Primary medication non-adherence after discharge from a general internal medicine service

Continuity of medication information transfer and continuous medication supply during hospital-to-home transitions - nationwide surveys in hospital and community pharmacies after implementing new legal requirements in Germany

BACKGROUND

While successful information transfer and seamless medication supply are fundamental to medication safety during hospital-to-home transitions, disruptions are frequently reported. In Germany, new legal requirements came into force in 2017, strengthening medication lists and discharge summaries as preferred means of information transfer. In addition to previous regulations - such as dispensing medication at discharge by hospital pharmacies - hospital physicians were now allowed to issue discharge prescriptions to be supplied by community pharmacies. The aim of this survey study was to gain first nationwide insights into how these requirements are implemented and how they impact the continuity of medication information transfer and continuous medication supply.

METHODS

Two nationwide self-administered online surveys of all hospital and community pharmacies across Germany were developed and conducted from April 17th to June 30th, 2023.

RESULTS

Overall, 31.0% (n = 111) of all German hospital pharmacies and 4.5% (n = 811) of all community pharmacies participated. The majority of those hospital pharmacies reported that patients who were discharged were typically provided with discharge summaries (89.2%), medication lists (59.5%) and if needed, discharge prescriptions (67.6%) and/or required medication (67.6%). About every second community pharmacy (49.0%) indicated that up to half of the recently discharged patients who came to their pharmacy typically presented medication lists. 34.0% of the community pharmacies stated that they typically received a discharge summary from recently discharged patients at least once per week. About three in four community pharmacies (73.3%) indicated that most discharge prescriptions were dispensed in time. However, one-third (31.0%) estimated that half and more of the patients experienced gaps in medication supply. Community pharmacies reported challenges with the legal requirements - such as patients´ poor comprehensibility of medication lists, medication discrepancies, unmet formal requirements of discharge prescriptions, and poor accessibility of hospital staff in case of queries. In comparison, hospital pharmacies named technical issues, time/personnel resources, and deficits in patient knowledge of medication as difficulties.

CONCLUSION

According to the pharmacies´ perceptions, it can be assumed that discontinuation in medication information transfer and lack of medication supply still occur today during hospital-to-home transitions, despite the new legal requirements. Further research is necessary to supplement these results by the perspectives of other healthcare professionals and patients in order to identify efficient strategies.

Not obtaining a medication the first time it is prescribed: primary non-adherence to cardiovascular pharmacotherapy

Primary medication non-adherence describes the situation when a first prescription for a new medication is never filled. Primary non-adherence is an important, yet understudied aspect of reduced effectiveness of pharmacotherapy. This review summarizes the frequency, impact, reasons, predictors, and interventions regarding primary non-adherence to cardiovascular/cardiometabolic drugs. The current literature reveals a high prevalence of primary non-adherence. The individual risk of primary non-adherence is determined on multiple factors, e.g., primary non-adherence of lipid-lowering drugs is higher compared to antihypertensive medications. However, the overall rate of primary non-adherence is > 10%. Additionally, this review identifies specific areas for research to better understand why patients forgo evidence-based beneficial pharmacotherapy and to explore targeted interventions. At the same time, measures to reduce primary non-adherence-once proven to be effective-may represent an important new opportunity to reduce cardiovascular diseases.

Effects of the Use of Beta-Blockers on Chronic Obstructive Pulmonary Disease Associated with Cardiovascular Comorbities: Systematic Review and Meta-analysis

Cardiovascular comorbidity is common in individuals with chronic obstructive pulmonary disease (COPD). This factor interferes with pharmacological treatment. The use of β-blockers has been proposed for their known cardioprotective effects. However, due to their adverse reactions, and the risk of causing bronchospasm, there is reluctance to use them. To summarize existing evidence on the effects of β-blocker use in COPD associated with cardiovascular comorbidities in relation to disease severity, exacerbation, and mortality outcomes. EMBASE, Medline, Lilacs, Cochrane Library, and Science Direct databases were used. Observational studies that evaluated the effects of β-blockers on individuals with COPD and cardiovascular comorbidities, and related disease severity, exacerbations, or mortality outcomes were included. Studies that did not present important information about the sample and pharmacological treatment were excluded. Twenty studies were included. Relevance to patient care and clinical practice: The use of β-blockers in individuals with COPD and cardiovascular disease caused positive effects on mortality and exacerbations outcomes, compared with the results of individuals who did not use them. The severity of the disease caused a slight change in forced expiratory volume in 1 second. The odds ratio for mortality was 0.50 (95% confidence interval [CI], 0.39 to 0.63; p<0.00001), and for exacerbations, 0.76 (95% CI, 0.62 to 0.92; p=0.005), being favorable to the group that used β-blockers. Further studies are needed to study the effect of using a specific β-blocker in COPD associated with a specific cardiovascular comorbidity.

Clinical Oncology Pharmacy Technician: Impact of a New Role on Pharmacy and Patient Metrics at a Large Academic Cancer Center

PURPOSE

To describe the impact of an inpatient clinical oncology pharmacy technician program.

METHODS

A retrospective study was conducted to observe outcomes in patients discharged from the hematology/oncology or bone marrow transplant (BMT) units at Indiana University Health in the year before (April 1, 2016-March 31, 2017) compared with the year after (April 1, 2018-March 31, 2019) the implementation of expanded technician services. The technician performed admission medication histories and ensured access to discharge medications.

RESULTS

There were 1,169 and 1,112 encounters included in the pre- and post-technician cohorts. The median age was lower (54 v 61 years; P < .001), and there was a higher percentage of male patients (62% v 52.3%; P < .001) in the pre- compared with post-technician cohort. There were a higher percentage of oncology (36.4% v 31%; P = .007) and no difference in hematology (37.4% v 40.2%; P = .17) nor BMT encounters (26.3% v 28.8%; P = .18) in the pre- compared with post-technician cohort. The discharge prescription capture rate increased (42.7% v 78.5%; P < .001) from the pre- to post-technician cohort, resulting in a 34.2% increase ($314,639.46 in US dollars [USD]-$422,129.20 USD) in retail pharmacy revenue. More admission medication histories were completed by pharmacy staff (64.4% v 91.9%; P < .001), and there was an increase in the Hospital Consumer Assessment of Healthcare Providers and Systems-derived patient satisfaction results for both hematology/oncology (79% v 88%; P < .001) and BMT units (77% v 84%; P = .02) in the pre- compared with post-technician cohort. There was no difference in rates of unplanned readmissions (16.4% v 18.2%; P = .69) in the pre- compared with post-technician cohort.

CONCLUSION

The overall capture rate of discharge prescriptions, revenue for the retail pharmacy, and patient satisfaction scores significantly increased after the implementation of expanded, inpatient clinical pharmacy technician services.

Effect of an in-hospital medication self-management intervention (SelfMED) on medication adherence in polypharmacy patients postdischarge: protocol of a pre-post intervention study

INTRODUCTION

Healthcare providers usually manage medication for patients during hospitalisation, although patients are expected to self-manage their medication after discharge. A lack of self-management competencies is found to be associated with low adherence levels and medication errors harming patients' health. Currently, patients seldom receive support or education in medication self-management. When self-management is allowed during hospitalisation, it is rarely provided using a structured, evidence-based format. Therefore, an in-hospital medication self-management intervention (ie, SelfMED) was developed based on current evidence. To date, empirical data demonstrating the effect of SelfMED on medication adherence are lacking. This study primarily aims to evaluate the effect of the SelfMED intervention on medication adherence 2 months postdischarge in polypharmacy patients, as compared with usual care.

METHODS AND ANALYSIS

A multicentre pre-post intervention study will be conducted. The study will start with a control phase investigating usual care (ie, medication management entirely provided by healthcare providers), followed by an intervention period, investigating the effects of the SelfMED intervention. SelfMED consists of multiple components: (1) a stepped assessment evaluating patients' eligibility for in-hospital medication self-management, (2) a monitoring system allowing healthcare providers to follow up medication management and detect problems and (3) a supportive tool providing healthcare providers with a resource to act on observed problems with medication self-management. Polymedicated patients recruited during the control and intervention periods will be monitored for 2 months postdischarge. A total of 225 participants with polypharmacy should be included in each group. Medication adherence 2 months postdischarge, measured by pill counts, will be the primary outcome. Secondary outcomes include self-management, medication knowledge, patient and staff satisfaction, perceived workload and healthcare service utilisation.

ETHICS AND DISSEMINATION

The ethics committee of the Antwerp University Hospital approved the study (reference no: B3002023000176). Study findings will be disseminated through peer-reviewed publications, conference presentations and summaries in layman's terms.

TRIAL REGISTRATION NUMBER

ISRCTN15132085.

Patient medication management, understanding and adherence during the transition from hospital to outpatient care - a qualitative longitudinal study in polymorbid patients with type 2 diabetes

BACKGROUND

Continuity of care is under great pressure during the transition from hospital to outpatient care. Medication changes during hospitalization may be poorly communicated and understood, compromising patient safety during the transition from hospital to home. The main aims of this study were to investigate the perspectives of patients with type 2 diabetes and multimorbidities on their medications from hospital discharge to outpatient care, and their healthcare journey through the outpatient healthcare system. In this article, we present the results focusing on patients' perspectives of their medications from hospital to two months after discharge.

METHODS

Patients with type 2 diabetes, with at least two comorbidities and who returned home after discharge, were recruited during their hospitalization. A descriptive qualitative longitudinal research approach was adopted, with four in-depth semi-structured interviews per participant over a period of two months after discharge. Interviews were based on semi-structured guides, transcribed verbatim, and a thematic analysis was conducted.

RESULTS

Twenty-one participants were included from October 2020 to July 2021. Seventy-five interviews were conducted. Three main themes were identified: (A) Medication management, (B) Medication understanding, and (C) Medication adherence, during three periods: (1) Hospitalization, (2) Care transition, and (3) Outpatient care. Participants had varying levels of need for medication information and involvement in medication management during hospitalization and in outpatient care. The transition from hospital to autonomous medication management was difficult for most participants, who quickly returned to their routines with some participants experiencing difficulties in medication adherence.

CONCLUSIONS

The transition from hospital to outpatient care is a challenging process during which discharged patients are vulnerable and are willing to take steps to better manage, understand, and adhere to their medications. The resulting tension between patients' difficulties with their medications and lack of standardized healthcare support calls for interprofessional guidelines to better address patients' needs, increase their safety, and standardize physicians', pharmacists', and nurses' roles and responsibilities.

Co-design of an intervention to improve patient participation in discharge medication communication

Patients can experience medication-related harm and hospital readmission because they do not understand or adhere to post-hospital medication instructions. Increasing patient medication literacy and, in turn, participation in medication conversations could be a solution. The purposes of this study were to co-design and test an intervention to enhance patient participation in hospital discharge medication communication. In terms of methods, co-design, a collaborative approach where stakeholders design solutions to problems, was used to develop a prototype medication communication intervention. First, our consumer and healthcare professional stakeholders generated intervention ideas. Next, inpatients, opinion leaders, and academic researchers collaborated to determine the most pertinent and feasible intervention ideas. Finally, the prototype intervention was shown to six intended end-users (i.e. hospital patients) who underwent usability interviews and completed the Theoretical Framework of Acceptability questionnaire. The final intervention comprised of a suite of three websites: (i) a medication search engine; (ii) resources to help patients manage their medications once home; and (iii) a question builder tool. The intervention has been tested with intended end-users and results of the Theoretical Framework of Acceptability questionnaire have shown that the intervention is acceptable. Identified usability issues have been addressed. In conclusion, this co-designed intervention provides patients with trustworthy resources that can help them to understand medication information and ask medication-related questions, thus promoting medication literacy and patient participation. In turn, this intervention could enhance patients' medication self-efficacy and healthcare utilization. Using a co-design approach ensured authentic consumer and other stakeholder engagement, while allowing opinion leaders and researchers to ensure that a feasible intervention was developed.

The development and evaluation of a medication diary to report problems with medication use

Purpose

The study aimed to develop and evaluate a medication diary for patients to report problems with medication use to enable shared-decision making and improve medication adherence.

Methods

Based on a search for existing diaries, a review of the content, and a list of medication self-management problems compiled from previous research, a paper and pencil version of a medication diary was developed. The diary was reviewed for clarity and overall presentation by five healthcare providers and nine patients. Afterwards, user-friendliness was evaluated by 69 patients with polypharmacy discharged from hospital during a quantitative prospective study.

Results

The medication diary consists of several parts: (1) a medication schedule allowing patients to list their medicines, (2) information sheets allowing patients to write down specific medication-related information, (3) a monthly overview to indicate daily whether medication-related problems were experienced, (4) problem sheets elaborating on the problems encountered, (5) space for specific medication-related questions for healthcare providers to facilitate shared-decision making. The review phase resulted in minor textual adjustments and one extra problem in the problem sheet. Most participants, who tested the medication diary for two months, found the diary user-friendly (80%) and easy to fill in (89%). About 40% of participants reported problems with medication use. Half of the patients indicated that the diary can facilitate discussing problems with healthcare providers.

Conclusion

The medication diary offers patients the opportunity to report problems regarding their medication use in a proven user-friendly manner and to discuss these problems with healthcare providers. Reporting and discussing problems with medication use can serve as a first step towards making shared decisions on how to address the problems encountered.

Formative Perceptions of a Digital Pill System to Measure Adherence to Heart Failure Pharmacotherapy: Mixed Methods Study

BACKGROUND

Heart failure (HF) affects 6.2 million Americans and is a leading cause of hospitalization. The mainstay of the management of HF is adherence to pharmacotherapy. Despite the effectiveness of HF pharmacotherapy, effectiveness is closely linked to adherence. Measuring adherence to HF pharmacotherapy is difficult; most clinical measures use indirect strategies such as calculating pharmacy refill data or using self-report. While helpful in guiding treatment adjustments, indirect measures of adherence may miss the detection of suboptimal adherence and co-occurring structural barriers associated with nonadherence. Digital pill systems (DPSs), which use an ingestible radiofrequency emitter to directly measure medication ingestions in real-time, represent a strategy for measuring and responding to nonadherence in the context of HF pharmacotherapy. Previous work has demonstrated the feasibility of using DPSs to measure adherence in other chronic diseases, but this strategy has yet to be leveraged for individuals with HF.

OBJECTIVE

We aim to explore through qualitative interviews the facilitators and barriers to using DPS technology to monitor pharmacotherapy adherence among patients with HF.

METHODS

We conducted individual, semistructured qualitative interviews and quantitative assessments between April and August 2022. A total of 20 patients with HF who were admitted to the general medical or cardiology service at an urban quaternary care hospital participated in this study. Participants completed a qualitative interview exploring the overall acceptability of and willingness to use DPS technology for adherence monitoring and perceived barriers to DPS use. Quantitative assessments evaluated HF history, existing medication adherence strategies, and attitudes toward technology. We analyzed qualitative data using applied thematic analysis and NVivo software (QSR International).

RESULTS

Most participants (12/20, 60%) in qualitative interviews reported a willingness to use the DPS to measure HF medication adherence. Overall, the DPS was viewed as useful for increasing accountability and reinforcing adherence behaviors. Perceived barriers included technological issues, a lack of need, additional costs, and privacy concerns. Most were open to sharing adherence data with providers to bolster clinical care and decision-making. Reminder messages following detected nonadherence were perceived as a key feature, and customization was desired. Suggested improvements are primarily related to the design and usability of the Reader (a wearable device).

CONCLUSIONS

Overall, individuals with HF perceived the DPS to be an acceptable and useful tool for measuring medication adherence. Accurate, real-time ingestion data can guide adherence counseling to optimize adherence management and inform tailored behavioral interventions to support adherence among patients with HF.

Home Care Nurses' Knowledge and Attitudes Regarding Telehealth to Promote Medication Compliance among Older Adults

Medication noncompliance among older adults is a persistent problem resulting in morbidity, hospital readmissions, and decreased quality of life. Home care nurses are in a key position to assist older adults to employ medication compliance strategies that are tailor-made to fit their individual needs and abilities. The purpose of this study was to understand the knowledge and attitudes of home care nurses regarding telehealth practices to promote medication compliance of older adult patients and their perceived readiness to do so. We employed a qualitative research approach using semi-structured interviews. Individual interviews were conducted via Teams platform for a maximum of 60 minutes. Participants were home care nurses who use telehealth technology to advance medication compliance strategies. Ten interviews were conducted. Several themes emerged from the data which suggested home care nurses accept telehealth technology, are supportive of its continued use, and are willing to be educated on future advances in this technology to assist older adults with medication compliance strategies. Universities and home care agencies must provide opportunities to prepare nurses to utilize telehealth technologies to promote medication compliance among older adult home care patients.

Telehealth-based transitional care management programme to improve access to care

BACKGROUND

The transition from hospital to home is a vulnerable time for patients and families that can be improved through care coordination and structured discharge planning.

LOCAL PROBLEM

Our organisation aimed to develop and expand a programme that could improve 30-day readmission rates on overall and disease-specific populations by assessing the impact of a telehealth outreach by a registered nurse (RN) after discharge from an acute care setting on 30-day hospital readmission.

METHODS

This is a prospective observational design conducted from May 2021 to December 2022 with an urban, non-academic, acute care hospital in Westchester County, New York. Outcomes for patients discharged home following inpatient hospitalisation were analysed within this study. We analysed overall and disease-specific populations (congestive heart failure (CHF), chronic obstructive pulmonary disease (COPD) and pneumonia (PNA)) as compared with a 40-month prestudy cohort.

INTERVENTIONS

Patients were identified in a non-random fashion meeting criterion of being discharged home after an inpatient admission. Participants received a telephonic outreach by an RN within 72 hours of discharge. Contacted patients were asked questions addressing discharge instructions, medication access, follow-up appointments and social needs. Patients were offered services and resources based on their individual needs in response to the survey.

RESULTS

68.2% of the 24 808 patients were contacted to assess and offer services. Median readmission rates for these patients were 1.2% less than the prestudy cohort (11.0% to 9.8%). Decreases were also noted for disease-specific conditions (CHF (14.3% to 9.1%), COPD (20.0% to 13.4%) and PNA (14.9% to 14.0%)). Among those in the study period, those that were contacted between 24 and 48 hours after discharge were 1.2 times less likely to be readmitted than if unable to be contacted (254/3742 (6.8%) vs 647/7866 (8.2%); p=0.005).

CONCLUSIONS

Using a multifaceted telehealth approach to improve patient engagement and access reduced 30-day hospital readmission for patients discharged from the acute care setting.

Development of a patient-centred medication management model for polymedicated home-dwelling older adults after hospital discharge: results of a mixed methods study

OBJECTIVE

This study aimed to investigate medication management among polymedicated, home-dwelling older adults after discharge from a hospital centre in French-speaking Switzerland and then develop a model to optimise medication management and prevent adverse health outcomes associated with medication-related problems (MRPs).

DESIGN

Explanatory, sequential, mixed methods study based on detailed quantitative and qualitative findings reported previously.

SETTING

Hospital and community healthcare in the French-speaking part of Switzerland.

PARTICIPANTS

The quantitative strand retrospectively examined 3 years of hospital electronic patient records (n=53 690 hospitalisations of inpatients aged 65 years or older) to identify the different profiles of those at risk of 30-day hospital readmission and unplanned nursing home admission. The qualitative strand explored the perspectives of older adults (n=28), their informal caregivers (n=17) and healthcare professionals (n=13) on medication management after hospital discharge.

RESULTS

Quantitative results from older adults' profiles, affected by similar patient-related, medication-related and environment-related factors, were enhanced and supported by qualitative findings. The combined findings enabled us to design an interprofessional, collaborative medication management model to prevent MRPs among home-dwelling older adults after hospital discharge. The model comprised four interactive fields of action: listening to polymedicated home-dwelling older adults and their informal caregivers; involving older adults and their informal caregivers in shared, medication-related decision-making; empowering older adults and their informal caregivers for safe medication self-management; optimising collaborative medication management practices.

CONCLUSION

By linking the retrospective and prospective findings from our explanatory sequential study involving multiple stakeholders' perspectives, we created a deeper comprehension of the complexities and challenges of safe medication management among polymedicated, home-dwelling older adults after their discharge from hospital. We subsequently designed an innovative, collaborative, patient-centred model for optimising medication management and preventing MRPs in this population.

An Intervention Program to Reduce Medication-Related Problems Among Polymedicated Home-Dwelling Older Adults (OptiMed): Protocol for a Pre-Post, Multisite, Pilot, and Feasibility Study

BACKGROUND

Effective medication management is one of the essential preconditions for enabling polymedicated home-dwelling older adults with multiple chronic conditions to remain at home and preserve their quality of life and autonomy. Lack of effective medication management predisposes older adults to medication-related problems (MRPs) and adverse health outcomes, which can lead to the degradation of a patient's acute clinical condition, physical and cognitive decline, exacerbation of chronic medical conditions, and avoidable health care costs. Nonetheless, it has been shown that MRPs can be prevented or reduced by using well-coordinated, patient-centered, interprofessional primary care interventions.

OBJECTIVE

This study aimed to explore the feasibility and acceptability of an evidence-based, multicomponent, interprofessional intervention program supported by informal caregivers to decrease MRPs among polymedicated home-dwelling older adults with multiple chronic conditions.

METHODS

This quasi-experimental, pre-post, multisite pilot, and feasibility study will use an open-label design, with participants knowing the study's objectives and relevant information, and it will take place in primary health care settings in Portugal and Switzerland. The research population will comprise 30 polymedicated, home-dwelling adults, aged ≥65 years at risk of MRPs and receiving community-based health care, along with their informal caregivers and health care professionals.

RESULTS

Before a projected full-scale study, this pilot and feasibility study will focus on recruiting and ensuring the active collaboration of its participants and on the feasibility of expanding this evidence-based, multicomponent, interprofessional intervention program throughout both study regions. This study will also be essential to projected follow-up research programs on informal caregivers' multiple roles, enhancing their coordination tasks and their own needs. Results are expected at the end of 2024.

CONCLUSIONS

Designing, establishing, and exploring the feasibility and acceptability of an intervention program to reduce the risks of MRPs among home-dwelling older adults is an underinvestigated issue. Doing so in collaboration with all the different actors involved in that population's medication management and recording the first effects of the intervention will make this pilot and feasibility study's findings very valuable as home care becomes an ever more common solution.

TRIAL REGISTRATION

Swiss National Clinical Trials Portal 000004654; https://tinyurl.com/mr3yz8t4.

Collaborative medication management for older adults after hospital discharge: a qualitative descriptive study

BACKGROUND

Safe medication management for older adults after hospital discharge requires a well-coordinated, interprofessional, patient-centered approach. This study aimed to describe the perceived needs for collaborative medication management for older adults taking several different medications at home after hospital discharge.

METHODS

A qualitative descriptive study was conducted using semi-structured interviews with older adults (n = 28), informal (n = 17), and professional caregivers (n = 13).

RESULTS

Findings revealed four main needs: older adults and informal caregivers' perceived needs for greater involvement in discharge planning; older adults' perceived needs to be informed, listened to, and to be actively involved in decision-making; informal caregivers' perceived needs for help in supporting and coordinating medication management; and older adults' and informal and professional caregivers' perceived needs for better communication and coordination between professional caregivers.

CONCLUSION

This study revealed two underutilized pathways towards improving collaborative medication management: medication follow-up involving a community healthcare professional taking an overarching responsibility and empowering older adults and their informal caregivers in medication management after hospital discharge.

Well-designed medical pictograms accelerate search

Two types of newly designed pharmaceutical pictograms (with and without context) were compared with an existing type of certified pictograms regarding their search efficiency. Each of the 30 participants had to search a total of 1'090 "fictitious" medical shelves for a certain box defined by the amount and type of medical instructions given (memory size) and presented among a variable number of other boxes (set size). The boxes contained the different types of pictograms mentioned above. Calculated factorial analyses on reaction time data, among others, showed that the two newly designed pictogram types make search more efficient compared to existing types of pictograms (i.e., flatter reaction time x set size slopes). Furthermore, regardless of the type of pictogram, this set size effect became more pronounced with larger memory sizes. Overall, the newly designed pictograms need fewer attentional resources and therefore might help to increase patient adherence.

Medication management in Minority, Asian and Black ethnic older people in the United Kingdom: A mixed-studies systematic review

WHAT IS NEW AND OBJECTIVES

Older people from ethnic minorities experience the intersectionality of age and ethnicity in relation to complex medication management and polypharmacy. Minority ethnic groups in the United Kingdom are at risk of poor medication management because factors such as cultural beliefs, language barriers, lack of knowledge of how the healthcare system works may affect their ability to safely manage their medications. The aim of this systematic review was to review the literature focussing on medication management in the older population amongst ethnic minority communities in United Kingdom.

METHODS

The review was conducted and reported according to methods in the Cochrane Handbook and in the PRISMA 2020 statement using databases such as EMBASE, ASSIA, MEDLINE, PsychINFO and others. Studies conducted in the United Kingdom on individuals over 60 years of age and from a minority ethnic background were included. A thematic analysis was used to synthesize the results.

RESULTS AND DISCUSSION

Nine studies (eight from initial searches, one from a search update in 2021) met the inclusion criteria. Three main themes were identified: misbeliefs around medications, poor health literacy, communication and education as possible intervention to improve medication management. Misbeliefs around long-term illnesses exert a negative impact on medication management. Poor health literacy around medications influences patients' adherence to treatments. Poor communication is perceived as barrier to successful medication management. Despite extensive searching, the team identified a limited number of studies and a lack of intersectional studies focussing on minority ethnic groups and the older population.

WHAT IS NEW AND CONCLUSION

Our findings suggest tailored education as a possible intervention to improve medication management amongst these minority groups. Future research should look at recruiting participants from specific ethnic groups and from rural as well as urban areas to explore how medication management operates in different areas of the United Kingdom.

Safe Medication Management for Polymedicated Home-Dwelling Older Adults after Hospital Discharge: A Qualitative Study of Older Adults, Informal Caregivers and Healthcare Professionals’ Perspectives

Safe medication management is particularly challenging among polymedicated home-dwelling older adults after hospital discharge. This study aimed to identify and categorise the stressors experienced and reconstitution strategies adopted by older adults, their informal caregivers, and healthcare professionals as they manage older adults’ medications after hospital discharge. A primary study collected the perspectives of 28 older adults, 17 informal caregivers, and 13 healthcare professionals using a qualitative descriptive design. The Neuman Systems Model was used as the basis for a secondary deductive content analysis. Findings revealed that post-discharge medication management at home involved numerous stressors, often including dysfunctions in communication, collaboration, and coordination between the multiple stakeholders involved. Reconstitution strategies for safe medication management were not always successful or satisfactory and were sometimes identified as stressors themselves. Older adults, informal caregivers, and healthcare professionals’ perspectives highlighted several potential opportunities for improving safe medication management through nurse-led, interprofessional, patient-centred practices.

Monitoramento avançado de enfermagem: pacientes de risco na atenção primária

Resumo Objetivo avaliar o efeito do monitoramento de enfermagem avançado em relação ao usual para identificação do risco cardiovascular e renal, adesão medicamentosa e prática de exercícios na atenção primária à saúde. Método estudo quantitativo, quase-experimental desenvolvido na Atenção primária. Em relação a intervenção, foram consultas de enfermagem trimestrais de monitoramento avançado e laboratorial trimestral. Para coleta de dados, aplicou-se questionário sociodemográfico, escala Morisky e Questionário Internacional de Atividade Física. Resultados sexo feminino predominou nos dois grupos intervenção e controle (62,79% vs. 76,74%). O percentual de pacientes sem risco cardiovascular do grupo intervenção superou o grupo controle da consulta 1 para consulta 3, (0,00% - 25,58% vs. 6,98 - 2,33). Adesão medicamentosa máxima, ao longo do tempo, foi superior no grupo intervenção comparado ao grupo controle (48,8% vs. 23,3%). O risco cardiovascular dos usuários interferiu na atividade física de forma significativa no grupo intervenção e controle (p=0,0261 vs. 0,0438). Conclusões e implicações para a prática a monitorização avançada possibilitou uma melhor identificação de pacientes de risco e orientações aos pacientes hipertensos e diabéticos com risco cardiovascular e renal, o que favoreceu o monitoramento avançado e contribuiu ao autogerenciamento da prática de exercícios e adesão medicamentosa, a partir de consultas de enfermagem.

Primary Non-Adherence to Preventive Drugs and Associations with Beliefs About Medicines in Stroke Survivors

BACKGROUND

Medication non-adherence is a common problem in clinical practice. Little is known about stroke survivors' primary non-adherence to preventive drugs, and we hypothesised that their beliefs about medicines are associated with primary non-adherence. The objective was to describe primary non-adherence among stroke survivors and to assess associations between primary non-adherence to preventive drugs and beliefs about medicines.

METHODS

Questionnaires were sent to 797 individuals 3 months after stroke to assess beliefs about medicines through the Beliefs about Medicines Questionnaire (BMQ). All participants were registered in the Swedish Stroke Register (Riksstroke), and prescriptions for new preventive drugs during the hospital stay were identified through data from Riksstroke. Primary non-adherers were those who failed to fill one or more new prescriptions within 1 month of hospital discharge based on data from the Swedish Prescribed Drug Register. Differences between primary non-adherers and adherers were assessed by ² tests and associations between the BMQ subscales and primary non-adherence were analysed using independent two-sample t-tests and multivariable logistic regression models.

RESULTS

A total of 594 individuals responded to the survey, of which 452 received new prescriptions of preventive drugs. Overall, 53 (12%) participants were classified as primary non-adherent. Primary non-adherers were more often dependent on help or support from next of kin (p=0.032) and had difficulties with memory more often (p=0.002) than the primary adherent individuals. No statistically significant differences in BMQ subscale-scores were found between the two groups (p>0.05).

CONCLUSION

Primary non-adherence to preventive drugs was low, and no associations were found between primary non-adherence and beliefs about medicines. Associations with cognitive impairments such as difficulties with memory and need for help from next of kin suggest that more effort is needed to help stroke survivors to start important preventive drug treatments after discharge from hospital.

The Effect of Self-Administration of Medication During Hospitalization on Patient's Self-Efficacy and Medication Adherence After Discharge

PURPOSE

The effect of self-administration of medication (SAM), in which capable hospitalized patients administer medication themselves on medication self-efficacy is inconclusive. The aim of this study was to evaluate the effect of SAM on medication self-efficacy, adherence and patient satisfaction.

PATIENTS AND METHODS

A prospective pre-post intervention study on the orthopedic ward of the Sint Maartenskliniek (Nijmegen) was conducted from January 2020 to July 2021. All adults admitted to this ward were eligible for participation. The primary outcome was the level of medication self-efficacy measured by the Self-Efficacy for Appropriate Medication Use Scale (SEAMS) one week after discharge. Secondary outcomes were SEAMS-score three months after hospitalization, medication adherence measured by the Medication Adherence Rating Scale (MARS) one week and three months after hospitalization and patient satisfaction expressed on a five-point Likert scale in patients who experienced SAM. The differences in median SEAMS-scores and non-adherence pre- versus post-implementation of SAM were statistically analyzed. Patients' agreement regarding satisfaction with SAM was calculated as proportion per Likert scale answer.

RESULTS

Of the 197 patients participating in the study, 96 were included pre- and 101 post-implementation of SAM. Median SEAMS-scores one week after discharge were 35 [IQR 31-38] and 34 [IQR 30-36] pre- and post-intervention respectively (p = 0.08). There was no difference in the proportion of non-adherent patients at one week and three months after discharge pre- and post-intervention, 52.4%, 53.2%, 57.9% and 64.4% respectively. Of the patients that experienced SAM 32% agreed and 49% strongly agreed that they would like to self-manage medication again during a future hospitalization.

CONCLUSION

In this orthopedic population with high medication self-efficacy scores at discharge, SAM did not affect patients' medication self-efficacy nor medication adherence after hospitalization. Most patients preferred SAM. Additional studies should focus on the effect of SAM in other patient populations.

Functional Status among Polymedicated Geriatric Inpatients at Discharge: A Population-Based Hospital Register Analysis

This study explored and compared the functional status of polymedicated and non-polymedicated geriatric inpatients at hospital discharge. We used a cross-sectional registry of geriatric patients' hospital records from a multi-site public hospital center in Switzerland. The analysis included all inpatients aged 65 years old or more admitted between 1 January 2015 and 31 December 2017 (n = 53,690), of whom 67.5% were polymedicated at hospital discharge, 52.1% were women (n = 18,909), and 42.7% were 75-84 years old (n = 15,485). On average, the polymedicated patients' hospital lengths of stay were six days longer, they presented with more than three comorbidities, and they were prescribed more than nine medications at hospital discharge (p < 0.001). They showed more frequent general mobility decline (43.2% vs. 41.9%), gait disorders (46.2% vs. 43%), fatigue (48.6% vs. 43.4%) and dependence on lower-body care (49.7% vs. 47.6%), and presented a higher malnutrition risk (OR = 1.411; 95%CI 1.263-1.577; p < 0.001). However, the non-polymedicated inpatients had proportionally more physical and cognitive impairments. The comparison of the functional status of polymedicated and non-polymedicated geriatric inpatients at hospital discharge is important for clinicians trying to identify and monitor those who are most vulnerable to functional decline, and to design targeted strategies for the prevention of functional impairment and related adverse health outcomes.

Effects of a transitional care programme on medication adherence in an older cardiac population: A randomized clinical trial

AIMS

Medication non-adherence post-discharge is common among patients, especially those suffering from chronic medical conditions, and contributes to hospital admissions and mortality. This study aimed to evaluate the effect of the Cardiac Care Bridge (CCB) intervention on medication adherence post-discharge.

METHODS

We performed a secondary analysis of the CCB randomized single-blind trial, a study in patients ≥70 years, at high risk of functional loss and admitted to cardiology departments in six hospitals. In this multi-component intervention study, community nurses performed medication reconciliation and observed medication-related problems (MRPs) during post-discharge home visits, and pharmacists provided recommendations to resolve MRPs. Adherence to high-risk medications was measured using the proportion of days covered (PDC), using pharmacy refill data. Furthermore, MRPs were assessed in the intervention group.

RESULTS

For 198 (64.7%) of 306 CCB patients, data were available on adherence (mean age: 82 years; 58.9% of patients used a multidose drug dispensing [MDD] system). The mean PDC before admission was 92.3% in the intervention group (n = 99) and 88.5% in the control group (n = 99), decreasing to 85.2% and 84.1% post-discharge, respectively (unadjusted difference: -2.6% (95% CI -9.8 to 4.6, P = .473); adjusted difference -3.3 (95% CI -10.3 to 3.7, P = .353)). Post-hoc analysis indicated that a modest beneficial intervention effect may be restricted to MDD non-users (P_interaction  = .085). In total, 77.0% of the patients had at least one MRP post-discharge.

CONCLUSIONS

Our findings indicate that a multi-component intervention, including several components targeting medication adherence in older cardiac patients discharged from hospital back home, did not benefit their medication adherence levels. A modest positive effect on adherence may potentially exist in those patients not using an MDD system. This finding needs replication.

Smart About Meds (SAM): a pilot randomized controlled trial of a mobile application to improve medication adherence following hospital discharge

Objective

The objectives of this pilot study were (1) to assess the feasibility of a larger evaluation of Smart About Meds (SAM), a patient-centered medication management mobile application, and (2) to evaluate SAM’s potential to improve outcomes of interest, including adherence to medication changes made at hospital discharge and the occurrence of adverse events.

Materials and Methods

We conducted a pilot randomized controlled trial among patients discharged from internal medicine units of an academic health center between June 2019 and March 2020. Block randomization was used to randomize patients to intervention (received access to SAM at discharge) or control (received usual care). Patients were followed for 30 days post-discharge, during which app use was recorded. Pharmacy claims data were used to measure adherence to medication changes made at discharge, and physician billing data were used to identify emergency department visits and hospital readmissions during follow-up.

Results

Forty-nine patients were eligible for inclusion in the study at hospital discharge (23 intervention, 26 control). In the 30 days of post-discharge, 15 (65.2%) intervention patients used the SAM app. During this period, intervention patients adhered to a larger proportion of medication changes (83.7%) than control patients (77.8%), including newly prescribed medications (72.7% vs 61.7%) and dose changes (90.9% vs 81.8%). A smaller proportion of intervention patients (8.7%) were readmitted to hospital during follow-up than control patients (15.4%).

Conclusion

The high uptake of SAM among intervention patients supports the feasibility of a larger trial. Results also suggest that SAM has the potential to enhance adherence to medication changes and reduce the risk of downstream adverse events. This hypothesis needs to be tested in a larger trial.

Trial registration

Clinicaltrials.gov, registration number NCT04676165.

What Happens after Hospital Discharge? Deficiencies in Medication Management Encountered by Geriatric Patients with Polypharmacy

This study aimed to describe post-discharge medication self-management by geriatric patients with polypharmacy, to describe the problems encountered and to determine the related factors. In a multicenter study from November 2019 to March 2020, data were collected at hospital discharge and two to five days post-discharge. Geriatric patients with polypharmacy were questioned about medication management using a combination of validated (MedMaIDE) and self-developed questionnaires. Of 400 participants, 70% did self-manage medication post-discharge. Patients had a mean of four different deficiencies in post-discharge medication management (SD 2.17, range 0-10). Knowledge-related deficiencies were most common. The number of medicines and the in-hospital provision of medication management by nurses were significant predictors of post-discharge medication management deficiencies. In addition to deficiencies in knowledge, medication-taking ability and obtaining medication, non-adherence and disrupted continuity of medication self-management were common in geriatric patients with polypharmacy post-discharge. Improvements in in-hospital preparation could avoid medication self-management problems at home.

Smart about medications (SAM): a digital solution to enhance medication management following hospital discharge

Objective

To outline the development of a software solution to improve medication management after hospital discharge, including its design, data sources, intrinsic features, and to evaluate the usability and the perception of use by end-users.

Materials and Methods

Patients were directly involved in the development using a User Center Design (UCD) approach. We conducted usability interviews prior to hospital discharge, before a user started using the application. A technology acceptance questionnaire was administered to evaluate user self-perception after 2 weeks of use.

Results

The following features were developed; pill identification, patient-friendly drug information leaflet, side effect checker, and interaction checker, adherence monitoring and alerts, weekly medication schedule, daily pill reminders, messaging service, and patient medication reviews. The usability interviews show a 98.3% total success rate for all features, severity (on a scale of 1–4) 1.4 (SD 0.79). Regarding the self-perception of use (1–7 agreement scale) the 3 highest-rated domains were: (1) perceived ease of use 5.65 (SD 2.02), (2) output quality 5.44 (SD 1.65), and (3) perceived usefulness 5.29 (SD 2.11).

Discussion

Many medication management apps solutions have been created and most of them have not been properly evaluated. SAM (Smart About Medications) includes the user perspective, integration between a province drug database and the pharmacist workflow in real time. Its features are not limited to maintaining a medication list through manual entry.

Conclusion

We can conclude after evaluation that the application is usable and has been self-perceived as easy to use by end-users. Future studies are required to assess the health benefits associated with its use.

Primary medication nonadherence calculation method specifications impact resulting rates

BACKGROUND

Previous literature has illustrated a wide range of primary medication nonadherence (PMN) rates due to inconsistent calculation methods and parameters, but the impact of parameter specifications on PMN rates has not been assessed.

OBJECTIVES

The objective of this study was to evaluate the impact of lookback window (LBW), duplicate window (DW), and fill window (FW) specifications on PMN rates in patients prescribed specialty self-administered oncology medications.

METHODS

This was a single-center, retrospective cohort analysis. Patients receiving a new electronic specialty oncology prescription January-December 2018 were included; excluded if re-routed to an external pharmacy within 2 days, fell within a DW, or cancelled within a FW. Twenty-four methods were used to calculate PMN based on combinations of the following parameters: (i) absence of prior specialty self-administered oncology medication fill within LBW (90, 180 days); (ii) absence of a duplicate prescription within DW (2, 7, 30 days); and (iii) sold status within FW (14, 30, 60, 90 days). For each method, PMN was calculated as the number of unsold prescriptions within the FW divided by all eligible prescriptions.

RESULTS

We evaluated 4,482 prescriptions, resulting in PMN ranging from 16% to 23%. Patients were commonly male (53%) and white (83%), with a median age of 64 years (interquartile range, IQR, 54, 72). Increasing the LBW from 90 to 180 days resulted in exclusion of 72 (2%) prescriptions and minimally impacted PMN rates. Most duplicate prescriptions (87%) occurred within two days of original prescription and PMN rates were minimally affected by DW. Most fulfilled prescriptions were filled within FW 30 days, 98% with a method of LBW 180, DW 2, and FW 30. Adjusting the FW consistently impacted PMN rates.

CONCLUSIONS

Because various PMN definitions can significantly impact results, a thorough explanation of all parameter specifications should be reported in research using PMN.

Tool development to improve medication information transfer to patients during transitions of care: A participatory action research and design thinking methodology approach

BACKGROUND

Medication changes during transitions of care is a recognized challenge that has been linked to adverse events. The delivery of medication instructions during transition from hospital to home is a priority area for improvement.

OBJECTIVE

The goals of this work were to 1) understand the current experiences of patients and families; and 2) co-design tools to improve medication information transfer during transitions of care together with patients, families, and providers.

METHODS

A participatory action approach, using mixed methods within a design thinking framework was used. Participants were chosen from patient groups at higher risk of adverse events, guided by extreme user design, which posits that needs of extreme users can also fit the majority. Providers, patients and family (users) were interviewed to understand current experiences with medication information transfer during transitions of care and to solicit input on potential elements to inform tool design. Users were engaged in iterative creation of prototypes.

RESULTS

A total of 116 patients, family caregivers, and providers were engaged throughout this project. Findings highlighted challenges currently experienced, strengthening the case for tools that engage the patient and family in medication information transfer. Important information included why medications were prescribed, how to take them, side effects, and an explanation of the role of community pharmacists. Displaying information in a grid format was preferred. Two tools were prototyped: (1) A Medication Whiteboard for engaging patients and families in creating their medication routine, and (2) A Patient Oriented Medication List for providing medication instructions and as a reference once patients are home.

CONCLUSIONS

Through the use of mixed methods within a design thinking framework, the team was able to understand the challenges and design prototypes of tools that both engage patients and families in developing their medication routine and improve medication information transfer during transitions of care.

Noninitiation of Discharge Medications After Revascularization

BACKGROUND

Timely initiation of medication therapy after a cardiovascular event is vital to achieve optimal patient outcomes, yet there is a lack of insight on the frequency and predictors of discharge medications that are delayed or never initiated.

OBJECTIVES

To (a) describe how frequently patients do not fill newly prescribed discharge medications within 30 days after revascularization and (b) identify predictors of patients who did not fill their new medications.

METHODS

A single-center, retrospective analysis was conducted of patients discharged after percutaneous coronary intervention or coronary artery bypass grafting. Discharge prescriptions were linked to pharmacy claims data to identify medications that were not filled within 30 days of discharge.

RESULTS

1,206 patients and their 5,253 discharge medications were included for study. More than one third of patients did not fill at least 1 discharge medication within 30 days (466/1,206, 38.6%); nearly 1 in 10 (116/1,206, 9.6%) did not fill any of their discharge prescriptions. Significant predictors of nonadherence included longer length of stay and higher number of prescribed discharge medications (both P values < 0.05). The largest classes of unfilled medications included insulin, factor Xa inhibitors, and narcotic analgesics.

CONCLUSIONS

Noninitiation is a common issue among patients after cardiac revascularization. These patients may be at a higher risk of not filling their medications if they experience longer lengths of stay or are prescribed a higher number of medications at discharge.

DISCLOSURES

This work was supported by an Institutional Development Award (IDeA) from the National Institute of General Medical Sciences of the National Institutes of Health under grant number U54-GM104941 (PI: Binder-Macleod). The sponsor had no connection with Surescripts and no role in the study design, data analysis, interpretation of results, or development of this manuscript. Glasgow reports personal fees from Burroughs Group, outside the submitted work. The other authors have nothing to disclose. Preliminary results from this work were presented as a poster presentation at the 2018 AcademyHealth Annual Research Meeting; June 24-26, 2018; Seattle, WA.

Primary non-adherence to inhaled medications measured with e-prescription data from Poland

BACKGROUND

Treatment adherence greatly influences the clinical outcomes in various fields of medicine, including management of asthma and COPD. With the recent implementation of a nationwide e-Health solutions in Poland, new and unique opportunities for studying primary non-adherence in asthma and COPD emerged. The aim was to study primary non-adherence to inhaled medications available in Poland indicated in asthma and/or COPD and analyse the impact of patients' demographics and inhalers' characteristics (dry powder inhalers (DPIs) vs metered dose inhalers (MDIs) and presence of a dosage counter) on primary non-adherence.

METHODS

A retrospective analysis of all e-prescriptions issued in Poland in 2018 (n = 119,880) from the national e-prescription pilot framework.

RESULTS

Primary non-adherence for inhalable medications reached 15.3%. It significantly differed among age groups-the lowest (10.8%) was in 75 + years-old patients, highest (18%) in 65-74 years-old patients. No gender differences in primary non-adherence were found. The highest non-adherence was observed for ICS + LABA combinations (18.86%). A significant difference was found between MDI and DPI inhalers and between inhalers with/without a dosage counter.

CONCLUSIONS

Out of e-prescriptions for inhaled medications issued in 2018 in Poland, 15.3% were not redeemed. The degree of primary non-adherence was influenced by age, but not gender. Significant differences between MDIs and DPIs and between inhalers with/without a dosage counter were observed.

From Hospital to Home: A Resident-Driven Quality Improvement Project to Overcome Discharge Prescription Barriers

BACKGROUND AND OBJECTIVES

Inability to obtain timely medications is a patient safety concern that can lead to delayed or incomplete treatment of illness. While there are many patient and system factors contributing to postdischarge medication nonadherence, availability and insurance-related barriers are preventable.

PURPOSE

To implement a systematic process ensuring review of discharge prescriptions to ensure availability and resolve insurance barriers before patient discharge.

METHODS

A prospective single-arm quality improvement intervention study to identify and address insurance-related prescription barriers using nonclinical staff. Intervention was pilot tested with sequential spread across general medicine resident teams. The primary outcome was successful obtainment of postdischarge prescriptions confirmed by phone calls to patients or their pharmacies.

RESULTS

From April to August 2015, 59 of 161 patients included in the improvement process (36.6%) had one or more insurance or availability-related barriers with their prescriptions, totaling 89 issues. Forty-three of the 59 patients (72.9%) responded to postdischarge phone calls, 39 of whom (39/43, 90.7%) successfully filled their prescriptions on the first pharmacy visit.

CONCLUSIONS

In our study, we preemptively identified that over a third of patients discharged would have encountered barriers filling their prescriptions. This interdisciplinary quality improvement project using nonclinical team members removed barriers for over 90% of our patients to ensure continuation of medical therapy without disruption and a safer postdischarge plan.

Health Outcomes and Primary Adherence to Secondary Prevention Treatment after St-Elevation Myocardial Infarction: a Spanish Cohort Study

This retrospective observational study aimed to establish the first prescription and its dispensation (primary adherence) in the first 30 days of the four pharmacotherapeutic classes recommended after a type 1 STEMI episode, determine the potential risk factors for lack of primary adherence, and evaluate the potential impact of primary adherence on cardiovascular outcomes. Of the 613 patients analyzed, 576 were included (64.7 ± 13.8 years, 73.8% men) between January 2008 and December 2013. Primary adherence exceeded 90% in all groups. Complete primary adherence was higher in high-drug coverage patients and was lower in patients with cardiovascular or neuropsychiatric diseases. According to competing risk analysis, 1-year cardiovascular mortality was significantly lower in patients with complete primary adherence than in those without complete prescription or adherence, 1.8% versus 5.6% (HR = 0.286; p = 0.012). Complete primary adherence did not prevent a 1-year cardiovascular event, 5.6% versus 5.5% (p = 0.904).

Primary Non-Adherence to Antihistamines-Conclusions From E-Prescription Pilot Data in Poland

Background

In allergic conditions such as allergic rhinitis and urticaria, orally administered H₁-antihistamines belong to first-line therapy and therefore, are widely prescribed. Due to the frequent, and often chronic, course of allergic diseases, adherence is of great importance. In 2018 a novel, nationwide e-prescription system was piloted in Poland, which allowed to analyze primary non-adherence to orally administered H₁ antihistamines.

Objectives

To assess the primary non-adherence to orally administered H₁-antihistamines in Poland, defined as not redeeming the drug issued on a particular e-prescription within its validity period.

Methods

The study was based on all e-prescriptions issued in Poland in 2018, issued for 119.880 drugs. The analysis included nine major orally administered H₁ antihistamines available in Poland.

Results

Out of 2280 analyzed e-prescriptions on orally administered antihistamines, 1803 (79.1%) of them were redeemed. Therefore, the level of primary non-adherence reached 21%. Among women it reached 19.9%, but it was not significantly lower than among men (23.4%, p=0.064). The highest non-adherence (31.3%) was observed in the age group 19-39, whilst the highest adherence rate (84.6%) was observed in those 75 years or older. The most frequently prescribed second-generation antihistamine was bilastine—596 e-prescriptions with 23.7% primary non-adherence.

Conclusions

More than 1 out of 5 e-prescriptions on orally administered H₁-antihistamines were not redeemed in Poland in 2018. Age, but not gender, significantly influenced the degree of primary non-adherence to these drugs. To authors knowledge, this is the first real-life study on primary non-adherence to H₁-antihistamines in Poland and one of the very few on this subject worldwide.

Failure to follow medication changes made at hospital discharge is associated with adverse events in 30 days

OBJECTIVE

To evaluate the hypothesis that nonadherence to medication changes made at hospital discharge is associated with an increased risk of adverse events in the 30 days postdischarge.

STUDY SETTING

Patients admitted to hospitals in Montreal, Quebec, between 2014 and 2016.

STUDY DESIGN

Prospective cohort study.

DATA COLLECTION

Nonadherence to medication changes was measured by comparing medications dispensed in the community with those prescribed at hospital discharge. Patient, health system, and drug regimen-level covariates were measured using medical services and pharmacy claims data as well as data abstracted from the patient's hospital chart. Multivariable Cox models were used to determine the association between nonadherence to medication changes and the risk of adverse events.

PRINCIPAL FINDINGS

Among 2655 patients who met our inclusion criteria, mean age was 69.5 years (SD 14.7) and 1581 (60%) were males. Almost half of patients (n = 1161, 44%) were nonadherent to at least one medication change, and 860 (32%) were readmitted to hospital, visited the emergency department, or died in the 30 days postdischarge. Patients who were not adherent to any of their medication changes had a 35% higher risk of adverse events compared to those who were adherent to all medication changes (1.41 vs 1.27 events/100 person-days, adjusted hazard ratio: 1.35, 95% CI: 1.06-1.71).

CONCLUSIONS

Almost half of all patients were not adherent to some or all changes made to their medications at hospital discharge. Nonadherence to all changes was associated with an increased risk of adverse events. Interventions addressing barriers to adherence should be considered moving forward.

Impact of medication nonadherence on stroke recurrence and mortality in patients after first-ever ischemic stroke: Insights from registry data in Singapore

PURPOSE

This retrospective cohort study aims to examine adherence to secondary stroke preventive medications and their association with risk of stroke recurrence and mortality in patients after first-ever ischemic stroke.

METHODS

Using data from the National Healthcare Group and Singapore Stroke Registry, patients with first-ever ischemic stroke between 2010 and 2014 were included, and categorized based on antithrombotic or statin adherence using the proportion of days covered: high (≥75%), intermediate (50%-74%), low (25%-49%), and very low (<25%). The primary outcome was first recurrent ischemic stroke within a year after hospital discharge, while the secondary composite outcomes were (a) stroke recurrence and all-cause mortality and (b) stroke recurrence and cardiovascular mortality. The Cox proportional hazard model was used to examine the association between medication adherence and outcomes. Adjusted hazard ratios (aHRs) and the corresponding 95% confidence intervals (CIs) were reported.

RESULTS

Among ischemic stroke patients prescribed with antithrombotics (n = 1139) or statins (n = 1160) at hospital discharge, about one-third were highly adherent to their medications. Patients with lower medication adherence tended to be younger, were admitted to private ward classes, and were without hypertension. Compared with the patients with high medication adherence, the risk of stroke recurrence was higher in patients with very low antithrombotic (aHR = 4.65; 95% CI: 1.45-14.89) or statin (aHR = 3.44; 95% CI: 0.93-12.74) adherence. Similar findings were observed for the secondary outcomes.

CONCLUSIONS

Poor adherence to antithrombotic and statin treatment increases the risk of recurrent stroke and mortality in patients after first-ever ischemic stroke. Further measures are needed to improve medication adherence among stroke survivors.

A randomized controlled trial of the Effects of a telehealth educational intervention on medication adherence and disease activity in rheumatoid arthritis patients

AIMS

To examine the effects of a tailored telehealth educational intervention on medication adherence and disease activity in discharged patients with rheumatoid arthritis (RA).

DESIGN

An un-blinded randomized controlled trial.

METHODS

A total of 92 eligible patients were recruited from January 2015-December 2015. Participants were randomly assigned to either the intervention (N = 46) or control group (N = 46). The intervention group received four educational sessions delivered through a telephone across a 12-week intervention. The content of the education mainly included: subject's knowledge about disease; treatment goals; the importance of taking medication correctly; side effect management; remembering to take medication. The control group received only standard care including discharge instructions. Outcome measures included medication adherence and disease activity.

RESULTS

The intervention group had significantly higher medication adherence compared with the control group at 12th and 24th week. There was no significant difference between two groups in disease activity at 12th and 24th week.

CONCLUSIONS

The telephone-delivered tailored educational intervention effectively improved medication adherence among discharged patients with rheumatoid arthritis. However, no significant benefits of the intervention on disease activity were detected.

IMPACT

Good medication adherence in rheumatoid arthritis patients contributes to controlling symptom and inflammation, preventing the progressive structural damage. This study demonstrated that the telehealth educational intervention could improve patients' medication adherence but did not have a direct impact on clinical condition in the short-term. The intervention for discharged patients with rheumatoid arthritis can be integrated into the clinical setting by the nursing staff as follow-up care.

TRIAL REGISTRATION NUMBER

ChiCTR-IPR-14005722.

Polypharmacy Among Home-Dwelling Older Adults: The Urgent Need for an Evidence-Based Medication Management Model

Ageing populations with multiple chronic conditions challenge low-, middle-, and high-income countries. Older adults frequently depend on complex medication regimens and polypharmacy, both of which can lead to potentially devastating and debilitating medication-related problems and to subsequent far-reaching public health, social, and economic effects. This perspectives article provides an overview of the current state of medication management, reflects on its relevance among polymedicated home-dwelling older adults living with multiple chronic conditions, and proposes patient-centered approaches for optimizing medication management and preventing medication-related problems.

Impact of discharge medication bedside delivery service on hospital reutilization

PURPOSE

To evaluate the impact of a medication to bedside delivery (meds-to-beds) service on hospital reutilization in an adult population.

METHODS

A retrospective, single-center, observational cohort study was conducted within a regional academic medical center from January 2017 to July 2017. Adult patients discharged from an internal medicine unit with at least one maintenance medication were evaluated. The primary outcome was the incidence of 30-day hospital reutilization between two groups: discharged patients who received meds-to-beds versus those who did not. Additionally, the incidence of 30-day hospital reutilization between the two groups was compared within predefined subgroup patient populations: polypharmacy, high-risk medication use, and patients with a principal discharge diagnosis meeting the criteria set by the Centers for Medicare and Medicaid Services 30-day risk standardized readmission measures.

RESULTS

A total of 600 patients were included in the study (300 patients in the meds-to-beds group and 300 patients in the control group). The 30-day hospital reutilization (emergency department visits and/or hospital readmissions) related to the index visit was lower in the meds-to-beds group, but the difference was not statistically significant between the two groups (8.0% in the meds-to-beds group versus 10.0% in the control group; odds ratio, 0.78; 95% confidence interval, 0.45-1.37). There was no significant difference in the 30-day hospital reutilization related to the index visit between the control and meds-to-beds groups within the three subgroups analyzed.

CONCLUSION

There was no difference in 30-day hospital reutilization related to the index visit with the implementation of meds-to-beds service in the absence of other transitions-of-care interventions.

Optimising medication management for polymedicated home-dwelling older adults with multiple chronic conditions: a mixed-methods study protocol

INTRODUCTION

Optimal medication management is one of the basic conditions necessary for home-dwelling older adults living with multiple chronic conditions (OAMCC) to be able to remain at home and preserve their quality of life. Currently, the reasons for such high numbers of emergency department visits and the very significant rate of hospitalisations for OAMCC, due to medication-related problems (MRPs), is poorly explored. This study aims to reveal the current state of the medication management practices of polymedicated, home-dwelling OAMCC and to make proposals for improving clinical and medication pathways through an innovative and integrated model for supporting medication management and preventing adverse health outcomes.

METHODS AND ANALYSIS

A mixed-methods study will address the medication management of polymedicated, home-dwelling OAMCC. Its explanatory sequential design will involve two major phases conducted sequentially over time. The quantitative phase will consist of retrospectively exploiting the last 5 years of electronic patient records from a local hospital (N ≈ 50 000) in order to identify the different profiles-made up of patient-related, medication-related and environment-related factors-of the polymedicated, home-dwelling OAMCC at risk of hospitalisation, emergency department visits, hospital readmission (notably for MRPs), institutionalisation or early death. The qualitative study will involve: (a) obtaining and understanding the medication management practices and experiences of the identified profiles extracted from the hospital data of OAMCC who will be interviewed at home (N ≈ 30); (b) collecting and analysing the perspectives of the formal and informal caregivers involved in medication management at home in order to cross-reference perspectives about this important dimension of care at home. Finally, the mixed-methods findings will enable the development of an innovative, integrated model of medication management based on the Agency for Clinical Innovation framework and Bodenheimer and Sinsky's quadruple aim.

ETHICS AND DISSEMINATION

Ethical approval has been obtained from the Human Research Ethics Committee of the Canton Vaud (2018-02196). Findings will be disseminated in peer-reviewed journals, professional conferences and other knowledge transfer activities with primary healthcare providers, hospital care units, informal caregivers' and patients' associations.

The spatial dimensions of medication management by home-dwelling older adults after hospital discharge

Ageing in place raises pressing questions about medication practices at home. Understanding how medication practices are integrated into older adults' domestic settings requires an interest in where activities linked to medication take place and why. This study aimed to describe the medication practices and spatial dimensions of medication management for home-dwelling older adults after hospital discharge, using a qualitative research design. Semi-structured interviews were carried out with ten older adults aged 65 years old or more and discharged home from hospital, together with nine informal caregivers. Thematic content analysis identified two main themes dealing with the spatial dimensions of medication management in this specific context: the process of integrating medication changes into routines and familiar spaces, and the individual and collective management of medication changes linked to a renegotiation of the boundaries between public and private spaces.

Challenges at Care Transitions: Failure to Follow Medication Changes Made at Hospital Discharge

BACKGROUND

In-hospital medication reconciliation has not demonstrated reductions in adverse health outcomes, possibly because patients do not follow the changes made to their preadmission medications. Our objective was to determine the incidence of and variables associated with failure to follow newly prescribed therapies, discontinued medications, and dose changes.

METHODS

A prospective cohort study of patients admitted to hospitals in Montreal, Quebec between 2014 and 2016 was conducted. Failure to follow medication changes 30 days post discharge was measured by comparing prescribed and dispensed medications. Multivariable logistic regression was used to determine characteristics associated with failure to follow changes.

RESULTS

Among 2655 patients, mean age was 69.5 years (SD 14.7), and 1581 (60%) were males. There were 10,068 medication changes made at hospital discharge and 24% were not followed in the 30 days post discharge. Thirty percent of dose modifications were filled at the incorrect dose, 27% of new medications were not filled, and 12% of discontinued medications were filled. A number of factors increased the risk of failure to follow medication changes, including increasing out-of-pocket medication costs (adjusted odds ratio [aOR] 1.12; 95% confidence interval [CI], 1.07-1.18), discharge to long-term care facility (aOR 2.29; 95% CI, 1.63-3.08), and not having medications dispensed prior to admission (aOR 4.67; 95% CI, 3.75-5.90).

CONCLUSION

One in 4 hospital medication changes was not followed post discharge. Health policy aimed at eliminating out-of-pocket medication costs and investigation of factors influencing failure to follow changes for those not dispensed medications prior to admission and for long-term care residents are important next steps to address this issue.

Community pharmacy medication review, death and re-admission after hospital discharge: a propensity score-matched cohort study

Background

In-hospital medication review has been linked to improved outcomes after discharge, yet there is little evidence to support the use of community pharmacy-based interventions as part of transitional care.

Objective

To determine whether receipt of a postdischarge community pharmacy-based medication reconciliation and adherence review is associated with a reduced risk of death or re-admission.

Design

Propensity score-matched cohort study.

Setting

Ontario, Canada

Participants

Patients over age 66 years discharged home from an acute care hospital from 1 April 2007 to 16 September 2016.

Exposure

MedsCheck, a publicly funded medication reconciliation and adherence review provided by community pharmacists.

Main outcome

The primary outcome was time to death or re-admission (defined as an emergency department visit or urgent rehospitalisation) up to 30 days. Secondary outcomes were the 30-day count of outpatient physician visits and time to adverse drug event.

Results

MedsCheck recipients had a lower risk of 30-day death or re-admission (23.4% vs 23.9%, HR 0.97, 95% CI 0.95 to 1.00, p=0.02), driven by a decreased risk of death (1.7% vs 2.1%, HR 0.79, 95% CI 0.73 to 0.86) and rehospitalisation (11.0% vs 11.4%, HR 0.96, 95% 0.93–0.99). In a post hoc sensitivity analysis with pharmacy random effects added to the propensity score model, these results were substantially attenuated. There was no significant difference in 30-day return to the emergency department (22.5% vs 22.8%, HR 0.99, 95% CI 0.96 to 1.01) or adverse drug events (1.5% vs 1.5%, HR 1.03, 95% CI 0.94 to 1.12). MedsCheck recipients had more outpatient visits (mean 2.11 vs 2.09, RR 1.01, 95% CI 1.00 to 1.02, p=0.02).

Conclusions and relevance

Among older adults, receipt of a community pharmacy-based medication reconciliation and adherence review was associated with a small reduced risk of short-term death or re-admission. Due to the possibility of unmeasured confounding, experimental studies are needed to clarify the relationship between postdischarge community pharmacy-based medication review and patient outcomes.

Prevalence of and factors associated with primary medication non-adherence in chronic disease: A systematic review and meta-analysis

BACKGROUND

Primary medication non-adherence (PMN), defined as failure to obtain newly prescribed medications, results in adverse clinical and economic outcomes. We aimed to (a) assess the prevalence of PMN in six common chronic diseases: asthma and/ or chronic obstructive pulmonary disease, depression, diabetes mellitus, hyperlipidaemia, hypertension and osteoporosis; (b) identify and categorise factors associated with PMN; (c) explore characteristics that contributed to heterogeneity between studies.

METHODS

We performed a systematic search in MEDLINE, Embase, Cochrane Library, CINAHL and PsycINFO. Studies published in English between January 2008 and August 2018 assessing PMN in subjects aged ≥18 years were included. We used the Cochrane risk of bias tool, Newcastle-Ottawa Scale and National Heart, Lung and Blood Institute Quality Assessment Tool to assess the quality of randomised controlled trials, cohort and cross-sectional studies, respectively. Findings were reported using the PRISMA checklist. PMN rates were pooled using a random effects model. We summarised factors associated with PMN descriptively. Subgroup analysis was performed to explore sources of heterogeneity.

RESULTS

We screened 3083 articles and included 33 (5 randomised controlled trials, 26 cohort and 2 cross-sectional studies, n = 539 156), of which 31 (n = 519 971) were used in meta-analysis. The pooled PMN rate was 17% (95% CI: 15%-20%). Pooled PMN rates were highest in osteoporosis (25%, 95% CI: 7%-44%) and hyperlipidaemia (25%, 95% CI: 18%-32%) and lowest in diabetes mellitus (10%, 95% CI: 7%-12%). Factors commonly associated with PMN include younger age, number of concurrent medications, practitioner specialty and higher co-payment. Type of chronic disease, age, study setting and PMN definition contributed to heterogeneity between studies (all P < 0.001).

CONCLUSION

Primary medication non-adherence is common among patients with chronic diseases and more needs to be done to address this issue in order to improve patient outcomes. Future PMN studies could benefit from greater standardisation to enhance comparability.

Medication Management Models for Polymedicated Home-Dwelling Older Adults With Multiple Chronic Conditions: Protocol of a Systematic Review

Background

Older adults with multiple chronic diseases commonly require complex medication regimes. When combined with frailty, cognitive impairment, and changing pharmacological prescriptions, older adults’ polymedication regimes increase the risk of medication-related problems (MRPs) and hospitalization. Effective, well-organized medication management could avoid MRPs and their clinical outcomes.

Objective

Identify medication management models and analyze their impact on managing and preventing MRPs for polymedicated, home-dwelling older adults.

Methods

We will conduct a systematic review of published articles in relevant professional scientific journals from inception until March 31, 2019, in the following electronic databases,: Embase; Medline OvidSP; PubMed (NOT Medline[sb]); Cumulative Index to Nursing and Allied Health Literature (CINAHL) EBSCO; PsycINFO OvidSP; Cochrane Library, Wiley; and Web of Science. We will also hand search the bibliographies of all the relevant articles found and search for unpublished studies. We will consider publications in English, French, German, Spanish, Italian, and Portuguese. Retrieved articles will be screened for eligibility. Statistical analyses will be conducted following the recommendations of the Cochrane Handbook for Systematic Reviews of Interventions, the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA), and Meta-analysis Of Observational Studies in Epidemiology (MOOSE) statements. Data will be analyzed using SPSS Statistics for Windows, version 25.0 (IBM Corp), and Review Manager, version 5.5 (The Nordic Cochrane Centre, The Cochrane Collaboration).

Results

A preliminary search in Embase delivered 3272 references. This preliminary search allows us to complete our research strategy with equation development and to search the other databases. Relevant articles identified will allow for searching the reference lists for unpublished studies. The inclusion and exclusion criteria will be rigorously respected in the study selection. The entire study is expected to be completed by January 2020.

Conclusions

This review will provide an exhaustive view of medication management models that could be effective for polymedicated, home-dwelling older adults and will allow us to analyze their impact on managing and preventing MRPs.

Trial Registration

PROSPERO CRD42018117287; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=117287 (Archived by WebCite at http://www.webcitation.org/77fCfbCjT)

International Registered Report Identifier (IRRID)

DERR1-10.2196/13582

Participation in an innovative patient support program reduces prescription abandonment for adalimumab-treated patients in a commercial population

PURPOSE

Nonadherence to indicated therapy reduces treatment effectiveness and may increase cost of care. HUMIRA Complete, a Patient Support Program (PSP), aims to reduce nonadherence in patients prescribed adalimumab (ADA). The objective of this study was to assess the relationship between participation in the PSP and prescription abandonment rates among ADA-treated patients.

PATIENTS AND METHODS

This longitudinal study using patient-level data from AbbVie's PSP linked with medical and pharmacy claims data included patients ≥18 years with an ADA-approved indication, ≥1 pharmacy claim for ADA, and available data ≥3 months before and ≥6 months after the index date (defined as the initial ADA claim [01/2015 to 02/2017]). Abandonment was defined as reversal of initial ADA prescription with no paid claim during 3-month follow-up. Abandonment rates were compared between PSP and non-PSP cohorts using multivariable logistic regression controlling for potentially confounding baseline characteristics.

RESULTS

In 17,371 patients (9,851 PSP; 7,520 non-PSP), the overall abandonment rate was 10.8-16.8% across indications. The odds of ADA abandonment were 70% less for PSP vs non-PSP patients (5.6% vs 20.4%, odds ratio [OR]=0.30, [95% confidence interval (CI)=0.27-0.33] P<0.001), 38% less for patients using specialty vs retail pharmacy (OR=0.62, 95% CI=0.56-0.69, P<0.001), 20% less for those with income of $50-99K vs $0-49K (OR=0.80, 95% CI=0.69-0.92, P<0.01), and 78% greater for those with copayment of $26-100 vs $0-25 (OR=1.78, 95% CI=1.55-2.05, P<0.001).

CONCLUSION

Participation in the PSP, higher income, and using a specialty pharmacy were associated with lower odds of abandoning ADA therapy, whereas increased copayments were associated with greater abandonment. PSPs should be considered to improve initiation of ADA therapy.

Factors associated with medication adherence in older patients: A systematic review

OBJECTIVE

Medication adherence is a major challenge in the treatment of older patients; however, they are under-represented in research. We undertook a systematic review focused on older patients to assess the reasons underlying non-adherence in this population.

METHODS

We searched multiple electronic databases for studies reporting reasons for non-adherence to medication regimens in patients aged 75 years and over. Our results were not limited to specific diseases, health-care settings, or geographical locations. The quality of eligible studies was assessed using the Newcastle-Ottawa Scale. A narrative synthesis of findings was performed.

RESULTS

A total of 25 publications were included, all of which were in community settings. Frequent medication review and knowledge regarding the purpose of the medication were positively associated with adherence. Factors associated with poor adherence were multimorbidity, cognitive impairment, complex regimens with multiple prescribing physicians, and problems with drug storage or formulation.

CONCLUSION

These findings suggest that interventions to improve adherence could focus on medication review aimed at simplifying regimens and educating patients about their treatment. Groups with poor adherence that may benefit most from such a model include patients with multiple comorbidities and cognitive impairment.

Impacts of Type D Personality and Depression, Alone and in Combination, on Medication Non-Adherence Following Percutaneous Coronary Intervention

Background: Medication adherence after percutaneous coronary intervention (PCI) is essential to preventing the risk of restenosis. Even though Type D personality and depression have been known to affect medication non-adherence, their combined influence on PCI patients remains unclear. Aim: We aimed to identify how both Type D personality and depression were associated with medication non-adherence for 3 months after successful PCI. Methods: This prospective cohort study included 257 PCI patients, who took 3 or more cardiac medications, at a university hospital. We measured sociodemographic and clinical variables, Type D personality, depression, and medication non-adherence using face-to-face interviews and medical record reviews. Results: The total prevalence of medication non-adherence at the one- and three-month follow-ups was 14% and 16%, respectively. At one month, the prevalence of those with a combination of Type D personality and depression (23.4%) and depression alone (24%) was significantly higher than other groups. At three months, the prevalence of the Type D personality-only group (39.1%) was the highest. Type D personality increased the risk of medication non-adherence 5.089 times at three months, while depression increased it 2.6 times at one month. However, the risk of medication non-adherence was not increased in patients with combined Type D personality and depression. Conclusions: Individual assessments of Type D personality and depression are required. Therefore, psychological interventions focusing on personality and depression are crucial. Longitudinal follow-up studies must explore the interaction or individual impact of Type D personality and depression on medication non-adherence and other negative outcomes.

Primary versus secondary source of data in observational studies and heterogeneity in meta-analyses of drug effects: a survey of major medical journals

Background

The data from individual observational studies included in meta-analyses of drug effects are collected either from ad hoc methods (i.e. “primary data”) or databases that were established for non-research purposes (i.e. “secondary data”). The use of secondary sources may be prone to measurement bias and confounding due to over-the-counter and out-of-pocket drug consumption, or non-adherence to treatment. In fact, it has been noted that failing to consider the origin of the data as a potential cause of heterogeneity may change the conclusions of a meta-analysis. We aimed to assess to what extent the origin of data is explored as a source of heterogeneity in meta-analyses of observational studies.

Methods

We searched for meta-analyses of drugs effects published between 2012 and 2018 in general and internal medicine journals with an impact factor > 15. We evaluated, when reported, the type of data source (primary vs secondary) used in the individual observational studies included in each meta-analysis, and the exposure- and outcome-related variables included in sensitivity, subgroup or meta-regression analyses.

Results

We found 217 articles, 23 of which fulfilled our eligibility criteria. Eight meta-analyses (8/23, 34.8%) reported the source of data. Three meta-analyses (3/23, 13.0%) included the method of outcome assessment as a variable in the analysis of heterogeneity, and only one compared and discussed the results considering the different sources of data (primary vs secondary).

Conclusions

In meta-analyses of drug effects published in seven high impact general medicine journals, the origin of the data, either primary or secondary, is underexplored as a source of heterogeneity.

Electronic supplementary material

The online version of this article (10.1186/s12874-018-0561-3) contains supplementary material, which is available to authorized users.

Reasons for Primary Medication Nonadherence: A Systematic Review and Metric Analysis

BACKGROUND

The behavior of medication nonadherence is distinguished into primary and secondary nonadherence. Primary nonadherence (PNA) is not as thoroughly studied as secondary nonadherence.

OBJECTIVE

To explore and synthesize contributing factors to PNA based on the existing body of literature.

METHODS

A search was performed on the PubMed, PsycINFO, CINAHL, and ScienceDirect databases to identify previously published scholarly articles that described the "factors," "reasons," "determinants" or "facilitators" of PNA. The alternate spelling of "nonadherence" was used as well. The effect that the articles had in the research community, as well as across social media, was also explored.

RESULTS

22 studies met the inclusion criteria for this review. The PNA factors that the studies identified were diverse, spanning economic, social, and medical dimensions. A multilevel classification method was applied to categorize the factors into 5 broad groups-patient, medication, health care provider, health care system, and socioeconomic factors. Patient factors were reported the most. Some groups overlapped and shared a dynamic causal relationship where one group influenced the outcome of the other.

CONCLUSIONS

Like all nonadherence behaviors, PNA is multifaceted with highly varied contributing factors that are closely associated with one another. Given the multidimensional nature of PNA, future intervention studies should focus on the dynamic relationship between these factor groups for more efficient outcomes.

DISCLOSURES

This research was supported by the National Research Foundation Singapore under its National Innovation Challenge on Active and Confident Ageing (Award No. MOH/NIC/CAHIG03/2016) and administered by the Singapore Ministry of Health's National Medical Research Council. This research was also supported by the National Research Foundation within the Prime Minister's Office of Singapore, under its Science of Research, Innovation and Enterprise Programme (SRIE Award No. NRF2014-NRF-SRIE001-019). The authors have no relevant conflicts of interest to disclose.