1
|
Baishnab S, Jaura RS, Sharma S, Garg H, Singh TG. Pharmacoeconomic Aspects of Diabetes Mellitus: Outcomes and Analysis of Health Benefits Approach. Curr Diabetes Rev 2024; 20:12-22. [PMID: 37842896 DOI: 10.2174/0115733998246567230924134603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 07/18/2023] [Accepted: 08/25/2023] [Indexed: 10/17/2023]
Abstract
Pharmacoeconomics is an important tool for investigating and restructuring healthcare policies. In India, recent statistical studies have shown that the number of diabetic patients is rapidly increasing in the rural, middle and upper-class settings. The aim of this review is to call attention towards the need to carry out pharmacoeconomic studies for diabetes mellitus and highlight the outcome of these studies on healthcare. A well-structured literature search from PubMed, Embase, Springer, ScienceDirect, and Cochrane was done. Studies that evaluated the cost-effectiveness of various anti-diabetic agents for type 2 diabetes were eligible for inclusion in the analysis and review. Two independent reviewers sequentially assessed the titles, abstracts, and full articles to select studies that met the predetermined inclusion and exclusion criteria for data abstraction. Any discrepancies between the reviewers were resolved through consensus. By employing search terms such as pharmacoeconomics, diabetes mellitus, cost-effective analysis, cost minimization analysis, cost-utility analysis, and cost-benefit analysis, a total of 194 papers were gathered. Out of these, 110 papers were selected as they aligned with the defined search criteria and underwent the removal of duplicate entries. This review outlined four basic pharmacoeconomic studies carried out on diabetes mellitus. It gave a direction that early detection, patient counseling, personalized medication, appropriate screening intervals, and early start of pharmacotherapy proved to be a cost-effective as well as health benefits approach.
Collapse
Affiliation(s)
- Suman Baishnab
- Department of Pharmacy Practice, Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Ravinder Singh Jaura
- Department of Pharmacy Practice, Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Saksham Sharma
- Department of Pharmacy Practice, Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Honey Garg
- Department of Pharmacy Practice, Chitkara College of Pharmacy, Chitkara University, Punjab, India
| | - Thakur Gurjeet Singh
- Department of Pharmacy Practice, Chitkara College of Pharmacy, Chitkara University, Punjab, India
| |
Collapse
|
2
|
Butler K, Bartlett YK, Newhouse N, Farmer A, French DP, Kenning C, Locock L, Rea R, Williams V, Mc Sharry J. Implementing a text message-based intervention to support type 2 diabetes medication adherence in primary care: a qualitative study with general practice staff. BMC Health Serv Res 2023; 23:614. [PMID: 37301867 DOI: 10.1186/s12913-023-09571-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 05/16/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND The Support through Mobile Messaging and digital health Technology for Diabetes (SuMMiT-D) project has developed, and is evaluating, a mobile phone-based intervention delivering brief messages targeting identified behaviour change techniques promoting medication use to people with type 2 diabetes in general practice. The present study aimed to inform refinement and future implementation of the SuMMiT-D intervention by investigating general practice staff perceptions of how a text message-based intervention to support medication adherence should be implemented within current and future diabetes care. METHODS Seven focus groups and five interviews were conducted with 46 general practice staff (including GPs, nurses, healthcare assistants, receptionists and linked pharmacists) with a potential role in the implementation of a text message-based intervention for people with type 2 diabetes. Interviews and focus groups were audio-recorded, transcribed and analysed using an inductive thematic analysis approach. RESULTS Five themes were developed. One theme 'The potential of technology as a patient ally' described a need for diabetes support and the potential of technology to support medication use. Two themes outlined challenges to implementation, 'Limited resources and assigning responsibility' and 'Treating the patient; more than diabetes medication adherence'. The final two themes described recommendations to support implementation, 'Selling the intervention: what do general practice staff need to see?' and 'Fitting the mould; complementing current service delivery'. CONCLUSIONS Staff see the potential for a text message-based support intervention to address unmet needs and to enhance care for people with diabetes. Digital interventions, such as SuMMiT-D, need to be compatible with existing systems, demonstrate measurable benefits, be incentivised and be quick and easy for staff to engage with. Interventions also need to be perceived to address general practice priorities, such as taking a holistic approach to care and having multi-cultural reach and relevance. Findings from this study are being combined with parallel work with people with type 2 diabetes to ensure stakeholder views inform further refinement and implementation of the SuMMiT-D intervention.
Collapse
Affiliation(s)
- Karen Butler
- Health Behaviour Change Research Group, School of Psychology, University of Galway, University Road, Galway, Ireland
| | - Yvonne Kiera Bartlett
- Manchester Centre for Health Psychology, School of Health Sciences, University of Manchester, Manchester, UK
| | - Nikki Newhouse
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Andrew Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - David P French
- Manchester Centre for Health Psychology, School of Health Sciences, University of Manchester, Manchester, UK
| | - Cassandra Kenning
- Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, University of Manchester, Manchester, UK
| | - Louise Locock
- Health Services Research Unit, University of Aberdeen, Aberdeen, UK
| | - Rustam Rea
- Oxford Centre for Diabetes, Endocrinology and Metabolism, NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Veronika Williams
- Faculty of Education and Professional Studies, School of Nursing, Nipissing University, North Bay, Canada
| | - Jenny Mc Sharry
- Health Behaviour Change Research Group, School of Psychology, University of Galway, University Road, Galway, Ireland.
| |
Collapse
|
3
|
Wendl J, Simon A, Kistler M, Hapfelmeier J, Schneider A, Hapfelmeier A. Medication Adherence and Healthcare Costs in Chronically Ill Patients Using German Claims Data. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2023; 21:477-487. [PMID: 36933181 PMCID: PMC10119243 DOI: 10.1007/s40258-023-00797-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 02/21/2023] [Indexed: 05/03/2023]
Abstract
BACKGROUND AND OBJECTIVE Despite the importance of medication adherence for chronically ill patients and the vast literature on its relationship to costs, this field suffers from methodological limitations. These are caused, amongst others, by the lack of generalizability of data sources, varying definitions of adherence, costs, and model specification. We aim to address this with different modeling approaches and to contribute evidence on the research question. METHODS We extracted large cohorts of nine chronic diseases (n = 6747-402,898) from German claims data of stationary health insurances between 2012 and 2015 (t0-t3). Defined as the proportion of days covered by medication, we examined the relationship of adherence using several multiple regression models at baseline year t0 with annual total healthcare costs and four sub-categories. Models with concurrent, and differently time-lagged measurements of adherence and costs were compared. Exploratively, we applied non-linear models. RESULTS Overall, we found a positive association between the proportion of days covered by medication and total costs, a weak association with outpatient costs, positive with pharmacy costs, and frequently negative with inpatient costs. There were major differences by disease and its severity but little between years, provided adherence and costs were not measured concurrently. The fit of linear models was mainly not inferior to that of non-linear models. CONCLUSIONS The estimated effect on total costs differed from most other studies, which highlights concerns about generalizability, although effect estimates in sub-categories were as expected. Comparison of time lags indicates the importance of avoiding concurrent measurement. A non-linear relationship should be considered. These methodological approaches are valuable in future research on adherence and its consequences.
Collapse
Affiliation(s)
- Johannes Wendl
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Orleansstraße 47, 81667, Munich, Germany.
| | | | | | | | - Antonius Schneider
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Orleansstraße 47, 81667, Munich, Germany
| | - Alexander Hapfelmeier
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Orleansstraße 47, 81667, Munich, Germany
- Institute of AI and Informatics in Medicine, TUM School of Medicine, Technical University of Munich, Munich, Germany
| |
Collapse
|
4
|
Diabetes tipo 2 e transplante renal: estudo comparativo sobre adesão medicamentosa. ACTA PAUL ENFERM 2023. [DOI: 10.37689/acta-ape/2023ao03461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
|
5
|
Isaacs D, Kruger DF, Shoger E, Chawla H. Patient Perceptions of Satisfaction and Quality of Life Regarding Use of a Novel Insulin Delivery Device. Clin Diabetes 2022; 41:198-207. [PMID: 37092165 PMCID: PMC10115765 DOI: 10.2337/cd22-0034] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Advances in insulin delivery technologies have led to the development of tubeless "patch" systems; however, these devices still involve a level of complexity. We surveyed individuals with type 1 or type 2 diabetes to explore their attitudes and satisfaction after using the CeQur Simplicity insulin patch (SIP) for 2 months. Transition to the SIP yielded significant increases in respondents' overall treatment satisfaction, less diabetes burden, and improvements in psychological well-being compared with respondents' prior insulin delivery method.
Collapse
Affiliation(s)
| | - Davida F. Kruger
- Division of Endocrinology, Diabetes, Bone Disease, Henry Ford Health System, Detroit, MI
| | - Erik Shoger
- dQ&A – The Diabetes Research Company, San Francisco, CA
| | | |
Collapse
|
6
|
Zargar AH, Kalra S, K M PK, Murthy S, Negalur V, Rajput R, Rastogi A, Saboo B, Sharma SK, Sahay R, Aravind SR, Shaikh S, Tiwaskar M, Ingole S, Kamble S. Rising cost of insulin: A deterrent to compliance in patients with diabetes mellitus. Diabetes Metab Syndr 2022; 16:102528. [PMID: 35863268 DOI: 10.1016/j.dsx.2022.102528] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Revised: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 11/22/2022]
Abstract
BACKGROUND AND AIMS The rapid increase in burden of type 2 diabetes mellitus (T2DM), poses a huge medico-economic challenge, especially when the cost of care is funded by out-of-pocket expenses. The aim of this review is to highlight various issues associated with rising cost of insulin, prevalence of cost-related insulin underuse, insulin related cost-saving behaviors, and viable solutions for the benefit of patients with T2DM receiving insulin. METHODS Electronic databases (PubMed and Google Scholar) from 2000 to 2020 were searched using the key terms uncontrolled diabetes mellitus, insulin therapy, glycemic control, direct cost, indirect cost, out-of-pocket expenses, cost-related insulin underuse, cost-saving behaviors, and biosimilar insulin in developed countries and India. RESULTS In majority of the patients with T2DM on monotherapy, addition of another oral antidiabetic agent is required. Despite these measures, the target glycemic goals are not achieved in majority of the patients resulting in various complications. These complications can be prevented and target glycemic goals can be achieved with early initiation of insulin therapy. However, rising cost is a major deterrent to the lifelong use of insulin. This results in non-compliance and further deterioration of glycemic control. Recently, biosimilar insulins have revolutionized the management of T2DM and look promising from the economic point of view. CONCLUSIONS Biosimilar insulins are likely to further enhance the compliance of patients and should be used whenever feasible in patients with DM. However, the patient, along with prescriber should be allowed to make shared, informed decisions regarding the insulin they wish to use.
Collapse
Affiliation(s)
- Abdul Hamid Zargar
- Centre for Diabetes and Endocrine Care, Gulshan Nagar, Chanpora, Srinagar, 190015, Jammu and Kashmir, India.
| | - Sanjay Kalra
- Bharati Hospital, Karnal, 132001, Haryana, India.
| | - Prasanna Kumar K M
- Centre for Diabetes & Endocrine Care & Diabetacare, Kalyan Nagar Post, Bangalore, 560043, Karnataka, India.
| | - Sreenivasa Murthy
- Lifecare Hospital and Research Centre, Sahakaranagara, Bangalore, 560092, Karnataka, India.
| | - Vijay Negalur
- Dr Negalur's Diabetes & Thyroid Specialty Centre, Gloria Chambers, Thane, 400603, Maharashtra, India.
| | - Rajesh Rajput
- Department of Endocrinology, PGIMS Rohtak, Rohtak, 124001, Haryana, India.
| | - Ashu Rastogi
- Department of Endocrinology, Postgraduate Institute of Medical Education and Research (PGIMER), Chandigarh, 160012, India.
| | - Banshi Saboo
- Dia Care (Diabetes Care & Hormone Clinic), Department of Diabetology, Near Nehru Nagar Circle, Ahmedabad, Gujrat, India.
| | | | - Rakesh Sahay
- Department of Endocrinology, Osmania Medical College, Hyderabad, 500095, Telangana, India.
| | - S R Aravind
- Diacon Hospital, Rajajinagar, Bangalore, 560019, Karnataka, India.
| | - Shehla Shaikh
- K.G.N. Clinic, Patel Arcade, Nagpada Junction, Mumbai, 400008, Maharashtra, India.
| | - Mangesh Tiwaskar
- Department of Medicine, Shilpa Medical Research Centre, Dahisar East, Mumbai, 400068, Maharashtra, India.
| | - Shahu Ingole
- Department of Medical Affairs, Wockhardt Towers Bandra Kurla Complex, Bandra (East), Mumbai, 400051, Maharashtra, India.
| | - Sanjay Kamble
- Department of Medical Affairs, Wockhardt Towers Bandra Kurla Complex, Bandra (East), Mumbai, 400051, Maharashtra, India.
| |
Collapse
|
7
|
Farmer A, Jones L, Newhouse N, Kenning C, Williams N, Chi Y, Bartlett YK, Plumpton C, McSharry J, Cholerton R, Holmes E, Robinson S, Allen J, Gudgin B, Velardo C, Rutter H, Horne R, Tarassenko L, Williams V, Locock L, Rea R, Yu LM, Hughes D, Bower P, French D. Supporting People With Type 2 Diabetes in the Effective Use of Their Medicine Through Mobile Health Technology Integrated With Clinical Care to Reduce Cardiovascular Risk: Protocol for an Effectiveness and Cost-effectiveness Randomized Controlled Trial. JMIR Res Protoc 2022; 11:e32918. [PMID: 35188478 PMCID: PMC8902673 DOI: 10.2196/32918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 11/12/2021] [Accepted: 11/17/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Type 2 diabetes is a common lifelong condition that affects over 400 million people worldwide. The use of effective medications and active self-management can reduce the risk of serious complications. However, people often have concerns when starting new medications and face difficulties in taking their medications regularly. Support provided by brief messages delivered through mobile phone-based SMS text messages can be effective in some long-term conditions. We have identified promising behavior change techniques (BCTs) to promote medication adherence in this population via a systematic review and developed SMS text messages that target these BCTs. Feasibility work has shown that these messages have fidelity to intended BCTs, are acceptable to patients, and are successful in changing the intended determinants of medication adherence. We now plan to test this intervention on a larger scale in a clinical trial. OBJECTIVE The aim of this trial is to determine the effectiveness and cost-effectiveness of this intervention for reducing cardiovascular risk in people with type 2 diabetes by comparing it with usual care. METHODS The trial will be a 12-month, multicenter, individually randomized controlled trial in primary care and will recruit adults (aged ≥35 years) with type 2 diabetes in England. Consenting participants will be randomized to receive short SMS text messages intended to affect a change in medication adherence 3 to 4 times per week in addition to usual care. The aim is to test the effectiveness and cost-effectiveness of the intervention when it is added to usual care. The primary clinical outcome will be a composite cardiovascular risk measure. Data including patient-reported measures will be collected at baseline, at 13 and 26 weeks, and at the end of the 12-month follow-up period. With 958 participants (479 in each group), the trial is powered at 92.5% to detect a 4-percentage point difference in cardiovascular risk. The analysis will follow a prespecified plan. A nested quantitative and qualitative process analysis will be used to examine the putative mechanisms of behavior change and wider contextual influences. A health economic analysis will be used to assess the cost-effectiveness of the intervention. RESULTS The trial has completed the recruitment phase and is in the follow-up phase. The publication of results is anticipated in 2024. CONCLUSIONS This trial will provide evidence regarding the effectiveness and cost-effectiveness of this intervention for people with type 2 diabetes. TRIAL REGISTRATION ISRCTN Registry ISRCTN15952379; https://www.isrctn.com/ISRCTN15952379. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/32918.
Collapse
Affiliation(s)
- Andrew Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Louise Jones
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Nikki Newhouse
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Cassandra Kenning
- Centre for Primary Care and Health Services Research, University of Manchester, Manchester, United Kingdom
| | - Nicola Williams
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Yuan Chi
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Y Kiera Bartlett
- Manchester Centre for Health Psychology, University of Manchester, Manchester, United Kingdom
| | - Catrin Plumpton
- Centre for Health Economics and Medicines Evaluation, Bangor University, Bangor, United Kingdom
| | - Jenny McSharry
- Health Behaviour Change Research Group, School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - Rachel Cholerton
- Manchester Centre for Health Psychology, University of Manchester, Manchester, United Kingdom
| | - Emily Holmes
- Centre for Health Economics and Medicines Evaluation, Bangor University, Bangor, United Kingdom
| | - Stephanie Robinson
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Julie Allen
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Bernard Gudgin
- Patient Advocate, Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Carmelo Velardo
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
- Sensyne Health plc, Oxford, United Kingdom
| | - Heather Rutter
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
- Oxford University Hospitals National Health Service Foundation Trust, Oxford, United Kingdom
| | - Rob Horne
- Centre for Behavioural Medicine, University College London, London, United Kingdom
| | - Lionel Tarassenko
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | | | - Louise Locock
- Health Services Research Unit, University of Aberdeen, Aberdeen, United Kingdom
| | - Rustam Rea
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford University Hospitals National Health Service Foundation Trust, Oxford, United Kingdom
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals National Health Service Foundation Trust, Oxford, United Kingdom
| | - Ly-Mee Yu
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Dyfrig Hughes
- Centre for Health Economics and Medicines Evaluation, Bangor University, Bangor, United Kingdom
| | - Peter Bower
- Centre for Primary Care and Health Services Research, University of Manchester, Manchester, United Kingdom
| | - David French
- Manchester Centre for Health Psychology, University of Manchester, Manchester, United Kingdom
| |
Collapse
|
8
|
Nelson DR, Heaton P, Hincapie A, Ghodke S, Chen J. Differential Cost-Sharing Undermines Treatment Adherence to Combination Therapy: Evidence from Diabetes Treatment. Diabetes Ther 2021; 12:2149-2164. [PMID: 34212316 PMCID: PMC8342747 DOI: 10.1007/s13300-021-01098-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 06/10/2021] [Indexed: 11/16/2022] Open
Abstract
INTRODUCTION The objective of this study was to measure the influence of differences in out-of-pocket (OOP) costs for type 2 diabetes (T2D) medications on within-patient adherence behavior towards combination drug therapy regimens. METHODS This was an observational, retrospective, paired sample study in patients with T2D using longitudinal pharmacy data from the 2009-2014 Medical Expenditure Panel Survey (MEPS) augmented with socio-demographic factors. We took a within-patient approach to minimize confounding effects by including patients who maintained the same number of diabetes drug classes over 2 years of MEPS. For each patient, we selected the most and least costly drug classes in the second year and examined their corresponding adherence behavior measured by medication possession ratio. The primary hypothesis tested the significance of the correlation between magnitude of the OOP cost difference and behavioral response in adherence. RESULTS Analysis included 1189 patients representing over 4.2 million US residents with T2D. A significant negative correlation (p < 0.001) was observed between the differences of OOP costs and adherence to the most and least costly medications compared within patients. Reduction in adherence to the most costly medication was generally observed when the difference in OOP costs was greater than $33/month. A greater variability in adherence was observed when the cost difference exceeded $2.39/month as compared to other cost difference ranges (p < 0.001), indicative of choices being made. CONCLUSIONS As OOP costs increased, adherence variability increased initially until a cost threshold, beyond which the adherence to the more costly medication decreased. In addition to OOP cost, adherence was also influenced by type of medication and self-perception of health. Given the complex correlation between OOP costs and adherence to medication, we suggest a careful approach to cost-sharing in the current insurance drug design and relevant insurance policies.
Collapse
Affiliation(s)
- David R Nelson
- Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, 46285, USA.
| | - Pamela Heaton
- James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, USA
| | - Ana Hincapie
- James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, USA
| | - Shirin Ghodke
- Eli Lilly Services India Private Limited, Bengaluru, Karnataka, India
| | - Jieling Chen
- Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, 46285, USA
| |
Collapse
|
9
|
Chi Y, Velardo C, Allen J, Robinson S, Riga E, Judge D, Tarassenko L, Farmer AJ. System Architecture for "Support Through Mobile Messaging and Digital Health Technology for Diabetes" (SuMMiT-D): Design and Performance in Pilot and Randomized Controlled Feasibility Studies. JMIR Form Res 2021; 5:e18460. [PMID: 33769299 PMCID: PMC8034865 DOI: 10.2196/18460] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 08/20/2020] [Accepted: 12/17/2020] [Indexed: 02/06/2023] Open
Abstract
Background Diabetes is a highly prevalent long-term condition with high morbidity and mortality rates. People with diabetes commonly worry about their diabetes medicines and do not always take them regularly as prescribed. This can lead to poor diabetes control. The Support Through Mobile Messaging and Digital Health Technology for Diabetes (SuMMiT-D) study aims to deliver brief messages as tailored interventions to support people with type 2 diabetes in better use of their diabetes medicines and to improve treatment adherence and health outcomes. Objective This paper describes the overall architecture of a tailored intervention delivery system used in the pilot and randomized controlled feasibility studies of SuMMiT-D and reports its performance. Methods The SuMMiT-D system includes several platforms and resources to recruit participants and deliver messages as tailored interventions. Its core component is called the clinical system and is responsible for interacting with the participants by receiving and sending SMS text messages from and to them. The personalization and tailoring of brief messages for each participant is based on a list of built-in commands that they can use. Results For the pilot study, a total of 48 participants were recruited; they had a median age of 64 years (first quartile, third quartile [Q1, Q3: 54.5, 69]). For the feasibility study, a total of 209 participants were recruited and randomly assigned to either the control or intervention group; they had a median age of 65 years (Q1, Q3: 56, 71), with 41.1% (86/209) being female. The participants used the SuMMiT-D system for up to 6 months (26 weeks) and had a wide range of different interactions with the SuMMiT-D system while tailored interventions were being delivered. For both studies, we had low withdrawal rates: only 4.2% and 5.3% for the pilot and feasibility studies, respectively. Conclusions A system was developed to successfully deliver brief messages as tailored health interventions to more than 250 people with type 2 diabetes via SMS text messages. On the basis of the low withdrawal rates and positive feedback received, it can be inferred that the SuMMiT-D system is robust, user-friendly, useful, and positive for most participants. From the two studies, we found that online recruitment was more efficient than recruitment via postal mail; a regular SMS text reminder (eg, every 4 weeks) can potentially increase the participants’ interactions with the system. Trial Registration ISRCTN Registry ISRCTN13404264; http://www.isrctn.com/ISRCTN13404264
Collapse
Affiliation(s)
- Yuan Chi
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Carmelo Velardo
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Julie Allen
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Stephanie Robinson
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Evgenia Riga
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - David Judge
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Lionel Tarassenko
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Andrew J Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| |
Collapse
|
10
|
Mora PF, Sutton DR, Gore A, Baliga B, Goldfaden RF, Nikkel C, Sink Ii J, Adams-Huet B. Efficacy, safety and cost-effectiveness comparison between U-100 human regular insulin and rapid acting insulin when delivered by V-Go wearable insulin delivery device in type 2 diabetes. BMJ Open Diabetes Res Care 2020; 8:8/2/e001832. [PMID: 33214190 PMCID: PMC7678232 DOI: 10.1136/bmjdrc-2020-001832] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 10/26/2020] [Accepted: 10/29/2020] [Indexed: 12/18/2022] Open
Abstract
INTRODUCTION We compared the efficacy and safety of human regular insulin (HRI) versus rapid-acting insulin (RAI) in a type 2 diabetes population already using the V-Go insulin delivery device. RESEARCH DESIGN AND METHODS This was a 14-week, multicenter, randomized, open-label, parallel-group, phase IV, non-inferiority study. Patients ≥21years of age, with inadequately controlled type 2 diabetes who were currently using the V-Go insulin delivery system with RAI, with glycated hemoglobin (HbA1c) ≥6.5% (≥48 mmol/L) to ≤12.5% (≤108 mmol/L) were randomized 1:1 to RAI continuation or switch to HRI. The primary outcome was estimated treatment difference (ETD) in HbA1c least-squares mean change from baseline at 14 weeks (prespecified non-inferiority hypothesis with 95% CI upper limit <0.4%). Primary analysis was by per protocol (PP); safety analysis was by intention to treat. RESULTS We randomized 136 patients to continued RAI treatment (n=67) or HRI (n=69); 113 patients were included in the PP analysis (RAI, n=54; HRI, n=59). Mean change in HbA1c from baseline to study end was -0.60±1.1% (95% CI -0.90 to -0.29); -6.6±12.0 mmol/mol (95% CI -9.8 to -3.2) with HRI treatment and -0.38±1.3% (95% CI -0.70 to -0.05); -4.2±14.2 mmol/mol (95% CI -7.7 to -0.5) with RAI treatment, with ETD of -0.22% (95% CI -0.67 to 0.22); -2.4 mmol/mol (95% CI -7.3 to 2.4), p=0.007, confirming non-inferiority of HRI to RAI. No between-group differences in changes in total daily insulin doses, number of hypoglycemic values (≤70 mg/dL (≤39 mmol/L) or body weight were observed. No severe hypoglycemic events were reported. Direct pharmacy cost savings (-US$265.85; 95% CI -US$288.60 to -US$243.11; p<0.0001) were observed with HRI treatment. CONCLUSIONS Individuals with type 2 diabetes requiring insulin can be treated with V-Go wearable insulin delivery device using HRI, safely and effectively, and potentially at a much lower cost compared with RAI, which can lead to improved access to insulin therapy for these individuals. TRIAL REGISTRATION NUMBER NCT03495908.
Collapse
Affiliation(s)
- Pablo F Mora
- Division of Endocrinology, Diabetes & Metabolism, The University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - David R Sutton
- Northeast Florida Endocrine and Diabetes Associates, Jacksonville, Florida, USA
| | - Ashwini Gore
- Jones Center for Diabetes and Endocrine Wellness, Macon, Georgia, USA
| | | | | | - Carla Nikkel
- Zealand Pharma US Inc, Boston, Massachusetts, USA
| | - John Sink Ii
- Zealand Pharma US Inc, Boston, Massachusetts, USA
| | | |
Collapse
|
11
|
Munsour EE, Awaisu A, Hassali MAA, Abdoun E, Dabbous Z, Zahran N, Ali H. The effect of tailored consumer medicine information on patients with type 2 diabetes mellitus: A randomised controlled interventional study. Int J Clin Pract 2020; 74:e13527. [PMID: 32386077 DOI: 10.1111/ijcp.13527] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 05/02/2020] [Indexed: 10/24/2022] Open
Abstract
INTRODUCTION In patients with diabetes, better health communication is associated with better health outcomes including medication adherence and glycaemic control. The conventional patient information leaflet does not consider the cultural and behavioral perspectives of diverse patient populations. Consumer medicine information (CMI) is a written information about the prescription drugs developed by organisations or individuals other than a drug manufacturer that is intended for distribution to consumers at the time of medication dispensing. OBJECTIVE This study aimed to evaluate the impact of CMI on medication adherence and glycaemic control among patients with type 2 diabetes in Qatar. METHODS We developed and customised CMI for all the anti-diabetic medications used in Qatar. A randomised controlled trial in which the intervention group patients (n = 66) received the customised CMI with usual care, while the control group patients (n = 74) received usual care only, was conducted. Self-reported medication adherence and haemoglobin A1c (HbA1c ) were the primary outcome measures. Glycaemic control and medication adherence parameters were measured at baseline, 3 months, and 6 months in both groups. Medication adherence was measured using the 8-item Morisky Medication Adherence Scale (MMAS-8). RESULTS Although the addition of CMI resulted in better glycaemic control, this did not reach statistical significance, possibly because of the short-term follow-up. The median MMAS-8 score improved from baseline (6.6 [IQR = 1.5]) to 6-month follow-up (7.0 [IQR = 1.00]) in the intervention group. In addition, there was a statistically significant difference between the intervention and the control groups in terms of MMAS-8 score at the third visit (7.0 [IQR = 1.0]) vs 6.5 (IQR = 1.25; P-value = .010). CONCLUSION CMI for anti-diabetic medications when added to usual care has the potential to improve medication adherence and glycaemic control among patients with type 2 diabetes. Therefore, providing better health communication and CMI to patients with diabetes is recommended.
Collapse
Affiliation(s)
- Emad E Munsour
- Pharmacy and Drug Control Department, Ministry of Public Health, Doha, Qatar
| | - Ahmed Awaisu
- Department of Clinical Pharmacy and Practice, College of Pharmacy, QU Health, Qatar University, Doha, Qatar
| | | | - Enas Abdoun
- Pharmacy Department, National Diabetes Center, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Zeinab Dabbous
- Diabetes/Endocrinology, National Diabetes Center, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Noran Zahran
- Department of Clinical Pharmacy and Practice, College of Pharmacy, QU Health, Qatar University, Doha, Qatar
| | - Hamda Ali
- Diabetes/Endocrinology, National Diabetes Center, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| |
Collapse
|
12
|
Chen J, Kao CY, He X, Fan L, Jackson JA, Juneja R. Treatment Patterns, Adherence, and Persistence Associated With Human Regular U-500 Insulin: A Real-World Evidence Study. Diabetes Spectr 2020; 33:264-272. [PMID: 32848348 PMCID: PMC7428667 DOI: 10.2337/ds19-0060] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVE | Human regular U-500 insulin (U-500R) is concentrated insulin with basal and prandial activity that can be used as insulin monotherapy. The goal of this study was to better understand treatment patterns (total daily dose [TDD] and concomitant medications), adherence, and persistence in real-world patients treated with U-500R. DESIGN AND METHODS | We selected patients from the Truven Health MarketScan database who initiated U-500R between 2010 and 2013. We collected data for three periods: pre-index (12 months before initiation), post-index (12 months after initiation or until a gap of ≥60 days in U-500R claims), and follow-up (12 months after post-index). Data were analyzed using descriptive statistics and a regression model as appropriate. RESULTS | We identified 1,582 patients who met the selection criteria. The median TDD of U-500R during the post-index period was 333 units/day, with 70.0% of patients using 300-400 units/day. During the post-index period, 74.1% of patients had U-500R claims that did not overlap with prescriptions for other insulins, interpreted as U-500R monotherapy. Among patients with ≥1 U-500R fill in the post-index period (n = 1,208), 54.4% had a medication possession ratio (MPR, a measure of adherence) ≥80%. Although 849 patients had a gap of ≥60 days in U-500R claims in the post-index period, 602 of those resumed U-500R in the follow-up period. Of the 733 patients who had no gap in U-500R claims in the post-index period, 286 had a gap of ≥60 days in claims in year 2, and 447 continued with U-500R treatment beyond 2 years. CONCLUSION | These results demonstrate that U-500R was commonly used as insulin monotherapy, with a median TDD >300 units/day. Compared with published, relevant studies of other insulins, U-500R showed similar or greater adherence and persistence rates. These new data may help guide clinical decision-making when choosing insulin therapy for patients requiring high doses of insulin.
Collapse
Affiliation(s)
| | | | | | - Ludi Fan
- Eli Lilly and Company, Indianapolis, IN
| | | | | |
Collapse
|
13
|
Farmer A, Allen J, Bartlett K, Bower P, Chi Y, French D, Gudgin B, Holmes EA, Horne R, Hughes DA, Kenning C, Locock L, McSharry J, Miles L, Newhouse N, Rea R, Riga E, Tarassenko L, Velardo C, Williams N, Williams V, Yu LM. Supporting people with type 2 diabetes in effective use of their medicine through mobile health technology integrated with clinical care (SuMMiT-D Feasibility): a randomised feasibility trial protocol. BMJ Open 2019; 9:e033504. [PMID: 31888938 PMCID: PMC6937131 DOI: 10.1136/bmjopen-2019-033504] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Revised: 10/30/2019] [Accepted: 12/04/2019] [Indexed: 01/12/2023] Open
Abstract
INTRODUCTION Type 2 diabetes is common, affecting over 400 million people worldwide. Risk of serious complications can be reduced through use of effective treatments and active self-management. However, people are often concerned about starting new medicines and face difficulties in taking them regularly. Use of brief messages to provide education and support self-management, delivered through mobile phone-based text messages, can be an effective tool for some long-term conditions. We have developed messages aiming to support patients' self-management of type 2 diabetes in the use of medications and other aspects of self-management, underpinned by theory and evidence. The aim of this trial is to determine the feasibility of a large-scale clinical trial to test the effectiveness and cost-effectiveness of the intervention, compared with usual care. METHODS AND ANALYSIS The feasibility trial will be a multicentre individually randomised, controlled trial in primary care recruiting adults (≥35 years) with type 2 diabetes in England. Consenting participants will be randomised to receive short text messages three times a week with messages designed to produce change in medication adherence or non-health-related messages for 6 months. The aims are to test recruitment methods, retention to the study, the feasibility of data collection and the mobile phone and web-based processes of a proposed definitive trial and to refine the text messaging intervention. The primary outcome is the rate of recruitment to randomisation of participants to the trial. Data, including patient reported measures, will be collected online at baseline and the end of the 6-month follow-up period. With 200 participants (100 in each group), this trial is powered to estimate 80% follow-up within 95% CIs of 73.8% to 85.3%. The analysis will follow a prespecified plan. ETHICS AND DISSEMINATION Ethics approval was obtained from the West of Scotland Research Ethics Committee 05. The results will be disseminated through conference presentations, peer-reviewed journals and will be published on the trial website: www.summit-d.org (SuMMiT-D (SUpport through Mobile Messaging and digital health Technology for Diabetes)). TRIAL REGISTRATION NUMBER ISRCTN13404264.
Collapse
Affiliation(s)
- Andrew Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Julie Allen
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Kiera Bartlett
- The Division of Psychology and Mental Health, The University of Manchester, Manchester, UK
| | - Peter Bower
- Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK
| | - Yuan Chi
- The Institute of Biomedical Engineering, University of Oxford, Oxford, UK
| | - David French
- The Division of Psychology and Mental Health, The University of Manchester, Manchester, UK
| | | | - Emily A Holmes
- School of Health Sciences, Bangor University, Bangor, UK
| | - Robert Horne
- UCL School of Pharmacy, University College London, London, UK
| | - Dyfrig A Hughes
- Centre for Health Economics and Medicines Evaluation, Bangor University, Bangor, UK
| | - Cassandra Kenning
- Institute of Population Health, The University of Manchester, Manchester, UK
| | - Louise Locock
- Health Service Research, University of Aberdeen, Aberdeen, UK
| | - Jenny McSharry
- Health Behaviour Change Research Group, School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - Lisa Miles
- Division of Psychology and Mental Health, The University of Manchester, Manchester, UK
| | | | - Rustam Rea
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Evgenia Riga
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Lionel Tarassenko
- The Institute of Biomedical Engineering, University of Oxford, Oxford, UK
| | - Carmelo Velardo
- The Institute of Biomedical Engineering, University of Oxford, Oxford, UK
| | - Nicola Williams
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Veronika Williams
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Ly-Mee Yu
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| |
Collapse
|
14
|
Gao Y, Peterson E, Pagidipati N. Opportunities for improving use of evidence-based therapy in patients with type 2 diabetes and cardiovascular disease. Clin Cardiol 2019; 42:1063-1070. [PMID: 31448852 PMCID: PMC6837027 DOI: 10.1002/clc.23252] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2019] [Accepted: 08/20/2019] [Indexed: 12/30/2022] Open
Abstract
Evidence‐based therapy that target hyperlipidemia, hypertension, smoking cessation, and weight loss have demonstrated significant benefits in reducing cardiovascular risks and related events. Although the benefit of intensively lowering blood glucose is unclear, newer antidiabetic drugs (glucagon‐like peptide‐1 receptor agonists and sodium‐glucose cotransporter‐2 inhibitors) have shown cardiovascular benefits in addition to their antihyperglycemic effect. Yet, studies suggest that recent use of evidence‐based therapy and management of cardiovascular risk among individuals with type 2 diabetes (T2D) and cardiovascular disease (CVD) remains largely suboptimal. The following narrative review first identifies barriers to translating research evidence to clinical practice at the levels of provider, health system, patient, and cost. Then it synthesizes previous implementation strategies that addressed multifaceted barriers and attempted to improve care for patients with T2D and CVD. In conclusion, team‐based care coordination, reminding systems in combination to pharmacist consultation and patient education, provider education compatible with clinical workflow, and coupled incentives between providers and patients appeared to be effective in reducing cardiovascular risks for patients with T2D and CVD, though the scalability and long‐term clinical effect of these strategies as well as the possibility of interventions involving payers and health systems remain uncertain.
Collapse
Affiliation(s)
- Yumin Gao
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Eric Peterson
- Department of Medicine, Duke Clinical Research Institute, Center for Preventive Medicine, Duke University, Durham, North Carolina
| | - Neha Pagidipati
- Department of Medicine, Duke Clinical Research Institute, Center for Preventive Medicine, Duke University, Durham, North Carolina
| |
Collapse
|
15
|
Aziz H, Hatah E, Makmor-Bakry M, Islahudin F, Ahmad Hamdi N, Mok Pok Wan I. Qualitative exploration of the modifiable factors for medication adherence among subsidised and self-paying patients in Malaysia. BMC Health Serv Res 2018; 18:605. [PMID: 30081892 PMCID: PMC6080501 DOI: 10.1186/s12913-018-3417-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Accepted: 07/24/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Numerous studies have evaluated the related factors of medication adherence among patients with chronic disease. However, the factors influencing medication adherence and non-adherence among subsidised patients with chronic diseases-for whom medication costs may not be a constraint-remain unexplored. Thus, this study aims to identify and compare the potential factors that may influence subsidised and non-subsidised (i.e., self-paying) patients' adherence to medication. METHODS Subsidised and self-paying patients were identified at public and private healthcare institutions in three states of Malaysia. Patients were then purposively selected for semi-structured, face-to-face interviews according to their medication adherence status (including adherent and non-adherent patients), which was measured using the Medication Event Monitoring System (MEMS). Adherence was defined as having 80% or more for the percentage of days in which the dose regimen was executed as prescribed. The interview was conducted from January to August 2016 and during the interviews, patients were asked to provide reasons for their medication adherence or non-adherence. The patient interviews were audio recorded and transcribed verbatim. Data were analysed using thematic analysis with NVivo 11 software. RESULTS Thirteen subsidised and 12 self-paying patients were interviewed. The themes found among subsidised and self-paying patients were similar. The factors that influenced adherence to medication include the 'perceived importance of quality of life' and 'perceived benefit or value of the medications'. A unique factor reported by patients in this study included 'perceived value of the money spent on medications'; more specifically, patients adhered to their medications because they valued the money spent to buy/receive the medications. CONCLUSION Medication adherence among subsidised and self-paying patients was influenced by many factors, including a unique factor relating to their perceptions of the value of money spent on medications.
Collapse
Affiliation(s)
- Hamiza Aziz
- Pharmacy Department, Putrajaya Hospital, Federal Government Administrative Centre, Precinct 7, 62250, Putrajaya, Malaysia
| | - Ernieda Hatah
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, 50300, Kuala Lumpur, Malaysia.
| | - Mohd Makmor-Bakry
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, 50300, Kuala Lumpur, Malaysia
| | - Farida Islahudin
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, 50300, Kuala Lumpur, Malaysia
| | - Najwa Ahmad Hamdi
- Family Health Development Division, Ministry of Health, Parcel E, Federal Government Administrative Centre, 62590, Putrajaya, Malaysia
| | - Ivy Mok Pok Wan
- Pharmacy Department, Universiti Kebangsaan Malaysia Medical Centre, Jalan Yaacob Latif, Bandar Tun Razak, Cheras, 56000, Kuala Lumpur, Malaysia
| |
Collapse
|
16
|
Cefalu WT, Dawes DE, Gavlak G, Goldman D, Herman WH, Van Nuys K, Powers AC, Taylor SI, Yatvin AL. Insulin Access and Affordability Working Group: Conclusions and Recommendations. Diabetes Care 2018; 41:1299-1311. [PMID: 29739814 DOI: 10.2337/dci18-0019] [Citation(s) in RCA: 177] [Impact Index Per Article: 29.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Affiliation(s)
| | | | | | - Dana Goldman
- USC Schaeffer Center for Health Policy & Economics, Los Angeles, CA
| | | | - Karen Van Nuys
- USC Schaeffer Center for Health Policy & Economics, Los Angeles, CA
| | | | | | | | | |
Collapse
|
17
|
Turner JM, Unni EJ, Strohecker J, Henrichs J. Prevalence of insulin glargine vial use beyond 28 days in a Medicaid population. J Am Pharm Assoc (2003) 2018; 58:S37-S40. [PMID: 29801995 DOI: 10.1016/j.japh.2018.04.019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Revised: 03/29/2018] [Accepted: 04/08/2018] [Indexed: 10/16/2022]
Abstract
OBJECTIVES Insulin glargine, one of the most commonly prescribed drugs for diabetes, has a 28-day limit on the use of a 10-mL (1000 units) multiple-dose vial once the bottle is punctured. If patients who are using smaller doses or are not adherent continue to use insulin glargine beyond the 28-day window, it can result in questionable stability and sterility of the product. The aim of this study was to determine the proportion of patients who used each insulin glargine vial for more than 28 days, the mean number of days the vial was used after 28 days, the reason for the extended use, and whether that use had any association with diabetes control and injection site infection. METHODS The study was conducted in 2 phases. Phase I was a retrospective database analysis of insulin glargine 10-mL vial use by the adult Medicaid population with type 2 diabetes served by Molina Healthcare to determine the proportion of patients who used each vial beyond 28 days. Phase II was a cross-sectional telephone interview to identify the reasons for the extended use. RESULTS Of the 269 patients identified, 81% used it for more than 28 days, with a mean of 43 days. Of the interviewed patients, 60% did not discard the vials after 28 days because of a lack of awareness. Patients who were aware of the 28-day limit were informed by a pharmacist or diabetes educator. CONCLUSION A large proportion of Medicaid patients were found to use insulin glargine past the recommended 28-day limit. More work is needed with a larger sample size to determine whether reasons besides lack of awareness affect the use of insulin glargine beyond its expiration and the role of pharmacists and diabetes educators in improving adherence to disposing of the drug after 28 days.
Collapse
|
18
|
McGovern A, Hinton W, Calderara S, Munro N, Whyte M, de Lusignan S. A Class Comparison of Medication Persistence in People with Type 2 Diabetes: A Retrospective Observational Study. Diabetes Ther 2018; 9:229-242. [PMID: 29302934 PMCID: PMC5801247 DOI: 10.1007/s13300-017-0361-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Indexed: 12/30/2022] Open
Abstract
INTRODUCTION Longer medication persistence in type 2 diabetes (T2D) is associated with improved glycaemic control. It is not clear which oral therapies have the best persistence. The objective of this study was to compare medication persistence across different oral therapies in people with T2D. METHODS We performed a retrospective cohort analysis using a primary-care-based population, the Royal College of General Practitioners Research and Surveillance Centre cohort. We identified new prescriptions for oral diabetes medication in people with type 2 diabetes between January 1, 2004 and July 31, 2015. We compared median persistence across each class. We also compared non-persistence (defined as a prescription gap of ≥ 90 days) between classes, adjusting for confounders, using Cox regression. Confounders included: age, gender, ethnicity, socioeconomic status, alcohol use, smoking status, glycaemic control, diabetes duration, diabetes complications, comorbidities, and number of previous and concurrent diabetes medications. RESULTS We identified 60,327 adults with T2D. The majority 42,810 (70.9%) of those had one or more oral medications prescribed; we measured persistence in those patients (who were prescribed 55,728 oral medications in total). Metformin had the longest median persistence (3.04 years; 95% CI 2.94-3.12). The adjusted hazard ratios for non-persistence compared with metformin were: sulfonylureas HR 1.20 (1.16-1.24), DPP-4 inhibitors HR 1.43 (1.38-1.49), thiazolidinediones HR 1.71 (95% CI 1.64-1.77), SGLT2 inhibitors HR 1.04 (0.93-1.17), meglitinides HR 2.25 (1.97-2.58), and alpha-glucosidase inhibitors HR 2.45 (1.98-3.02). The analysis of SGLT2 inhibitors was limited by the short duration of follow-up for this new class. Other factors associated with reduced medication persistence were female gender, younger age, and non-white ethnicity. CONCLUSIONS Persistence is strongly influenced by medication class and should be considered when initiating treatments.
Collapse
Affiliation(s)
- Andrew McGovern
- Section of Clinical Medicine and Aging, University of Surrey, Guildford, UK.
| | - William Hinton
- Section of Clinical Medicine and Aging, University of Surrey, Guildford, UK
| | | | - Neil Munro
- Section of Clinical Medicine and Aging, University of Surrey, Guildford, UK
| | - Martin Whyte
- Section of Clinical Medicine and Aging, University of Surrey, Guildford, UK
| | - Simon de Lusignan
- Section of Clinical Medicine and Aging, University of Surrey, Guildford, UK
| |
Collapse
|
19
|
Choi YJ, Smaldone AM. Factors Associated With Medication Engagement Among Older Adults With Diabetes: Systematic Review and Meta-Analysis. DIABETES EDUCATOR 2017; 44:15-30. [DOI: 10.1177/0145721717747880] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Purpose The purpose of this systematic review and meta-analysis is to explore the factors associated with medication engagement among older adults (≥60 years) with diabetes. Methods Five databases (PubMed, Embase, Cumulative Index to Nursing and Allied Health Literature, PsycINFO, and Scopus) were systematically searched to identify studies examining the association between factors and medication engagement among older diabetes patients. A study met inclusion for meta-analysis if the prevalence of medication engagement or factor was reported in ≥2 studies and the frequency or strength of association was either reported or able to be computed. Quality appraisal was performed with the Downs and Black tool. Results Of 538 retrieved studies, 33 (20 cohort and 13 cross-sectional) were included for systematic review; of these, 22 met criteria for meta-analysis. Findings from meta-analysis show that women (odds ratio [OR], 0.92; 95% CI, 0.86-0.97), those with depression (OR, 0.73; 95% CI, 0.62-0.87), and those with higher out-of-pocket spending for prescription drugs (OR, 0.87; 95% CI, 0.80-0.94) were less likely to take diabetes medication when compared with men, those without depression, and those with lower out-of-pocket costs, respectively. Older age (OR, 1.13; 95% CI, 1.00-1.27) was associated with better engagement to diabetes medication. Conclusions Of 4 identified factors, 2 are modifiable. Recent policy efforts to decrease the cost burden of prescribed medication for older adults, such as Medicare Part D, may remove this barrier to medication engagement. Routine screening for depression among older adults with diabetes should be included as part of usual care to facilitate an integrated treatment approach.
Collapse
Affiliation(s)
- Yoon Jeong Choi
- Research Institute of Nursing Science, Seoul National University College of Nursing, Seoul, South Korea
| | - Arlene M. Smaldone
- School of Nursing and College of Dental Medicine, Columbia University Medical Center, New York, New York, USA
| |
Collapse
|
20
|
Abstract
BACKGROUND Risk adjustment models are traditionally derived from administrative claims. Prescription fill rates-extracted by comparing electronic health record prescriptions and pharmacy claims fills-represent a novel measure of medication adherence and may improve the performance of risk adjustment models. OBJECTIVE We evaluated the impact of prescription fill rates on claims-based risk adjustment models in predicting both concurrent and prospective costs and utilization. METHODS We conducted a retrospective cohort study of 43,097 primary care patients from HealthPartners network between 2011 and 2012. Diagnosis and/or pharmacy claims of 2011 were used to build 3 base models using the Johns Hopkins ACG system, in addition to demographics. Model performances were compared before and after adding 3 types of prescription fill rates: primary 0-7 days, primary 0-30 days, and overall. Overall fill rates utilized all ordered prescriptions from electronic health record while primary fill rates excluded refill orders. RESULTS The overall, primary 0-7, and 0-30 days fill rates were 72.30%, 59.82%, and 67.33%. The fill rates were similar between sexes but varied across different medication classifications, whereas the youngest had the highest rate. Adding fill rates modestly improved the performance of all models in explaining medical costs (improving concurrent R by 1.15% to 2.07%), followed by total costs (0.58% to 1.43%), and pharmacy costs (0.07% to 0.65%). The impact was greater for concurrent costs compared with prospective costs. Base models without diagnosis information showed the highest improvement using prescription fill rates. CONCLUSIONS Prescription fill rates can modestly enhance claims-based risk prediction models; however, population-level improvements in predicting utilization are limited.
Collapse
|
21
|
García Díaz E, Ramírez Medina D, García López A, Morera Porras ÓM. Determinants of adherence to hypoglycemic agents and medical visits in patients with type 2 diabetes mellitus. ENDOCRINOLOGÍA, DIABETES Y NUTRICIÓN (ENGLISH ED.) 2017. [DOI: 10.1016/j.endien.2017.08.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
22
|
García Díaz E, Ramírez Medina D, García López A, Morera Porras ÓM. Determinants of adherence to hypoglycemic agents and medical visits in patients with type 2 diabetes mellitus. ACTA ACUST UNITED AC 2017; 64:531-538. [PMID: 29108925 DOI: 10.1016/j.endinu.2017.08.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2017] [Revised: 07/27/2017] [Accepted: 08/21/2017] [Indexed: 11/17/2022]
Abstract
AIM To assess glycemic control in diabetic patients, to measure the impact on such control of adherence to hypoglycemic agents and to medical visits, and to explore factors that allow for predicting adherence. METHODS Study of historical cohorts of diabetic patients. The proportion of patients who achieved the target HbA1c levels was estimated. Adherence was assessed using the Haynes-Sackett test. Change in HbA1c from the first to the last visit, adherence, and attendance to visits were analyzed according to comorbidities, cardiovascular risk factors, and treatments used. RESULTS The study simple consisted of 639 patients (mean follow-up time, 11.1±11.2 months), of whom 66.6% achieved target HbA1c levels. Change in HbA1c from the first to the last visit was explained in 54.2% of patients by baseline HbA1c (P<0.001), in 13% by treatment adherence (P<0.001), and in 9.6% by visit adherence (P<0.001). Non-insulinization (P=0.011) and smoking cessation (P=0.032) predisposed to greater adherence. Insulinization (P=0.019) and lack of diabetes education (P=0.033) predisposed to visit non-compliance. CONCLUSIONS Improvement in HbA1c is determined by baseline HbA1c, treatment adherence, and attendance to visits. Patients on insulin have poorer adherence and are more likely to miss the appointments, those who stop smoking adhere more to hypoglycemic agents, and those given therapeutic education are more likely to keep the appointments.
Collapse
Affiliation(s)
- Eduardo García Díaz
- Unidad de Endocrinología, Hospital Dr. José Molina Orosa, Lanzarote, Canarias, España.
| | | | - Alba García López
- Unidad de Oftalmología, Hospital Dr. José Molina Orosa, Lanzarote, Canarias, España
| | | |
Collapse
|
23
|
Arao RK, O'Connor MY, Barrett T, Chockalingam L, Khan F, Kumar A, Leader A, Leven E, Power JR, Shuham B, Rifkin R, Thomas D, Meah Y, Shah BJ. Strengthening value-based medication management in a free clinic for the uninsured: Quality interventions aimed at reducing costs and enhancing adherence. BMJ Open Qual 2017; 6:e000069. [PMID: 29450274 PMCID: PMC5699148 DOI: 10.1136/bmjoq-2017-000069] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 09/22/2017] [Accepted: 09/27/2017] [Indexed: 11/17/2022] Open
Abstract
Skyrocketing costs of prescription medications in the USA pose a significant threat to the financial viability of safety net clinics that opt to supply medications at low to no out-of-pocket costs to patients. At the East Harlem Health Outreach Partnership clinic of the Icahn School of Medicine at Mount Sinai, a physician-directed student-run comprehensive primary care clinic for uninsured adults of East Harlem, expenditures on pharmaceuticals represent nearly two-thirds of annual costs. The practice of minimising costs while maintaining quality, referred to as high-value care, represents a critical cost-saving opportunity for safety net clinics as well as for more economical healthcare in general. In this paper, we discuss a series of quality improvement initiatives aimed at reducing pharmacy-related expenditures through two distinct yet related mechanisms: (A) promoting value-conscious prescribing by providers and (B) improving patient adherence to medication regimens. Interventions aimed at promoting value-conscious prescribing behaviour included blacklisting a costly medication on our clinic’s formulary and adding a decision tree in our mobile clinician reference application to promote value-conscious prescribing. Interventions targeted to improving patient adherence involved an automated text messaging system with English and Spanish refill reminders to encourage timely pick-up of medication refills. As a result of these processes, the free clinic experienced a 7.3%, or $3768, reduction in annual pharmacy costs. Additionally, medication adherence in patients with diabetes on oral antihyperglycaemic medications increased from 55% to 67%. Simultaneous patient-based and provider-based interventions may be broadly applicable to addressing rising pharmacy costs in healthcare across the USA.
Collapse
Affiliation(s)
- Robert K Arao
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Michelle Y O'Connor
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Thomas Barrett
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Leela Chockalingam
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Farrah Khan
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Anirudh Kumar
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Andrew Leader
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Emily Leven
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - John R Power
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Benjamin Shuham
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Robert Rifkin
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - David Thomas
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Yasmin Meah
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Brijen J Shah
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| |
Collapse
|
24
|
Conway CM, Kelechi TJ. Digital Health for Medication Adherence in Adult Diabetes or Hypertension: An Integrative Review. JMIR Diabetes 2017; 2:e20. [PMID: 30291093 PMCID: PMC6238839 DOI: 10.2196/diabetes.8030] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Revised: 07/02/2017] [Accepted: 07/02/2017] [Indexed: 01/15/2023] Open
Abstract
Background Optimal management of chronic diseases, such as type 2 diabetes and hypertension, often include prescription medications. Medication adherence (MA) is one component of self-management. Optimization through digital health—eHealth and mHealth—could enhance patient awareness and/or communication between the patient and provider. Objective Medication adherence is a major issue that affects 50%-60% of chronically ill adults. Digital health refers to eHealth and mHealth, collectively, and as these technologies become more accessible, remote health delivery is increasingly available as an adjunct to improve medication adherence; communicate with patients and providers; and provide education to patients, families, and communities. The objective of this integrative review was to examine the types of digital health technologies that targeted medication adherence in the adult population with diabetes or hypertension. Methods An integrative review was conducted using databases within EBSCOhost, PubMed, and Scopus. Eligible studies available as of September 2016 had to be written in English, had to contain digital health interventions to improve medication adherence to prescription medications in adults 18 years or older, and had to focus on diabetes or hypertension. Results Of the 337 located studies, 13 (3.9%) used a digital health intervention for medication adherence to prescribed medications for diabetes or hypertension and were assessed according to the Chronic Care Model. Conclusions The 13 studies included in this review found no conclusive evidence of improved medication adherence using digital health interventions such as interactive voice response (IVR), short message service (SMS) text messaging, telemonitoring, and interactive software technology. Among the 13 studies were digital health interventions that foster medication adherence via one-way communication to the patient or two-way communication between the patient and health care provider for adjunct medication adherence strategies. More research is needed to determine which digital health interventions are most beneficial for individuals with diabetes or hypertension.
Collapse
Affiliation(s)
- Cheryl Moseley Conway
- School of Nursing, Western Carolina University, Cullowhee, NC, United States.,College of Nursing, Medical University of South Carolina, Charleston, SC, United States
| | - Teresa J Kelechi
- College of Nursing, Medical University of South Carolina, Charleston, SC, United States
| |
Collapse
|
25
|
Boccara F, Dent R, Ruilope L, Valensi P. Practical Considerations for the Use of Subcutaneous Treatment in the Management of Dyslipidaemia. Adv Ther 2017; 34:1876-1896. [PMID: 28717862 PMCID: PMC5565663 DOI: 10.1007/s12325-017-0586-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Indexed: 02/06/2023]
Abstract
Suboptimal drug adherence represents a major challenge to effective primary and secondary prevention of cardiovascular disease. While adherence is influenced by multiple considerations, polypharmacy and dosing frequency appear to be rate-limiting factors in patient satisfaction and subsequent adherence. The cardiovascular and metabolic therapeutic areas have recently benefited from a number of advances in drug therapy, in particular protease proprotein convertase subtilisin/kexin type 9 (PCSK9) inhibitors and incretin-based therapies, respectively. These drugs are administered subcutaneously and offer efficacious treatment options with reduced dosing frequency. Whilst patients with diabetes and diabetologists are well initiated to injectable therapies, the cardiovascular therapeutic arena has traditionally been dominated by oral agents. It is therefore important to examine the practical aspects of treating patients with these new lipid-lowering agents, to ensure they are optimally deployed in everyday clinical practice.
Collapse
Affiliation(s)
- Franck Boccara
- Cardiology Unit, Hôpital Saint-Antoine, AP-HP, Hôpitaux de l'Est Parisien, Paris, France.
- INSERM, UMR_S 938, Faculty of Medicine, Sorbonne Universities, UPMC University Paris 06, Paris, France.
| | - Ricardo Dent
- Amgen (Europe) GmbH, Zug, Switzerland
- Esperion Therapeutics Inc, Ann Arbor, MI, USA
| | - Luis Ruilope
- Institute of Research, Hypertension Unit, Hospital 12 de Octubre, Madrid, Spain
| | - Paul Valensi
- Department of Endocrinology-Diabetology-Nutrition, Jean Verdier Hospital, APHP, CRNH-IdF, CINFO, Paris Nord University, Bondy, France
| |
Collapse
|
26
|
Shani M, Lustman A, Vinker S. Diabetes medication persistence, different medications have different persistence rates. Prim Care Diabetes 2017; 11:360-364. [PMID: 28420583 DOI: 10.1016/j.pcd.2017.03.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2016] [Revised: 03/01/2017] [Accepted: 03/22/2017] [Indexed: 10/19/2022]
Abstract
AIM To assess the persistence of diabetic patients to oral medications. METHODS The study included all type 2 diabetic patients over 40 years, members of one District of Clalit Health Services Israel, who were diagnosed with diabetes mellitus before 2008 and who filled at least one prescription per year during 2008-2010, for the following medications: metformin, glibenclamide, acarbose, statins, angiotensin converting enzyme inhibitors (ACEI) and angiotensin II receptor antagonists (ARBs). Purchase of at least 9 monthly prescriptions during 2009 was considered "good medication persistence". We compared HbA1c and LDL levels, according to medication persistence, for each medication; and cross persistence rates between medications. RESULTS 21,357 patients were included. Average age was 67.0±11.0years, 48.9% were men, and 35.8% were from low SES. Good medication persistence rates for ARBs were 78.8%, ACEI 69.0%, statins 66.6%, acarbose 67.8%, metformin 58.6%, and glibenclamide 55.3%. Good persistence to any of the medications tested was associated with a higher rate of good persistence to other medications. Patients who took more medications had better persistence rates. CONCLUSIONS Different oral medications used by diabetic patients have different persistence rates. Good persistence for any one medication is an indicator of good persistence to other medications. Investment in enhancing medication persistence in persons with diabetes may improve persistence to other medications, as well as improve glycemic control.
Collapse
Affiliation(s)
- Michal Shani
- Department of Family Medicine Central District, Clalit Health Service, Mazkeret Batya, Israel; Department of Family Medicine Sackler Faculty of Medicine, Tel Aviv University, Israel.
| | - Alex Lustman
- Department of Family Medicine Central District, Clalit Health Service, Mazkeret Batya, Israel; Department of Family Medicine Sackler Faculty of Medicine, Tel Aviv University, Israel
| | - Shlomo Vinker
- Department of Family Medicine Sackler Faculty of Medicine, Tel Aviv University, Israel
| |
Collapse
|
27
|
Kennedy-Martin T, Boye KS, Peng X. Cost of medication adherence and persistence in type 2 diabetes mellitus: a literature review. Patient Prefer Adherence 2017; 11:1103-1117. [PMID: 28721024 PMCID: PMC5501621 DOI: 10.2147/ppa.s136639] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
PURPOSE To explore published evidence on health care costs associated with adherence or persistence to antidiabetes medications in adults with type 2 diabetes mellitus (T2DM). METHODS Primary research studies published between January 2006 and December 2015 on compliance, adherence, or persistence and treatment in patients with T2DM that document a link with health care costs were identified through literature searches in bibliographic databases and 2015 abstract books for relevant DM congresses. Results were assessed for relevance by two reviewers. The review was part of a larger overview evaluating the impact of adherence and persistence on a range of clinical and economic outcomes; only findings from the cost element are reported herein. RESULTS A total of 4,662 de-duplicated abstracts were identified and 110 studies included in the wider review. Of these, 19 reported an association between adherence (n=13), persistence (n=5), or adherence and persistence (n=1), and health care costs. All studies were retrospective, with sample sizes ranging from 301 to 740,195. Medication possession ratio was the most commonly employed adherence measure (n=11). The majority of adherence studies (n=9) reported that medication adherence was associated with lower total health care costs. Pharmacy costs were often increased in adherent patients but this was offset by beneficial effects on other costs. Findings were more variable in persistence studies; three reported that higher pharmacy costs in persistent patients were not sufficiently offset by savings in other areas to result in a reduction in total health care costs. CONCLUSIONS Few studies have evaluated the relationship between adherence, persistence, and health care costs in T2DM. However, it has been consistently shown that medication nonadherence increases health care costs, suggesting that cost savings from better adherence could be substantial. Available data support the economic case for identification of strategies that facilitate improved medication adherence in patients with T2DM.
Collapse
Affiliation(s)
| | - Kristina S Boye
- Global Health Outcomes, Eli Lilly and Company, Indianapolis, IN, USA
| | - Xiaomei Peng
- Global Health Outcomes, Eli Lilly and Company, Indianapolis, IN, USA
| |
Collapse
|
28
|
Porath A, Fund N, Maor Y. Costs of Managing Patients with Diabetes in a Large Health Maintenance Organization in Israel: A Retrospective Cohort Study. Diabetes Ther 2017; 8:167-176. [PMID: 27853980 PMCID: PMC5306111 DOI: 10.1007/s13300-016-0212-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2016] [Indexed: 11/09/2022] Open
Abstract
INTRODUCTION The aim of this study was to evaluate the direct costs of patients with diabetes ensured in a large health maintenance organization, Maccabi Health Services (MHS), in order to compare the medical costs of these patients to the medical costs of other patients insured by MHS and to assess the impact of poorly controlled diabetes on medical costs. METHODS A retrospective analysis of patients insured in MHS during 2012 was performed. Data were extracted automatically from the electronic database. A glycated hemoglobin (HbA1c) level of >9% (75 mmol/mol) was considered to define poorly controlled diabetes, and that of <7% (53 mmol/mol) and <8% (64 mmol/mol) to define controlled diabetes for patients aged <75 and ≥75 years, respectively. Multivariate analysis analyses were done to assess factors affecting cost. RESULTS Data on a total of 99,017 patients with diabetes were obtained from the MHS database for 2012. Of these, 54% were male and 72% were aged 45-75 years. The median annual cost of treating diabetes was 4420 cost units (CU), with hospitalization accounting for 56% of the total costs. The median annual cost per patient in the age groups 35-44 and 75-84 years was 2836 CU and 7033 CU, respectively. Differences between costs for patients with diabetes and those for patients without diabetes was 85% for the age group 45-54 years but only 24% for the age group 75-84 years. Medical costs increased similarly with age for patients with controlled diabetes and those with poorly controlled diabetes costs, as did additional co-morbidities. Costs were significantly impacted by kidney disease. The costs for patients with an HbA1c level of 8.0-8.99% (64-74 mmol/mol) and 9.0-9.99% (75-85 mmol/mol) were 5722 and 5700 CU, respectively. In a multivariate analysis the factors affecting all patients' costs were HbA1C level, male gender, chronic diseases, complications of diabetes, disease duration, and stage of kidney function. CONCLUSIONS The direct medical costs of patients with diabetes were significantly higher than those of patients without diabetes. The main drivers of these higher costs were hospitalizations and renal function. In poorly controlled patients the effect of HbA1c on costs was limited. These findings suggest that it is cost effective to identify patients with diabetes early in the course of the disease. FUNDING The work was sponsored by internal funds of the authors. Article processing charges for this study was funded by Novo Nordisk.
Collapse
Affiliation(s)
- Avi Porath
- Maccabi Healthcare Services, Tel Aviv, Israel
- Epidemiology Department, Faculty of Medicine, Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Naama Fund
- Department of Health Services Research and Health Economics at Chief Physician Office of Maccabi Healthcare Services, Tel Aviv, Israel
| | - Yasmin Maor
- Infectious Disease Unit, Wolfson Medical Center, affiliated with Sackler Faculty of Medicine, Tel Aviv University, Holon, Israel.
| |
Collapse
|
29
|
Ratanawongsa N, Chan LLS, Fouts MM, Murphy EJ. The Challenges of Electronic Health Records and Diabetes Electronic Prescribing: Implications for Safety Net Care for Diverse Populations. J Diabetes Res 2017; 2017:8983237. [PMID: 28197420 PMCID: PMC5286474 DOI: 10.1155/2017/8983237] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2016] [Accepted: 01/04/2017] [Indexed: 11/25/2022] Open
Abstract
Widespread electronic health record (EHR) implementation creates new challenges in the diabetes care of complex and diverse populations, including safe medication prescribing for patients with limited health literacy and limited English proficiency. This review highlights how the EHR electronic prescribing transformation has affected diabetes care for vulnerable patients and offers recommendations for improving patient safety through EHR electronic prescribing design, implementation, policy, and research. Specifically, we present evidence for (1) the adoption of RxNorm; (2) standardized naming and picklist options for high alert medications such as insulin; (3) the widespread implementation of universal medication schedule and language-concordant labels, with the expansion of electronic prescription 140-character limit; (4) enhanced bidirectional communication with pharmacy partners; and (5) informatics and implementation research in safety net healthcare systems to examine how EHR tools and practices affect diverse vulnerable populations.
Collapse
Affiliation(s)
- Neda Ratanawongsa
- Division of General Internal Medicine, Department of Medicine, UCSF Center for Vulnerable Populations, University of California, San Francisco, 1001 Potrero Avenue, Box 1364, San Francisco, CA 94143, USA
- *Neda Ratanawongsa:
| | - Lenny L. S. Chan
- San Francisco Department of Public Health, 1001 Potrero Avenue, San Francisco, CA 94110, USA
| | - Michelle M. Fouts
- Laguna Honda Hospital and Rehabilitation Center, 375 Laguna Honda Blvd, San Francisco, CA 94116, USA
| | - Elizabeth J. Murphy
- Division of Endocrinology, Department of Medicine, University of California, San Francisco, 1001 Potrero Avenue, Box 0862, San Francisco, CA 94143, USA
| |
Collapse
|
30
|
Yashkin AP, Sloan F. Adherence to Guidelines for Screening and Medication Use: Mortality and Onset of Major Macrovascular Complications in Elderly Persons With Diabetes Mellitus. J Aging Health 2016; 30:503-520. [PMID: 28553792 DOI: 10.1177/0898264316684270] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The objective of this study is to investigate relationships between adherence to recommended screening and medication use and severe macrovascular complications and all-cause mortality among persons aged above 68 years with diabetes mellitus (DM). METHOD Data came from a 5% Medicare claims sample of beneficiaries initially diagnosed with DM during 2006-2008; follow-up was up to 7 years. RESULTS Adherence to screening guidelines led to reduced mortality-hazard ratio (HR) = 0.57, 95% confidence interval [CI] = [0.56, 0.58]; congestive heart failure [CHF], HR = 0.89, CI = [0.87, 0.91]; acute myocardial infarction [AMI], HR = 0.90, CI = [0.85, 0.95]; and stroke/transient ischemic attack [Stroke/TIA], HR = 0.92, CI = [0.87, 0.97]-during follow-up. Recommended medication use led to lower mortality: HR = 0.72, CI = [0.70, 0.73]; CHF, HR = 0.67, CI = [0.66, 0.69]; AMI, HR = 0.68, CI = [0.65, 0.71]; and Stroke/TIA, HR = 0.79, CI = [0.76, 0.83]. DISCUSSION Elderly persons newly diagnosed with diabetes who adhered to recommended care experienced reduced risk of mortality and severe macrovascular complications.
Collapse
|
31
|
Chow W, Miyasato G, Kokkotos FK, Bailey RA, Buysman EK, Henk HJ. Real-world Canagliflozin Utilization: Glycemic Control Among Patients With Type 2 Diabetes Mellitus—A Multi-Database Synthesis. Clin Ther 2016; 38:2071-82. [DOI: 10.1016/j.clinthera.2016.07.168] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2016] [Accepted: 07/22/2016] [Indexed: 01/29/2023]
|
32
|
Saundankar V, Ellis J, Moretz C, Meah Y, DeLuzio T, Allen E, Suehs BT, Bouchard J. A Historical Retrospective Analysis of the Impact of Diabetes Quality Measure Attainment on Outcomes in Medicare Advantage Members. Popul Health Manag 2016; 20:146-154. [PMID: 27454110 DOI: 10.1089/pop.2015.0159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The objective of this study was to assess achievement of 4 diabetes mellitus (DM)-related quality measures (QMs) and examine the relationship between QM attainment, concurrent health care costs, and DM complications over 1 year by conducting a retrospective analysis of claims data for Medicare Advantage Prescription Drug plan members with DM. Claims and member-level quality data were used to assess QM achievement, concurrent health care costs, and presence of new or worsening DM complications during the QM year. Multivariable regression models were used to examine the relationship between QM achievement and outcome measures controlling for potentially confounding baseline characteristics. QM attainment rates ranged from 54.2% for DM Treatment measure to 83.4% for Cholesterol Screening measure. Odds of new or worsening complications were greater for members who did not meet the Blood Sugar Controlled performance goal (odds ratio [OR]: 1.12, P < 0.001), DM Treatment goal (OR: 1.40, P < 0.001), or Cholesterol Screening goal (OR: 1.32, P < 0.001). Failure to attain the DM Medication Adherence goal was associated with lower odds of new or worsening complications (OR: 0.94, P < 0.001). In the regression models, all-cause health care costs were greater for members who achieved the Blood Sugar Controlled quality goal (P < 0.001), but lower for members who attained DM Treatment (P < 0.001) and low-density lipoprotein Cholesterol Screening goals (P < 0.001). There was no statistically significant relationship between attaining the DM Medication Adherence measure and all-cause costs. Achievement rates for individual QMs varied across the study population and relationships between QM attainment, health care costs, and DM complications during the QM measurement year were mixed.
Collapse
Affiliation(s)
| | - Jeffrey Ellis
- 1 Comprehensive Health Insights, Inc. , Louisville, Kentucky
| | - Chad Moretz
- 1 Comprehensive Health Insights, Inc. , Louisville, Kentucky
| | | | - Tony DeLuzio
- 3 Novo Nordisk Pharmaceuticals, Inc. , Plainsboro, New Jersey
| | - Elsie Allen
- 3 Novo Nordisk Pharmaceuticals, Inc. , Plainsboro, New Jersey
| | - Brandon T Suehs
- 1 Comprehensive Health Insights, Inc. , Louisville, Kentucky
| | | |
Collapse
|
33
|
Olomu A, Khan NN, Todem D, Huang Q, Kumar E, Holmes-Rovner M. The Office Guidelines Applied to Practice program improves secondary prevention of heart disease in Federally Qualified Healthcare Centers. Prev Med Rep 2016; 4:357-63. [PMID: 27512651 PMCID: PMC4976138 DOI: 10.1016/j.pmedr.2016.06.020] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2015] [Revised: 04/27/2016] [Accepted: 06/27/2016] [Indexed: 11/27/2022] Open
Abstract
The burden of cardiovascular disease (CVD) among minority and low-income populations is well documented. This study aimed to assess the impact of patient activation and shared decision-making (SDM) on medication use through the Office-Guidelines Applied to Practice (Office-GAP) intervention in Federally Qualified Healthcare Centers (FQHCs). Patients (243) with diabetes and CHD participated in Office-GAP between October 2010 and March 2014. Two-site (FQHCs) intervention/control design. Office-GAP integrates health literacy, communication skills education for patients and physicians, decision support tools, and SDM into routine care. Main measures: 1) implementation rates, 2) medication use at baseline, 3, 6, and 12 months, and 3) predictors of medication use. Logistic regression with propensity scoring assessed impact on medication use. Intervention arm had 120 and control arm had 123 patients. We found that program elements were consistently used. Compared to control, the Office-GAP program significantly improved medications use from baseline: ACEIs or ARBs at 3 months (OR 1.88, 95% CI = 1.07; 3.30, p < 0.03), 6 months (OR 2.68, 95% CI = 1.58;4.54; p < 0.01); statin at 3 months (OR 2.00, 95% CI = 0.1.22; 3.27; p < 0.05), 6 months (OR 3.05, 95% CI = 1.72; 5.43; p < 0.01), Aspirin and/or clopidogrel at 3 months OR 1.59, 95% CI = 1.02, 2.48; p < 0.05), 6 months (OR 3.67, 95% CI = 1.67; 8.08; p < 0.01). Global medication adherence was predicted only by Office-GAP intervention presence and hypertension. Office-GAP resulted in increased use of guideline-based medications for secondary CVD prevention in underserved populations. The Office-GAP program could serve as a model for implementing guideline-based care for other chronic diseases. Office-GAP intervention predicted global medication adherence in FQHCs. The Program improved use of ACEI/ARBs, statin and Aspirin in diabetics. Older age, female gender and black race predicted the use of statin. Office-GAP could serve as a model for implementing guidelines for chronic diseases.
Collapse
Affiliation(s)
- Adesuwa Olomu
- Michigan State University College of Human Medicine, 788 Service Road, B329 Clinical Center, East Lansing, MI 48824, United States
| | - Nazia Naz Khan
- Michigan State University College of Human Medicine, 788 Service Road, B329 Clinical Center, East Lansing, MI 48824, United States
| | - David Todem
- Department of Epidemiology and Biostatistics, Michigan State University, 909 Fee Road, Room B601, East Lansing, MI 48824, United States
| | - Qinhua Huang
- Department of Epidemiology and Biostatistics, Michigan State University, 909 Fee Road, Room B601, East Lansing, MI 48824, United States
| | - Esha Kumar
- Michigan State University College of Human Medicine, 788 Service Road, B329 Clinical Center, East Lansing, MI 48824, United States
| | - Margaret Holmes-Rovner
- Center for Ethics and Humanities in the Life Sciences, Michigan State University, Division of Health Services Research, Department of Medicine, Room B213 Clinical Center, East Lansing, MI 48824, United States
| |
Collapse
|
34
|
Stuart B, Hendrick FB, Xu J, Dougherty JS. How Low-Income Subsidy Recipients Respond to Medicare Part D Cost Sharing. Health Serv Res 2016; 52:1185-1206. [PMID: 27324201 DOI: 10.1111/1475-6773.12520] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVES To determine the magnitude and mechanisms of response to Medicare Part D cost sharing by low-income subsidy (LIS) recipients using oral hypoglycemic agents (OHAs) and statins. DATA SOURCES Medicare data for a 5 percent random sample of beneficiaries with diabetes enrolled in fee-for-service Part D drug plans in 2008. STUDY DESIGN We evaluated the impact of differences between generic and brand cost sharing rates among cohorts of LIS and non-LIS recipients to determine if wider price spreads increased the generic dispensing rate (GDR) and reduced total drug use and cost. PRINCIPAL FINDINGS We found little association between cost sharing and aggregate OHA and statin use. In adjusted analyses, non-LIS beneficiaries who paid 46 percent of total OHA costs had 2.5 percent fewer OHA days supply than full benefit dual eligibles who paid just 5 percent of their therapy costs. For statins, the difference in days supply between those facing the lowest and highest cost sharing was 4.6 percent. Higher cost sharing was associated with filling fewer but larger prescriptions for both generics and brands. CONCLUSIONS Higher generic and brand copays had little association with OHA and statin use among LIS recipients. This implies that modest changes in required cost sharing for these medicines would have very little substantive impact on generic dispensing or utilization patterns among LIS recipients and thus would have little effect on total program spending. At the same time, any increases in out-of-pocket costs would be expected to shift costs and place greater financial burden on low-income beneficiaries, particularly those in poor health.
Collapse
Affiliation(s)
- Bruce Stuart
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD
| | - Franklin B Hendrick
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD
| | - Jing Xu
- Doctoral Program in Gerontology, University of Maryland Baltimore County, Baltimore, MD
| | | |
Collapse
|
35
|
Axon RN, Gebregziabher M, Hunt KJ, Lynch CP, Payne E, Walker RJ, Egede LE. Comorbid depression is differentially associated with longitudinal medication nonadherence by race/ethnicity in patients with type 2 diabetes. Medicine (Baltimore) 2016; 95:e3983. [PMID: 27336900 PMCID: PMC4998338 DOI: 10.1097/md.0000000000003983] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
The aim of the study was to examine whether depression impacts medication nonadherence (MNA) over time and determine if race has a differential impact on MNA in patients with type 2 diabetes and comorbid depression.Generalized estimating equations were used with a longitudinal national cohort of 740,197 veterans with type 2 diabetes. MNA was the main outcome defined by <80% medication possession ratio for diabetes medications. The primary independent variable was comorbid depression. Analyses were adjusted for the longitudinal nature of the data and covariates including age, sex, marital status, and rural/urban residence.In adjusted models, MNA was higher in non-Hispanic blacks (NHBs) (odds ratio [OR] 1.58 [95% confidence interval-CI: 1.57, 1.59]), Hispanics (OR 1.34 [95% CI: 1.32, 1.35]), and the other/missing racial/ethnic group (OR 1.37 [95% CI: 1.36, 1.38]) than in non-Hispanic whites (NHWs). In stratified analyses, the odds of MNA associated with depression were highest in NHWs (OR 1.14 [95% CI: 1.12, 1.15]) and were significantly associated in the other 3 minority racial/ethnic groups. MNA was lower in rural than urban NHWs (OR 0.91 [95% CI: 0.90, 0.92]), NHBs (OR 0.92 [95% CI: 0.91, 0.94]), and the other/unknown racial/ethnic group (OR 0.89 [95% CI: 0.88, 0.90]), but higher in rural Hispanic patients (OR 1.12 [95% CI: 1.09, 1.14]).Depression was associated with increased odds of MNA in NHWs, as well as in minority groups, although associations were weaker in minority groups, perhaps as a result of the high baseline levels of MNA in minority groups. There were also differences by race/ethnicity in MNA in rural versus urban subjects.
Collapse
Affiliation(s)
- Robert Neal Axon
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
| | - Mulugeta Gebregziabher
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Department of Public Health Sciences, Medical University of South Carolina
| | - Kelly J. Hunt
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Department of Public Health Sciences, Medical University of South Carolina
| | - Cheryl P. Lynch
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Center for Health Disparities Research, Division of General Internal Medicine, Medical University of South Carolina, Charleston, SC
| | - Elizabeth Payne
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Department of Public Health Sciences, Medical University of South Carolina
| | - Rebekah J. Walker
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Center for Health Disparities Research, Division of General Internal Medicine, Medical University of South Carolina, Charleston, SC
| | - Leonard E. Egede
- Health Equity and Rural Outreach Innovation Center, Ralph H. Johnson Department of Veterans Affairs Medical Center
- Center for Health Disparities Research, Division of General Internal Medicine, Medical University of South Carolina, Charleston, SC
| |
Collapse
|
36
|
Zomahoun HTV, Moisan J, Lauzier S, Guillaumie L, Grégoire JP, Guénette L. Predicting Noninsulin Antidiabetic Drug Adherence Using a Theoretical Framework Based on the Theory of Planned Behavior in Adults With Type 2 Diabetes: A Prospective Study. Medicine (Baltimore) 2016; 95:e2954. [PMID: 27082543 PMCID: PMC4839786 DOI: 10.1097/md.0000000000002954] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Understanding the process behind noninsulin antidiabetic drug (NIAD) nonadherence is necessary for designing effective interventions to resolve this problem. This study aimed to explore the ability of the theory of planned behavior (TPB), which is known as a good predictor of behaviors, to predict the future NIAD adherence in adults with type 2 diabetes. We conducted a prospective study of adults with type 2 diabetes. They completed a questionnaire on TPB variables and external variables. Linear regression was used to explore the TPB's ability to predict future NIAD adherence, which was prospectively measured as the proportion of days covered by at least 1 NIAD using pharmacy claims data. The interaction between past NIAD adherence and intention was tested. The sample included 340 people. There was an interaction between past NIAD adherence and intention to adhere to the NIAD (P = 0.032). Intention did not predict future NIAD adherence in the past adherers and nonadherers groups, but its association measure was high among past nonadherers (β = 5.686, 95% confidence interval [CI] -10.174, 21.546). In contrast, intention was mainly predicted by perceived behavioral control both in the past adherers (β = 0.900, 95% CI 0.796, 1.004) and nonadherers groups (β = 0.760, 95% CI 0.555, 0.966). The present study suggests that TPB is a good tool to predict intention to adhere and future NIAD adherence. However, there was a gap between intention to adhere and actual adherence to the NIAD, which is partly explained by the past adherence level in adults with type 2 diabetes.
Collapse
Affiliation(s)
- Hervé Tchala Vignon Zomahoun
- From the Faculty of Pharmacy, Laval University, Quebec, QC, Canada (HTVZ, JM, SL, J-PG, Line Guénette); Chair on Adherence to Treatments (HTVZ, JM, SL, Line Guénette, J-PG, Laurence Guillaumie); Population Health and Optimal Health Practices Research Unit, CHU de Québec - Université Laval Research Centre (HTVZ, JM, SL, , Line Guénette, J-PG, Laurence Guillaumie); and Faculty of Nursing, Laval University, Quebec, QC, Canada (Laurence Guillaumie)
| | | | | | | | | | | |
Collapse
|
37
|
Guénette L, Breton MC, Guillaumie L, Lauzier S, Grégoire JP, Moisan J. Psychosocial factors associated with adherence to non-insulin antidiabetes treatments. J Diabetes Complications 2016; 30:335-42. [PMID: 26615905 DOI: 10.1016/j.jdiacomp.2015.10.016] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2015] [Revised: 10/08/2015] [Accepted: 10/21/2015] [Indexed: 11/28/2022]
Abstract
AIMS To discern psychosocial factors of non-insulin antidiabetes drug (NIAD) adherence. METHODS A cross-sectional study based on the theory of planned behavior (TPB). Adults with type 2 diabetes (T2D) who were members of Diabète Québec, a provincial association of persons with diabetes, and were prescribed at least one NIAD were invited to complete a web-based questionnaire. We measured variables ascertaining TPB constructs and other factors potentially associated with NIAD adherence (e.g., habit, social support, and mental health). NIAD adherence was assessed using the 8-item Morisky Medication Adherence Scale. Factors were identified using a multivariate logistic regression model. RESULTS In our study, 901 participants (373 women; 515 retired; mean age: 62.7 years) with T2D for a mean of 10 years, completed the questionnaire. Participants exhibited a high intention to adhere to their NIAD treatment (mean score=5.8/6), positive attitudes toward adherence (mean score=5.5/6), and elevated perceived behavioral control in taking their medication (mean score=5.7/6). Only 405 (45%) participants reported high adherence (score=8/8). Perceived behavioral control, habit, older age, no perceived side effects, a longer period since T2D diagnosis and a lower number of NIAD daily doses were significantly associated with adherence (p<0.05). CONCLUSION We identified several factors that may be modified for NIAD adherence and thereby provided insight into future adherence-enhancing intervention targets.
Collapse
Affiliation(s)
- Line Guénette
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada; Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada.
| | - Marie-Claude Breton
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada; Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada
| | - Laurence Guillaumie
- Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada; Faculty of Nursing, Laval University, Quebec City, QC, Canada
| | - Sophie Lauzier
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada; Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada
| | - Jean-Pierre Grégoire
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada; Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada
| | - Jocelyne Moisan
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada; Chair on Adherence to Treatments, Population Health and Optimal Health Practices Research Unit, CHU de Québec Research Center, Quebec City, QC, Canada
| |
Collapse
|
38
|
Sun P, Lian J. Treatment adherence in newly diagnosed type 2 diabetes: patient characteristics and long-term impact of adherence on inpatient care utilization. Postgrad Med 2016; 128:338-45. [PMID: 26849064 DOI: 10.1080/00325481.2016.1151326] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
OBJECTIVES The purpose of this study was to evaluate the impact of antidiabetic medication adherence on hospital utilization in patients with newly diagnosed type 2 diabetes mellitus (T2D). This study specifically analyzed patients with newly diagnosed T2D with the intent of lessening intragroup disease severity differences, and adjusting for a range of other clinical and demographic characteristics. METHODS This retrospective US claims database study evaluated adults with newly diagnosed T2D who started antidiabetic medications in 2005-2009, had ≥ 2 antidiabetic medication claims after their first (baseline). Medication adherence was evaluated using the medication possession ratio (MPR) of any or all antidiabetic medication(s) during the 3-year post-baseline period. Repeated-measures analyses examined changes in inpatient utilization from the pre- to post-baseline period. The impact of adherence on hospital utilization during the post-baseline period was evaluated with a logistic regression model to adjust for confounding factors. RESULTS The study included 192,717 patients (mean age, 55.0 years). Mean MPR for antidiabetic therapy was 0.74. MPR was highest in elderly patients and Medicare beneficiaries. Mean annualized inpatient admissions during the 3-year post-baseline period were significantly lower in patients with MPR ≥ 0.80 (1.4) than in those with MPR < 0.80 (2.2; P < 0.05). Logistic regression analysis, adjusting for patient characteristics and prior inpatient utilization, showed 39% lower odds of hospitalization (OR = 0.61; 95% CI = 0.534-0.693) for patients with MPR ≥ 0.80. People with T2D-related complications or hospitalization had approximately 2- to 3-fold higher risk of subsequent hospitalization. CONCLUSIONS In newly diagnosed T2D patients with antidiabetic therapy in the first three ensuing years, higher antidiabetic medication adherence was significantly associated with lower hospital inpatient utilization before and after adjusting for patient characteristics.
Collapse
Affiliation(s)
- Peter Sun
- a Health Economics and Outcomes Research Division, Kailo Research Group , Fishers , IN , USA
| | - Jean Lian
- b Formerly Health Economics and Outcomes Research Division, Novo Nordisk , Plainsboro , NJ , USA
| |
Collapse
|
39
|
Aziz H, Hatah E, Makmor Bakry M, Islahudin F. How payment scheme affects patients' adherence to medications? A systematic review. Patient Prefer Adherence 2016; 10:837-50. [PMID: 27313448 PMCID: PMC4874730 DOI: 10.2147/ppa.s103057] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND A previous systematic review reported that increase in patients' medication cost-sharing reduced patients' adherence to medication. However, a study among patients with medication subsidies who received medication at no cost found that medication nonadherence was also high. To our knowledge, no study has evaluated the influence of different medication payment schemes on patients' medication adherence. OBJECTIVE This study aims to review research reporting the influence of payment schemes and their association with patients' medication adherence behavior. METHODS This study was conducted using systematic review of published articles. Relevant published articles were located through three electronic databases Medline, ProQuest Medical Library, and ScienceDirect since inception to February 2015. Included articles were then reviewed and summarized narratively. RESULTS Of the total of 2,683 articles located, 21 were included in the final analysis. There were four types of medication payment schemes reported in the included studies: 1) out-of-pocket expenditure or copayments; 2) drug coverage or insurance benefit; 3) prescription cap; and 4) medication subsidies. Our review found that patients with "lower self-paying constraint" were more likely to adhere to their medication (adherence rate ranged between 28.5% and 94.3%). Surprisingly, the adherence rate among patients who received medication as fully subsidized was similar (rate between 34% and 84.6%) as that of other payment schemes. The studies that evaluated patients with fully subsidized payment scheme found that the medication adherence was poor among patients with nonsevere illness. CONCLUSION Although medication adherence was improved with the reduction of cost-sharing such as lower copayment, higher drug coverage, and prescription cap, patients with full-medication subsidies payment scheme (received medication at no cost) were also found to have poor adherence to their medication. Future studies comparing factors that may influence patients' adherence to medication among patients who received medication subsidies should be done to develop strategies to overcome medication nonadherence.
Collapse
Affiliation(s)
- Hamiza Aziz
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, Malaysia
- Pharmacy Division, Ministry of Health, Jalan Universiti, Petaling Jaya, Malaysia
| | - Ernieda Hatah
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, Malaysia
- Correspondence: Ernieda Hatah, Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, 50300 Kuala Lumpur, Malaysia, Email
| | - Mohd Makmor Bakry
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, Malaysia
| | - Farida Islahudin
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, Malaysia
| |
Collapse
|
40
|
Farr AM, Sheehan JJ, Brouillette M, Smith DM, Johnston SS, Kalsekar I. Healthcare Costs Among Adults with Type 2 Diabetes Initiating DPP-4 Inhibitors. Adv Ther 2016; 33:68-81. [PMID: 26724938 PMCID: PMC4735222 DOI: 10.1007/s12325-015-0277-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Indexed: 12/20/2022]
Abstract
INTRODUCTION Oral antidiabetes medications, including dipeptidyl peptidase-4 inhibitors (DPP-4is) saxagliptin and sitagliptin, are used for the treatment of type 2 diabetes (T2D). The study objective was to compare all-cause and diabetes-related costs following initiation of saxagliptin or sitagliptin. METHODS Patients aged ≥ 18 years initiating saxagliptin or sitagliptin between January 1, 2009 and January 31, 2012 in the Truven Health MarketScan Commercial and Medicare Supplemental databases were identified. Patients were required to have continuous enrollment for ≥ 365 days before and ≥ 365 days after the index date (date of the first saxagliptin or sitagliptin claim). Additionally, patients were required to have a claim with a T2D diagnosis (ICD-9-CM 250.×0, 250.×2) and no claims for a DPP-4i medication before the index date. All-cause and diabetes-related medical costs and total costs (including pharmacy costs) were captured over the 1-year follow-up period. Generalized linear models with log link and gamma distribution were fit to compare costs between the two cohorts using cost ratios, controlling for patient baseline characteristics. Recycled prediction methods were used to generate adjusted predicted costs and confidence intervals. RESULTS The final sample comprised 3354 saxagliptin initiators and 26,895 sitagliptin initiators. The average age of saxagliptin and sitagliptin initiators was 57 years and just over 50% were males. After adjusting for baseline characteristics, saxagliptin patients had significantly lower average all-cause medical costs (cost ratio = 0.901, P < 0.001; predicted mean costs: $8687 vs. $9646) compared with sitagliptin patients over the 1-year follow-up. Findings were consistent for diabetes-related medical costs (cost ratio = 0.890, P < 0.001; predicted mean costs: $2180 vs. $2450). Total costs were also lower for saxagliptin initiators (cost ratio = 0.950, P = 0.002; predicted mean costs: $13,911 vs. $14,651) over the 1-year follow-up period. CONCLUSION Initiation of treatment with saxagliptin was associated with lower medical costs over 1 year compared with initiation of sitagliptin among adults with T2D. FUNDING AstraZeneca.
Collapse
|
41
|
Nelson LA, Mulvaney SA, Gebretsadik T, Ho YX, Johnson KB, Osborn CY. Disparities in the use of a mHealth medication adherence promotion intervention for low-income adults with type 2 diabetes. J Am Med Inform Assoc 2016; 23:12-8. [PMID: 26186935 PMCID: PMC5009937 DOI: 10.1093/jamia/ocv082] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Revised: 05/19/2015] [Accepted: 05/23/2015] [Indexed: 01/15/2023] Open
Abstract
OBJECTIVE Mobile health (mHealth) interventions may improve diabetes outcomes, but require engagement. Little is known about what factors impede engagement, so the authors examined the relationship between patient factors and engagement in an mHealth medication adherence promotion intervention for low-income adults with type 2 diabetes (T2DM). MATERIALS AND METHODS Eighty patients with T2DM participated in a 3-month mHealth intervention called MEssaging for Diabetes that leveraged a mobile communications platform. Participants received daily text messages addressing and assessing medication adherence, and weekly interactive automated calls with adherence feedback and questions for problem solving. Longitudinal repeated measures analyses assessed the relationship between participants' baseline characteristics and the probability of engaging with texts and calls. RESULTS On average, participants responded to 84.0% of texts and participated in 57.1% of calls. Compared to Whites, non-Whites had a 63% decreased relative odds (adjusted odds ratio [AOR] = 0.37, 95% confidence interval [CI], 0.19-0.73) of participating in calls. In addition, lower health literacy was associated with a decreased odds of participating in calls (AOR = 0.67, 95% CI, 0.46-0.99, P = .04), whereas older age (Pnonlinear = .01) and more depressive symptoms (AOR = 0.62, 95% CI, 0.38-1.02, P = .059) trended toward a decreased odds of responding to texts. CONCLUSIONS Racial/ethnic minorities, older adults, and persons with lower health literacy or more depressive symptoms appeared to be the least engaged in a mHealth intervention. To facilitate equitable intervention impact, future research should identify and address factors interfering with mHealth engagement.
Collapse
Affiliation(s)
- Lyndsay A Nelson
- Department of Medicine, Vanderbilt University, Nashville, TN, USA Center for Health Behavior and Health Education, Vanderbilt University, Nashville, TN, USA
| | - Shelagh A Mulvaney
- School of Nursing, Vanderbilt University, Nashville, TN, USA Center for Diabetes Translational Research, Vanderbilt University, Nashville, TN, USA Department of Biomedical Informatics, Vanderbilt University, Nashville, TN, USA Department of Pediatrics, Vanderbilt University, Nashville, TN, USA
| | - Tebeb Gebretsadik
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
| | - Yun-Xian Ho
- Department of Biomedical Informatics, Vanderbilt University, Nashville, TN, USA
| | - Kevin B Johnson
- Department of Biomedical Informatics, Vanderbilt University, Nashville, TN, USA Department of Pediatrics, Vanderbilt University, Nashville, TN, USA
| | - Chandra Y Osborn
- Department of Medicine, Vanderbilt University, Nashville, TN, USA Center for Health Behavior and Health Education, Vanderbilt University, Nashville, TN, USA Center for Diabetes Translational Research, Vanderbilt University, Nashville, TN, USA Department of Biomedical Informatics, Vanderbilt University, Nashville, TN, USA
| |
Collapse
|
42
|
Lavernia F, Adkins SE, Shubrook JH. Use of oral combination therapy for type 2 diabetes in primary care: Meeting individualized patient goals. Postgrad Med 2015; 127:808-17. [DOI: 10.1080/00325481.2015.1085293] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
|
43
|
Vignon Zomahoun HT, de Bruin M, Guillaumie L, Moisan J, Grégoire JP, Pérez N, Vézina-Im LA, Guénette L. Effectiveness and Content Analysis of Interventions to Enhance Oral Antidiabetic Drug Adherence in Adults with Type 2 Diabetes: Systematic Review and Meta-Analysis. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2015; 18:530-540. [PMID: 26091607 DOI: 10.1016/j.jval.2015.02.017] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Revised: 12/22/2014] [Accepted: 02/08/2015] [Indexed: 06/04/2023]
Abstract
OBJECTIVES To estimate the pooled effect size of oral antidiabetic drug (OAD) adherence-enhancing interventions and to explore which of the behavior change techniques (BCTs) applied in the intervention groups modified this pooled intervention effect size. METHODS We searched relevant studies published until September 3, 2013, on MEDLINE, Embase, PsycInfo, the Cochrane Library, CINAHL, Current Contents Connect, and Web of Science. Selected studies were qualitatively synthesized, and those of at least medium quality were included in the meta-analysis. A random-effects model was used to pool effectiveness (Hedges's g) and to examine heterogeneity (Higgins I(2)). We also explored the influence on the pooled effectiveness of unique intervention BCTs (those delivered to the intervention groups but not control groups in a trial) by estimating their modifying effects. RESULTS Fourteen studies were selected for the qualitative synthesis and 10 were included in the meta-analysis. The pooled effectiveness of the interventions was 0.21 (95% confidence interval -0.05 to 0.47; I(2) = 82%). Eight unique BCTs were analyzed. "Cope with side effects" (P = 0.003) and "general intention formation" (P = 0.006) had a modifying effect on the pooled effectiveness. The pooled effectiveness of the interventions in which "cope with side effects" was applied was moderate (0.64; 95% confidence interval 0.31-0.96; I(2) = 56%). CONCLUSIONS The overall effectiveness of OAD adherence-enhancing interventions that have been tested is small. Helping patients cope with side effects or formulate desired treatment outcomes could have an impact on the effectiveness of OAD adherence-enhancing interventions. Only those interventions that include helping patients to cope with side effects appear to be particularly effective in improving OAD adherence.
Collapse
Affiliation(s)
- Hervé Tchala Vignon Zomahoun
- Faculty of Pharmacy, Laval University, Québec City, Québec, Canada; CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada
| | - Marijn de Bruin
- Institute of Applied Health Sciences, University of Aberdeen, Foresterhill, Scotland
| | - Laurence Guillaumie
- CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada; Faculty of Nursing, Laval University, Québec City, Québec, Canada
| | - Jocelyne Moisan
- Faculty of Pharmacy, Laval University, Québec City, Québec, Canada; CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada
| | - Jean-Pierre Grégoire
- Faculty of Pharmacy, Laval University, Québec City, Québec, Canada; CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada
| | - Norma Pérez
- CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada
| | - Lydi-Anne Vézina-Im
- CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada; Faculty of Nursing, Laval University, Québec City, Québec, Canada
| | - Line Guénette
- Faculty of Pharmacy, Laval University, Québec City, Québec, Canada; CHU de Québec Research Center Population Health and Optimal Practices Research Unit and Chair on adherence to treatments, Québec City, Québec, Canada.
| |
Collapse
|
44
|
Guénette L, Lauzier S, Guillaumie L, Giguère G, Grégoire JP, Moisan J. Patients' beliefs about adherence to oral antidiabetic treatment: a qualitative study. Patient Prefer Adherence 2015; 9:413-20. [PMID: 25792814 PMCID: PMC4362977 DOI: 10.2147/ppa.s78628] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE The purpose of this study was to elicit patients' beliefs about taking their oral antidiabetic drugs (OADs) as prescribed to inform the development of sound adherence-enhancing interventions. METHODS A qualitative study was performed. Adults with type 2 diabetes who had been taking an OAD for >3 months were solicited to participate in one of six focus groups. Discussions were facilitated using a structured guide designed to gather beliefs related to important constructs of the theory of planned behavior. Four coders using this theory as the theoretical framework analyzed the videotaped discussions. RESULTS Forty-five adults participated. The most frequently mentioned advantages for OAD-taking as prescribed were to avoid long-term complications and to control glycemia. Family members were perceived as positively influential. Carrying the OAD at all times, having the OAD in sight, and having a routine were important facilitating factors. Being away from home, not accepting the disease, and not having confidence in the physician's prescription were major barriers to OAD-taking. CONCLUSION This study elicited several beliefs regarding OAD-taking behavior. Awareness of these beliefs may help clinicians adjust their interventions in view of their patients' beliefs. Moreover, this knowledge is crucial to the planning, development, and evaluation of interventions that aim to improve medication adherence.
Collapse
Affiliation(s)
- Line Guénette
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada
- Chair on Adherence to Treatments, Laval University, Quebec City, QC, Canada
- CHU de Québec Research Center, Population Health and Optimal Practices Research Unit, Quebec City, QC, Canada
| | - Sophie Lauzier
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada
- Chair on Adherence to Treatments, Laval University, Quebec City, QC, Canada
- CHU de Québec Research Center, Population Health and Optimal Practices Research Unit, Quebec City, QC, Canada
| | - Laurence Guillaumie
- Chair on Adherence to Treatments, Laval University, Quebec City, QC, Canada
- CHU de Québec Research Center, Population Health and Optimal Practices Research Unit, Quebec City, QC, Canada
- Faculty of Nursing, Laval University, Quebec City, QC, Canada
| | - Gabriel Giguère
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada
| | - Jean-Pierre Grégoire
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada
- Chair on Adherence to Treatments, Laval University, Quebec City, QC, Canada
- CHU de Québec Research Center, Population Health and Optimal Practices Research Unit, Quebec City, QC, Canada
| | - Jocelyne Moisan
- Faculty of Pharmacy, Laval University, Quebec City, QC, Canada
- Chair on Adherence to Treatments, Laval University, Quebec City, QC, Canada
- CHU de Québec Research Center, Population Health and Optimal Practices Research Unit, Quebec City, QC, Canada
| |
Collapse
|
45
|
Johnston SS, Nguyen H, Cappell K, Nelson JK, Chu BC, Kalsekar I. Retrospective study comparing healthcare costs and utilization between commercially insured patients with type 2 diabetes mellitus who are newly initiating exenatide once weekly or liraglutide in the United States. J Med Econ 2015; 18:666-77. [PMID: 25867133 DOI: 10.3111/13696998.2015.1039539] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
OBJECTIVE To compare healthcare costs and utilization between commercially insured patients with type 2 diabetes mellitus (T2DM) in the United States newly initiating exenatide once weekly (QW) or liraglutide. METHODS This retrospective cohort study used US administrative claims data to study patients with T2DM initiating exenatide QW or liraglutide (initiated therapy = index therapy). Patients were included if they had T2DM, were glucagon-like peptide-1 receptor agonist (GLP-1RA) naïve, initiated exenatide QW or liraglutide from 1 February 2012 to 1 October 2012 (date of initiation = index), were ≥18 years at index, and had continuous enrollment for 12 months before (baseline) to 6 months after index (follow-up). Study outcomes were overall and diabetes-specific healthcare utilization and costs. Multivariable regressions compared the study outcomes between exenatide QW and liraglutide, adjusting for potential confounders. Sensitivity analyses were performed to assess liraglutide by dose (1.2 mg/1.8 mg). RESULTS The study sample included 9106 liraglutide (4188, 1.2 mg; 4918, 1.8 mg) patients and 2445 exenatide QW patients. In multivariable-adjusted analyses, compared with liraglutide patients, exenatide QW patients had statistically significantly lower odds of overall inpatient admissions (odds ratio [OR] = 0.80, p = 0.046) and diabetes-specific (OR = 0.83, p = 0.026) inpatient admissions, similar overall total costs ($7833 exenatide QW, $8296 liraglutide, p = 0.069) and diabetes-specific total costs ($3610 exenatide QW, $3736 liraglutide, p = 0.298), and statistically significantly lower overall medical costs ($3939 exenatide QW, $4652 liraglutide, p = 0.008) and diabetes-specific medical costs ($1161 exenatide QW, $1469 liraglutide, p = 0.007). Sensitivity analyses assessing liraglutide by dose were directionally consistent. Unadjusted exploratory analyses showed that exenatide QW patients obtained a greater median number of days supplied for their GLP-1RA during follow-up (141 days) than liraglutide patients (124 days). CONCLUSIONS In this 6 month follow-up study, patients receiving exenatide QW had similar total healthcare costs but lower odds of inpatient admission and lower medical costs compared with patients receiving liraglutide.
Collapse
|
46
|
Mayberry LS, Egede LE, Wagner JA, Osborn CY. Stress, depression and medication nonadherence in diabetes: test of the exacerbating and buffering effects of family support. J Behav Med 2014; 38:363-71. [PMID: 25420694 DOI: 10.1007/s10865-014-9611-4] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2014] [Accepted: 11/12/2014] [Indexed: 11/29/2022]
Abstract
Stressors and depressive symptoms have been associated with medication nonadherence among adults with type 2 diabetes (T2DM). We tested whether these associations were exacerbated by obstructive family behaviors or buffered by supportive family behaviors in a sample of 192 adults with T2DM and low socioeconomic status using unadjusted and adjusted regression models. We found support for the exacerbating hypothesis. Stressors and nonadherence were only associated at higher levels of obstructive family behaviors (interaction AOR = 1.12, p = .002). Similarly, depressive symptoms and nonadherence were only associated at higher levels of obstructive family behaviors (interaction AOR = 3.31, p = .002). When participants reported few obstructive family behaviors, neither stressors nor depressive symptoms were associated with nonadherence. We did not find support for the buffering hypothesis; stressors and depressive symptoms were associated with nonadherence regardless of supportive family behaviors. Nonadherent patients experiencing stressors and/or major depressive symptoms may benefit from interventions that reduce obstructive family behaviors.
Collapse
|
47
|
Abraham JM, Crespin DJ, McCullough JS, Christianson JB. What is the cost of quality for diabetes care? Med Care Res Rev 2014; 71:580-98. [PMID: 25380606 DOI: 10.1177/1077558714557892] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Increasing the quality of care and reducing cost growth are core objectives of numerous private- and public-sector performance improvement initiatives. Using a unique panel data set for a commercially insured population and multivariate regression analysis, this study examines the relationship between medical care spending and diabetes-related quality measures, including provider-initiated processes of care and patient-dependent quality activities. Empirical evidence generated from this analysis of the relationship between a comprehensive set of diabetes quality measures and diabetes-related spending does not lend support for the assumption that high-quality preventive and primary care combined with effective patient self-management can lead to lower costs in the near term. Finally, we find no relationship between adjusted spending and intermediate clinical outcomes (e.g., HbA1c level) measured at the clinic level.
Collapse
|
48
|
Retrospective study of adherence to glucagon-like peptide-1 receptor agonist therapy in patients with type 2 diabetes mellitus in the United States. Adv Ther 2014; 31:1119-33. [PMID: 25408484 DOI: 10.1007/s12325-014-0166-0] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Indexed: 10/24/2022]
Abstract
INTRODUCTION Greater adherence to medications has been broadly demonstrated to be associated with improved clinical outcomes. However, there is limited real-world evidence on adherence to glucagon-like peptide-1 receptor agonist (GLP-1RA) therapy in patients with type 2 diabetes mellitus (T2DM). METHODS This retrospective cohort study used United States administrative claims data to compare adherence to GLP-1RAs in T2DM patients initiating exenatide once weekly (QW), exenatide twice daily (BID), or once-daily liraglutide (initiated therapy = index therapy). Patients were included if they had T2DM, were GLP-1RA-naïve, initiated a GLP-1RA from 02/01/2012-01/31/2013 (date of initiation = index), were ≥18 years at index, and had continuous enrollment for 12 months before (baseline) to 6 months after index (follow-up). Study outcome was index GLP-1RA adherence (proportion of days covered [PDC] during follow-up, dichotomized at ≥80% vs. <80%, and at ≥90% vs. <90%). Multivariable logistic regressions compared adherence between the GLP-1RAs, adjusting for potential confounders. Sensitivity analyses were performed separating liraglutide by dose (1.2 mg/1.8 mg). RESULTS Study sample included 4,041 exenatide QW, 4,586 exenatide BID, and 14,211 liraglutide (6,641 1.2 mg, 7,570 1.8 mg) patients. Median unadjusted PDC values were 0.783 for exenatide QW, 0.500 exenatide BID, 0.722 liraglutide, 0.761 liraglutide 1.2 mg, and 0.683 liraglutide 1.8 mg. Compared with patients treated with either exenatide BID or liraglutide, patients treated with exenatide QW had a statistically significantly greater multivariable-adjusted odds of achieving adherence of ≥80% (odds ratio vs. exenatide QW (OR) = 0.41 for exenatide BID; 0.80, liraglutide; 0.87, liraglutide 1.2 mg; 0.75, liraglutide 1.8 mg) and ≥90% (OR = 0.31 for exenatide BID; 0.60 liraglutide; 0.66 liraglutide 1.2 mg; 0.56 liraglutide 1.8 mg) (all P < 0.001). CONCLUSION Patients initiating exenatide QW had significantly higher adjusted odds of adherence compared with patients initiating other GLP-1RAs. Given differences in adherence across the GLP-1RAs, research correlating these factors with clinical and economic outcomes is warranted.
Collapse
|
49
|
Stuart B, Loh FE, Roberto P, Miller L. Incident user cohorts for assessing medication cost-offsets. Health Serv Res 2014; 49:1364-86. [PMID: 24628528 PMCID: PMC4239854 DOI: 10.1111/1475-6773.12170] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
OBJECTIVE To develop and test incident drug user designs for assessing cost savings from statin use in diabetics. DATA SOURCE Random 5 percent sample of Medicare beneficiaries, 2006-2008. STUDY DESIGN Seven-step incident user design to assess impact of statin initiation on subsequent Medicare spending: (1) unadjusted pre/post initiation test; (2) unadjusted difference-in-difference (DID) with comparison series; (3) adjusted DID; (4) propensity score (PS)-matched DID with static and dynamic baseline covariates; (5) PS-matched DID by drug adherence strata; (6) PS-matched DID for high adherers controlling for healthy adherer bias; and (7) replication for ACE-inhibitor/ARB initiators. DATA COLLECTION/EXTRACTION METHODS Subjects with prevalent diabetes and no statin use (January-June 2006) and statin initiation (July 2006-January 2008) compared to nonusers with a random "potential-initiation" month. Monthly Medicare spending tracked 24 months pre- and post-initiation. PRINCIPAL FINDINGS Statistically significant savings in Medicare spending were observed beginning 7 months post-initiation for statins and 13 months post-initiation for ACEIs/ARBs. However, these savings were only observed for adherent patients in steps 5 and 6. CONCLUSIONS Drug initiator designs are more robust to confounding than prevalent user designs in assessing cost-offsets from drug use but still require other adjustments and sensitivity analysis to ensure proper inference.
Collapse
Affiliation(s)
- Bruce Stuart
- The Peter Lamy Center on Drug Therapy and Aging, Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy220 Arch Street, Room 12-212, Baltimore, MD 21201
| | - F Ellen Loh
- Department of Pharmaceutical Health Services Research, University of Maryland School of PharmacyBaltimore, MD
| | - Pamela Roberto
- Pharmaceutical Research and Manufacturers of AmericaWashington, DC
| | - Laura Miller
- National Association of Chain Drug StoresArlington, VA
| |
Collapse
|
50
|
Clifford S, Perez-Nieves M, Skalicky AM, Reaney M, Coyne KS. A systematic literature review of methodologies used to assess medication adherence in patients with diabetes. Curr Med Res Opin 2014; 30:1071-85. [PMID: 24432796 DOI: 10.1185/03007995.2014.884491] [Citation(s) in RCA: 67] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Adhering to prescribed medication is often a problem for patients with diabetes yet there is no consensus on how best to measure adherence in this patient population. This systematic literature review critically reviewed and summarized the methods used to measure medication adherence in patients with diabetes (on oral hypoglycemic agents [OHAs] and/or insulin) in original research published between 2007-2013. STUDY DESIGN Literature review. METHODS A systematic search for methods to assess medication adherence in patients with type I or type II diabetes was conducted using PubMed, EMBASE, PsychInfo, and Cochrane databases. Two researchers independently screened abstracts for initial eligibility and then applied the inclusion/exclusion criteria to the relevant full-text articles. RESULTS Fifty-nine articles met the criteria for inclusion. Subjective assessment (observer-reported and patient-reported), pill counts, Medication Event Monitoring System (MEMS), cell-phone real-time assessment, and logbooks were used in prospective studies. In pharmacy claims databases, medication possession ratios (MPRs), or some derivation thereof, were utilized. Each method has strengths and weaknesses, but few approaches specifically addressed issues unique to assessing insulin adherence. Three novel approaches (using cell-phone real-time assessment, computerized logbooks, and a questionnaire about different dosing irregularities) provided insight on timing and dosing issues that could be useful for highlighting interventions to improve insulin adherence. CONCLUSION No gold standard exists for measuring medication adherence in patients with diabetes. The plethora of adherence methods precludes the comparison of adherence rates across studies. Greater consistency is therefore needed in adherence measurement, including question content, recall period, and response options for self-report measures. Novel methods for understanding adherence to variable-dosed insulin require further research. Researchers should select a methodology that best fits their research question, study design, patient population and resources.
Collapse
|