE after receiving ICI treatment. Factors related to cancer and treatment as well as demographics contribute to the increased risk of irAEs. Close monitoring and prediction of irAE among older patients receiving ICI is warranted.
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Carcinoma de Pulmón de Células no Pequeñas , Inhibidores de Puntos de Control Inmunológico , Neoplasias Pulmonares , Programa de VERF , Humanos , Anciano , Inhibidores de Puntos de Control Inmunológico/efectos adversos , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Masculino , Femenino , Incidencia , Factores de Riesgo , Neoplasias Pulmonares/tratamiento farmacológico , Anciano de 80 o más Años , Estados Unidos/epidemiología , Anticuerpos Monoclonales Humanizados/efectos adversos , Anticuerpos Monoclonales Humanizados/uso terapéutico , Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos/epidemiología , Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos/etiologíaRESUMEN
BACKGROUND: Opioid tapering and discontinuation have increased in recent years with the implementation of national prescribing guidelines. This study aimed to examine the relationship between opioid tapering velocity and mental health crisis events in older Medicare beneficiaries. METHODS: A nested case-control study was conducted using the 2012-2018, 5% national Medicare claims data. Older adults with chronic non-cancer pain (CNCP) who were receiving long-term opioid therapy (LTOT) were included in the study. Cases were defined as individuals experiencing mental health crisis events; controls were identified using incidence density sampling. The opioid tapering velocity was measured in the 120-day hazard period that yielded a monthly percentage of dose change. Conditional logistic regression was used to assess the relationship of interest. RESULTS: A total of 42 091 older adults with CNCP were eligible for the study. Cases (n = 952) were matched with controls in a 1:2 ratio based on age (±1 year) and time of cohort entry (±30 days). A higher percentage of controls (67.65%) were on steady dose compared with cases (59.03%). In the adjusted model, tapering (aOR = 1.36; 95% CI: 1.02-1.83), rapid tapering (aOR = 1.45; 95% CI: 1.11-1.91), and dose escalation (aOR = 1.78; 95% CI: 1.32-2.39) were significantly associated with the mental health crisis, compared with steady dose. CONCLUSION: Both opioid tapering and dose escalation are associated with mental health crisis events. Patient-driven and gradual dose tapering, as recommended by prescribing guidelines, should be promoted to prevent mental health crisis events among older adults on LTOT.
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Analgésicos Opioides , Dolor Crónico , Trastornos Mentales , Anciano , Humanos , Analgésicos Opioides/administración & dosificación , Analgésicos Opioides/efectos adversos , Estudios de Casos y Controles , Dolor Crónico/tratamiento farmacológico , Dolor Crónico/epidemiología , Medicare , Estados Unidos/epidemiología , Trastornos Mentales/epidemiologíaRESUMEN
This paper groups persons who have transitioned into family caregiving using a latent class analysis and examines class differences on measures of well-being. Latent classes were identified for a sample of 251 participants who became family caregivers while participating in a longitudinal national study, and linear regression analyses compared average well-being change scores across classes. Fit indices supported a four-class solution dispersed along two conceptual dimensions: caregiving intensity and caregiving stain. The largest class (35.5%) was characterized as low intensity, low strain. The smallest class (12.7%) was characterized as high intensity, high strain, and these caregivers had significantly worse well-being change scores compared to the other caregiving classes. Categorizing caregivers by differing levels of care intensity and caregiving strain helps identify caregivers who are at most risk for poor psychosocial outcomes, determines which caregivers might benefit from specific caregiver support programs, and informs investigators on possible refinements to interventions.
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Cuidadores , Relaciones Familiares , Humanos , Análisis de Clases Latentes , Cuidadores/psicología , Estudios LongitudinalesRESUMEN
Background: Despite a number of states in the U.S. enacting medical marijuana policies, there is currently a lack of research outlining the role that individual-level factors play in predicting medical marijuana use, especially regarding use and misuse of prescription pain relievers. The overall aim of this study was to assess the prevalence of medical marijuana use in the U.S. and to identify clinical, social, and demographic predictors. Methods: A retrospective secondary database analysis was conducted utilizing five years of the National Survey on Drug Use and Health (NSUDH). A multivariable logistic regression model assessed the association between prescription pain reliever use and medical marijuana in the adult U.S. population while adjusting for substance use factors, psychiatric factors, and demographic characteristics. Results: Within the U.S. adult population from 2015 to 2019, medical marijuana use increased from 1.6% to 2.4%, while appropriate prescription pain reliever use decreased from 33.4% to 27.5%, and prescription pain reliever misuse decreased from 4.7% to 3.7%. Of all marijuana users, 15.1% resided within non-medical marijuana states. Medical marijuana users are more likely to have a serious mental illness (14.0% vs. 4.4%) and a non-marijuana related substance dependence (5.3% vs. 1.2%). Past-year medical marijuana use was significantly more likely to be reported among appropriate users of prescription pain relievers (OR = 1.99, p < .001) and misusers (OR = 1.94, p < .001) (relative to nonusers). Conclusions: Prescription pain reliever appropriate use and misuse were associated with higher odds of medical marijuana use. This study identified a potential treatment gap among individuals residing in states with no medical marijuana availability. These study findings highlight the potential benefits of medical marijuana legalization that future research can build on to guide policy making decisions.
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BACKGROUND: Prevalence of Non-Medical Use of Prescription Stimulants (NMUPS) is estimated to be high among young adults enrolled in college. However, precise estimation of the prevalence of NMUPS is challenging owing to biases affecting self-report of sensitive and potentially illegal behaviors. OBJECTIVE: This study aimed to estimate the prevalence and risk factors of NMUPS using the crosswise randomized response technique (CRRT) and compare findings to the traditionally-used direct self-report (DSR) method. METHODS: This study utilized a cross-sectional, randomized experimental design to survey adult undergraduate students at a major southeastern university in the United States. Eligible respondents were randomly assigned to a DSR group or a CRRT group. Those in the DSR group were presented a direct question about NMUPS, but those in the CRRT group were asked to indicate whether their response to the NMUPS question was the 'same' or 'different' compared to a random non-sensitive question. RESULTS: Prevalence of NMUPS was found to be 18.6% (95% CI:18.5%-18.7%) in the DSR group and 32.5% (95% CI:32.1%-32.9%; p = 0.003) in the CRRT group. Logistic regression analysis predicting NMUPS in the DSR group showed that it was significantly associated with positive expectancies (OR:3.50; 95% CI:2.44-5.02), negative expectancies (OR:0.49; 95% CI:0.35-0.68), perceived norms (OR:1.71; 95% CI:1.27-2.29), and religious beliefs (OR:0.69; 95% CI:0.52-0.92). CONCLUSIONS: The setting and mechanism of the survey is likely closely related to the validity of prevalence estimation of sensitive behaviors. This study found that prevalence of sensitive behaviors such as NMUPS is significantly higher when respondents are provided increased anonymity.
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BACKGROUND: Pressures to reduce opioid prescribing have potential to incentivize coprescribing of opioids (at lower dose) with psychotropic medications. Evidence concerning the extent of the problem is lacking. This study assessed trends in coprescribing and characterized coprescribing patterns among Medicare-enrolled older adults with chronic noncancer pain (CNCP) receiving long-term opioid therapy (LTOT). METHODS: A cohort study was conducted using 2012-2018 5% National Medicare claims data. Eligible beneficiaries were continuously enrolled and had no claims for cancer diagnoses or hospice use, and ≥ 2 claims with diagnoses for CNCP conditions within a 30-day period in the 12 months before the index date (LTOT initiation). Coprescribing was defined as an overlap between opioids and any class of psychotropic medication (antidepressants, benzodiazepines, antipsychotics, anticonvulsants, muscle relaxants, and nonbenzodiazepine hypnotics) based on their prescription fill dates and days of supply in a given year. The occurrence of coprescribing, coprescribing intensity, and number of days of overlap with psychotropic medications were calculated for each calendar year. RESULTS: The eligible study population of individuals on LTOT ranged from 2038 in 2013 to 1751 in 2018. The occurrence of coprescribing among eligible beneficiaries decreased from 73.41% in 2013 to 70.81% in 2015 and then increased slightly to 71.22% in 2018. Among eligible beneficiaries with at least one overlap day, the coprescribing intensity with any class of psychotropic medications showed minimal variation throughout the study period: 74.73% in 2013 and 72.67% in 2018. Across all the years, the coprescribing intensity was found to be highest with antidepressants (2013, 49.90%; 2018, 50.33%) followed by benzodiazepines (2013, 25.42%; 2018, 19.95%). CONCLUSION: Coprescribing was common among older adults with CNCP who initiated LTOT but did not rise substantially in the period studied. Future research should investigate drivers behind coprescribing and safety of various patterns of use.
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Analgésicos Opioides , Dolor Crónico , Humanos , Anciano , Estados Unidos , Analgésicos Opioides/uso terapéutico , Estudios de Cohortes , Estudios Retrospectivos , Medicare , Dolor Crónico/tratamiento farmacológico , Pautas de la Práctica en Medicina , Psicotrópicos/uso terapéutico , Benzodiazepinas/uso terapéutico , Antidepresivos/uso terapéuticoRESUMEN
OBJECTIVE: The objective of this study was to assess pharmacists' readiness to take actions resulting in change at the individual level or systemic level. DESIGN/SETTING AND PARTICIPANTS/OUTCOME MEASURES: An online survey was distributed via pharmacy-related social media pages and several state pharmacy association newsletters and e-mail listservs. Fifteen items assessed participants' readiness to pursue change using a 5-point scale based on the transtheoretical model of behavior change (1 = Do not plan on doing, 2 = Plan to take in the next 6 months, 3 = Plan to take in the next month, 4 = Took in the past 6 months, 5 = Took more than 6 months ago). Categorical principal components analysis (CATPCA) was used as a data reduction technique to identify underlying components of the 15 items assessing readiness to improve working conditions. Component scores for each component were calculated and used as dependent variables in multivariable linear regression models to test associations between the components and sociodemographic and work-related predictors. RESULTS: CATPCA revealed a 12-item scale with 2 components accounting for 39.97% of the total variance. Pharmacists working in independent pharmacies had a significantly higher willingness than chain pharmacists to pursue actions with potential to result in systemic-level changes, such as contacting or joining an organization to attempt to improve their current working conditions (regression coefficient = 0.623, P < 0.001). Pharmacists working in independent pharmacies had a significantly lower willingness than chain pharmacists to pursue actions resulting in individual-level changes, such as changing their current job or quitting (regression coefficient = -0.485, P < 0.001). CONCLUSION: Pharmacists working in national chains may be less willing than independent pharmacists to pursue systemic-level changes owing to fear of discipline from employers. Future research should examine the effect of interventions intended to increase pharmacists' motivation and readiness to pursue changes to improve working conditions.
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OBJECTIVES: To describe the continuity of opioid prescribing and prescriber characteristics among older adults with chronic noncancer pain (CNCP) who are on long-term opioid therapy (LTOT) and to evaluate the association of continuity of opioid prescribing and prescriber characteristics with the risk of opioid-related adverse events. STUDY DESIGN: Nested case-control design. METHODS: This study employed a nested case-control design using a 5% random sample of the national Medicare administrative claims data for 2012-2016. Eligible individuals experiencing a composite outcome of opioid-related adverse events were defined as cases and matched to controls using incidence density sampling. Continuity of opioid prescribing (operationalized using the Continuity of Care Index) and prescriber specialty were assessed among all eligible individuals. Conditional logistic regression was conducted to assess the relationships of interest after accounting for known confounders. RESULTS: Individuals with low (odds ratio [OR], 1.45; 95% CI, 1.08-1.94) and medium (OR, 1.37; 95% CI, 1.04-1.79) continuity of opioid prescribing were found to have greater odds of experiencing a composite outcome of opioid-related adverse events compared with individuals with high prescribing continuity. Fewer than 1 in 10 (9.2%) older adults starting a new LTOT episode received at least 1 prescription from a pain specialist. Receiving a prescription from a pain specialist was not significantly associated with the outcome in adjusted analyses. CONCLUSIONS: We found that higher continuity of opioid prescribing, but not provider specialty, was significantly associated with fewer opioid-related adverse outcomes among older adults with CNCP.
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Analgésicos Opioides , Dolor Crónico , Humanos , Anciano , Estados Unidos , Analgésicos Opioides/efectos adversos , Medicare , Pautas de la Práctica en Medicina , Prescripciones , Estudios RetrospectivosRESUMEN
Circulating levels of inflammatory biomarkers may be influenced by chronic psychological stressors such as those experienced by family caregivers. However, previous studies have found mostly small and inconsistent differences between caregivers and control samples on individual measures of systemic inflammation. Latent variables of inflammation were extracted from six biomarkers collected from two blood samples over 9 years apart for 502 participants in a national cohort study. One-half of these participants transitioned into a sustained family caregiving role between the blood samples. Two latent factors, termed "up-regulation" and "inhibitory feedback," were identified, and the transition to family caregiving was associated with a lower increase over time on the inhibitory feedback factor indexed by interleukin (IL)-2 and IL-10. No caregiving effect was found on the up-regulation factor indexed primarily by IL-6 and C-reactive protein. These findings illustrate the advantages of using latent variable models to study inflammation in response to caregiving stress.
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Proteína C-Reactiva , Inflamación , Humanos , Estudios de Cohortes , Estrés Psicológico/psicología , Cuidadores/psicología , BiomarcadoresRESUMEN
Background: Job satisfaction affects organizational outcomes including performance and retention. The pharmacy job satisfaction literature points to several predictors of job satisfaction, but educational debt and various work settings have not been previously examined. Objectives: To identify predictors of Virginia pharmacists' job satisfaction. Methods: This cross-sectional study used data from the 2018 Virginia Pharmacist Workforce Survey. Of 15,424 registered pharmacists, 13,962 (90.5%) completed the survey. Pharmacists who reported being employed and working in Virginia in the previous year (2017) were included in the analysis (n = 6042). Data were summarized using descriptive statistics. Multiple logistic regression identified predictors of job satisfaction. Results: Respondents were primarily female (66.3%), Pharm.D. degree holders (65.5%), with a 14.8-year average work experience. Most pharmacists (86%) reported being very/somewhat satisfied with their job. Educational debt was not significantly associated with job satisfaction. Significant predictors of job satisfaction included: being female (aOR = 1.28, 95% CI 1.08, 1.52); working <30 (aOR = 1.80, 95% CI 1.14, 2.84), 30-39 (aOR = 1.47, 95% CI 1.02, 2.11), or 40-49 (aOR = 1.42, 95% CI 1.02, 1.98) versus ≥50 h per week; earning an annual income of <$50,000 (aOR = 0.60, 95% CI 0.38, 0.94) or ≥ $150,000 (aOR = 2.05, 95% CI 1.30, 3.23) versus $100,000-$149,999; working in an independent community pharmacy (aOR = 3.72, 95% CI 2.54, 5.44), health system (aOR = 3.81, 95% CI 2.78, 5.22), clinic-based pharmacy (aOR = 4.39, 95% CI 2.18, 8.83), academia (aOR = 5.20, 95% CI 1.97, 13.73), benefits administration (aOR = 3.64, 95% CI 1.71, 7.74), long-term home and home health/infusion (aOR = 1.71, 95% CI 1.10, 2.67), mass merchandiser community (aOR = 0.79, 95% CI 0.62, 0.99), or manufacturer and wholesale distributor (aOR = 3.46, 95% CI 1.97, 6.08) versus chain community pharmacy. Conclusions: Overall, Virginia pharmacists reported high job satisfaction. Pharmacists working in chain community pharmacy reported lower satisfaction relative to other settings. Being female, having a high annual income, and working for less hours was associated with improved job satisfaction.
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PURPOSE: To examine the relationship between social participation and subjective well-being (SWB) among older adults using pain medications and evaluate the impact of sex on this relationship. METHODS: A cross-sectional analysis was conducted using the 2019 National Health and Aging Trends Study data, a nationally-representative sample of Medicare beneficiaries 65 years and older. Individuals were included if they reported taking pain medications for five days or more per week over the last month. Social participation was operationalized using the sum score of four items: visiting family and friends, going out for enjoyment, attending religious services, and participation in other organized activities. SWB was operationalized as a latent variable using four items reflecting positive and negative emotions, and three items reflecting self-evaluation. Structural equation modeling was used to test the relationship between key study constructs, as well as the moderating effect of sex on the relationship between social participation and SWB. RESULTS: A total of 964 (weighted N = 7,660,599) participants were included in the study. Most participants were female (61.3%), White (81.0%), community-dwelling (94.9%) older adults. Confirmatory factor analysis showed appropriate fit for SWB. Social participation had a statistically significant association with SWB (unstandardized regression coefficient = 0.133; 95% CI 0.071, 0.196; p < 0.001) after adjusting for covariates. However, this relationship was not moderated by sex (p = 0.836). CONCLUSION: Social participation is positively and significantly associated with SWB among older adults using pain medications. Interventions aimed at improving SWB should consider incorporating a social activities component.
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Medicare , Calidad de Vida , Anciano , Estudios Transversales , Femenino , Humanos , Masculino , Dolor/tratamiento farmacológico , Calidad de Vida/psicología , Participación Social , Estados UnidosRESUMEN
Clinical and social pharmacy researchers often have questions regarding contingencies of effects (i.e., moderation) that are tested by including interactions in statistical models. Much of the available literature for estimating and testing effects that emanate from moderation models is based on extensions of the linear model with continuous outcomes. Binary (or dichotomous) outcome variables, such as prescription-medication misuse versus no misuse, are commonly encountered by clinical and social pharmacy researchers. In moderation analysis, binary outcomes have led to an increased focus on the fact that measures of interaction are scale-dependent; thus, researchers may need to consider both additive interaction and multiplicative interaction. Further complicating interpretation is that the statistical model chosen for an interaction can provide different answers to questions of moderation. This manuscript will: 1) identify research questions in clinical and social pharmacy that necessitate the use of these statistical methods, 2) review statistical models that can be used to estimate effects when the outcome of interest is binary, 3) review basic concepts of moderation, 4) describe the challenges inherent in conducting moderation analysis when modeling binary outcomes, and 5) demonstrate how to conduct such analyses and interpret relevant statistical output (including interpretations of interactions on additive and multiplicative scales with a focus on identifying which statistical models for binary outcomes lead to which measure of interaction). Although much of the basis for this paper comes from research in epidemiology, recognition of these issues has occurred in other disciplines.
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Investigación en Farmacia , Humanos , Modelos Lineales , Modelos EstadísticosRESUMEN
BACKGROUND: Chronic non-cancer pain (CNCP) is highly prevalent in older adults and long-term opioid therapy (LTOT) has been used to manage chronic pain. However, the safety of LTOT among older adults with CNCP is not well-established and there is a need to identify therapy-related risk factors of opioid-related adverse events among older adults. OBJECTIVE: To evaluate the relationship between opioid dose and formulation and the risk of opioid-related adverse events among Medicare-eligible older adults on LTOT. DESIGN: Nested case-control study. PARTICIPANTS: Older Medicare beneficiaries (N=35,189) who received > 3 opioid prescriptions with a total days-supply of >45 days within a 90-day period for CNCP between 2012 and 2016. MAIN MEASURES: This study utilized Medicare 5% medical and prescription claims data. Outcome measures included opioid-induced respiratory depression (OIRD), opioid overdose, all-cause mortality, and a composite outcome, defined as the first occurrence of any of the previous three events. Key independent variables were opioid formulation and opioid dose (measured in morphine milligram equivalents (MME)) prescribed during LTOT. KEY RESULTS: Seventy-four OIRD, 133 overdose, 982 all-cause mortality, and 1122 composite outcome events were observed during follow-up. In unadjusted analyses, the use of combination opioids (OR: 4.52 [95%CI: 1.51-13.47]) was significantly associated with OIRD compared to short-acting (SA) opioids. In adjusted analyses, opioid-related adverse events were significantly associated with the use of LA (overdose OR: 13.00 [95%CI: 1.30-130.16] and combination opioids (overdose OR: 6.27 [95%CI: 1.91-20.55]; mortality OR: 2.75 [95%CI: 1.87-4.04]; composite OR: 2.82 [95%CI: 2.01-3.96]) when compared to SA opioids. When compared to an average dose of less than 20 MME, outcomes were significantly associated with doses of 20-50 MME (mortality OR: 1.61 [95%CI: 1.24-2.10]; composite OR: 1.59 [95%CI: 1.26-2.01]) and >50 MME (mortality OR: 1.99 [95%CI: 1.28-3.10]; composite OR: 2.09 [95%CI: 1.43-3.04]). CONCLUSIONS: Older adults receiving medically prescribed opioids at higher doses and those using LA and combination of LA and SA opioids are at increased risks for opioid-related adverse events, highlighting the need for close patient supervision.
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Dolor Crónico , Sobredosis de Droga , Anciano , Analgésicos Opioides , Estudios de Casos y Controles , Dolor Crónico/tratamiento farmacológico , Dolor Crónico/epidemiología , Sobredosis de Droga/epidemiología , Humanos , Medicare , Estudios Retrospectivos , Estados Unidos/epidemiologíaRESUMEN
BACKGROUND: Low-income subsidy/dual eligibility (LIS/DE) status and disability status may be associated with high-risk medication (HRM) use but are not usually accounted for in medication-use quality measures. OBJECTIVE: To examine the association of: 1) LIS/DE status and HRM use; and 2) disability status and HRM use, while controlling for both health plan level effects and patient characteristics for Medicare beneficiaries enrolled in Medicare Advantage Prescription Drug Plans (MA-PD) and stand-alone Prescription Drug Plans (PDP). METHODS: This retrospective cross-sectional study used 2013 Medicare data to determine if LIS/DE status and disability status were independently associated with HRM use (using the Pharmacy Quality Alliance HRM measure) in MA-PDs and PDPs. Multivariable generalized linear mixed models assessed the association of LIS/DE and HRM use, and disability and HRM use, after adjusting for health plan effect and patient-level confounders for MA-PD and PDP beneficiaries. RESULTS: Of 520,019 MA-PD beneficiaries, 88,693 (17.1%) were LIS/DE and 48,997 (9.4%) were disabled. Of 881,264 PDP beneficiaries, 213,096 (24.2%) were LIS/DE, and 83,593 (9.5%) were disabled. LIS/DE beneficiaries had a higher percent of HRM users compared to non-LIS/DE MA-PD (13.3% vs. 9.7%, p < 0.001) and PDP (17.1% vs. 13.2%, p < 0.001) beneficiaries. Disabled beneficiaries had a higher percent of HRM users compared to non-disabled MA-PD (17.0% vs. 9.6%, p < 0.001) and PDP (22.9% vs. 13.2%, p < 0.001) beneficiaries. Multivariable analyses showed LIS/DE (adjusted odds ratio [AOR] = 1.07; 95% CI = 1.04, 1.10) and disability (AOR = 1.38; 95% CI = 1.34, 1.42) were associated with HRM use among MA-PD and PDP beneficiaries (LIS/DE AOR = 1.14; 95% CI = 1.12, 1.16; disability AOR = 1.37; 95% CI = 1.34, 1.40). CONCLUSIONS: The association of LIS/DE and disability with higher HRM use in both MA-PD and PDP beneficiaries, when controlling for health plan effects and patient characteristics, suggests these factors should be considered when comparing health plan performance on HRM measures.