Drug Utilization Data Research Articles

Value of Pharmacogenetic Testing Assessed with Real-World Drug Utilization and Genotype Data.

Implementation of pharmacogenetic testing in clinical care has been slow and with few exceptions is hindered by the lack of real-world evidence on how to best target testing. In this retrospective register-based study, we analyzed a nationwide cohort of 1,425,000 patients discharged from internal medicine or surgical wards and a cohort of 2,178 university hospital patients for purchases and prescriptions of pharmacogenetically actionable drugs. Pharmacogenetic variants were obtained from whole genome genotype data for a subset (n = 930) of the university hospital patients. We investigated factors associated with receiving pharmacogenetically actionable drugs and developed a literature-based cost-benefit model for pre-emptive pharmacogenetic panel testing. In a 2-year follow-up, 60.4% of the patients in the nationwide cohort purchased at least one pharmacogenetically actionable drug, most commonly ibuprofen (25.0%) and codeine (19.4%). Of the genotyped subset, 98.8% carried at least one actionable pharmacogenetic genotype and 23.3% had at least one actionable gene-drug pair. Patients suffering from musculoskeletal or cardiovascular diseases were more prone to receive pharmacogenetically actionable drugs during inpatient episode. The cost-benefit model included frequently dispensed drugs in the university hospital cohort, comprising ondansetron (19.4%), simvastatin (7.4%), clopidogrel (5.0%), warfarin (5.1%), (es)citalopram (5.3%), and azathioprine (0.5%). For untargeted pre-emptive pharmacogenetic testing of all university hospital patients, the model indicated saving €17.49 in direct healthcare system costs per patient in 2 years without accounting for the cost of the test itself. Therefore, it might be reasonable to target pre-emptive pharmacogenetic testing to patient groups most likely to receive pharmacogenetically actionable drugs.

Impact of Value-Driven Healthcare Strategies for Biosimilar Adoption: The Singapore Story.

Healthcare sustainability is a global challenge. Various value-driven healthcare strategies have been implemented by Singapore's national health technology assessment (HTA) agency, the Agency for Care Effectiveness (ACE). Considering the high and growing expenditure on biologics, strategies have been implemented to drive the use of biosimilars. As Singapore has reached the 5-year mark since the subsidy listing of the first monoclonal antibody biosimilar infliximab, this review aimed to evaluate the impact of these strategies on the changes in adoption rates, utilisation, spending and cost savings for biosimilars in the public healthcare sector. A retrospective cross-sectional study was conducted using aggregated drug utilisation data from all public healthcare institutions. Five monoclonal antibodies with biosimilars, namely infliximab, adalimumab, trastuzumab, rituximab and bevacizumab, were included in this study. The outcomes evaluated were the monthly trends for utilisation volume, proportion attributed to biosimilar use, and drug spending up to December 2022. The simulated cost savings associated with biosimilar adoption were also reported. After subsidy implementation, an upward trend in biosimilar use and proportion attributed to biosimilar adoption was observed, while spending reduced substantially. The adoption rate of most biosimilars reached more than 95% within 1year of listing. Drugs with more than one approved biosimilar brand at the time of subsidy listing reported substantial price reductions of over 80%. Overall, spending for the five monoclonal antibodies have significantly reduced after biosimilar subsidy listing, with an estimated cumulative cost savings of $136 million over 5 years. Value-driven healthcare strategies implemented in Singapore's public healthcare institutions have contributed to high adoption rates of biosimilars and have improved affordable access through lower treatment costs. This in turn has led to significant cost savings to the healthcare system.

Prescribing of extended release buprenorphine injection for Medicaid beneficiaries, 2018-2022.

Extended release buprenorphine injection (INJ-BUP) has been available in the United States since 2018. INJ-BUP has the potential to positively impact opioid use disorder (OUD) treatment outcomes by providing additional treatment options . As one of the largest payers of OUD treatment in the US, Medicaid coverage is important for access and uptake of INJ-BUP. Uptake of INJ-BUP among Medicaid beneficiaries has not been described since 2019 and variation in uptake by state has not previously been explored. We aimed to measure prescribing of INJ-BUP for Medicaid beneficiaries since 2018, nationwide and by state. We analyzed State Drug Utilization Data from 2017 to 2022 and calculated the number of prescription fills for INJ-BUP and oral buprenorphine paid by Medicaid. To compare across states, we calculated the number of prescription fills per 100 Medicaid beneficiaries treated for OUD using data from Transformed Medicaid Statistical Information System Substance Use Disorder (T-MSIS SUD) Data Books. Data sources are publicly available. The number of prescription fills for INJ-BUP paid by Medicaid increased from 4322 (0.1% of all buprenorphine prescription fills) in 2018 to 186 861 (2.0%) in 2022. Each year the increase in fills exceeded the prior year change, indicating accelerating uptake. There was notable variability across states. The number of extended release buprenorphine injection prescriptions among US Medicaid beneficiaries treated for opioid use disorder increased from over 4000 prescriptions in 2018 to over 185 000 in 2022 but uptake is much less than observed in other countries over shorter time periods.

Retrospective study investigating naloxone prescribing and cost in US Medicaid and Medicare patients

BackgroundOpioid overdoses in the USA have increased to unprecedented levels. Administration of the opioid antagonist naloxone can prevent overdoses.ObjectiveThis study was conducted to reveal the pharmacoepidemiologic patterns in naloxone prescribing...

Medicaid spending and utilization of gene and RNA therapies for rare inherited conditions.

Gene and RNA therapies are promising treatments for many rare diseases. Pediatric populations that could benefit from these drugs are overrepresented among state Medicaid programs. Using Medicaid State Drug Utilization Data, we examined Medicaid spending and utilization of rare disease gene and RNA therapies. Between 2017 and 2022, the number of available gene and RNA therapies increased from 3 to 13, yearly Medicaid spending increased from $148.3 million to $879.7 million, and the number of yearly treatments (a proxy for number of patients) increased from 327 to 1638. Nearly all spending was attributed to spinal muscular atrophy (SMA) and Duchenne muscular dystrophy drugs. States participating in Medicaid pooled purchasing initiatives had 39% higher treatments per 100 000 enrollees with no differences in spending. Compared to states without a carve-out, states that carved SMA drugs out of managed Medicaid contracts had higher utilization (54%). Spending among carve-out states varied according to managed care enrollment, being higher for those with <80% of enrollees in managed care as compared with those with ≥80% of enrollees in managed care. This suggests that multi-state purchasing initiatives and managed care carve-outs can help increase access to gene and RNA therapies among Medicaid beneficiaries, but it is unclear if these strategies are effective at managing spending.

Trends and regional differences in antidiabetic medication use: a nationwide retrospective observational study

Background The prevalence of diabetes is increasing, and several new drug groups have been authorized and used successfully in the treatment of diabetes, while older drug groups are still in use. Our aim was to assess the utilization tendencies and regional differences in antidiabetic medication consumption in Hungary between 2015 and 2021 and to identify the possible determinants of regional differences in antidiabetic medication use.MethodsFor this retrospective drug utilization study, yearly wholesale database was used, which provides total coverage for ambulatory antidiabetic drug sales in Hungary, including both reimbursed and non-reimbursed medications. Data were expressed as Defined Daily Dose per 1000 inhabitants per day (DDD/TID), percentage of total use and the ratio of the highest and lowest utilization values among the counties (max/min ratio). To assess the potential reasons for regional differences in antidiabetic drug use, we analyzed the associations between regional drug utilization data and possible determinants.ResultsThe total national antidiabetic medication use has increased by 7.6% and reached 94.8 DDD/TID in 2021. Regarding antidiabetic subgroups, the use of metformin and novel antidiabetics (DPP4Is, GLP1As and SGLT2Is) and their combinations increased in all counties, while sulfonylurea consumption decreased, and insulin use was stable. In 2021, 19.2–24.1% of the total antidiabetic medication consumption was novel antidiabetics, 39.1–47.2% metformin, 14.8–25.8% sulfonylureas and 23.6–30.5% were insulins. Regional differences in antidiabetic medication consumption were considerable mainly in the case of GLP1As (max/min ratio:3.00), sulfonylureas (2.03) and SGLT2Is (1.92) in 2021. The association between antidiabetic medication use and possible determinants was confirmed in the case of unemployment rate and sulfonylurea use, the number of public medical card holders per ten thousand inhabitants and human insulin and sulfonylurea use. GLP1As were the only antidiabetic drug group that did not correlate with any of the investigated factors.ConclusionsAlthough novel antidiabetic drug use was growing dynamically in Hungary, sulfonylurea use is still considerable. Differences in antidiabetic drug consumption were substantial between the regions.

An Overview of Pharmacovigilance Practice and Management in Sub-Saharan African Countries

Most sub-Sahara African countries faced with prolonged resource deficiencies suffers specific constraints in establishing a functional and operationally-free pharmacovigilance systems platforms which should guide and in facilitate the generation of vital data to reinforce health information policies and practices. Despite the commendable efforts invested by the different stake holders within such countries to harmonize pharmacovigilance guidelines and regulations, lack of integration and the dependence on pharmacovigilance systems remain major constrains. Other identified difficulties are those associated with the problem of translating data reporting tools into multiple communicable languages, and the inadequacy of the healthcare experts who translates with the patient’s population, the pressure imposed by the short consultation time between a patient and a health practitioner. To add to this, there exist issues of community concern like the increasing use of herbal traditional products with anecdotal therapeutic evidence, low quality, self-medication practices, counterfeit and roadside drugs use, substandard medications that are readily accessible to the population. Some prolonged problems are associated with social and political instability, territorial conflicts, little or no access to drug utilization data, which makes it difficult to reliably estimate the true risks of medication use. Pharmacovigilance activities are still at its infancy due to poor and less trained health personnel, lack of budget allocation for health vigilance from the State financial attributions. In addition to the limited investment in pharmacovigilance activities, there is little collaboration between public health programmes and National Medicines Regulatory Authorities (NMRA), especially during mass drug administration for neglected tropical diseases and mass vaccinations. Frequent spontaneous report in SSA is low and this can hinder robust signal detection analyses. This paper attempts to identify the challenges of the practice of pharmacovigilance in sub-Saharan African countries and its implication in health vigilance in the community. In this paper, we review the specific challenges and areas of progress in pharmacovigilance in SSA.

(253) Use of Online Pharmacy Tools May Lead to Significantly Reduced National Expenditures on Vaginal Estrogen

Abstract Introduction High medication costs for vaginal estrogen may create a barrier for patients seeking treatment for numerous urinary and vaginal symptoms and lead to poor medication adherence. The Mark Cuban Cost Plus Drug Company (CPD) and GoodRx tools offer patients a method to purchase prescription medications at a discount, which may lead to improved medication adherence and decreased national expenditures on such medications. Objective To compare the pricing of vaginal estrogen as advertised by retail pharmacies, Medicare, and discount listings through CPD and GoodRx. Methods A review of publicly available data from CPD and GoodRx was performed to obtain listed retail and discounted prices for Estrace (topical), Vagifem (tablet), and Premarin (topical). GoodRx prices were obtained using prices from Costco, CVS, Walgreens, and Walmart pharmacies in the most from populous zip code from each of the 3 most populous U.S. states: California, New York, and Texas. Prices were adjusted to account for dosage and prescribed quantity to estimate an average cost per dosage unit ($/adu). The Medicare Part D Drug Spending and Utilization data from 2021 were used to report the average spending per dosage unit and total expenditure for each of the listed medications. These data were compared to create an estimate of average national savings after use of CPD and/or GoodRx. Results Average spending per dosage unit for Estrace, Vagifem, and Premarin was lesser when discount tools were used (0.50 $/adu, 3.75 $/adu, and 4.30 $/adu respectively), compared to Medicare pricing (6.14 $/adu, 20.95 $/adu, and 10.10 $/adu respectively) or retail pricing (3.14 $/adu, 10.19 $/adu, and 5.43 $/adu respectively). When adjusted for total dosage units, use of CPD over Medicare pricing for the three medications would result in a combined annual national saving of $64.2M. Use of either CPD or GoodRx compared to retail pricing would similarly result in a combined annual national saving of $39.2M. Conclusions The utilization of CPD and GoodRx in the prescription of vaginal estrogen led to a substantial national average cost savings when compared to retail and Medicare pricing. CPD and GoodRx may offer a way to decrease the cost burden for patients seeking treatment for urinary and vaginal symptoms and significantly reduce national expenditures on medications. Disclosure Any of the authors act as a consultant, employee or shareholder of an industry for: The utilization of CPD and GoodRx in the prescription of vaginal estrogen led to a substantial national average cost savings when compared to retail and Medicare pricing. CPD and GoodRx may offer a way to decrease the cost burden for patients seeking treatment for urinary and vaginal symptoms and significantly reduce national expenditures on medications.

(317) Significant Cost Savings for Erectile Dysfunction Medications are Available Using Discount Online Pharmacies Compared to Medicare

Abstract Introduction The Mark Cuban Cost Plus Drug Company (CPD) is an online retailer launched in January 2022 that sells generic prescription medications directly to consumers at cost of ingredients and manufacturing plus a fixed 15% margin in addition to a small pharmacy dispensing fee and shipping fee. GoodRx is an online tool which offers coupons redeemable at pharmacies for discounts on prescription medications. The combination of these two tools offers physicians a way to provide prescription medications to patients at lower costs, which may lead to improved medication adherence and lower medication expenditures nationally. Objective To compare the cost of various erectile dysfunction medications when purchased through retail pharmacies, reimbursed through Medicare, or obtained utilizing CPD and GoodRx. Methods A review of publicly available data from CPD and GoodRx was performed to obtain average retail and discounted prices for generic sildenafil, tadalafil, and vardenafil. GoodRx prices were obtained using prices from Costco, CVS, Walgreens, and Walmart pharmacies in the most from populous zip code from each of the 3 most populous U.S. states: California, New York, and Texas. Prices were adjusted to account for dosage and prescribed quantity to estimate an average cost per dosage unit ($/adu). The Medicare Part D Drug Spending and Utilization data from 2021 were used to report the average spending per dosage unit and total expenditure for each of the listed medications. These data were compared to create an estimate of average national savings after use of CPD or GoodRx. Results Average spending per dosage unit for sildenafil, tadalafil, and vardenafil was less when GoodRx or CPD were used (0.28 $/adu, 0.31 $/adu, and 6.17 $/adu respectively), compared to Medicare pricing (2.14 $/adu, 8.08 $/adu, and 27.84 $/adu respectively) or retail pricing (0.52 $/adu, 2.82 $/adu, and 8.35 $/adu respectively). When adjusted for total dosage units, use of CPD over Medicare pricing for the three medications would result in a combined annual national saving of $149M. Use of either CPD or GoodRx compared to retail pricing would similarly result in a combined annual nation saving of $40M. Conclusions The utilization of CPD and GoodRx in the prescription of common erectile dysfunction medications may lead to significant reductions in pricing compared to retail and Medicare estimates. Knowledge of these prescription tools may lead to significant reductions in national expenditures on medications and decreased cost burden for patients seeking treatment. Disclosure Any of the authors act as a consultant, employee or shareholder of an industry for: Advisory board and speaker for Coloplast; consultant for Cynosure; advisory board and speaker for Halozyme; intellectual property with Masimo; advisory board for Promescent; consultant for Sprout; advisory board for Xialla.

(003) Use of Online Pharmacy Tools May Lead to Significantly Reduced National Expenditures on Vaginal Estrogen

Abstract Introduction High medication costs for vaginal estrogen may create a barrier for patients seeking treatment for numerous urinary and vaginal symptoms and lead to poor medication adherence. The Mark Cuban Cost Plus Drug Company (CPD) and GoodRx tools offer patients a method to purchase prescription medications at a discount, which may lead to improved medication adherence and decreased national expenditures on such medications. Objective To compare the pricing of vaginal estrogen as advertised by retail pharmacies, Medicare, and discount listings through CPD and GoodRx. Methods A review of publicly available data from CPD and GoodRx was performed to obtain listed retail and discounted prices for Estrace (topical), Vagifem (tablet), and Premarin (topical). GoodRx prices were obtained using prices from Costco, CVS, Walgreens, and Walmart pharmacies in the most from populous zip code from each of the 3 most populous U.S. states: California, New York, and Texas. Prices were adjusted to account for dosage and prescribed quantity to estimate an average cost per dosage unit ($/adu). The Medicare Part D Drug Spending and Utilization data from 2021 were used to report the average spending per dosage unit and total expenditure for each of the listed medications. These data were compared to create an estimate of average national savings after use of CPD and/or GoodRx. Results Average spending per dosage unit for Estrace, Vagifem, and Premarin was lesser when discount tools were used (0.50 $/adu, 3.75 $/adu, and 4.30 $/adu respectively), compared to Medicare pricing (6.14 $/adu, 20.95 $/adu, and 10.10 $/adu respectively) or retail pricing (3.14 $/adu, 10.19 $/adu, and 5.43 $/adu respectively). When adjusted for total dosage units, use of CPD over Medicare pricing for the three medications would result in a combined annual national saving of $64.2M. Use of either CPD or GoodRx compared to retail pricing would similarly result in a combined annual national saving of $39.2M. Conclusions The utilization of CPD and GoodRx in the prescription of vaginal estrogen led to a substantial national average cost savings when compared to retail and Medicare pricing. CPD and GoodRx may offer a way to decrease the cost burden for patients seeking treatment for urinary and vaginal symptoms and significantly reduce national expenditures on medications. Disclosure Any of the authors act as a consultant, employee or shareholder of an industry for: Advisory board and speaker for Coloplast; consultant for Cynosure; advisory board and speaker for Halozyme; intellectual property with Masimo; advisory board for Promescent; consultant for Sprout; advisory board for Xialla.

Drug Utilization Research and Predictors of Outcomes in the Intensive Care Unit of a Tertiary Care Hospital: A Prospective Observational Study.

Multiple drugs are commonly prescribed to intensive care unit (ICU) patients owing to the disease profile, multiple organ dysfunction, prophylaxis, management of stress ulcers, nosocomial infections, etc. This study aimed to evaluate the drug utilization patterns and factors influencing mortality and duration of stay in ICU patients. Methodology: A prospective observational study was conducted in the ICUof our tertiary care hospital, Postgraduate Institute of Medical Sciences, Rohtak. Data was collected from treatment charts of patients using a structured pretested proforma. World Health Organization Anatomical Therapeutic Chemical/Defined Daily Dose (WHO ATC/DDD) methodology and core prescribing indicators were used to assess drug utilization data. The effect of different variables on mortality and duration of stay in the ICU was evaluated using regression analysis. An average of 8.78 drugs were prescribed per patient. Among the 922 prescriptions, anti-infectives, anti-inflammatory drugs, and drugs acting on the gastrointestinal tract were the most frequent medication classes prescribed. Polypharmacy and trade name prescribing were common. For most of the drugs, the prescribed daily dose corresponded to the WHO-DDD except ceftriaxone and levofloxacin. Age, presence of cardiac disorders, and Glasgow Coma Scale (GCS) score at admission directly correlated with mortality while the use of diuretics had a negative correlation with the duration of ICU stay. Conclusions: There is a need to rationalize drug therapy in the ICUwith regard to limiting polypharmacyand emphasizing generic drug name prescribing and adherence to the essential drug list. Antibiotic prescription patterns, in particular, deserve a special focus keeping in mind the multitude of factors demanding aggressive antibiotic use in critically ill intensive care patients.

Utilization, reimbursement, and price trends for Hepatitis C virus medications in the US Medicaid programs: 2001–2021

BackgroundHepatitis C Virus (HCV) remains a challenging health problem worldwide, with increasing incidence despite being curable with Direct Acting Antiviral (DAA) agents. ObjectiveThis study aimed to describe the utilization, reimbursement, and price trends of HCV treatments and evaluate the influence of treatment guidelines and policies. MethodsA retrospective, descriptive drug utilization study conducted using the outpatient pharmacy data extracted from the Centers for Medicaid and Medicare Services State Drug Utilization Data between 2001 and 2021. All HCV treatments approved in the US were included, conventional therapy (CT), and DAA agents. The annual secular trends were calculated for each medication's total number of prescriptions, reimbursements, and prices. The average reimbursement per prescription was calculated and utilized as a proxy of prices. The HCV treatment guideline and policies and legislation were evaluated overtime to measure the impact on the trends. ResultsDespite CT having a higher total utilization, DAA agents commanded significantly greater reimbursements, with 4.1 billion USD for CT and 19.45 billion USD for DAA agents. CT utilization increased rapidly and dominated the market until 2011, peaking at 379,696 prescriptions in 2003 but declining afterward. DAA agents' utilization increased rapidly in their first year: i.e., sofosbuvir reached 50,377 prescriptions with 1.3 billion USD in 2014, while ledipasvir/sofosbuvir reached 79,387 prescriptions with 2 billion USD in 2015. The average price per prescription was high for the DAA agents, like 24,992 USD for sofosbuvir and 22,787 USD for ledipasvir/sofosbuvir, compared to CT medications ribavirin, around 500 USD, and pegINF, around 3000 USD. The new DAA agents replaced CT, and initiating market competition among DAA agents. ConclusionThe introduction of multiple DAA agents slightly changed their prescription prices but remained high during the study period. The recent increase in HCV incidence cases indicates accessibility issues for costly and effective DAA agents, with treatment guidelines and policies playing a critical role in shaping these trends.

Association between prescription drug monitoring programs use mandates and prescription stimulants received by Medicaid enrollees.

Prescription drug monitoring program (PDMP) use mandates are an important policy tool to curb nonmedical opioid use. However, data are scarce about their efficacy on other commonly used prescription drugs such as stimulants. We used 2010-2020 state-level secondary data from Medicaid State Drug Utilisation Data and quasi-experimental difference-in-differences research design to estimate the association between PDMP use mandates and population-adjusted stimulants (amphetamines and methylphenidate) prescribing outcomes: (i) number of prescriptions filled; and (ii) total amount reimbursed in US dollars. To account for heterogeneity in mandates across US states, two policy variables were considered: limited and expansive. Limited PDMP use mandates require prescribers or dispensers to check the PDMP only when prescribing/dispensing opioids or benzodiazepines, while expansive PDMP use mandates are non-specific to opioids/benzodiazepines and require prescribers or dispensers to check the PDMP when prescribing/dispensing targeted controlled substances in Drug Enforcement Agency Schedule II-V. The sample included 49 US states and the District of Columbia. Nevada was excluded since it implemented the PDMP mandate before the period of analysis. The state-wide implementation of the PDMP use mandate, either limited or expansive, was not associated with the number of prescriptions filled or the total amount reimbursed in US dollars for stimulants among Medicaid enrollees. There was no evidence for the associations between PDMP use mandates and stimulant prescribing among Medicaid enrollees. Future works are encouraged to replicate the study in other populations and with longer post-period analysis when the impact of the mandates might be more successfully materialised.

High Prescribing and State-Level Variation in Z-Drug Use Among Medicare Patients.

Z-drugs are nonbenzodiazepine hypnotics used for sleep initiation and maintenance; these drugs increase the risk of fall-related injuries in older adults. The American Geriatrics Society's Beers criteria classifies Z-drugs as high-risk and strongly recommends avoiding prescribing Z-drugs to older adults due to adverse effects. The study objectives were to determine the prevalence of Z-drug prescribing among Medicare Part D patients and identify state or specialty-dependent prescribing differences. This study also aimed to determine prescribing patterns of Z-drugs to Medicare patients. Z-drug prescription data was extracted from the Centers for Medicare and Medicaid Services State Drug Utilization Data for 2018. For all 50 states, the number of prescriptions per 100 Medicare enrollees and days-supply per prescription was determined. The percentage of total prescriptions prescribed by each specialty and the average number of prescriptions per provider within each specialty was also determined. Zolpidem was the most prescribed Z-drug (95.0%). Prescriptions per 100 enrollees were significantly high in Utah (28.2) and Arkansas (26.7) and significantly low in Hawaii (9.3) relative to the national average (17.5). Family medicine (32.1%), internal medicine (31.4%), and psychiatry (11.7%) made up the largest percentages of total prescriptions. The number of prescriptions per provider was significantly high among psychiatrists. Contrary to the Beers criteria, Z-drugs are prescribed to older adults at high rates.

The environmental impact of pharmaceuticals on surface waters and its estimation through drug utilisation data.

Human use of pharmaceuticals is their primary way of entering the environment. Once consumed, pharmaceuticals are released, through urine and faeces, into wastewater and consequently into surface waters. Furthermore, veterinary use and inappropriate disposal also contribute to the accumulation of these substances in surface waters. These quantities of pharmaceuticals, although small, can cause toxic effects on aquatic flora and fauna, e.g., causing growth and reproduction problems. To estimate pharmaceutical concentration in surface waters, different data sources can be used, such as drug utilisation data, and wastewater production and filtration. Applying a method to estimate aquatic concentrations of pharmaceuticals at national level could allow the implementation of a monitoring system. to prioritize water sampling.

Real-World Dispensing Patterns of Inhalation Medication in Young Adult Asthma: An Inception Cohort Study.

The Global Initiative for Asthma (GINA) suggests a step-wise approach for pharmacological treatment of asthma. Valid study of real-world treatment patterns using dispensing databases includes proper measurement of medication adherence. We aim to explore such patterns by applying a time-varying proportion of days covered (tPDC)-based algorithm. We designed a retrospective inception cohort study using the University of Groningen IADB.nl community pharmacy dispensing database. Included were 19,184 young adults who initiated asthma medication anywhere between 1994 and 2021, in the Netherlands. Main treatment steps were defined as: 1 - SABA/ICS-formoterol as needed, 2 - low dose ICS, 3 - low dose ICS + LABA or tiotropium, or intermediate dose ICS, 4 - intermediate to high dose ICS + LABA or tiotropium, triple therapy, or high dose ICS, 5 - treatment prescribed by a specialist. Changes in treatment steps were determined using a time-varying proportion of days covered (tPDC)-based algorithm. Individual drug treatment trajectories were visualized over time using a lasagna plot. At initiation, of the 19,184 included individuals, 52%, 7%, 15%, 16%, and 10% started treatment in steps 1 to 5, respectively. The median (IQR) follow-up time was 3 (1-7) years. Median (IQR) number of switches was 1 (0-3). Comparing starting step to last observed step, 37% never switched between treatment steps, 20% of individuals stepped down and 22% stepped up. The low proportion of treatment switches between steps indicates that tailoring of treatment to patients' needs might be suboptimal. The tPDC-based algorithm functions well in translating dispensing data into continuous drug-utilization data, enabling a more granular assessment of treatment patterns among asthma patients.

The environmental impact of pharmaceuticals in Italy: Integrating healthcare and eco-toxicological data to assess and potentially mitigate their diffusion to water supplies.

Pharmaceuticals can reach the environment at all stages of their lifecycle and accumulate in the ecosystem, potentially reaching toxic levels for animals and plants. In recent years, efforts have been made to map and control this hazard. Assessing country-specific environmental risks could drive regulatory actions towards eco-friendlier drug utilization and disposal practices. By starting from a list of 25 environmentally hazardous pharmaceuticals developed by Region Stockholm, we integrated eco-toxicological and 2019-2021 Italian drug utilization data to estimate the environmental impact of pharmaceuticals in Italy. We calculated the risk as the ratio between the predicted environmental concentration (PEC) and the predicted no-effect concentration (PNEC). We found a high risk for levonorgestrel, ciprofloxacin, amoxicillin, azithromycin, venlafaxine, sertraline and diclofenac and a moderate risk for ethinyloestradiol, oestradiol and clarithromycin. This analysis can be periodically performed to identify the pharmaceuticals with the highest risk for the environment and ascertain if containment measures should be implemented.

Estimating the environmental impact of antibiotics through drug utilisation and eco-toxicological data: The italian context

Estimating the environmental impact of antibiotics through drug utilisation and eco-toxicological data: The italian context

Utilization of psychotropic medicines in Romania during 1998-2018.

Background: Mental disorders can have a significant impact on patients' life, including economic, social and individual consequences, and psychotropic medication is essential to treat these conditions. Psychotropic drug utilization studies contribute to a clearer picture of the management of these conditions. Data published from Romania on this topic is limited. The present study aims to characterize the utilization patterns of anxiolytics, antidepressants (ADs), and antipsychotics (APs) in Romania during 1998-2018. Methods: Drug utilization data were provided by Management Center for Documentation, Information and Marketing (CEGEDIM) Romania and quantitative data for each psychotropic medicine were converted to total defined daily doses (DDDs) and to DDD/1000inhabitants/day (DDD/TID). The total use of medicines in DDD/TID was computed in order to obtain the drug utilization 90% (DU90%) segment. Results: An increasing trend in total utilization of psychotropic medicines in Romania started in 2004. Anxiolytics use was predominant until 2013 and the yearly anxiolytic use over the entire study period remained between 10 and 15DDD/TID. Diazepam lost popularity over time in detriment of the utilization of other anxiolytic benzodiazepines, such as alprazolam and lorazepam. ADs utilization markedly increased during the study period (the average annual growth rate was 13.66% starting 1999). Selective serotonin reuptake inhibitors (SSRIs) became present on the 2008 DU90% and was the dominant class of ADs, with sertraline being the most prescribed, followed by escitalopram and paroxetine. APs utilization showed an increasing trend from 2003 until 2018. Atypical APs became present on the 2008 DU90%, while typical APs were no longer included in the 2018 DU90%. Among atypical APs, olanzapine was the main agent prescribed, and starting 2010 was followed by quetiapine and risperidone. The uptake of APs long-acting formulations became more evident during the last analyzed years (2015-2018). Conclusion: We observed an increasing utilization of APs and a more prominent increase in ADs utilization in Romania during 1998-2018. The anxiolytic prescribing remained nearly stable during this time. Further research can bring more information on the various factors influencing psychotropic utilization in Romania.

Using Joinpoint regression for drug utilization research: Tutorial and case study of prescription opioid use in the United States.

Drug utilization researchers are often interested in evaluating prescribing and medication use patterns and trends over a specified period of time. Joinpoint regression is a useful methodology to identify any deviations in secular trends without a preconceived notion of where these break points might occur. This article provides a tutorial on the use of joinpoint regression, within Joinpoint software, for the analysis of drug utilization data. The statistical considerations for whether a joinpoint regression analytical technique is a suitable approach are discussed. Then, we offer a tutorial as an introduction on conducting joinpoint regression (within Joinpoint software) through a step-by-step application, which is a case study developed using opioid prescribing data from the United States. Data were obtained from public files available through the Centers for Disease Control and Prevention from 2006 to 2018. The tutorial provides parameters and sample data needed to replicate the case study and it concludes with general considerations for the reporting of results using joinpoint regression in drug utilization research. The case study evaluated the trend of opioid prescribing in the United States from 2006 to 2018, where time points of significant variation (one in 2012 and another in 2016) are detected and interpreted. Joinpoint regression is a helpful methodology for drug utilization for the purposes of conducting descriptive analyses. This tool also assists with corroborating assumptions and identifying parameters for fitting other models such as interrupted time series. The technique and accompanying software are user-friendly; however, researchers interested in using joinpoint regression should exercise caution and follow best practices for correct measurement of drug utilization.