scholarly journals Assessing Adherence by Combining the Test of Adherence to Inhalers with Pharmacy Refill Records

Author(s):  
V Plaza ◽  
◽  
J Giner ◽  
E Curto ◽  
MB Alonso Ortiz ◽  
...  
Keyword(s):  
2017 ◽  
Vol 20 (1) ◽  
pp. 21405 ◽  
Author(s):  
David Martin ◽  
Paula M. Luz ◽  
Jordan E. Lake ◽  
Jesse L. Clark ◽  
Dayse P. Campos ◽  
...  

2016 ◽  
Vol 1 (1) ◽  
pp. 42 ◽  
Author(s):  
Lidong Wang ◽  
Cheryl Ann Alexander

Medication development plays a prominent role in the fight against chronic illness such as hypertension, diabetes mellitus, asthma, etc. Without proper testing and methods for management of drug data, the disease management would fail. Providers rely on pharmaceutical companies to provide research data in widespread formats and pharmaceutical companies rely on hospitals for electronic medical record data (EHR) and for pharmacy refill records from insurance companies. Big Data Analytics (BDA) provides an excellent basis to examine and manage terabytes of data that comprises drug data and can manage all aspects of drug development. This survey paper examines the current literature to determine what is current practice in the area of Big Data analytics and medication management.


2021 ◽  
Author(s):  
Terefe Gone Fuge ◽  
George Tsourtos ◽  
Emma R Miller

Abstract ObjectivesMaintaining optimal adherence and viral suppression in people living with HIV (PLWHA) is essential to ensure both preventative and therapeutic benefits of antiretroviral therapy (ART). Prisoners bear a particularly high burden of HIV infection and are highly likely to transmit to others during and after incarceration. However, the level of treatment adherence and viral suppression in incarcerated populations in low-income countries is unknown. This study aimed to determine the prevalence of non-adherence and viral failure, and contributing factors amongst prisoners in South Ethiopia. MethodsA prospective cohort study was conducted between June 1, 2019 and May 31, 2020 to compare the level of adherence and viral suppression between incarcerated and non-incarcerated PLWHA. The study involved 74 inmates living with HIV (ILWHA) and 296 non-incarcerated PLWHA. Background information (including sociodemographic, socioeconomic, psychosocial, behavioural, and incarceration related characteristics) was collected using a structured questionnaire. Adherence was determined based on the participants’ self-report and pharmacy refill records. Plasma viral load measurements undertaken within the study period were prospectively extracted to determine viral suppression. Univariate and multivariate regression models were used to analyse data. ResultsWhile prisoners had a significantly higher pharmacy refill adherence compared to non-incarcerated PLWHA (89% vs 75%), they had a slightly lower dose adherence (81% vs 83%). The prevalence of viral failure (VF) was also slightly higher (6%) in ILWHA compared to non-incarcerated PLWHA (4.4%). The overall dose non-adherence (NA) was significantly associated with missing ART appointments, level of satisfaction with ART services, patient’s ability to comply with a specified medication schedule and types of methods used to monitor the schedule. In ILWHA specifically, accessing ART services from a hospital compared to a health centre, an inability to always attend clinic appointments, experience of depression and a lack of social support predicted NA. VF was significantly higher in males, people of age 31to 35 years and in those who experienced social stigma, regardless of their incarceration status. ConclusionsThis study revealed that HIV-infected prisoners in South Ethiopia were more likely to be non-adherent to ART doses and to develop viral failure compared to their non-incarcerated counterparts. A multitude of factors were found to be responsible for this requiring multilevel intervention strategies focusing on the specific needs of prisoners.


Author(s):  
Leslie S. Craig ◽  
Erin Peacock ◽  
Brice L. Mohundro ◽  
Julia H. Silver ◽  
James Marsh ◽  
...  

Background In pursuit of novel mechanisms underlying persistent low medication adherence rates, we assessed contributions of implicit and explicit attitudes, beyond traditional risk factors, in explaining variation in objective and subjective antihypertensive medication adherence. Methods and Results Implicit and explicit attitudes were assessed using the difference scores from the computer‐based Single Category Implicit Association Test and the Necessity and Concerns subscales of the Beliefs about Medicines Questionnaire, respectively. Antihypertensive medication adherence was measured using pharmacy refill proportion of days covered (PDC: mean PDC, low PDC <0.8) and the self‐report 4‐item Krousel‐Wood Medication Adherence Scale (K‐Wood‐MAS‐4: mean K‐Wood‐MAS‐4, low adherence via K‐Wood‐MAS‐4 ≥1). Hierarchical logistic and linear regression models controlled for traditional risk factors including social determinants of health, explicit, and implicit attitudes in a stepwise fashion. Community‐dwelling insured participants (n=85: 44.7% female; 20.0% Black; mean age, 62.3 years; 43.5% low PDC, and 31.8% low adherence via K‐Wood‐MAS‐4) had mean (SD) explicit and implicit attitude scores of 7.188 (5.683) and 0.035 (0.334), respectively. Low PDC was inversely associated with more positive explicit (adjusted odds ratio [aOR], 0.87; 95% CI, 0.78–0.98; P =0.022) and implicit (aOR, 0.12; 95% CI, 0.02–0.80; P =0.029) attitudes, which accounted for an additional 8.6% ( P =0.016) and 6.5% ( P =0.029) of variation in low PDC, respectively. Lower mean K‐Wood‐MAS‐4 scores (better adherence) were associated only with more positive explicit attitudes (adjusted β, −0.04; 95% CI, −0.07 to −0.01; P =0.026); explicit attitudes explained an additional 5.6% ( P =0.023) of K‐Wood‐MAS‐4 variance. Conclusions Implicit and explicit attitudes explained significantly more variation in medication adherence beyond traditional risk factors, including social determinants of health, and should be explored as potential mechanisms underlying adherence behavior.


Author(s):  
Rebecca Vigen ◽  
Thomas M Maddox ◽  
Colin O'Donnell ◽  
Deepak L Bhatt ◽  
Thomas T Tsai ◽  
...  

Background: Clopidogrel is recommended for 1 year following drug eluting stent (DES) placement and premature discontinuation has been associated with adverse outcomes. The extent of variation in premature discontinuation across hospitals within an integrated healthcare system is unknown. Accordingly, we assessed variation in premature clopidogrel discontinuation across all VA PCI sites and whether there was an association between hospitals with higher rates of premature discontinuation and adverse outcomes. Methods: We used the VA CART-CL registry which includes all PCIs with drug eluting stents performed between 10/01/08 and 09/30/09 at 55 VA cath labs that used CART. We evaluated the frequency of patients who prematurely discontinue clopidogrel at 6 and 9 months using pharmacy refill data. Multivariable regression assessed the association between premature discontinuation and all-cause mortality and/or myocardial infarction (MI). We then grouped sites into quartiles of premature discontinuation and evaluated the association between hospital level premature discontinuation and adverse outcomes. Results: Of the 7,022 patients who received a DES, 6.3% discontinued by 6 months, and 10.2% by 9 months. After risk adjustment, patients who discontinued clopidogrel prematurely had increased risk of adverse events with HR of 5.42 at 6 months (95% CI 4.22 – 6.99), and 6.24 at 9 months (95% CI 4.98 – 7.83). There was a significant trend in the unadjusted rates within quartiles toward increased risk of adverse outcomes among hospitals with greater rates of patients who discontinue prematurely by 6 months (p < 0.01 for trend, OR 1.65 CI 1.07 – 2.62 for comparison between quartile 1 and 4). Conclusion: Premature discontinuation of clopidogrel is associated with adverse outcomes among patients who receive drug eluting stents. Hospitals with higher rates of premature discontinuation of clopidogrel have higher rates of adverse outcomes. Hospital-level interventions to reduce early discontinuation of clopidogrel therapy have the potential to improve outcomes of patients who receive a DES.


2015 ◽  
Vol 42 (8) ◽  
pp. 1478-1483 ◽  
Author(s):  
Amy H. Warriner ◽  
Ryan C. Outman ◽  
Jeroan J. Allison ◽  
Jeffrey R. Curtis ◽  
Nathan J. Markward ◽  
...  

Objective.To address the low prevention and treatment rates for those at risk of glucocorticoid-induced osteoporosis (GIOP), we evaluated the influence of a direct-to-patient, Internet-based educational video intervention using “storytelling” on rates of antiosteoporosis medication use among chronic glucocorticoid users who were members of an online pharmacy refill service.Methods.We identified members who refilled ≥ 5 mg/day of prednisone (or equivalent) for 90 contiguous days and had no GIOP therapy for ≥ 12 months. Using patient stories, we developed an online video addressing risk factors and treatment options, and delivered it to members refilling a glucocorticoid prescription. The intervention consisted of two 45-day “Video ON” periods, during which the video automatically appeared at the time of refill, and two 45-day “Video OFF” periods, during which there was no video. Members could also “self-initiate” watching the video by going to the video link. We used an interrupted time series design to evaluate the effectiveness of this intervention on GIOP prescription therapies over 6 months.Results.Among 3017 members (64.8%) exposed to the intervention, 59% had measurable video viewing time, of which 3% “self-initiated” the video. The GIOP prescription rate in the “Video ON” group was 2.9% versus 2.7% for the “Video OFF” group. There was a nonsignificant trend toward greater GIOP prescription in members who self-initiated the video versus automated viewing (5.7% vs 2.9%, p = 0.1).Conclusion.Among adults at high risk of GIOP, prescription rates were not significantly affected by an online educational video presented at the time of glucocorticoid refill. ClinicalTrials.gov Identifier: NCT01378689.


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