Data-mining of medication records to improve asthma management

Rethinking the pros and cons of randomized controlled trials and observational studies in the era of big data and advanced methods: a panel discussion

Randomized controlled trials (RCTs) have traditionally been considered the gold standard for medical evidence. However, in light of emerging methodologies in data science, many experts question the role of RCTs. Within this context, experts in the USA and Canada came together to debate whether the primacy of RCTs as the gold standard for medical evidence, still holds in light of recent methodological advances in data science and in the era of big data. The purpose of this manuscript, aims to raise awareness of the pros and cons of RCTs and observational studies in order to help guide clinicians, researchers, students, and decision-makers in making informed decisions on the quality of medical evidence to support their work. In particular, new and underappreciated advantages and disadvantages of both designs are contrasted. Innovations taking place in both of these research methodologies, which can blur the lines between the two, are also discussed. Finally, practical guidance for clinicians and future directions in assessing the quality of evidence is offered.

Development of a community pharmacy-based intervention for patients with uncontrolled asthma

Background

Objective

Methods

Results

Conclusions

The management of asthma in adult patients in the community pharmacy setting: Literature review

BACKGROUND

Asthma poses a public health concern, with an estimated 235 million people currently living with the condition globally. The provision of evidence-based, patient-centred services for adult asthma patients in community pharmacy which involves collaboration across the multidisciplinary team could improve their asthma control.

OBJECTIVES

A literature review was conducted to examine the evidence of asthma management in community pharmacy setting.

METHODS

Five databases were searched to identify relevant articles published before February 2021. Screening of the potential studies was performed to remove articles that did not comply with the inclusion criteria. Relevant data from all included studies was collected using a data extraction form to ensure consistency throughout the review.

RESULTS

Twenty studies were included in the review; all were conducted in community pharmacy settings in the period of 2001-2020, in different countries. The studies included randomised controlled trials, controlled trials and observational studies. Several successful community pharmacy-based services that were provided to asthma patients to improve their asthma management were highlighted in this review. These interventions consisted of one or more components and included: patient education, inhaler technique improvement, patient counselling, self-management plans, development and provision of asthma action plans and referral to other health care practitioners. None of the studies involved medication or dosage changes by community pharmacy.

CONCLUSIONS

The evidence discussed in this review showed that community pharmacists are well-placed to deliver services to asthma patients and many studies were conducted in the community pharmacy to improve asthma control in adult patients. However, further research could be conducted to explore further opportunities for community pharmacy to enhance asthma patients management of their condition.

Community pharmacy interventions for health promotion: effects on professional practice and health outcomes

BACKGROUND

Community pharmacies are an easily accessible and cost-effective platform for delivering health care worldwide, and the range of services provided has undergone rapid expansion in recent years. Thus, in addition to dispensing medication, pharmacy workers within community pharmacies now give advice on a range of health-promoting behaviours that aim to improve health and to optimise the management of long-term conditions. However, it remains uncertain whether these health-promotion interventions can change the professional practice of pharmacy workers, improve health behaviours and outcomes for pharmacy users and have the potential to address health inequalities.

OBJECTIVES

To assess the effectiveness and safety of health-promotion interventions to change community pharmacy workers' professional practice and improve outcomes for users of community pharmacies.

SEARCH METHODS

We searched MEDLINE, Embase, CENTRAL, six other databases and two trials registers to 6 February 2018. We also conducted reference checking, citation searches and contacted study authors to identify any additional studies.

SELECTION CRITERIA

We included randomised trials of health-promotion interventions in community pharmacies targeted at, or delivered by, pharmacy workers that aimed to improve the health-related behaviour of people attending the pharmacy compared to no treatment, or usual treatment received in the community pharmacy. We excluded interventions where there was no interaction between pharmacy workers and pharmacy users, and those that focused on medication use only.

DATA COLLECTION AND ANALYSIS

We used standard procedures recommended by Cochrane and the Effective Practice and Organisation of Care review group for both data collection and analysis. We compared intervention to no intervention or to usual treatment using standardised mean differences (SMD) and 95% confidence intervals (95% CI) (higher scores represent better outcomes for pharmacy user health-related behaviour and quality of life, and lower scores represent better outcomes for clinical outcomes, costs and adverse events). Interpretation of effect sizes (SMD) was in line with Cochrane recommendations.

MAIN RESULTS

We included 57 randomised trials with 16,220 participants, described in 83 reports. Forty-nine studies were conducted in high-income countries, and eight in middle-income countries. We found no studies that had been conducted in low-income countries. Most interventions were educational, or incorporated skills training. Interventions were directed at pharmacy workers (n = 8), pharmacy users (n = 13), or both (n = 36). The clinical areas most frequently studied were diabetes, hypertension, asthma, and modification of cardiovascular risk. Duration of follow-up of interventions was often unclear. Only five studies gave details about the theoretical basis for the intervention, and studies did not provide sufficient data to comment on health inequalities. The most common sources of bias were lack of protection against contamination - mainly in individually randomised studies - and inadequate blinding of participants. The certainty of the evidence for all outcomes was moderate. We downgraded the certainty because of the heterogeneity across studies and evidence of potential publication bias. Professional practice outcomes We conducted a narrative analysis for pharmacy worker behaviour due to high heterogeneity in the results. Health-promotion interventions probably improve pharmacy workers' behaviour (2944 participants; 9 studies; moderate-certainty evidence) when compared to no intervention. These studies typically assessed behaviour using a simulated patient (mystery shopper) methodology. Pharmacy user outcomes Health-promotion interventions probably lead to a slight improvement in health-related behaviours of pharmacy users when compared to usual treatment (SMD 0.43, 95% CI 0.14 to 0.72; I² = 89%; 10 trials; 2138 participants; moderate-certainty evidence). These interventions probably also lead to a slight improvement in intermediate clinical outcomes, such as levels of cholesterol or glycated haemoglobin, for pharmacy users (SMD -0.43, 95% CI -0.65 to -0.21; I² = 90%; 20 trials; 3971 participants; moderate-certainty evidence). We identified no studies that evaluated the impact of health-promotion interventions on event-based clinical outcomes, such as stroke or myocardial infarction, or the psychological well-being of pharmacy users. Health-promotion interventions probably lead to a slight improvement in quality of life for pharmacy users (SMD 0.29, 95% CI 0.08 to 0.50; I²= 82%; 10 trials, 2687 participants; moderate-certainty evidence). Adverse events No studies reported adverse events for either pharmacy workers or pharmacy users. Costs We found that health-promotion interventions are likely to be cost-effective, based on moderate-certainty evidence from five of seven studies that reported an economic evaluation.

AUTHORS' CONCLUSIONS

Health-promotion interventions in the community pharmacy context probably improve pharmacy workers' behaviour and probably have a slight beneficial effect on health-related behaviour, intermediate clinical outcomes, and quality of life for pharmacy users. Such interventions are likely to be cost-effective and the effects are seen across a range of clinical conditions and health-related behaviours. Nevertheless the magnitude of the effects varies between conditions, and more effective interventions might be developed if greater consideration were given to the theoretical basis of the intervention and mechanisms for effecting behaviour change.

A systematic review and meta-analysis of the impact of collaborative practice between community pharmacist and general practitioner on asthma management

Objective: This systematic review aims to investigate the impact of collaborative practice between community pharmacist (CP) and general practitioner (GP) in asthma management. Methods: A systematic search was performed across 10 databases (PubMed, Medline/Ovid, CINAHL, Scopus, Web of Science, Cochrane central register of controlled trials, PsycARTICLES®, Science Direct, Education Resource Information Centre, PRO-Quest), and grey literature using selected MeSH and key words, such as "community pharmacist", "general practitioner", and "medicine use review". The risk of bias of the included studies was assessed by Cochrane risk of bias tool. All studies reporting any of the clinical, humanistic, and economical outcomes using collaborative practice between CPs and GPs in management of asthma, such as CPs conducting medications reviews, patient referrals or providing education and counseling, were included. Results: A total of 23 studies (six RCTs, four C-RCT, three controlled interventions, seven pre-post, and three case control) were included. In total, 11/14 outcomes were concluded in favor of CP-GP collaborative interventions with different magnitude of effect size. Outcomes, such as asthma severity, asthma control, asthma symptoms, PEFR, SABA usage, hospital visit, adherence, and quality of life (QoL) (Asthma Quality-of-Life Questionnaire [AQLQ]; Living with Asthma Questionnaire [LWAQ]) demonstrated a small effect size (d≥0.2), while inhalation technique, ED visit, and asthma knowledge witnessed medium effect sizes (ES) (d≥0.5). In addition to that, inhalation technique yielded large ES (d≥0.8) in RCTs subgroup analysis. However, three outcomes, FEV, corticosteroids usage, and preventer-to-reliever ratio, did not hold significant ES (d<0.2) and, thus, remain inconclusive. The collaboration was shown to be value for money in the economic studies in narrative synthesis, however, the limited number of studies hinder pooling of data in meta-analysis. Conclusion: The findings from this review established a comprehensive evidence base in support of the positive impact of collaborative practice between CP and GP in the management of asthma.

Current use and costs of electronic health records for clinical trial research: a descriptive study

BACKGROUND

Electronic health records (EHRs) may support randomized controlled trials (RCTs). We aimed to describe the current use and costs of EHRs in RCTs, with a focus on recruitment and outcome assessment.

METHODS

This descriptive study was based on a PubMed search of RCTs published since 2000 that evaluated any medical intervention with the use of EHRs. Cost information was obtained from RCT investigators who used EHR infrastructures for recruitment or outcome measurement but did not explore EHR technology itself.

RESULTS

We identified 189 RCTs, most of which (153 [81.0%]) were carried out in North America and were published recently (median year 2012 [interquartile range 2009-2014]). Seventeen RCTs (9.0%) involving a median of 732 (interquartile range 73-2513) patients explored interventions not related to EHRs, including quality improvement, screening programs, and collaborative care and disease management interventions. In these trials, EHRs were used for recruitment (14 [82%]) and outcome measurement (15 [88%]). Overall, in most of the trials (158 [83.6%]), the outcome (including many of the most patient-relevant clinical outcomes, from unscheduled hospital admission to death) was measured with the use of EHRs. The per-patient cost in the 17 EHR-supported trials varied from US$44 to US$2000, and total RCT costs from US$67 750 to US$5 026 000. In the remaining 172 RCTs (91.0%), EHRs were used as a modality of intervention.

INTERPRETATION

Randomized controlled trials are frequently and increasingly conducted with the use of EHRs, but mainly as part of the intervention. In some trials, EHRs were used successfully to support recruitment and outcome assessment. Costs may be reduced once the data infrastructure is established.

Self-management research of asthma and good drug use (SMARAGD study): a pilot trial

Background Community pharmacists play an important role in supporting patients for optimal drug use. Objective To assess the effectiveness of monitoring in asthma patients with inhaled corticosteroids (ICS) on disease control. Setting Asthma patients using ICS were invited from two intervention (IG) and two control pharmacies (CG). Method Participating patients completed questionnaires at the study start and at 6-month follow-up, including the Control of Allergic Rhinitis and Asthma Test (CARAT) questionnaire. IG patients completed the CARAT questionnaire every 2 weeks and received counselling on disease management, ICS adherence, and inhalation technique when scores were suboptimal, deteriorating, or absent. For Turbuhaler users, additional electronic monitoring (EMI) was available, with daily alerts for ICS intake. Main outcome measure As the primary outcome, CARAT scores at follow-up were compared between IG and CG using linear regression. As secondary outcome, refill adherence was compared using logistic regression. Results From March to July 2015, we enrolled 39 IG and 41 CG patients. At follow-up, CARAT scores did not differ between IG and CG (−0.19; 95% confidence interval [CI], −2.57 to 2.20), neither did patient numbers with ICS adherence >80% (0.82; 95% CI, 0.28–2.37). Among EMI users, CARAT scores did not differ, but ICS adherence >80% showed a 4.52-fold increase (95% CI, 1.56–13.1) compared with EMI nonusers. Conclusion Among community-dwelling asthma patients, pharmacist monitoring did not affect CARAT scores, but EMI use showed improved ICS refill adherence.

The role of the pharmacy in the management of bronchial asthma: A literature-based evaluation

OBJECTIVE

Pharmacists play a relevant role in the real-life management of asthma because they are a first-line referral for patients. In fact, the role of pharmacies has been underlined and evidenced also in guidelines. Nonetheless, the true effect of pharmacy-based management of asthma has been assessed in only a few studies. We review the available literature on asthma management in a territorial pharmacy setting.

DATA SOURCES

The literature was searched for the keywords pharmacy, bronchial asthma, control, and management.

STUDY SELECTIONS

The available studies were subdivided into observational and interventional and described.

RESULTS

Seven observational studies and 14 interventional trials were found, involving approximately 20,000 individuals. Most of those studies were performed in Europe and Australia. A high proportion of patients had poorly controlled asthma in the observational studies. The active involvement of pharmacists, in the interventional trials, consistently led to an improvement of the quality of life, a better inhalation technique, and a reduction of exacerbations.

CONCLUSION

The literature analysis confirms the relevance of the role of pharmacists in the real-life management of bronchial asthma and underlines the need for a more specific training for those health care professionals.

Physician agreement regarding the expansion of pharmacist professional activities in the management of patients with asthma

BACKGROUND

Asthma control remains suboptimal in Canada. Expansion of pharmacist's professional activities offers the opportunity to improve the interdisciplinary management of patients with asthma.

OBJECTIVE

The aim of this study was to determine the level of agreement of physicians regarding the expansion of pharmacists' professional activities in the management of asthma patients.

METHODS

We conducted a survey of randomly selected Quebec physicians in family medicine, paediatrics and emergency medicine. A 102-item questionnaire, including 10 questions regarding pharmacist's expanded professional activities, was sent using the Tailored Design Method. Questions were answered on a 6-point Likert-like scale (0 - strong disagreement to 5 - strong agreement).

RESULTS

With a 56% response rate, 421 (250 family medicine, 115 paediatric and 56 emergency medicine) physicians participated; the median years of practice (25%, 75%) was 13 (5-21) years and 69% of respondents were women. Physicians were in favour of the expansion of pharmacist's professional activities with strong endorsement rates (rating of ≥4 on a maximum of 5) exceeding 60% for all but three activities: suggesting a written action plan to the physician (55%), adjusting the dose of prescribed asthma medication to achieve a therapeutic target (52%) and offering spirometry testing in pharmacies (45%). Emergency physicians, physicians with fewer years of practice, and those with a favourable perception of an interprofessional approach were associated with higher endorsement of these activities.

CONCLUSION

Physicians are favourable to the expansion of pharmacist activities in the management of patients with asthma. More complex activities were less frequently endorsed. The characteristics of strong intenders have been identified.

An exploration of clinical interventions provided by pharmacists within a complex asthma service

BACKGROUND

Pharmacists in Australia are accessible health care professionals, and their provision of clinical pharmacy interventions in a range of areas has been proven to improve patient outcomes. Individual clinical pharmacy interventions in the area of asthma management have been very successful. An understanding of the nature of these interventions will inform future pharmacy services. What we do not know is when pharmacists provide a complex asthma service, what elements of that service (interventions) they choose to deliver.

OBJECTIVE

To explore the scope and frequency of asthma-related clinical interventions provided by pharmacists to patients in an evidence-based complex asthma service.

METHODS

Pharmacists from 4 states/territories of Australia were trained in asthma management. People with asthma had 3 or 4 visits to the pharmacy. Guided by a structured patient file, the pharmacist assessed the patient's asthma and management and provided interventions where and when considered appropriate, based on their clinical decision making skills. The interventions were recorded in a checklist in the patient file. They were then analysed descriptively and thematically.

RESULTS

Pharmacists provided 22,909 clinical pharmacy interventions over the service to 570 patients (398 of whom completed the service). The most frequently delivered interventions were in the themes 'Education on asthma', 'Addressing trigger factors', 'Medications - safe and effective use' and 'Explore patient perspectives'. The patients had a high and ongoing need for interventions. Pharmacists selected interventions based on their assessment of perceived need then revisited and reinforced these interventions.

CONCLUSION

Pharmacists identified a number of areas in which patients required interventions to assist with their asthma management. Many of these were perceived to require continuing reinforcement over the duration of the service. Pharmacists were able to use their clinical judgement to assess patients and provide clinical pharmacy interventions across a range of asthma management needs.

A pharmacy asthma service achieves a change in patient responses from increased awareness to taking responsibility for their asthma

OBJECTIVES

If novel health services are to be implemented and sustained in practice, the perceptions and views of patients form a critical part of their evaluation. The aims of this study were to explore patient's perceptions and experiences with a pharmacy asthma service and to investigate if there was a change over time.

METHODS

Interviews and focus groups were conducted with patients participating in the asthma service at three time points. Data were transcribed verbatim and thematically analyzed using a framework approach.

KEY FINDINGS

The service led to an enhanced awareness and understanding of asthma, changes in participants' beliefs and attitudes towards asthma management, changes in asthma-related health behaviours and improved self-efficacy. Participants were very positive about the service and the role of the pharmacist in asthma management. There was a shift in participant perceptions and views, from being at an abstract level in those who had completed just one visit of the service to a more experiential level in those who had experienced the entire comprehensive asthma service.

CONCLUSIONS

A sustained experience/multiple visits in a service may lead to more concrete changes in patient perceptions of severity, beliefs, health behaviours and enhanced self-efficacy and control. The study highlights a need for such asthma services in the community.

Describing drivers of and barriers to persistence with tiotropium in patients with chronic obstructive pulmonary disease: a mixed-methods approach

Objective

To understand the factors influencing persistence with tiotropium in patients with chronic obstructive pulmonary disease (COPD).

Methods

Patients classified as ‘persistent’ or ‘non-persistent’ with tiotropium were identified from pharmacy dispensing records. Patients were compared for health status, beliefs and behaviours using data from questionnaires and interviews.

Key findings

Perceptions of the risks and benefits of medication, fear of worsening illness, and the GP's emphasis on the importance of the medication were key determinants of tiotropium persistence.

Conclusions

Perceptions, attitudes and beliefs of patients and doctors influence persistence with tiotropium. These complex interactions need to be targeted to improve persistence with medicines in COPD.

Proposed model for Iranian national system of registration of allergy and asthma

Introduction:

Asthma and allergies in addition to demanding social costs–the economic community, one of the major causes of morbidity and mortality in the world is considered. In the last decade in Iran despite the positive developments in many areas of health records into categories based asthma and allergy international standards, less attention has been paid. Improving the quality of care system, identifying groups at risk of asthma and allergies, control plan, prevention and assessment of asthma and allergies due to possible that when allergy and asthma information registration system and create the complete and timely data to be collected. Considering now an efficient national system of registration allergy and asthma that can meet the health needs can no need for this study was felt.

Materials and Methods:

This study, study–the comparison was done in the years 2010-2011. In this research, using library resources, information networks and consultations with experts inside the country gathered on the main axis and branches of national registration system, asthma and allergies in American countries–Australia and England were examined and given economic conditions, cultural and geographical themes for our records system, the axes were proposed objectives, structure, data elements, standard registration process? Data and classification systems are given.

Results:

The proposed model for national registration system, asthma and allergies in the country is shown in a table. In this table the proposed system based on six main “targets”, “structure”, “data elements”, “data collection process,” “registration criteria” and “classification system” is designed.

Conclusion:

The results and recommendations to the International Institute for asthma and allergies, reduction in low registers, and can increase the quality of the proposed model, including advantages in comparison with the existing system of the country noted.

The role of community pharmacists in screening and subsequent management of chronic respiratory diseases: a systematic review

OBJECTIVE

The purpose of this review was to evaluate the role of community pharmacists in provision of screening with/without subsequent management of undiagnosed chronic obstructive pulmonary disease (COPD) and uncontrolled asthma.

METHODS

An extensive literature search using four databases (ie. Medline, PubMed, International Pharmaceutical Abstracts (IPA) and Scopus) with search terms pharmacy, screening, asthma or COPD was conducted. Searches were limited to the years 2003-2013, those in English and those reporting research with humans. Data retrieval, analysis and result presentation employed a scoping review method.

RESULTS

Seventeen articles met the inclusion/exclusion criteria, of which fifteen studies were based on people with asthma and two were based on people with COPD. Only seven asthma studies and one COPD study involved screening followed by subsequent management. More than half of the people screened were found to be poorly controlled and up to 62% of people were identified at high risk for COPD by community pharmacists. The studies varied in the method and type of asthma control assessment/screening, the type of intervention provided and the outcomes measured. The limitations of the reviewed studies included varying definitions of asthma control, different study methodologies, and the lack of long-term follow-up. While many different methods were used for risk assessment and management services by the pharmacists, all the studies demonstrated that community pharmacists were capable of identifying people with poorly controlled asthma and undiagnosed COPD and providing them with suitable interventions.

CONCLUSIONS

The literature review identified that community pharmacists can play an effective role in screening of people with poorly controlled asthma and undiagnosed COPD along with delivering management interventions. However, there is very little literature available on screening for these chronic respiratory conditions. Future research should focus on development of patient care delivery model incorporating a screening protocol followed by targeted management interventions delivered by the community pharmacist.

Review of the management of childhood asthma in Tasmania

AIM

To review the supply of medications to children with asthma and parent-reported management of childhood asthma in Tasmania and highlight evidence-practice gaps for future interventions.

METHODS

Participating pharmacies ran a software application that extracted data from dispensing records and helped to identify children with asthma. Parents of identified children were mailed a survey evaluating components of asthma management. Dispensing and survey data were analysed.

RESULTS

A total of 939 children from 23 pharmacies were identified by the software and deemed eligible for inclusion. Surveys were received from 353 (37.6%) parents. In the past year, short-acting beta-2 agonists were supplied to 56.1% of the cohort, preventers to 76.5% (inhaled corticosteroids 52.3%; leukotriene receptor antagonists 31.3%; inhaled cromones 0.6%), long-acting beta-2 agonists (LABAs) to 25.7% and oral corticosteroids to 21.5%. Approximately half of the children receiving inhaled corticosteroids were concurrently receiving a LABA. Among children with indicators of inadequately controlled asthma, up to 73.7% of their parents reported that their asthma was adequately controlled, up to 38.2% did not possess an Asthma Action Plan, up to 36.8% were not regularly using a spacer and up to 22.8% had not received a preventer.

CONCLUSION

These results indicate gaps in childhood asthma management, in particular, undersupply of preventers in high-risk patient groups, high supply of LABAs and insufficient spacer and asthma action plan usage. These areas should be targeted for interventions to improve childhood asthma management.

The pharmacists' potential to provide targets for interventions to optimize pharmacotherapy in patients with asthma

BACKGROUND

Despite of pharmacists' specialized knowledge of medication and his/her regular contact with patients, the expertise of the pharmacist may not be used enough yet. Furthermore, the potential of pharmacy dispensing data is underestimated.

OBJECTIVE

To provide targets for tailored interventions in asthma patients and to illustrate the potential value of pharmacists in the identification of these targets using individual pharmacy dispensing data.

SETTING

We performed a cross sectional retrospective analysis assessing the quality of asthma patients' pharmacotherapeutic treatment.

METHOD

Drug dispensing data from 2008 to 2009 were retrieved from a Dutch pharmacy database. All asthma patients were screened for potential suboptimal pharmacotherapy in 2009. Results were projected to a single community pharmacy to provide an estimate of the number of patients eligible for potential interventions.

MAIN OUTCOME MEASURES

(1) frequent use of short-acting β-agonists without preventive medication, (2) concomitant use of β-blockers, (3) multiple short courses of oral corticosteroids without using inhaled corticosteroids and 4) use of long-acting β-agonist without inhaled corticosteroids.

RESULTS

A total of 8,504 patients were eligible for analysis of the quality of their asthma treatment. 20.9 % of all asthma patients used >100 DDD short-acting β-agonists per year, whereas between 21.2 % (≥ 400 DDD) and 31.4 % (100-199 DDD) of these patients did not receive preventive medication. Approximately 5.2 % of the asthma patients are using β-blockers concomitantly and 21.8 % of them received non-cardioselective β-blockers. 6.3 % of the asthma patients received two or more oral courses of corticosteroids in 2008 and 17.4 % of these patients did not receive inhaled corticosteroids in 2009. 2.9 % of the patients used a long-acting β-agonists without inhaled corticosteroids. 8.4 % of the asthma patients using both long-acting β-agonists and inhaled corticosteroids received these drugs in two separate inhalers. We estimated that about 400 asthma patients could be identified in an average pharmacy population (8,000 patients) and 33 (95 % CI 22-44) of these patients would be eligible for interventions.

CONCLUSION

This study shows the potential for pharmacists to use their own pharmacy records to identify suboptimal therapy of asthma patients, who may be targets for tailored interventions.

Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data

OBJECTIVE

Incorporating accurate life expectancy predictions into clinical decision making could improve quality and decrease costs, but few providers do this. We sought to use predictive data mining and high dimensional analytics of electronic health record (EHR) data to develop a highly accurate and clinically actionable 5 year life expectancy index.

MATERIALS AND METHODS

We developed the index using EHR data for 7463 patients ≥50 years old with ≥1 visit(s) in 2003 to a large, academic, multispecialty group practice. We extracted 980 attributes from the EHRs of the practices and affiliated hospitals. Correlation feature selection with greedy stepwise search was used to find the attribute subset with best average merit. Rotation forest ensembling with alternating decision tree as underlying classifier was used to predict 5 year mortality. Model performance was compared with the modified Charlson Comorbidity Index and the Walter life expectancy method.

RESULTS

Within 5 years of the last visit in 2003, 838 (11%) patients had died. The final model included 24 attributes: two demographic (age, sex), 10 comorbidity (eg, cardiovascular disease), one vital sign (mean diastolic blood pressure), two medications (loop diuretic use, digoxin use), six laboratory (eg, mean albumin), and three healthcare utilization (eg, the number of hospitalizations 1 year prior to the last visit in 2003). The index showed very good discrimination (c-statistic 0.86) and outperformed comparators.

CONCLUSIONS

The EHR based index successfully distinguished adults ≥50 years old with life expectancy >5 years from those with life expectancy ≤5 years. This information could be used clinically to optimize preventive service use (eg, cancer screening in the elderly).

A data mining system for providing analytical information on brain tumors to public health decision makers

Cancer is the leading cause of death in economically developed countries and the second leading cause of death in developing countries. Malignant brain neoplasms are among the most devastating and incurable forms of cancer, and their treatment may be excessively complex and costly. Public health decision makers require significant amounts of analytical information to manage public treatment programs for these patients. Data mining, a technology that is used to produce analytically useful information, has been employed successfully with medical data. However, the large-scale adoption of this technique has been limited thus far because it is difficult to use, especially for non-expert users. One way to facilitate data mining by non-expert users is to automate the process. Our aim is to present an automated data mining system that allows public health decision makers to access analytical information regarding brain tumors. The emphasis in this study is the use of ontology in an automated data mining process. The non-experts who tried the system obtained useful information about the treatment of brain tumors. These results suggest that future work should be conducted in this area.

Uptake and effectiveness of a community pharmacy intervention programme to improve asthma management

WHAT IS KNOWN AND OBJECTIVE

Pharmacists frequently see patients with asthma in the community who have suboptimal management. This study aimed to compare the uptake and effectiveness of pharmacist-initiated mailed and face-to-face interventions for patients whose asthma may not be well managed.

METHODS

Seventy-one community pharmacies in South Australia, Tasmania and Victoria (Australia) installed a software application that data-mined dispensing records, generating a list of patients who had received six or more asthma reliever inhalers in the preceding 12 months. The pharmacists were randomized, by pharmacy, to perform either a mailed or face-to-face intervention, whereby these patients received educational material and a referral to their general practitioner (GP) for an asthma management review. Matching patients from each pharmacy were also randomly assigned to a control group for 'usual care'.

RESULTS AND DISCUSSION

A total of 1483 patients were identified and grouped as follows: 510 (34·4%) mailed intervention, 480 (32·4%) face-to-face intervention and 493 (33·2%) controls. Significantly fewer face-to-face interventions were offered than mailed interventions (66·6% vs. 89·4%, respectively; χ(2) = 64·2, P < 0·0001). There were significant improvements in the preventer-to-reliever ratio after the intervention period (P < 0·0001) in each group. In a per-protocol analysis, the magnitude of improvement in the face-to-face intervention group was greater than in the mailed intervention group. The reverse was true in an intention-to-treat analysis. The improvement in the P : R ratios was mainly due to significant decreases in reliever usage.

WHAT IS NEW AND CONCLUSION

Community pharmacy dispensing records can effectively identify patients with suboptimal asthma management, who can then be referred to their GP for review. Time constraints in busy pharmacies may limit the uptake and effectiveness of face-to-face interventions in the 'real world' setting, making mailed interventions an attractive option.

Using the community pharmacy to identify patients at risk of poor asthma control and factors which contribute to this poor control

BACKGROUND

Although asthma can be well controlled by appropriate medication delivered in an appropriate way at an appropriate time, there is evidence that management is often suboptimal. This results in poor asthma control, poor quality of life, and significant morbidity.

METHODS

The objective of this study was to describe a population recruited in community pharmacy identified by trained community pharmacists as being at risk for poor asthma outcomes and to identify factors associated with poor asthma control. It used a cross-sectional design in 96 pharmacies in metropolitan and regional New South Wales, Victoria, Queensland, and Australian Capital Territory in Australia. Community pharmacists with specialized asthma training enrolled 570 patients aged ≥18 years with doctor-diagnosed asthma who were considered at risk of poor asthma outcomes and then conducted a comprehensive asthma assessment. In this assessment, asthma control was classified using a symptom and activity tool based on self-reported frequency of symptoms during the previous month and categorized as poor, fair, or good. Asthma history was discussed, and lung function and inhaler technique were also assessed by the pharmacist. Medication use/adherence was recorded from both pharmacy records and the Brief Medication Questionnaire (BMQ).

RESULTS

The symptom and activity tool identified that 437 (77%) recruited patients had poor asthma control. Of the 570 patients, 117 (21%) smoked, 108 (19%) had an action plan, 372 (69%) used combination of inhaled corticosteroid (ICS)/long-acting β(2)-agonist (LABA) medications, and only 17-28% (depending on device) used their inhaler device correctly. In terms of adherence, 90% had their ICS or ICS/LABA dispensed <6 times in the previous 6 months, which is inconsistent with regular use; this low adherence was confirmed from the BMQ scores. A logistic regression model showed that patients who smoked had incorrect inhaler technique or low adherence (assessed by either dispensing history or BMQ) and were more likely to have poor control.

CONCLUSION

Community pharmacists were able to identify patients with asthma at risk of suboptimal control, and factors that contributed to this were elicited. This poorly controlled group that was identified may not be visible or accessible to other health-care professionals. There is an opportunity within pharmacies to target poorly controlled asthma and provide timely and tailored interventions.

Inhaler technique and asthma: feasability and acceptability of training by pharmacists

Poor inhaler technique is frequent in asthma, but its long-term consequences have been seldom assessed. Pharmacists are ideally positioned to teach inhaler technique. This prospective observational study evaluated the feasibility of inhaler training by pharmacists in patients receiving inhaled corticosteroids by pressurised metered-dose inhaler (pMDI) or breath-actuated MDI. In parallel, the relationships between inhaler technique, adherence, and asthma control, and their modulation one month after training were assessed. Of 727 patients receiving training at pharmacies (n=123), 61% were prescribed a pMDI; 35%, an Autohaler(®); and 5%, an Easi-Breathe(®) inhaler. Poor asthma control (Asthma Control Questionnaire score ≥ 1.5) at baseline was significantly (p<0.05) and independently associated with poor inhaler technique and poor self-reported adherence (Morisky score ≥ 3). The percentage of patients with optimal inhaler technique rose from 24% before to 79% after training (p<0.001). Median training session length was 6 min. At 1 month, mean (SD) ACQ score had improved from a baseline score of 1.8 (1.2) to 1.4 (1.1), (p<0.001). Importantly, greater change was observed in patients with improved inhaler technique versus those without. Similar results were observed for Morisky score. Inhaler technique is associated with adherence and influences asthma control. Inhaler training by pharmacists is feasible and seams to improve inhaler technique, asthma control and adherence.

Asthma disease management-Australian pharmacists' interventions improve patients' asthma knowledge and this is sustained

OBJECTIVE

To assess any improvements in knowledge of asthma patients after a tailored education program delivered by pharmacists and measure the sustainability of any improvements. To ascertain patients' perceptions about any changes in their knowledge.

METHODS

Ninety-six specially trained pharmacists recruited patients based on their risk of poor asthma control. A tailored intervention was delivered to patients based on individual needs and goals, and was conducted at three or four time points over six months. Asthma knowledge was assessed at the beginning and end of the service, and six and 12 months after it had ended. Patients' perceptions of the impact of the service on their knowledge were explored qualitatively in interviews.

RESULTS

The 96 pharmacists recruited 570 patients, 398 (70%) finished. Asthma knowledge significantly improved as a result of the service (7.65 ± 2.36, n=561, to 8.78 ± 2.14, n=393). This improvement was retained for at least 12 months after the service. Patients reported how the knowledge and skills gained had led to a change in the way they managed their asthma.

CONCLUSION

Improvements in knowledge are achievable and sustainable if pharmacists used targeted educational interventions.

PRACTICE IMPLICATIONS

Pharmacist educational interventions are an efficient way to improve asthma knowledge in the community.

Role of community pharmacists in asthma - Australian research highlighting pathways for future primary care models

Asthma is one of the most common chronic conditions affecting the Australian population. Amongst primary healthcare professionals, pharmacists are the most accessible and this places pharmacists in an excellent position to play a role in the management of asthma. Globally, trials of many community pharmacy-based asthma care models have provided evidence that pharmacist delivered interventions can improve clinical, humanistic and economic outcomes for asthma patients. In Australia, a decade of coordinated research efforts, in various aspects of asthma care, has culminated in the implementation trial of the Pharmacy Asthma Management Service (PAMS), a comprehensive disease management model.There has been research investigating asthma medication adherence through data mining, ways in which usual asthma care can be improved. Our research has focused on self-management education, inhaler technique interventions, spirometry trials, interprofessional models of care, and regional trials addressing the particular needs of rural communities. We have determined that inhaler technique education is a necessity and should be repeated if correct technique is to be maintained. We have identified this effectiveness of health promotion and health education, conducted within and outside the confines of the pharmacy, in public for a and settings such as schools, and established that this outreach role is particularly well received and increases the opportunity for people with asthma to engage in their asthma management.Our research has identified that asthma patients have needs which pharmacists delivering specialized models of care, can address. There is a lot of evidence for the effectiveness of asthma care by pharmacists, the future must involve integration of this role into primary care.

Perceived feasibility of a community pharmacy-based asthma intervention: a qualitative follow-up study

WHAT IS KNOWN AND OBJECTIVE

Asthma is a National Health Priority Area in Australia; however, recent evidence suggests that its management remains suboptimal. Community pharmacists are in a unique position to help patients manage asthma, and a number of community pharmacy-based asthma interventions have demonstrated effectiveness with improved patient outcomes. This study aimed to explore the views of general practitioners (GPs), community pharmacists and patients towards a pharmacy-based intervention that saw patients with poorly managed asthma supplied with educational material and referred to their GP for an asthma management review.

METHODS

A qualitative follow-up study of participants who had been involved in the intervention was conducted. A sample of six GPs, 10 community pharmacists and 10 patients participated in semi-structured face-to-face interviews. Data were analysed using interpretive phenomenology.

RESULTS AND DISCUSSION

General practitioners accepted the intervention process if they had positive relationships with pharmacists. There was also some hesitance of GPs towards the intervention, related to a perceived encroachment on their area of responsibility and a perceived conflict of interest of pharmacists in providing health care. GPs indicated the need to be more involved with the intervention process, and expressed that patients were rarely forthcoming about problems with their asthma. Community pharmacists felt that patients can be apathetic about asthma and often fail to seek medical advice. The intervention was implemented very easily, with minimal disruptions to the pharmacists' workflow, and pharmacists suggested that it would be better if GPs were more involved with the intervention process. Patients' general satisfaction with pharmacy services was high, but their expectations were quite low. Although there was an appreciation by patients of community pharmacists' interest in their health, this did not necessarily translate into appointments with GPs for an asthma management review. The reason for this related primarily to patients' under-estimation of their asthma severity.

WHAT IS NEW AND CONCLUSION

A wider rollout of the asthma intervention, with an improved process for involving GPs, would be feasible and well accepted. Further research should determine the best approach in influencing patients' perceptions of asthma control and whether these perceptions are amenable to a more intensive educational intervention. This could result in more efficient asthma interventions, translating to improved patient outcomes.

The sustainability of a community pharmacy intervention to improve the quality use of asthma medication

WHAT IS KNOWN AND OBJECTIVE

A previously published asthma intervention used a software application to data mine pharmacy dispensing records and generate a list of patients with potentially suboptimal management of their asthma; in particular, a high rate of provision of reliever medication. These patients were sent educational material from their community pharmacists and advised to seek a review of their asthma management from their general practitioner. The intervention resulted in a 3-fold improvement in the ratio of dispensed preventer medication (inhaled corticosteroids) to reliever medication (short-acting beta-2 agonists). This follow-up study aimed to determine the long-term effects of the intervention programme on the preventer-to-reliever (P:R) ratio.

METHODS

The same data mining software was modified so that it could re-identify patients who were originally targeted for the intervention. Community pharmacists who participated in the previous intervention installed the modified version of the software. The dispensing data were then de-identified, encrypted and transferred via the Internet to a secure server. The follow-up dispensing data for all patients were compared with their pre- and post-intervention data collected originally.

RESULTS AND DISCUSSION

Of the 1551 patients who were included in the original study, 718 (46·3%) were eligible to be included in the follow-up study. The improved P:R ratio was sustained for at least 12 months following the intervention (P < 0·01). The sustained increase in the P:R ratio was attributed to significant decreases in the average daily usage of reliever medication (P < 0·0001).

WHAT IS NEW AND CONCLUSION

The follow-up study demonstrated a sustained improvement in the ratio of dispensed preventer medication to reliever medication for asthma. The intervention has the potential to show long-lasting and widespread improvements in asthma management, improved health outcomes for patients, and ultimately, a reduced burden on the health system.

Pharmacist-initiated general practitioner referral of patients with suboptimal asthma management

OBJECTIVE

To assess the impact of an intervention initiated by community pharmacists, involving the provision of educational material and general practitioner (GP) referral, on asthma knowledge and self-reported asthma control and asthma-related quality of life (QOL) in patients who may have suboptimal management of their asthma, as evidenced by pharmacy dispensing records. Setting Community pharmacies throughout Tasmania, Australia.

METHODS

Forty-two pharmacies installed a software application that data mined dispensing records and generated a list of patients with suboptimal asthma management, as indicated by having three or more canisters of inhaled short-acting beta-2-agonists dispensed in the preceding 6 months. Identified patients were randomised to an intervention or control group. At baseline, intervention patients were mailed intervention packs consisting of a letter encouraging them to see their GP for a review, educational material, asthma knowledge, asthma control and asthma-related QOL questionnaires, and a letter with a dispensing history to give to their GP. Pharmacists were blinded to the control patients' identities for 6 months, after which time intervention patients were sent repeat questionnaires, and control patients were sent intervention packs.

MAIN OUTCOME MEASURES

Asthma knowledge, asthma control and asthma-related QOL scores.

RESULTS

Thirty-five pharmacies completed the study, providing 706 intervention and 427 control patients who were eligible to receive intervention packs. Intervention patients' asthma control and asthma-related QOL scores at 6 months were significantly higher compared to the control patients (P < 0.01 and P < 0.05, respectively) and to the intervention patients' baseline scores (P < 0.001 and P < 0.05, respectively). Symptom-related QOL was significantly higher compared to the control patients (P < 0.01) and activities-related QOL significantly improved compared to baseline (P < 0.05). No significant change was observed in asthma knowledge.

CONCLUSION

The results suggest that community pharmacists are ideally placed to identify patients with suboptimal asthma management and refer such patients for a review by their GP. This type of collaborative intervention can significantly improve self-reported asthma control and asthma-related QOL in patients identified as having suboptimal management of their asthma. A larger trial is needed to confirm the effects are real and sustained.