Identifying Medicine Shortages With the Twitter Social Network: Retrospective Observational Study.

BACKGROUND: Early identification is critical for mitigating the impact of medicine shortages on patients. The internet, specifically social media, is an emerging source of health data. OBJECTIVE: This study aimed to explore whether a routine analysis of data from the Twitter social network can detect signals of a medicine shortage and serve as an early warning system and, if so, for which medicines or patient groups. METHODS: Medicine shortages between January 31 and December 1, 2019, were collected from the Dutch pharmacists' society's national catalog Royal Dutch Pharmacists Association (KNMP) Farmanco. Posts on these shortages were collected by searching for the name, the active pharmaceutical ingredient, or the first word of the brand name of the medicines in shortage. Posts were then selected based on relevant keywords that potentially indicated a shortage and the percentage of shortages with at least 1 post was calculated. The first posts per shortage were analyzed for their timing (median number of days, including the IQR) versus the national catalog, also stratified by disease and medicine characteristics. The content of the first post per shortage was analyzed descriptively for its reporting stakeholder and the nature of the post. RESULTS: Of the 341 medicine shortages, 102 (29.9%) were mentioned on Twitter. Of these 102 shortages, 18 (5.3% of the total) were mentioned prior to or simultaneous to publication by KNMP Farmanco. Only 4 (1.2%) of these were mentioned on Twitter more than 14 days before. On average, posts were published with a median delay of 37 (IQR 7-81) days to publication by KNMP Farmanco. Shortages mentioned on Twitter affected a greater number of patients and lasted longer than those that were not mentioned. We could not conclusively relate either the presence or absence on Twitter to a disease area or route of administration of the medicine in shortage. The first posts on the 102 shortages were mainly published by patients (n=51, 50.0%) and health care professionals (n=46, 45.1%). We identified 8 categories of nature of content. Sharing personal experience (n=44, 43.1%) was the most common category. CONCLUSIONS: The Twitter social network is not a suitable early warning system for medicine shortages. Twitter primarily echoes already-known information rather than spreads new information. However, Twitter or potentially any other social media platform provides the opportunity for future qualitative research in the increasingly important field of medicine shortages that investigates how a larger population of patients is affected by shortages.

Impact of medicine shortages on patients - a framework and application in the Netherlands.

BACKGROUND: Medicine shortages are often described in plain numbers, suggesting all shortages have a uniform impact. However, some shortages have a direct and serious effect on patients and need a prompt reaction from stakeholders. This study aims to create a broad framework to assess the impact of a shortage. METHOD: We identified high impact shortages and selected exemplary shortages which we considered our learning cases. From five learning cases, we identified elements that had a potentially profound impact on one or more of these cases. We tested data saturation on the elements with another five test cases. Based on these elements, we created a framework to assess impact of shortages on patients and presented practical examples how to rate these different elements. Subsequently, we visualised the impact of these five learning cases on patients in radar charts. RESULTS: The five elements which we identified as potentially having a large impact were 1) alternative product, 2) disease, 3) susceptibility, 4) costs and 5) number of patients affected. The five learning cases rated high on different elements, leading to diverse and sometimes even opposite patterns of impact. CONCLUSION: We created a framework for assessing the impact of a medicine shortage on patients by means of five key elements. By rating these elements, an indication of the impact can be obtained.

No Evidence for an Association Between Renal Function and Serious Bleeding Events in Patients Treated With Coumarins: A Population-Based Study.

BACKGROUND: Although anticoagulation therapy is closely monitored in the Netherlands, coumarin-induced serious bleeding events are still observed. Current literature suggests that renal impairment may contribute to this. OBJECTIVE: To explore the association between renal function and bleeding events during coumarin treatment. METHODS: A nested case-control study was conducted using data from the PHARMO Database Network. Patients hospitalized for a bleeding event during coumarin treatment were selected as cases and matched on sex, birth year, and geographic region to up to 2 controls using coumarins without hospitalization for bleeding. All values of estimated glomerular filtration rates (eGFRs) were selected in the year before index date (case hospitalization date) and compared between cases and controls using logistic regression analyses. RESULTS: In total, 2224 cases were matched to 4398 controls (61% male; mean ± SD age 75 ± 11 and 78 ± 11 years among cases and controls, respectively). Availability of eGFR values was higher among cases compared with controls (mean ± SD eGFR values 4.5 ± 7.1 vs 3.2 ± 5.5), reflected in the significantly shorter time since last eGFR value (at index date, mean ± SD = 2.7 ± 3.0 vs 3.8 ± 3.1 months; odds ratio [OR] = 0.91, 95%CI = 0.89-0.92). No statistically significant difference was found for the mean eGFR value in the year before index date (mean ± SD 65.7 ± 22.8 vs 64.6 ± 20.9 mL/min/1.73 m2; OR per 10 units [95%CI] = 0.99 [0.96-1.02]). CONCLUSIONS: No association between renal function and serious bleeding events during coumarin treatment was observed.

The effect of prescriber education on medication-related patient harm in the hospital: a systematic review.

AIMS: Educating prescribers is a strategy to reduce prescription errors in hospitals. The present systematic review gives an overview of original research papers on the education of prescribers and reporting outcomes on (potential) patient harm. METHODS: A search of the databases Embase and Medline, using the Ovid interface, was performed. Research on the effect of physician education in order to prevent medication-related problems in inpatients, and on reporting original data and outcomes on prescribing errors and/or (potential) patient harm, was included. The assessment of methodological quality and risk of bias was performed using the Methodological Index for Non-Randomized studies (MINORS) checklist and the suggested risk of bias criteria for Effective Practice and Organization of Care (EPOC) reviews. RESULTS: Eight studies investigated an intervention on education alone, and in seven studies education was the main part of a multifaceted intervention. All studies were small and had short follow-up periods. The educational programmes varied and were given to physicians of different specialties and levels of experience. Most studies reported intermediate process parameters as the outcome. The risk of performance and reporting bias were high. CONCLUSION: All included studies suffered from poor methodology. The majority, especially studies in which education was part of a multifaceted intervention, reported effectiveness on intermediate outcome markers as prescription errors and potential adverse drug events. However, we found no firm evidence that educating prescribers in the hospital leads to a decrease in patient harm. Further work is needed to develop educational programmes, accompanied by more high-quality research with outcomes on the improvement of patient care.

A multifaceted intervention to reduce drug-related complications in surgical patients.

AIM: The P-REVIEW study was a prospective, multicenter, open intervention study, designed to determine whether a multifaceted intervention of educating the prescriber combined with medication review and pharmaceutical visits to the ward by the hospital pharmacist could lead to a reduction in drug-related complications among surgical patients. METHODS: A total of 6780 admissions of 5940 patients to surgical, urological and orthopaedic wards during the usual care period and 6484 admissions of 5711 patients during the intervention period were included. An educational programme covering pain management, antithrombotics, fluid and electrolyte management, prescription in case of renal insufficiency and antibiotics was developed. National and local hospital guidelines were included. Hospital pharmacists performed medication safety consultations, combining medication review of high-risk patients and a visit to the physician on the ward. RESULTS: A significantly lower proportion of admissions with one or more clinically relevant, potentially preventable, drug-related problems (including death, temporary or sustained disability, increased length of hospital stay or readmission within 30 days) occurred in the intervention period (1.1% (73/6484) compared to the usual care period [1.6% (106/6780)] (P = 0.029). The relative risk (RR) was 0.72 (95% CI 0.53-0.97). Several types of drug-related problems occurred less frequently. Costs incurred as result of time spent on study-related activities were not different before and after the intervention. CONCLUSIONS: The P-REVIEW study shows that education and support of the prescribing physician with respect to high-risk patients in surgical departments leads to a significant, clinically relevant benefit for patients without generating additional costs.

Use of pharmacy dispensing data to measure adherence and identify nonadherence with oral hypoglycemic agents.

PURPOSE: A framework for calculation of adherence for oral hypoglycemic agents (OHAs) based on data from health-insurance claims is available. Pharmacy dispensing data aid identification of nonadherent patients in pharmacy practices. However, use of these data for calculation of OHA adherence requires additional methodological categories. We examined the impact of different methodological choices on estimation of OHA adherence using pharmacy dispensing data. METHODS: Four methodological categories were added to the framework available to be used for adherence calculation with pharmacy dispensing data. Three adherence measures were defined to supply pharmacists with significant information on OHA use of their patients: (i) percentage of days covered by use periods of dispensed medication (PDC), (ii) mean rate of adherent patients with a PDC ≥80 % (MRAP80), and (iii) mean number of nonadherent patients (MNNP80) per pharmacy with a PDC <80 %. A basic scenario was developed from 16 methodological categories. Consequences of choices for different parameters within these categories on the scores of the three adherence measures were calculated from dispensing data between July 2013 and July 2014. RESULTS: Data were available for 604,500 OHA users in 1737 community pharmacies in the Netherlands. For the basic scenario, mean PDC for OHA was 88.3 %. MRAP80 was 80.3 %, which corresponded to an average of 69 nonadherent patients per pharmacy. Different choices for parameter values resulted in score variations for PDC of 85.0-91.8 %, for MRAP80 of 75.3-86.1 %, and between 49 and 92 MNNP80 per pharmacy. CONCLUSION: Sixteen methodological categories specified calculation of OHA adherence based on pharmacy dispensing data. Adherence scores expressed as percentages were relatively robust to variation in parameter values, but differed substantially for the absolute numbers of nonadherent patients per pharmacy.

Drug therapy management in patients with renal impairment: how to use creatinine-based formulas in clinical practice.

PURPOSE: The use of estimated glomerular filtration rate (eGFR) in daily clinical practice. METHODS: eGFR is a key component in drug therapy management (DTM) in patients with renal impairment. eGFR is routinely reported by laboratories whenever a serum creatinine testing is ordered. In this paper, we will discuss how to use eGFR knowing the limitations of serum creatinine-based formulas. RESULTS: Before starting a renally excreted drug, an equally effective drug which can be used more safely in patients with renal impairment should be considered. If a renally excreted drug is needed, the reliability of the eGFR should be assessed and when needed, a 24-h urine creatinine clearance collection should be performed. After achieving the best approximation of the true GFR, we suggest a gradual drug dose adaptation according to the renal function. A different approach for drugs with a narrow therapeutic window (NTW) is recommended compared to drugs with a broad therapeutic window. For practical purposes, a therapeutic window of 5 or less was defined as a NTW and a list of NTW drugs is presented. Considerations about the drug dose may be different at the start of the therapy or during the therapy and depending on the indication. Monitoring effectiveness and adverse drug reactions are important, especially for NTW drugs. Dose adjustment should be based on an ongoing assessment of clinical status and risk versus the benefit of the used regimen. CONCLUSION: When determining the most appropriate dosing regimen serum creatinine-based formulas should never be used naively but always in combination with clinical and pharmacological assessment of the individual patient.

Beliefs about inhaled corticosteroids: Comparison of community pharmacists, pharmacy technicians and patients with asthma.

OBJECTIVES: To compare pharmacists' and pharmacy technicians' perceptions of patients' beliefs regarding inhaled corticosteroids (ICS) with those of patients and to compare the ICS beliefs of pharmacists and technicians with those of patients with asthma. METHODS: 1269 community pharmacies were approached to fill out an online questionnaire; 1952 patients were sent a questionnaire by post. Beliefs (i.e., necessity and concerns) regarding ICS were measured using (an adapted version of) the Beliefs about Medicines Questionnaire (BMQ-specific). Pharmacists and technicians were instructed to fill out the BMQ for themselves, and to fill it out in the way they thought most of their patients would complete it. RESULTS: 136 pharmacists, 90 pharmacy technicians and 161 patients with asthma completed the questionnaire. Pharmacists and technicians thought patients had more concerns about ICS than patients themselves reported (p < 0.0001). They also thought that patients had stronger beliefs in their personal need for ICS than patients reported (p < 0.01). Pharmacists reported lower levels of concerns than patients (p < 0.05) and both providers attributed a higher level of necessity to ICS than patients did (p < 0.0001). CONCLUSION: Pharmacists and technicians overestimate the personal need for treatment as well as the concerns patients with asthma have regarding ICS. They also have, to some extent, stronger positive beliefs about ICS than patients. If pharmacists and technicians expect that patients share their positive views about ICS, they might be less likely to elicit and address patients' doubts and concerns about ICS, which might be relevant for effective ICS treatment and subsequent patient outcomes.

Nature and frequency of drug therapy alerts generated by clinical decision support in community pharmacy.

PURPOSE: The purpose of this study is to investigate the nature, frequency, and determinants of drug therapy alerts generated by a clinical decision support system (CDSS) in community pharmacy in order to propose CDSS improvement strategies. METHODS: This is a retrospective analysis of dispensed drugs and drug therapy alerts generated by a CDSS in community pharmacies. RESULTS: Data were extracted from the CDSS of 123 community pharmacies. After taking a 10% random sample of patients with a prescription in the period August 2013-July 2014, 1,672,169 dispensed prescriptions from 81,742 patients were included in the analysis. Of all processed prescriptions, 43% led to one or more drug safety alerts, most frequently drug-drug interaction alerts (15% of all prescriptions), drug-disease interaction alerts (14%), duplicate medication alerts (13%), and dosing alerts (7%). The majority of prescriptions with alerts (80%) were clustered in a minority of patients (16%). The therapeutic drug group of the prescribed drug was the most important determinant of alert generation. Prescriptions for antithrombotic agents accounted for 9.4% of all prescriptions with an alert, beta-blocking agents for 7.5% and angiotensin-converting-enzyme inhibitors for 6.1%. DISCUSSION AND CONCLUSION: The investigated CDSS in Dutch community pharmacy generated one or more drug therapy alerts in nearly half of the processed prescriptions. The majority of alerts were concentrated in a minority of therapeutic drug groups and patients. To decrease the alert burden, CDSS improvements should be directed at the prioritization and integration of drug therapy alerts for these therapeutic groups within patients.

Cue-Responding Behaviors During Pharmacy Counseling Sessions With Patients With Asthma About Inhaled Corticosteroids: Potential Relations With Medication Beliefs and Self-Reported Adherence.

The aim of this study was to examine cue-responding behavior at the pharmacy while counseling about inhaled corticosteroids (ICS) in relation to medication adherence and medication beliefs. Patients with asthma aged ≥18 years using ICS were recruited from 12 pharmacies. Counseling sessions were video-recorded. Patients' emotional and informational cues and pharmacists' and pharmacy technicians' cue-responding behaviors were coded using an expanded version of the Medical Interview Aural Rating Scale. The Beliefs about Medicines Questionnaire assessed patients' ICS concern and necessity beliefs. Self-reported ICS adherence was measured by four questions. During the 86 sessions, patients expressed on average 2.3, mostly informational, cues (70.8%). In 26.7% of the sessions, no cues were expressed. Pharmacists' and technicians' responses to emotional cues (59.3%) were mostly inadequate, and to informational cues mostly appropriate (63.6%). Providing inappropriate information (20.3%) was related to higher concerns post session (p < .05), and cue exploration to higher self-reported adherence at 3 months (p < .05). Apparently, providers' responses to patients' cues might have therapeutic value. In addition, patients might need to be encouraged to ask questions and express their concerns.