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BACKGROUND: Literature on 30-day readmission in adults with sickle cell disease (SCD) is limited. This study examined the overall and age-stratified rates, risk factors, and healthcare resource utilization associated with 30-day readmission in this population. METHODS: Using the Nationwide Readmissions Database, a retrospective cohort study was conducted to identify adult patients (aged ≥ 18) with SCD in 2016. Patients were stratified by age and followed for 30 days to assess readmission following an index discharge. The primary outcome was 30-day unplanned all-cause readmission. Secondary outcomes included index hospitalization costs and readmission outcomes (e.g., time to readmission, readmission costs, and readmission lengths of stay). Separate generalized linear mixed models estimated the adjusted odds ratios (aORs) for associations of readmission with patient and hospital characteristics, overall and by age. RESULTS: Of 15,167 adults with SCD, 2,863 (18.9%) experienced readmission. Both the rates and odds of readmission decreased with increasing age. The SCD complications vaso-occlusive crisis and end-stage renal disease (ESRD) were significantly associated with increased likelihood of readmission (p < 0.05). Age-stratified analyses demonstrated that diagnosis of depression significantly increased risk of readmission among patients aged 18-to-29 years (aOR = 1.537, 95%CI: 1.215-1.945) but not among patients of other ages. All secondary outcomes significantly differed by age (p < 0.05). CONCLUSION: This study demonstrates that patients with SCD are at very high risk of 30-day readmission and that younger adults and those with vaso-occlusive crisis and ESRD are among those at highest risk. Multifaceted, age-specific interventions targeting individuals with SCD on disease management are needed to prevent readmissions.
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Anemia de Células Falciformes , Fallo Renal Crónico , Humanos , Adulto , Readmisión del Paciente , Estudios Retrospectivos , Anemia de Células Falciformes/complicaciones , Anemia de Células Falciformes/epidemiología , Anemia de Células Falciformes/terapia , Hospitalización , Factores de Riesgo , Fallo Renal Crónico/complicacionesRESUMEN
Background: The current social and legal landscape is likely to foster the medicinal and recreational use of cannabis. Synthetic cannabinoid use is associated with acute kidney injury (AKI) in case reports; however, the association between natural cannabis use and AKI risk in patients with advanced chronic kidney disease (CKD) is unknown. Materials and Methods: From a nationally representative cohort of 102,477 U.S. veterans transitioning to dialysis between 2007 and 2015, we identified 2215 patients with advanced CKD who had undergone urine toxicology (UTOX) tests within a year before dialysis initiation and had inpatient serial serum creatinine levels measured within 7 days after their UTOX test. The exposure of interest was cannabis use compared with no use as ascertained by the UTOX test. We examined the association of this exposure with AKI using logistic regression and inverse probability of treatment weighting with extensive adjustment for potential confounders. Results: The mean age of the overall cohort was 61 years; 97% were males, 51% were African Americans, 97% had hypertension, 76% had hyperlipidemia, and 75% were diabetic. AKI occurred in 56% of the cohort, and in multivariable-adjusted analysis, cannabis use (when compared with no substance use) was not associated with significantly higher odds of AKI (odds ratio 0.85, 95% confidence interval 0.38-1.87; p=0.7). These results were robust to various sensitivity analyses. Conclusions: In this observational study examining patients with advanced CKD, cannabis use was not associated with AKI risk. Additional studies are needed to characterize the impact of cannabis use on risk of kidney disease and injury.
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Lesión Renal Aguda , Cannabis , Insuficiencia Renal Crónica , Masculino , Humanos , Persona de Mediana Edad , Femenino , Diálisis Renal , Factores de Riesgo , Estudios Retrospectivos , Insuficiencia Renal Crónica/terapia , Lesión Renal Aguda/terapiaRESUMEN
BACKGROUND: There is a need to shift pharmacy payment models, given the expanding role of the community pharmacist in improving patient outcomes, misaligned incentives of the existing reimbursement model, and deleterious effects of a lack of transparency on prescription costs. OBJECTIVES: The primary objective of this paper was to develop a payment strategy for a Membership Pharmacy Model within an independent community pharmacy setting. A secondary objective of this paper is to explore the early impact of a novel value-based pharmacy payment model on patients, pharmacies, and self-insured employers. PRACTICE DESCRIPTION: Good Shepherd Pharmacy, a nonprofit Membership Pharmacy founded in Memphis, TN, in 2015. PRACTICE INNOVATION: We discuss a novel, value-based payment model for community pharmacy, which involves a partnership between pharmacy and employer, without the use of a pharmacy benefit manager, using a recurring (i.e., membership pharmacy) business revenue model. EVALUATION METHODS: The pilot program was assessed using the RE-AIM framework. RESULTS: The pilot enrolled 34 patients for whom 1399 prescriptions were filled spanning 13 quarterly refill cycles from January 2019-March 2022. After the intervention, proportion of days covered for diabetes and cholesterol medications both increased: 96.7% and 100% (P < 0.05); 90.3% and 98.1% (P > 0.05). Financial savings for the employer group were realized across both fee charges and prescription medication costs. The net savings provided to the employer was $67,843, a 35% reduction in topline pharmacy spending. Revenue for the pharmacy was realized exclusively through synchronization fees of $30 per fill. Synchronization fees for the entire study totaled $41,970, and the average revenue per quarterly batch refill was $3228. CONCLUSION: The Membership Pharmacy Model represents a potentially viable alternative to traditional fee-for-service, buy-and-bill pharmacy payment models through its use of medication pricing based on actual acquisition costs, lean pharmacy operations, and value-based reimbursement methods.
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Servicios Comunitarios de Farmacia , Farmacias , Farmacia , Humanos , Estudios de Factibilidad , FarmacéuticosRESUMEN
Community pharmacies represent a highly accessible and convenient setting for vaccination. However, setting-specific barriers exist which contribute to suboptimal vaccination rates, particularly for pneumococcal vaccinations. One proven quality improvement framework growing in use within healthcare settings is Lean Six Sigma (LSS). This paper describes the application of the LSS framework in select locations of a national pharmacy chain. The implementation of a training program for improved recommendation techniques to promote higher rates of pneumococcal vaccinations in high-risk adult populations is also addressed. A mixed-methods approach including pre/post quasi-experimental design and in-depth key informant interviews was used.
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There is increasing support for HPV vaccination in the pharmacy setting, but the availability of the HPV vaccine is not well known. Additionally, little is known about perceptions of medical providers regarding referring patients to community pharmacies for HPV vaccination. The purpose of this study was to determine HPV vaccine availability in community pharmacies and to understand, among family medicine and obstetrics-gynecology providers, the willingness of and perceived barriers to referring patients for HPV vaccination in a pharmacy setting. HPV vaccine availability data were collected from pharmacies in a southern region of the United States. Family medicine and obstetrics-gynecology providers were surveyed regarding vaccine referral practices and perceived barriers to HPV vaccination in a community pharmacy. Results indicated the HPV vaccine was available in most pharmacies. Providers were willing to refer patients to a community pharmacy for HPV vaccination, despite this not being a common practice, likely due to numerous barriers reported. Pharmacist-administered HPV vaccination continues to be a commonly reported strategy for increasing HPV vaccination coverage. However, coordinated efforts to increase collaboration among vaccinators in different settings and to overcome systematic and legislative barriers to increasing HPV vaccination rates are still needed.
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About 45:000 cancers are linked to HPV each year in the United States alone. The HPV vaccine prevents cancer and is highly effective, yet vaccination coverage remains low. Pharmacies can play a meaningful role in increasing HPV vaccination access due to their availability and convenience. However, little is known about pharmacists' perceived barriers to HPV vaccination. The objective of this systematic review was to summarize existing literature on perceived barriers to administering HPV vaccination reported by pharmacists. Barriers identified from selected studies were synthesized and further grouped into patient, parental, (pharmacist's) personal, and system/organization barrier groups. Six studies were included in this review. The cost of the HPV vaccine, insurance coverage and reimbursement were commonly reported perceived barriers. Adolescent HPV vaccination barriers related to parental concerns, beliefs, and inadequate knowledge about the HPV vaccine. Perceived (pharmacist's) personal barriers were related to lack of information and knowledge about HPV vaccine and recommendations. At the system/organization level, barriers reported included lack of time/staff/space; difficulty in series completion; tracking and recall of patient; perceived competition with providers; and other responsibilities/vaccines taking precedence. Future strategies involving pharmacy settings in HPV-related cancer prevention efforts should consider research on multilevel pharmacy-driven interventions addressing barriers.
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INTRODUCTION: Clinical pharmacy service expansion is a challenge of scalability, and education can play a big part in the profession's transition to patient care. Underdeveloped staff management and leadership skills may prohibit scalability of innovative patient care service models observed in research and academic pharmacy environments. COMMENTARY: In today's rapidly evolving healthcare industry, formal education in leadership and management may provide the prerequisite skills for frontline pharmacists to innovate and scale clinical care services thereby improving quality patient outcomes. One important component of this is the use of pharmacist-extenders and team-based task delegation to eliminate technical tasks from the pharmacist's workload and maximize time spent in functions requiring professional judgment. IMPLICATIONS: The Academy should develop leadership and management skills in tandem with patient care-related skills to optimize care delivery. Specifically, pharmacy educators should lean into concepts of organizational behavior and evidence-based management. The future of pharmacy is highly dependent on future pharmacist leaders; development of successful leaders is imperative to the profession of pharmacy.
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Liderazgo , Servicio de Farmacia en Hospital , Competencia Clínica , Humanos , Farmacéuticos , FarmaciaRESUMEN
BACKGROUND: Patients with advanced CKD experience increased intestinal potassium excretion. This compensatory mechanism may be enhanced by laxative use; however, little is known about the association of laxative use with risk of dyskalemia in advanced CKD. METHODS: Our study population encompassed 36,116 United States veterans transitioning to ESKD from 2007 to 2015 with greater than or equal to one plasma potassium measurement during the last 1-year period before ESKD transition. Using generalized estimating equations with adjustment for potential confounders, we examined the association of time-varying laxative use with risk of dyskalemia (i.e., hypokalemia [potassium <3.5 mEq/L] or hyperkalemia [>5.5 mEq/L]) versus normokalemia (3.5-5.5 mEq/L) over the 1-year pre-ESKD period. To avoid potential overestimation of dyskalemia risk, potassium measurements within 7 days following a dyskalemia event were disregarded in the analyses. RESULTS: Over the last 1-year pre-ESKD period, there were 319,219 repeated potassium measurements in the cohort. Of these, 12,787 (4.0%) represented hypokalemia, and 15,842 (5.0%) represented hyperkalemia; the time-averaged potassium measurement was 4.5 mEq/L. After multivariable adjustment, time-varying laxative use (compared with nonuse) was significantly associated with lower risk of hyperkalemia (adjusted odds ratio [aOR], 0.79; 95% confidence interval [95% CI], 0.76 to 0.84) but was not associated with risk of hypokalemia (aOR, 1.01; 95% CI, 0.95 to 1.07). The results were robust to several sensitivity analyses. CONCLUSIONS: Laxative use was independently associated with lower risk of hyperkalemia during the last 1-year pre-ESKD period. Our findings support a putative role of constipation in potassium disarrays and also support (with a careful consideration for the risk-benefit profiles) the therapeutic potential of laxatives in hyperkalemia management in advanced CKD.
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BACKGROUND: Constipation is highly prevalent in patients with chronic kidney disease (CKD), particularly among those with end-stage renal disease (ESRD), partly due to their dietary restrictions, comorbidities and medications. Laxatives are typically used for constipation management; however, little is known about laxative use and its associated factors in patients with advanced CKD transitioning to ESRD. METHODS: In a retrospective cohort of 102 477 US veterans transitioning to dialysis between October 2007 and March 2015, we examined the proportion of patients who filled a prescription for any type of laxative within each 6-month period over 36 months pre- and post-transition to ESRD. Factors associated with laxative use during the last 1-year pre-ESRD period were identified by multivariable logistic regression. RESULTS: The proportion of patients prescribed laxatives increased as patients progressed to ESRD, peaking at 37.1% in the 6 months immediately following ESRD transition, then remaining fairly stable throughout the post-ESRD transition period. Among laxative users, stool softeners were the most commonly prescribed (â¼30%), followed by hyperosmotics (â¼20%), stimulants (â¼10%), bulk formers (â¼3%), chloride channel activator (<1%) and several combinations of these. The use of anticoagulants, oral iron supplements, non-opioid analgesics, antihistamines and opioid analgesics were among the factors independently associated with pre-ESRD laxative use. CONCLUSION: The use of laxatives increased considerably as patients neared transition to ESRD, likely mirroring the increasing burden of drug-induced constipation during the ESRD transition period. Findings may provide novel insight into better management strategies to alleviate constipation symptoms and reduce medication requirements in patients with advanced CKD.
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Laxativos , Insuficiencia Renal Crónica , Progresión de la Enfermedad , Humanos , Laxativos/uso terapéutico , Diálisis Renal , Insuficiencia Renal Crónica/complicaciones , Insuficiencia Renal Crónica/terapia , Estudios RetrospectivosRESUMEN
OBJECTIVES: Constipation is highly prevalent in advanced chronic kidney disease (CKD), due in part to dietary (e.g., fiber) restrictions, and is often managed by laxatives; however, the effect of laxative use on kidney function in advanced CKD remains unclear. We aimed to examine the association of laxative use with longitudinal change in estimated glomerular filtration rate (eGFR) in patients with advanced CKD. DESIGN AND METHODS: In a retrospective cohort of 43,622 US veterans transitioning to end-stage renal disease (ESRD) from 2007 to 2015, we estimated changes in eGFR (slope) by linear mixed-effects models using ≥2 available outpatient eGFR measurements during the 2-year period before transition to ESRD. The association of laxative use with change in eGFR was examined by testing the interaction of time-varying laxative use with time for eGFR slope in the mixed-effects models with adjustment for fixed and time-varying confounders. RESULTS: Laxatives were prescribed in 49.8% of patients during the last 2-year pre-ESRD period. In the crude model, time-varying laxative use was modestly associated with more progressive eGFR decline compared with non-use of laxatives (median [interquartile interval] -7.1 [-11.9, -4.3] vs. -6.8 [-11.6, -4.0] mL/min/1.73 m2/year, P < .001). After multivariable adjustment, a faster eGFR decline associated with laxative use (vs. non-use of laxatives) remained statistically significant, although the between-group difference in eGFR slope was minimal (median [interquartile interval] -8.8 [-12.9, -5.9] vs. -8.6 [-12.6, -5.6] mL/min/1.73 m2/year, P < .001). The significant association was no longer evident across different types of laxatives (i.e., stool softeners, stimulants, or hyperosmotics). CONCLUSIONS: There was a clinically negligible association of laxative use with change in eGFR during the last 2-year pre-ESRD period, suggesting the renal safety profile of laxatives in advanced CKD patients.
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Fallo Renal Crónico , Insuficiencia Renal Crónica , Progresión de la Enfermedad , Tasa de Filtración Glomerular , Humanos , Laxativos , Insuficiencia Renal Crónica/complicaciones , Estudios RetrospectivosRESUMEN
OBJECTIVE: To explore the implementation strategy of a recombinant zoster vaccine (RZV) clinical decision support (CDS) intervention in community pharmacy workflow to increase second-dose vaccination rates. SETTING: The level of analysis was the unit (e.g., pharmacy). The participants were selected from across approximately 2200 pharmacies in 37 states on the basis of criteria believed to affect implementation success (e.g., size, location) using a sampling matrix. PRACTICE DESCRIPTION: Large supermarket pharmacy chain. PRACTICE INNOVATION: Vaccine-based CDS intervention in community pharmacy workflow. EVALUATION: A mixed-methods contextual inquiry approach explored the implementation of a new RZV CDS workflow intervention. Data collection involved key informant, semistructured interviews and an electronic, Web-based survey. The survey was based on a validated instrument and was made available to all pharmacists nationwide within the study organization to assess views of the implementation's appropriateness, acceptability, and feasibility during early implementation. Afterward, a series of semistructured, in-depth interviews were conducted until a point of saturation was reached. The interview guide was based on selected constructs of the Consolidated Framework for Implementation Research. RESULTS: A total of 1128 survey responses were collected. Survey respondents agreed or strongly agreed that the implementation was acceptable (78.34%), appropriate (79.92%), and feasible (80.53%). Twelve pharmacist participants were interviewed via telephone. Five themes emerged from the interviews, revealing facilitators and barriers that affected implementation of the intervention: intervention characteristics, outer setting, inner setting, characteristics of individuals, and process. CONCLUSION: The implementation of the RZV CDS "nudge" intervention was welcomed, suitable, and operable in the community pharmacy setting to meet the needs of the organization, employees, and patients. The contextual factors identified during the implementation process of this CDS intervention in a community pharmacy setting may be used in scaling this and future CDS interventions for public health initiatives aimed at pharmacists in this setting.
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Servicios Comunitarios de Farmacia , Sistemas de Apoyo a Decisiones Clínicas , Farmacias , Vacunas , Humanos , FarmacéuticosRESUMEN
PURPOSE: The majority of patients with glaucoma do not take their medications as prescribed. Estimates of the cost-utility value of adherence to prescribed glaucoma medication are vital to implement potentially effective interventions. DESIGN: Cost-utility analysis using Monte Carlo microsimulations incorporating a series of Markov cycles (10 000 iterations per strategy). PARTICIPANTS: Patients with glaucoma aged ≥40 years with a full lifetime horizon (up to 60 years). METHODS: The analysis estimated glaucomatous progression on the basis of data from the United Kingdom Glaucoma Treatment Study. Participants with glaucoma entered the model at age 40 years with a mean deviation in the better-seeing eye of -1.4±-1.9 decibels (dB) and -4.3±-3.4 dB in the worse-seeing eye. Participants whose glaucoma worsened each year accumulate -0.8 dB loss compared with -0.1 dB loss for those who remained stable. Data from the Glaucoma Laser Trial and the Tube versus Trabeculectomy Studies were used to assign probabilities of worsening disease among treated patients. Claims data estimating rates of glaucoma medication adherence over 4 years were used to assign probability of adherence. Those with poor adherence were modeled as having outcomes similar to the placebo arm of the clinical trials. As patients' mean deviation deteriorated, they transitioned between health states from mild (≥-6 dB), to moderate (<-6 to ≥-12 dB), to severe glaucoma (<-12 to ≥23 dB), to unilateral (<-20 dB) and bilateral blindness. At each health state, patients incurred the costs of treatment and established health utilities; ultimately, societal costs of low vision and blindness were included. MAIN OUTCOME MEASURES: Cost and quality-adjusted life year (QALY) of glaucoma medication adherence. RESULTS: Beginning at an initial glaucoma diagnosis at age 40 years, patients proceeded to single-eye blindness as early as 19 years among those who were nonadherent and 23 years for those remaining adherent. Total healthcare costs for adherent patients averaged $62 782 (standard deviation [SD], 34 107), and those for nonadherent patients averaged $52 722 (SD, 38 868). Nonadherent patients had a mean loss of 0.34 QALYs, resulting in a cost-effectiveness ratio of $29 600 per QALY gained. CONCLUSION: At a conservative willingness to pay of $50 000/QALY, there is room to expand services to improve patient adherence.
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Antihipertensivos/economía , Análisis Costo-Beneficio/estadística & datos numéricos , Glaucoma de Ángulo Abierto/economía , Cumplimiento de la Medicación/estadística & datos numéricos , Años de Vida Ajustados por Calidad de Vida , Adulto , Anciano , Femenino , Glaucoma de Ángulo Abierto/tratamiento farmacológico , Costos de la Atención en Salud , Humanos , Masculino , Cadenas de Markov , Persona de Mediana Edad , Modelos Teóricos , Método de Montecarlo , Calidad de Vida , Reino UnidoRESUMEN
Introduction Text messaging (TM) is increasingly used by the U.S. medical practices and healthcare delivery systems, but little is known about preferences of medically underserved minority patients for TM supporting improved self-care decisions. We sought to determine the characteristics of text messages and TM programs preferred by African-American patients with diabetes in medically underserved areas. Methods This convergent mixed methods study employed a self-administered survey and focus group interviews. Quantitative and qualitative data were collected simultaneously, analyzed separately, and merged to provide a holistic view of the TM characteristics patients preferred. Participants (N = 36) were recruited from a medically underserved area in Memphis, Tennessee. Focus group data were uploaded into the NVivo qualitative data analysis software program, and main themes were identified. Standard frequencies were calculated for survey responses. Results Participants ranged in the age of 22-74 years (M = 54.1; SD = 14.6) were predominantly female (77.8%), African-Americans (88.9%), and had at least a high school education (91.7%). A majority used mobile phones for sending (69.4%) and receiving (72.2%) text messages. Participants wanted to receive daily (44.4%) or weekly (47.2%) text messages from their healthcare provider (61.1%), or a motivational message program (33.3%). They preferred actionable messages with a positive tone and wanted options to customize message type, content, and frequency according to their preferences, goals, and needs. Discussion Medically underserved African-American diabetes patients want customized text messages that are practical, actionable, encouraging, and from their doctor. Healthcare providers seeking to develop patient-centered TM programs for medically underserved minority patients should personalize and tailor messages according to patient preferences, health goals, and self-care needs.
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BACKGROUND: Diabetes remains a growing public health threat but evidence supports the role that pharmacists can play in improving diabetes medication use and outcomes. To improve the quality of care, the Veterans Health Administration has widely adopted care models that integrate clinical pharmacists, but more data are needed to interpret the impact of these services. Our objective was to assess clinical pharmacy services' impact on outcomes and oral antidiabetic medication (OAD) use among veterans with uncontrolled diabetes in the first year of therapy. METHODS: This was a retrospective cohort analysis using the Veterans Affairs (VA) Corporate Data Warehouse to identify the first diagnosis of and initiation of OAD therapy for uncomplicated, uncontrolled diabetes (A1C > 7.0%) during 2002-2014. Receipt of clinical pharmacy services was identified using codes within VA electronic health records, and clinical values were obtained at or near the initial fill date and 365 days later. Use of OADs was assessed by proportion of days covered (PDC) for one year following the first filled prescription. Veterans having received clinical pharmacy services were matched 1:1 to those having not seen a clinical pharmacist in the first year of therapy, and generalized linear models assessed changes and differences in outcomes. RESULTS: The analysis included 5749 patients in each cohort. On average, patients saw a clinical pharmacist 2.5 times throughout the first year of OAD therapy. Adherence to OAD medications was higher in veterans having seen a pharmacist (84.3% vs. 82.4%, p < 0.0001) and more such patients achieved a PDC of at least 80% (72.2% vs. 68.2%, p < 0.0001). After one year of OAD therapy, mean change in hemoglobin A1C was greater among those receiving pharmacy services (- 1.5% vs. -1.4%, p < 0.0001). CONCLUSION: Pharmacist participation in diabetes patients' primary care positively affects the multifaceted needs of patients with this condition and comorbid chronic disease.
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Diabetes Mellitus/tratamiento farmacológico , Hipoglucemiantes/uso terapéutico , Cumplimiento de la Medicación , Servicio de Farmacia en Hospital/estadística & datos numéricos , Anciano , Diabetes Mellitus/sangre , Métodos Epidemiológicos , Femenino , Hemoglobina Glucada/metabolismo , Humanos , Masculino , Persona de Mediana Edad , Farmacéuticos/organización & administración , Farmacéuticos/estadística & datos numéricos , Servicio de Farmacia en Hospital/organización & administración , Atención Primaria de Salud/estadística & datos numéricos , Relaciones Profesional-Paciente , Estados Unidos , United States Department of Veterans Affairs , Veteranos/estadística & datos numéricosRESUMEN
BACKGROUND: Medication nonadherence is a prevalent public health issue, particularly among patients with diabetes mellitus (DM), and negatively affects health outcomes. Because of the prevalence of DM among U.S. veterans, it is crucial to understand how well these patients adhere to oral antidiabetic (OAD) medication and whether certain subgroups are more likely to be nonadherent. OBJECTIVE: To assess initial OAD medication use among veterans with uncomplicated DM and determine factors associated with adherence in the first 2 years of treatment. METHODS: This was a retrospective cohort study using data from the Veterans Affairs (VA) Corporate Data Warehouse from 2002 through 2014. The first diagnosis for uncomplicated DM was determined, and then medication use was assessed following OAD initiation. OAD use was assessed by proportion of days covered (PDC) for the first 2 years of therapy using outpatient VA pharmacy records. Adherence was determined both continuously and categorically, with a PDC of ≥ 80% used to indicate adherence. Logistic regression was used to determine if certain patient characteristics were associated with being adherent to OADs. RESULTS: A total of 148,544 veterans with uncomplicated DM were assessed, most of whom were white, aged ≥ 55 years, and initiated OAD therapy on metformin. A large portion resided in the southern part of the United States. In the first year, PDC averaged 79.2% (SD = 25.9), and 63.2% were adherent to OAD therapy; however, these numbers declined in the second year, when the average PDC was 71.3% (SD = 35.8), and only 59.1% were adherent. Over the course of both years, PDC averaged 75.3% (SD = 28.4), and 50.9% were adherent. The odds of being adherent were higher among older adults and significantly lower among veterans self-identifying as either African American (OR = 0.61; 95% CI = 0.59-0.63), Native American (OR = 0.67; 95% CI = 0.61-0.75), or Hawaiian/Pacific Islander (OR = 0.84; 95% CI = 0.76-0.92) when compared with whites. Veterans who were either divorced/separated (OR = 0.86; 95% CI = 0.83-0.88) or never married (OR = 0.89; 95% CI = 0.86-0.93) also had lower odds of being initially adherent to OAD therapy compared with those who reported being married. Being nonadherent in year 1 was highly predictive of remaining nonadherent in year 2 (OR = 12.8; 95% CI = 12.23-12.94), with only 22.2% nonadherent in the first year (8.2% overall) becoming adherent in the second year of therapy. Across both years, all minorities were less likely to be adherent (compared with whites), and average adherence differed among all geographic regions of the country. CONCLUSIONS: Within the first year of OAD therapy, medication adherence was suboptimal among veterans with DM, and second-year results indicate that adherence is likely to decline over time. Future studies should consider deeper regional and subgroup analysis to determine what contributes to variation in medication use in communities across the country. DISCLOSURES: This study was supported by a KL2 Career Development Grant from the University of Tennessee Health Science Center's Institute for Research, Innovation, Synergy and Health Equity and by resources from the U.S. Department of Veterans Affairs. Hung and Kovesdy are employees of the Department of Veterans Affairs. Opinions expressed are those of the study authors and do not necessarily reflect the views of the Department of Veterans Affairs. None of the authors declared significant relevant financial conflicts of interest. Results of this study were presented as a poster at the Academy of Managed Care Pharmacy Nexus Conference on October 3-6, 2016, in National Harbor, Maryland.
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Diabetes Mellitus/tratamiento farmacológico , Disparidades en el Estado de Salud , Hipoglucemiantes/uso terapéutico , Cumplimiento de la Medicación/estadística & datos numéricos , Veteranos/estadística & datos numéricos , Administración Oral , Adulto , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Metformina/uso terapéutico , Persona de Mediana Edad , Servicios Farmacéuticos/estadística & datos numéricos , Estudios Retrospectivos , Estados Unidos , United States Department of Veterans Affairs/estadística & datos numéricosRESUMEN
PURPOSE: To compare use of topical medications between a wireless monitoring device and validated self-reported measures of glaucoma medication adherence. PATIENTS AND METHODS: This study involved adults from a group ophthalmology practice diagnosed with and being medicinally treated for glaucoma who were not scheduled for a surgery during the study period. Subjects were required to use a new wireless device to dispense their glaucoma medication for 2 months, and were surveyed at baseline and immediately following the study to assess mobile phone use, glaucoma-related self-efficacy, and medication adherence. RESULTS: Complete data (survey and accurate device recordings) were available for 23 subjects at both baseline and endpoint. Median adherence, as measured by the device, was 82% and dropped slightly between 30-day periods, from 83% to 77%. Similarly, the percent adherent (dosing at least 75% of the time) dropped significantly between months according to both the device (78.3% and 52.2%) and a self-reported measure (63% and 56%). Kappa statistics indicated low agreement between the device and self-report when classifying adherent status. A majority of subjects interviewed found the device easy to use, indicated that it did not interfere with medication-taking or normal activities, and were not bothered by their physician knowing when medication was dispensed. CONCLUSION: In this pilot, nearly all Kali Drop devices performed as expected, providing real-time data on medication use over a 60-day period. Data suggested that self-reported and electronic estimates of glaucoma medication use differ, but additional testing of this new device is needed to corroborate the data observed.
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Antihipertensivos/administración & dosificación , Monitoreo de Drogas/instrumentación , Glaucoma/tratamiento farmacológico , Presión Intraocular/efectos de los fármacos , Cumplimiento de la Medicación/estadística & datos numéricos , Adulto , Anciano , Femenino , Humanos , Masculino , Persona de Mediana Edad , Soluciones Oftálmicas/administración & dosificación , Proyectos Piloto , Estudios Prospectivos , Autoinforme , Encuestas y CuestionariosRESUMEN
OBJECTIVE: To develop a theoretically informed and empirically validated survey instrument for assessing prescribers' perception of computerized drug-drug interaction (DDI) alerts. MATERIALS AND METHODS: The survey is grounded in the unified theory of acceptance and use of technology and an adapted accident causation model. Development of the instrument was also informed by a review of the extant literature on prescribers' attitude toward computerized medication safety alerts and common prescriber-provided reasons for overriding. To refine and validate the survey, we conducted a two-stage empirical validation study consisting of a pretest with a panel of domain experts followed by a field test among all eligible prescribers at our institution. RESULTS: The resulting survey instrument contains 28 questionnaire items assessing six theoretical dimensions: performance expectancy, effort expectancy, social influence, facilitating conditions, perceived fatigue, and perceived use behavior. Satisfactory results were obtained from the field validation; however, a few potential issues were also identified. We analyzed these issues accordingly and the results led to the final survey instrument as well as usage recommendations. DISCUSSION: High override rates of computerized medication safety alerts have been a prevalent problem. They are usually caused by, or manifested in, issues of poor end user acceptance. However, standardized research tools for assessing and understanding end users' perception are currently lacking, which inhibits knowledge accumulation and consequently forgoes improvement opportunities. The survey instrument presented in this paper may help fill this methodological gap. CONCLUSION: We developed and empirically validated a survey instrument that may be useful for future research on DDI alerts and other types of computerized medication safety alerts more generally.