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Showing papers in "American Journal of Health-system Pharmacy in 2020"


Journal ArticleDOI
TL;DR: The primary recommendations consisted of eliminating routine monitoring of serum peak concentrations, emphasizing a ratio of area under the curve over 24 hours to minimum inhibitory concentration (AUC/ MIC) of ≥400 as the primary PK/ PD predictor of vancomycin activity, and promoting serum trough concentrations of 15 to 20 mg/L as a surrogate marker for the optimal vancomYcin AUC/MIC if the MIC was ≤1mg/L in patients with normal renal function.
Abstract: Recent clinical data on vancomycin pharmacokinetics and pharmacodynamics suggest a reevaluation of current dosing and monitoring recommendations. The previous 2009 vancomycin consensus guidelines recommend trough monitoring as a surrogate marker for the target area under the curve over 24 hours to minimum inhibitory concentration (AUC/MIC). However, recent data suggest that trough monitoring is associated with higher nephrotoxicity. This document is an executive summary of the new vancomycin consensus guidelines for vancomycin dosing and monitoring. It was developed by the American Society of Health-System Pharmacists, the Infectious Diseases Society of America, the Pediatric Infectious Diseases Society, and the Society of Infectious Diseases Pharmacists vancomycin consensus guidelines committee. These consensus guidelines recommend an AUC/MIC ratio of 400-600 mg*hour/L (assuming a broth microdilution MIC of 1 mg/L) to achieve clinical efficacy and ensure safety for patients being treated for serious methicillin-resistant Staphylococcus aureus infections.

622 citations


Journal ArticleDOI
TL;DR: Precision dosing through TDM is expanding and is especially important in populations with altered PK/PD, including critically ill, obese, and older adults, where it is vital to maximize antimicrobial effectiveness and decrease adverse event rates.
Abstract: PURPOSE: The goal of this review is to explore the role of antimicrobial therapeutic drug monitoring (TDM), especially in critically ill, obese, and older adults, with a specific focus on β-lactams and vancomycin. SUMMARY: The continued rise of antimicrobial resistance prompts the need to optimize antimicrobial dosing. The aim of TDM is to individualize antimicrobial dosing to achieve antibiotic exposures associated with improved patient outcomes. Initially, TDM was developed to minimize adverse effects during use of narrow therapeutic index agents. Today, patient and organism complexity are expanding the need for precision dosing through TDM services. Alterations of pharmacokinetics and pharmacodynamics (PK/PD) in the critically ill, obese, and older adult populations, in conjunction with declining organism susceptibility, complicate attainment of therapeutic targets. Over the last decade, antimicrobial TDM has expanded with the emergence of literature supporting β-lactam TDM and a shift from monitoring vancomycin trough concentrations to monitoring of the ratio of area under the concentration (AUC) curve to minimum inhibitory concentration (MIC). PK/PD experts should be at the forefront of implementing precision dosing practices. CONCLUSION: Precision dosing through TDM is expanding and is especially important in populations with altered PK/PD, including critically ill, obese, and older adults. Due to wide PK/PD variability in these populations, TDM is vital to maximize antimicrobial effectiveness and decrease adverse event rates. However, there is still a need for studies connecting TDM to patient outcomes. Providing patient-specific care through β-lactam TDM and transitioning to vancomycin AUC/MIC monitoring may be challenging, but with experts at the forefront of this initiative, PK-based optimization of antimicrobial therapy can be achieved.

49 citations


Journal ArticleDOI
TL;DR: Health system leaders seeking to improve medication adherence should prioritize interventions that have been studied and found to be effective at improving patient adherence, including dose simplification, education, reminders, and financial incentives.
Abstract: Purpose To systematically summarize evidence from multiple systematic reviews (SRs) examining interventions addressing medication nonadherence and to discern differences in effectiveness by intervention, patient, and study characteristics. Summary MEDLINE, the Cochrane Database of Systematic Reviews, and the Database of Abstracts of Reviews of Effects were searched for papers published from January 2004 to February 2017. English-language SRs examining benefits of medication adherence interventions were eligible. Inclusion was limited to adult patients prescribed medication for 1 of the following disease conditions: diabetes and prediabetes, heart conditions, hypertension and prehypertension, stroke, and cognitive impairment. Non-disease-specific SRs that considered medication adherence interventions for older adults, adults with chronic illness, and adults with known medication adherence problems were also included. Two researchers independently screened titles, abstracts, and full-text articles. They then extracted key variables from eligible SRs, reconciling discrepancies via discussion. A MeaSurement Tool to Assess systematic Reviews (AMSTAR) was used to assess SRs; those with scores below 8 were excluded. Conclusions regarding intervention effectiveness were extracted. Grades of Recommendation, Assessment, Development and Evaluation (GRADE) methodology was applied to assess evidence quality. Results Of 390 SRs, 25 met the inclusion criteria and assessed adherence as a primary outcome. Intervention types most consistently found to be effective were dose simplification, patient education, electronic reminders to patients, and reduced patient cost sharing or incentives. Of 50 conclusions drawn by the SRs, the underlying evidence was low or very low quality for 45 SRs. Conclusion Despite an abundance of primary studies and despite only examining high-quality SRs, the vast majority of primary studies supporting SR authors' conclusions were of low or very low quality. Nonetheless, health system leaders seeking to improve medication adherence should prioritize interventions that have been studied and found to be effective at improving patient adherence, including dose simplification, education, reminders, and financial incentives.

49 citations


Journal ArticleDOI
TL;DR: Erdafitinib is the first small-molecule FGFR inhibitor approved for use in advanced bladder cancer, and the current recommended daily dosing is 8 mg, with dose escalation to 9 mg after 14 to 21 days of therapy if tolerated.
Abstract: Purpose To provide an overview of fibroblast growth factor receptor (FGFR) gene alterations and the pharmacology, clinical effectiveness, dosage and administration, cost, and place in therapy of erdafitinib in bladder cancer. Summary Erdafitinib (Balversa, Janssen Pharmaceuticals) is a novel pan-FGFR inhibitor recently approved for the treatment of patients with advanced urothelial cancer with specific FGFR genetic alterations who have received at least one prior platinum-containing regimen. Erdafitinib binding to the FGFR2 and FGFR3 receptors inhibits FGF activity, resulting in cell death. Erdafitinib is available in tablet form, and the current recommended daily dosing is 8 mg, with dose escalation to 9 mg after 14 to 21 days of therapy if tolerated. A phase 2 clinical trial demonstrated that patients who received erdafitinib experienced on average 5.5 months of progression-free survival (95% confidence interval [CI], 4.2-6.0 months). In addition, 40% (95% CI, 31-50%) of patients responded to erdafitinib therapy. Patients receiving erdafitinib therapy should be monitored specifically for elevations in serum phosphate levels and changes in vision. Other adverse effects include anemia, thrombocytopenia, and electrolyte abnormalities. Conclusion Erdafitinib is the first small-molecule FGFR inhibitor approved for use in advanced bladder cancer.

36 citations


Journal ArticleDOI
TL;DR: In this paper, the authors provide a concise overview of the literature regarding the impact of COPD exacerbations on both the patient and the healthcare system, the recommendations for pharmacologic management, and the strategies employed to improve patient care and reduce hospitalizations and readmissions.
Abstract: PURPOSE Chronic obstructive pulmonary disease (COPD) is a significant cause of morbidity and mortality in the United States. Exacerbations- acute worsening of COPD symptoms-can be mild to severe in nature. Increased healthcare resource use is common among patients with frequent exacerbations, and exacerbations are a major cause of the high 30-day hospital readmission rates associated with COPD. SUMMARY This review provides a concise overview of the literature regarding the impact of COPD exacerbations on both the patient and the healthcare system, the recommendations for pharmacologic management of COPD, and the strategies employed to improve patient care and reduce hospitalizations and readmissions. COPD exacerbations significantly impact patients' health-related quality of life and disease progression; healthcare costs associated with severe exacerbation-related hospitalization range from $7,000 to $39,200. Timely and appropriate maintenance pharmacotherapy, particularly dual bronchodilators for maximizing bronchodilation, can significantly reduce exacerbations in patients with COPD. Additionally, multidisciplinary disease-management programs include pulmonary rehabilitation, follow-up appointments, aftercare, inhaler training, and patient education that can reduce hospitalizations and readmissions for patients with COPD. CONCLUSION Maximizing bronchodilation by the appropriate use of maintenance therapy, together with multidisciplinary disease-management and patient education programs, offers opportunities to reduce exacerbations, hospitalizations, and readmissions for patients with COPD.

35 citations


Journal ArticleDOI
TL;DR: Health-system pharmacists are taking a leading role in addressing the opioid crisis, advancing safety in compounded sterile preparations through adoption of intravenous workflow technologies, and optimizing EHR applications to leverage clinical decision support tools to improve the safe prescribing and use of medications.
Abstract: PURPOSE Results of the 2019 ASHP national survey of pharmacy practice in hospital settings are presented METHODS Pharmacy directors at 4,863 general and children's medical/surgical hospitals in the United States were surveyed using a mixed-mode method of contact by email and mail Survey completion was online, using an online survey application IQVIA supplied data on hospital characteristics; the survey sample was drawn from the IMS Health hospital database RESULTS The response rate was 108% Pharmacists are increasingly managing medication use in the areas of vancomycin therapy, antibiotic selection and dosing, and anticoagulation Electronic health record (EHR) decision support is guiding prescribing, and nearly 50% of hospitals are customizing drug warnings Adoption of compounding technology continues, with 436% of hospitals using technology in their sterile compounding processes Nearly half of hospitals have active opioid stewardship programs, and pharmacists are leading these efforts Specialty pharmacy operations are growing in health systems Human resource commitments to support new services are increasing; however, vacancy rates for technicians are challenging Staff credentialing continues to expand for pharmacist and technicians CONCLUSION Pharmacists continue to assume greater responsibility for writing medication orders, dosing, ordering laboratory tests, and monitoring outcomes Health-system pharmacists are taking a leading role in addressing the opioid crisis, advancing safety in compounded sterile preparations through adoption of intravenous workflow technologies, and optimizing EHR applications to leverage clinical decision support tools to improve the safe prescribing and use of medications

33 citations



Journal ArticleDOI
TL;DR: The institution was able to swiftly implement clinical pharmacist telehealth services for many patients, offering a safe and effective way to continue providing a high level of care in the setting of the COVID-19 pandemic.
Abstract: Purpose After community transmission of the novel virus that causes coronavirus disease 2019 (COVID-19) was detected in the State of Washington in February 2020, innovative measures, such as telehealth appointments, were needed to safely continue to provide optimal pharmaceutical care for patients with chronic conditions and cancer. Summary Prior to the COVID-19 pandemic, federal regulations limited the scope of telehealth pharmacist services. However, enactment of the Coronavirus Preparedness and Response Supplemental Appropriations Act, followed by guidance by the Centers for Medicare and Medicaid Services and the Department of Health and Human Services, allowed currently credentialed providers (including pharmacists) to continue to provide patient care services via telehealth with fewer restrictions. Our health system has numerous credentialed pharmacists across multiple ambulatory care clinics. In this article, we highlight our process of expediting the implementation of telehealth services. This process included obtaining authorization for the credentialed pharmacists to provide telehealth services, completion of training modules, implementation of new technology platforms, development of new workflows, and utilization of resources for providers and patients to facilitate successful completion of telehealth visits. We also highlight the consent and documentation components crucially important to the telehealth visit and share some of our successes, as well as identified limitations, in providing pharmacist services via telehealth. Conclusion In the setting of the COVID-19 pandemic, our institution was able to swiftly implement clinical pharmacist telehealth services for many patients, offering a safe and effective way to continue providing a high level of care. This article discusses our experience with and potential limitations of telehealth to assist other pharmacists seeking to implement and/or expand their telehealth services.

30 citations


Journal ArticleDOI
TL;DR: Risk of burnout is high in critical care pharmacists, at 64%, and is comparable to the risk in other critical care practitioner groups, which emphasizes the importance of continuing to evaluate risk factors for burnout and providing resources for burn out prevention to high-risk practitioners.
Abstract: PURPOSE Studies of critical care physicians and nursing personnel indicate a potentially high rate of burnout. To date there is a paucity of data in critical care pharmacists assessing burnout in this group. The purpose of this study was to assess the incidence of risk of burnout in critical care pharmacists. METHODS Critical care pharmacists were solicited via email to complete an anonymous, electronic questionnaire regarding burnout. Subject demographic and employment characteristics were collected along with the validated, 22-item Maslach Burnout Inventory Health Services Survey in the study cohort. Burnout was assessed from 3 aspects, emotional exhaustion, depersonalization, and lack of personal accomplishment. High degree of burnout was defined as a score >27 in emotional exhaustion, or score >10 in depersonalization, or score <33 in personal achievement. Risk factors of burnout were evaluated using descriptive statistics and logistic regression. RESULTS Out of 3,140 critical care pharmacists, 193 (6.1%) completed surveys. The mean scores were 25.3, 7.5, and 36.7 for emotional exhaustion, depersonalization, and reduced personal achievement, respectively. Overall, 123 pharmacists (64%) reported at least one syndrome of burnout, and 28 pharmacists (14.5%) reported burnout in all 3 scales. No single risk factor was identified to be associated with the risk of burnout. CONCLUSION Risk of burnout is high in critical care pharmacists, at 64%, and is comparable to the risk in other critical care practitioner groups. This emphasizes the importance of continuing to evaluate risk factors for burnout and providing resources for burnout prevention to high-risk practitioners.

29 citations


Journal ArticleDOI
TL;DR: Predicting growth in drug spending in 2020 in the United States, with a focus on the nonfederal hospital and clinic sectors, finds that overall prescription drug spending is expected to rise by 4.0% to 6.0%, whereas in clinics and hospitals, growth was driven by new products and increased utilization, whereas in hospitals growth wasdriven by new Products and price increases.
Abstract: Purpose To report historical patterns of pharmaceutical expenditures, to identify factors that may influence future spending, and to predict growth in drug spending in 2020 in the United States, with a focus on the nonfederal hospital and clinic sectors. Methods Historical patterns were assessed by examining data on drug purchases from manufacturers using the IQVIA National Sales Perspectives database. Factors that may influence drug spending in hospitals and clinics in 2020 were reviewed, including new drug approvals, patent expirations, and potential new policies or legislation. Focused analyses were conducted for specialty drugs, biosimilars, and diabetes medications. For nonfederal hospitals, clinics, and overall (all sectors), estimates of growth of pharmaceutical expenditures in 2020 were based on a combination of quantitative analyses and expert opinion. Results In 2019, overall US pharmaceutical expenditures grew 5.4% compared to 2018, for a total of $507.9 billion. This increase was driven to similar degrees by prices, utilization, and new drugs. Adalimumab was the top drug in US expenditures in 2019, followed by apixaban and insulin glargine. Drug expenditures were $36.9 billion (a 1.5% increase from 2018) and $90.3 billion (an 11.8% increase from 2018) in nonfederal hospitals and clinics, respectively. In clinics, growth was driven by new products and increased utilization, whereas in hospitals growth was driven by new products and price increases. Several new drugs that will likely influence spending are expected to be approved in 2020. Specialty and cancer drugs will continue to drive expenditures. Conclusion For 2020 we expect overall prescription drug spending to rise by 4.0% to 6.0%, whereas in clinics and hospitals we anticipate increases of 9.0% to 11.0% and 2.0% to 4.0%, respectively, compared to 2019. These national estimates of future pharmaceutical expenditure growth may not be representative of any particular health system because of the myriad of local factors that influence actual spending.

27 citations


Journal ArticleDOI
TL;DR: The absence of opioid stewardship and prospectively screening ORAEs represents a gap in current practice at surveyed hospitals, and hospitals have an opportunity to implement and refine best practices such as access to pain management specialists, use of formulary restrictions, and retrospective and prospective monitoring of adverse events to improve opioid use.
Abstract: Purpose The opioid epidemic continues to result in significant morbidity and mortality even within hospitals where opioids are the second most common cause of adverse events. Opioid stewardship represents one model for hospitals to promote safe and rational prescribing of opioids to mitigate preventable adverse events in alliance with new Joint Commission standards. The purpose of this study was to identify the prevalence of current hospital practices to improve opioid use. Methods A cross-sectional survey of hospital best practices for opioid use was electronically distributed via electronic listservs in March 2018 to examine the presence of an opioid stewardship program and related practices, including formulary restrictions, specialist involvement for high-risk patients, types of risk factors screened, and educational activities. Results Among 133 included hospitals, 23% reported a stewardship program and 14% reported a prospective screening process to identify patients at high risk of opioid-related adverse events (ORAEs). Among those with a prospective screening process, there was variability in ORAE risk factor screening. Formulary restrictions were dependent on specific opioids and formulations. Patient-controlled analgesia was restricted at 45% of hospitals. Most hospitals reported having a pain management service (90%) and a palliative care service providing pain management (67%). Conclusion The absence of opioid stewardship and prospectively screening ORAEs represents a gap in current practice at surveyed hospitals. Hospitals have an opportunity to implement and refine best practices such as access to pain management specialists, use of formulary restrictions, and retrospective and prospective monitoring of adverse events to improve opioid use.


Journal ArticleDOI
TL;DR: It was recommended that pharmacists dose medications based on CLcr and IBW calculations consistent with gender identity after a patient has been on hormone therapy for 6 months or longer to provide optimal care to transgender patients.
Abstract: Purpose Transgender patients face considerable healthcare disparities. Improved means of recognizing transgender patients and understanding their medical needs is important to provide optimal care. The electronic medical record (EMR) of our health system allows for differentiation of gender identity, legal sex, and sex at birth. With EMR recognition of transgender patients, a recommendation for estimating creatinine clearance (CLcr) and ideal body weight (IBW) was needed to standardize medication dosing. Summary The literature was reviewed for evidence on the effect of gender-affirming hormone therapy on serum creatinine concentration and lean body mass. Findings informed a recommendation for drug dosing based on CLcr and IBW in transgender patients. Four studies that reported the effect of hormone therapy on biometric laboratory values were found. Three studies reported that values of transgender patients more closely resembled the standard values of their gender identity vs sex at birth after hormone therapy; 1 study reported a range of values that more closely resembled those associated with sex at birth while still overlapping with values associated with gender identity. Consequently, it was recommended that pharmacists dose medications based on CLcr and IBW calculations consistent with gender identity after a patient has been on hormone therapy for 6 months or longer. Conclusion Providing optimal care to transgender patients includes considering the effect of gender-affirming hormone therapy on overall physiology. Consistently using the appropriate CLcr and IBW calculations for each patient ensures safe and effective care. Additional studies are needed to confirm the effect of hormone therapy on renal clearance and lean body mass.

Journal ArticleDOI
TL;DR: Pharmacy residents displayed significantly higher prevalence of impostor phenomenon vs comparable groups as well as significantly more distress with potential for a personal and/or professional consequence.
Abstract: PURPOSE The purpose of this study was to quantify the prevalence of impostor phenomenon (IP) and to assess well-being in pharmacy residents, as well as analyze the effects of demographics on these outcomes. METHODS A cross-sectional, survey-based study was performed. Pharmacy residency program directors and pharmacy directors were asked to forward an invitation email to actively enrolled postgraduate year 1 (PGY1) and postgraduate year 2 pharmacy residents in March 2019. The survey used the Clance Impostor Phenomenon Scale (CIPS) to identify IP and the Mayo Clinic Resident/Fellow Well-Being Index (RWBI) to assess resident well-being. RESULTS Survey respondents were mostly female, enrolled in PGY1 programs and single with no children. Of the 720 responses included in the study, 57.5% (n = 414) were identified as "impostors" (CIPS score of ≥62), with a mean CIPS score of 64.0 (SD, 15.0). Prior mental health treatment and increased hours worked per week were significant predictors of IP. The greatest correlation was found in those working greater than 80 hours per week compared to less than 60 hours per week (s = 9.845; P < 0.001). The mean RWBI score was 4.2 (SD, 1.8), with 47.8% (n = 344) of residents scoring ≥5, the cutoff for identifying those at greatest risk of distress. Age, previous mental health treatment, and increasing hours worked per week were significant predictors of RWBI ≥5. CIPS and RWBI scores were found to exhibit weak but significant correlation (ρ = 0.357; P < 0.001). CONCLUSION Pharmacy residents displayed significantly higher prevalence of IP vs comparable groups as well as significantly more distress with potential for a personal and/or professional consequence.

Journal ArticleDOI
TL;DR: There is no standard of practice for the provision of transplant pharmacy services, as the CMS Conditions of Participation allow for a broad interpretation for how to best meet the needs for each patient, and variability has led to recent CMS citations during program-specific surveys.
Abstract: Evidence of pharmacists’ contributions to the care of organ transplant recipients has existed since the 1970s. Since then, literature describing pharmacist’s impact on clinical and pharmacoeconomic outcomes has grown exponentially, with pharmacists establishing themselves as integral members of the transplantation community and expanding their presence in multiple areas, including pharmaceutical industry, research, academia, quality improvement, and clinical settings. Transplant pharmacists (sometimes referred to as clinical transplant pharmacists or solid organ transplantation pharmacists) have a strong presence in the areas of pharmacogenomics, innovative collaborative drug therapy management (CDTM), and prospective practice management. The United Network for Organ Sharing (UNOS) and the Centers for Medicare & Medicaid Services (CMS), respectively, require transplantation centers document the participation of a clinical transplant pharmacist or pharmacology expert on multidisciplinary transplantation teams in order to meet accreditation standards. These regulations make transplant pharmacy the only pharmacist specialty practice in the United States to have such a requirement. These mandates outline the responsibilities of the transplant pharmacist in preoperative and postoperative pharmaceutical management and education of transplant recipients. In response to the demand for pharmacists to meet these accreditation standards, some transplantation programs may meet the need by utilizing pharmacists without specific transplantation training or experience due to lack of fully trained personnel or funding resources. As of 2016, there were over 30,000 solid organ transplantations performed annually in the United States, and over 500,000 have been performed since the year 2000. Despite the volume of transplantations per year, there was a median of 1.4 transplant pharmacist full-time equivalents (FTE) per 100 transplantations performed, according to a national workforce survey conducted by the American Society of Transplantation across accredited U.S. transplantation programs. The median number of FTE did not increase beyond 1.4 FTE even in programs with >400 transplantations per year. These data indicate that transplant pharmacy services are provided by nonspecialists in many of these programs. Currently, there is no standard of practice for the provision of transplant pharmacy services, as the CMS Conditions of Participation allow for a broad interpretation for how to best meet the needs for each patient. This broad interpretation allows for a wide spectrum of transplant pharmacy services, with some centers providing a more inclusive model than others. This variability has led to recent CMS citations during program-specific surveys when the pharmacists involved in the care of transplant patients and donors were unable to provide sufficient evidence of qualifications, training, and expertise in transplantation.

Journal ArticleDOI
TL;DR: It is revealed that more than half of hospital and health system-based pharmacists are at risk for burnout, and two factors were significantly associated with decreased risk of burnout.
Abstract: Purpose To assess the current state of burnout among pharmacists who work in hospital and health-system settings in North Carolina. Methods The Maslach Burnout Inventory-Human Services Survey for Medical Professionals was used to assess burnout in this study. This survey measures 3 subscales of burnout: emotional exhaustion, depersonalization, and personal accomplishment. In addition to the Maslach Burnout Inventory, the survey asked questions addressing various modifiable and nonmodifiable demographic factors. To distribute the survey, an email listserv of all pharmacists licensed in the state was obtained from the North Carolina Board of Pharmacy. The survey was distributed through email in June 2018. A follow-up email encouraging participation in the survey was sent 2 weeks later. The survey was open for a total of 4 weeks. Results The survey was delivered to 2,524 pharmacists; 380 responses were received (15.1% response rate). Of the 380 individuals who responded, 357 completed the entire survey (93.9% completion rate), and 198 pharmacists (55.5%) were at risk for burnout. Following multivariate logistic regression, 3 factors were significantly associated with increased risk of burnout: female gender, working in a primarily distribution role, and longer hours worked per week. Two factors were significantly associated with decreased risk of burnout: being aware of burnout resources and working 4 to 6 months with learners. Conclusion The results of this statewide survey revealed that more than half of hospital and health system-based pharmacists are at risk for burnout.

Journal ArticleDOI
TL;DR: An understanding of the core concepts of AI is necessary to engage in collaboration with data scientists and critically evaluating its place in patient care, especially as clinical practice continues to evolve and develop.
Abstract: PURPOSE To provide pharmacists and other clinicians with a basic understanding of the underlying principles and practical applications of artificial intelligence (AI) in the medication-use process. SUMMARY "Artificial intelligence" is a general term used to describe the theory and development of computer systems to perform tasks that normally would require human cognition, such as perception, language understanding, reasoning, learning, planning, and problem solving. Following the fundamental theorem of informatics, a better term for AI would be "augmented intelligence," or leveraging the strengths of computers and the strengths of clinicians together to obtain improved outcomes for patients. Understanding the vocabulary of and methods used in AI will help clinicians productively communicate with data scientists to collaborate on developing models that augment patient care. This primer includes discussion of approaches to identifying problems in practice that could benefit from application of AI and those that would not, as well as methods of training, validating, implementing, evaluating, and maintaining AI models. Some key limitations of AI related to the medication-use process are also discussed. CONCLUSION As medication-use domain experts, pharmacists play a key role in developing and evaluating AI in healthcare. An understanding of the core concepts of AI is necessary to engage in collaboration with data scientists and critically evaluating its place in patient care, especially as clinical practice continues to evolve and develop.

Journal ArticleDOI
TL;DR: Policy changes to increase pharmacists' authority to prescribe may increase physician willingness and confidence to carry out opioid tapers and prescribe buprenorphine for pain.
Abstract: PURPOSE Clinical pharmacists in primary care clinics can potentially help manage chronic pain and opioid prescriptions by providing services similar to those provided within their scope of practice to patients with diabetes and hypertension. We evaluated the feasibility and acceptability of a pharmacist-physician collaborative care model for patients with chronic pain. METHODS The program consisted of an in-person pharmacist consultation and optional follow-up visits over 4 months in 2 primary care practices. Eligible patients had chronic pain and a long-term prescription for opioids or buprenorphine or were referred by their primary care physician (PCP). Pharmacist recommendations were communicated to PCPs via the electronic medical record (EMR) and direct communication. Mixed-methods evaluation included baseline and follow-up surveys with patients, EMR review of opioid-related clinical encounters, and provider interviews. RESULTS Between January and October 2018, 47 of the 182 eligible patients enrolled, with 46 completing all follow-up; 43 patients (91%) had received opioids over the past 6 months. The pharmacist recommended adding or switching to a nonopioid pain medication for 30 patients, switching to buprenorphine for pain and complex persistent opioid dependence for 20 patients, and tapering opioids for 3 patients. All physicians found the intervention acceptable but wanted more guidance on prescribing buprenorphine for pain. Most patients found the intervention helpful, but some reported a lack of physician follow-up on recommended changes. CONCLUSION The study demonstrated that comanagement of patients with chronic pain is feasible and acceptable. Policy changes to increase pharmacists' authority to prescribe may increase physician willingness and confidence to carry out opioid tapers and prescribe buprenorphine for pain.


Journal ArticleDOI
TL;DR: Patients undergoing hip or knee arthroplasty and with weights of ≥80 kg and those withweights of ≥120 kg should receive cefazolin doses of 2 g and ≥3 g, respectively, for SSI prophylaxis, and the question of whether a dose of ≥4 g is needed in patients weighing 120 kg or more or who are above a given body mass index threshold remains unanswered.
Abstract: Purpose While many guidelines recommend higher doses of cefazolin for patients with higher body weights, there are scant outcome data showing the benefit of higher doses. Surgical site infection (SSI) rates by dose of cefazolin used for surgical prophylaxis after hip or knee arthroplasty were analyzed. Methods Analysis of patient data entered into New Zealand's national, prospective, surveillance and quality improvement SSI Improvement Programme database for the period July 2013 through December 2017 was conducted. The US Centers for Disease Control and Prevention's National Healthcare Safety Network SSI definitions were used, and patients were followed for 90 days after surgery. Underdosing was defined as use of 1 g of cefazolin in patients weighing 80 kg or more or a cefazolin dose of Results There were 38,288 procedures where cefazolin was used for prophylaxis; patient body weight was known for all these procedures. Of the 1,840 patients who received 1 g of cefazolin, 676 (37%) weighed 80 kg or more. Of the 2,011 patients weighing 120 kg or more, 1,464 (73%) were underdosed. After multivariable analysis, male gender, higher total surgical risk scores, performance of revision and hip arthroplasties, and cefazolin underdosing were associated with higher SSI rates. For the 2,106 underdosed patients, the odds ratio for SSI was 2.19 (95% confidence interval, 1.61-2.99; P Conclusion Patients undergoing hip or knee arthroplasty and with weights of ≥80 kg and those with weights of ≥120 kg should receive cefazolin doses of 2 g and ≥3 g, respectively, for SSI prophylaxis. The question of whether a dose of ≥4 g is needed in patients weighing 120 kg or more or who are above a given body mass index threshold (eg, >35 kg/m2 or >40 kg/m2) remains unanswered.

Journal ArticleDOI
TL;DR: A pharmacy department’s response to the COVID-19 pandemic was optimized through standardized processes, and results demonstrate the vital role pharmacists play as members of multidisciplinary teams during times of crisis.
Abstract: Purpose The global coronavirus disease 2019 (COVID-19) pandemic has created unprecedented strains on healthcare systems around the world Challenges surrounding an overwhelming influx of patients with COVID-19 and changes in care dynamics prompt the need for care models and processes that optimize care in this medically complex patient population The purpose of this report is to describe our institution's strategy to deploy pharmacy resources and standardize pharmacy processes to optimize the management of patients with COVID-19 Methods This retrospective, descriptive report characterizes documented pharmacy interventions in the acute care of patients admitted for COVID-19 during the period April 1 to April 15, 2020 Patient monitoring, interprofessional communication, and intervention documentation by pharmacy staff was facilitated through the development of a COVID-19-specific care bundle integrated into the electronic medical record Results A total of 1,572 pharmacist interventions were documented in 197 patients who received a total of 15,818 medication days of therapy during the study period The average number of interventions per patient was 8 The most common interventions were regimen simplification (159%), timing and dosing adjustments (154%), and antimicrobial therapy and COVID-19 treatment adjustments (152%) Patients who were admitted to an intensive care unit care at any point during their hospital stay accounted for 667% of all interventions documented Conclusion A pharmacy department's response to the COVID-19 pandemic was optimized through standardized processes Pharmacists intervened to address a wide scope of medication-related issues, likely contributing to improved management of COVID-19 patients Results of our analysis demonstrate the vital role pharmacists play as members of multidisciplinary teams during times of crisis


Journal ArticleDOI
TL;DR: In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance.
Abstract: Disclaimer: In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time.

Journal ArticleDOI
TL;DR: The diverse staff of a health-system pharmacy department reported a moderate amount of burnout, with the greatest variation in the dimension of personal accomplishment.
Abstract: PURPOSE Workplace-related burnout is a state of mental and physical exhaustion caused by one's professional life. Literature demonstrates the link between physician burnout and serious consequences (reduced productivity, medical errors, and clinician suicide), but assessment of burnout in other healthcare professions is limited, especially in pharmacy. A quality improvement study was conducted to quantify burnout in a diverse health-system pharmacy department and identify potential strategies to improve well-being. METHODS A survey was distributed to assess the perception and drivers of burnout within a health-system pharmacy. All associates received a survey comprised of the Maslach Burnout Inventory (MBI), demographic questions, and items affording respondents the opportunity to list stressors and potential solutions. Email reminders were sent weekly and site visits were conducted to encourage survey completion. Results were analyzed via descriptive statistics. RESULTS Two hundred seventy-seven associates completed the survey (response rate, 40.5%). Seventy percent of those participants were experiencing moderate to high levels of burnout, with survey results indicating moderate levels of personal accomplishment and emotional exhaustion and low levels of depersonalization; there were no statistically significant differences in mean MBI scores by shift type, hours worked per week, or years of service. There were statistically significant differences in scores for personal accomplishment between males and females, as well as among positions and regions (P < 0.05). Participants identified issues related to workflow, control, and community as the greatest contributors to stress. CONCLUSION The diverse staff of a health-system pharmacy department reported a moderate amount of burnout, with the greatest variation in the dimension of personal accomplishment. The mitigation strategies most commonly cited were staffing/workflow adjustments and creating a culture of well-being.

Journal ArticleDOI
TL;DR: In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after accepted manuscripts have been peer-reviewed and copyedited.
Abstract: Disclaimer In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time.

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TL;DR: The pharmacy department’s efforts to respond to a natural disaster and unprecedented pandemic have proven successful to this point and have illuminated several lessons, including the necessity of cohesive department communication, staff flexibility, prioritization of teamwork, and external collaboration.
Abstract: PURPOSE This report describes a health-system pharmacy's response to a natural disaster while staff members simultaneously prepared for the coronavirus disease 2019 (COVID-19) pandemic. By detailing our experience, we hope to help other institutions that are current facing or could encounter similar crises. SUMMARY In early March 2020, a tornado destroyed the health system's warehouse for storage of most clinical supplies, including personal protective equipment and fluids. The pharmacy purchasing team collaborated with suppliers and manufacturers to recover losses and establish alternative storage areas. Days later, the pharmacy department was forced to address the impending COVID-19 pandemic. Key elements of the COVID-19 response included reducing the potential for virus exposure for patients and staff; overcoming challenges in sourcing of staff, personal protective equipment, and medications; and changing care delivery practices to maintain high-quality patient care while maximizing social distancing. The pharmacy department also created distance learning opportunities for 70 pharmacy students on rotations. After an initial plan, ongoing needs include adjustment in patient care activities if significant staff losses occur, when and how to resume clinical activities, and how to best utilize the resources accumulated. Elements of practice changes implemented to reduce COVID-19 threats to patients and pharmacy personnel have proven beneficial and will be further evaluated for potential continuation. CONCLUSION The pharmacy department's efforts to respond to a natural disaster and unprecedented pandemic have proven successful to this point and have illuminated several lessons, including the necessity of cohesive department communication, staff flexibility, prioritization of teamwork, and external collaboration.

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TL;DR: While the published evidence on use of DOACs in patients at extremes of body weight is sparse, apixaban and rivaroxaban appear to have the most favorable safety and efficacy profiles.
Abstract: Purpose To review the literature on treatment of venous thromboembolism (VTE) and prevention of cardioembolic stroke with direct-acting oral anticoagulants (DOACs) in low- and high-body-weight patients and to make recommendations regarding agent selection and dosing in these patient populations. Summary The selection and optimal dosing of DOACs in low- and high-body-weight patients has not yet been fully elucidated by clinical trials; however, evidence suggests that issues of both safety and efficacy in patients at the extremes of body weight may warrant careful consideration when selecting a DOAC for such patients. This review provides a thorough discussion of the use of DOACs in the treatment of VTE and prevention of cardioembolic stroke in patients at the extremes of body weight and provides guidance regarding agent selection. Conclusion While the published evidence on use of DOACs in patients at extremes of body weight is sparse, apixaban and rivaroxaban appear to have the most favorable safety and efficacy profiles. Edoxaban and dabigatran should be avoided.

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TL;DR: There is mounting evidence to support use of this strategy to decrease opioid use and a multidisciplinary plan for management of pain should be formulated during transitions of care and is an area of opportunity for pharmacists to improve patient care.
Abstract: Purpose Pain is a frequent finding in surgical and trauma patients, and effective pain control remains a common challenge in the hospital setting. Opioids have traditionally been the foundation of pain management; however, these agents are associated with various adverse effects and risks of dependence and diversion. Summary In response to the rising national opioid epidemic and the various risks associated with opioid use, multimodal pain management through use of nonopioid analgesics such as acetaminophen, nonsteroidal anti-inflammatory drugs, α 2 agonists, N-methyl-d-aspartate (NMDA) receptor antagonists, skeletal muscle relaxants, sodium channel blockers, and local anesthetics has gained popularity recently. Multimodal analgesia has synergistic therapeutic effects and can decrease adverse effects by enabling use of lower doses of each agent in the multimodal regimen. This review discusses properties of the various nonopioid analgesics and encourages pharmacists to play an active role in the selection, initiation, and dose-titration of multimodal analgesia. The choice of nonopioid agents should be based on patient comorbidities, hemodynamic stability, and the agents' respective adverse effect profiles. A multidisciplinary plan for management of pain should be formulated during transitions of care and is an area of opportunity for pharmacists to improve patient care. Conclusion Multimodal analgesia effectively treats pain while decreasing adverse effects. There is mounting evidence to support use of this strategy to decrease opioid use. As medication experts, pharmacists can play a key role in the selection, initiation, and dose-titration of analgesic agents based on patient-specific factors.

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TL;DR: The approach to adapting the pharmacy leadership structure to address critical medication shortages through innovative data analysis, procurement strategies, and rapid implementation of medication policy is described.
Abstract: Purpose The coronavirus disease 2019 (COVID-19) pandemic has created unprecedented challenges for health systems around the world. We describe our approach to adapting the pharmacy leadership structure to address critical medication shortages through innovative data analysis, procurement strategies, and rapid implementation of medication policy. Summary Yale New Haven Health deployed a system incident management command structure to effectively respond to the COVID-19 crisis. System pharmacy services adopted a similar framework to enable efficient communication and quick decision-making in key domains, including drug procurement and policy. By refining a model to project health-system medication needs, we were able to anticipate challenges and devise alternative treatment algorithms. By leveraging big data and creating a system knowledge base, we were able to consolidate reporting and coordinate efforts to ensure system success. Various procurement strategies were employed to ensure adequate supply, including frequent communication with our wholesaler, sourcing direct from suppliers, outsourcing of sterile products compounding to registered 503B outsourcing facilities, and acquisition of active pharmaceutical ingredients for compounding of essential medications. Strategic positioning of pharmacists within the health system's incident command response teams and rapid adaption of drug use policy governance fueled accelerated response and nimble implementation. Communication was streamlined and executed via multiple outlets to reach a broad audience across the health system. Conclusion With medication shortages posing a threat to patient care, dynamic pharmacy leadership proved essential to providing patient care at the height of the COVID-19 pandemic. System alignment and the rapid adaption of the existing framework for drug shortage management and medication use policy were crucial to success in crisis response.

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TL;DR: Clonidine appears to be beneficial for dexmedetomidine weaning and its use for that purpose has been well described, and despite limited supportive data, clonidine provides a promising option for sedation management in adult ICU patients.
Abstract: Purpose To review the efficacy and safety of transitioning from dexmedetomidine to clonidine to facilitate weaning of patients from sedation with dexmedetomidine. There is a paucity of data describing dexmedetomidine withdrawal syndrome (DWS) as well as clonidine's place in therapy for DWS. This review will describe and analyze current literature to provide clinical recommendations. Summary A MEDLINE literature search was performed to identify original research articles describing DWS and/or transitioning from dexmedetomidine to clonidine for the purpose of weaning patients from sedation with dexmedetomidine. Four case reports describing DWS, 3 case reports describing the use of clonidine to treat DWS, and 3 observational studies describing the use of clonidine to facilitate dexmedetomidine weaning were identified. The incidence of and risk factors for DWS are unknown; factors including patient age and dexmedetomidine infusion rate, loading dose, and discontinuation strategy have inconsistent associations with DWS. All cases of DWS have been associated with infusion durations greater than 72 hours. While there are limited data describing clonidine use for the treatment of dexmedetomidine withdrawal, clonidine appears to be beneficial for dexmedetomidine weaning and its use for that purpose has been well described. Clonidine dosages that have been assessed for discontinuing dexmedetomidine vary from 0.1 to 0.3 mg orally or enterally every 6 to 8 hours; one study assessed use of transdermal clonidine (100 µg/24 h patch). Patients with extensive cardiac comorbidities may be more susceptible to adverse effects of clonidine, which may limit the drug's use for DWS intervention. Conclusion Despite limited supportive data, clonidine provides a promising option for sedation management in adult ICU patients, with successful transitions from dexmedetomidine reported within 24 hours after clonidine initiation.