Enhanced 2D Hand Pose Estimation for Gloved Medical Applications: A Preliminary Model.

(1) Background: As digital health technology evolves, the role of accurate medical-gloved hand tracking is becoming more important for the assessment and training of practitioners to reduce procedural errors in clinical settings. (2) Method: This study utilized computer vision for hand pose estimation to model skeletal hand movements during in situ aseptic drug compounding procedures. High-definition video cameras recorded hand movements while practitioners wore medical gloves of different colors. Hand poses were manually annotated, and machine learning models were developed and trained using the DeepLabCut interface via an 80/20 training/testing split. (3) Results: The developed model achieved an average root mean square error (RMSE) of 5.89 pixels across the training data set and 10.06 pixels across the test set. When excluding keypoints with a confidence value below 60%, the test set RMSE improved to 7.48 pixels, reflecting high accuracy in hand pose tracking. (4) Conclusions: The developed hand pose estimation model effectively tracks hand movements across both controlled and in situ drug compounding contexts, offering a first-of-its-kind medical glove hand tracking method. This model holds potential for enhancing clinical training and ensuring procedural safety, particularly in tasks requiring high precision such as drug compounding.

Stability of intravenous medicines - evidence of maximum temperature reached in both summer and winter within soft shell elastomeric pumps.

OBJECTIVE: Elastomeric devices or pumps are a valuable tool to deliver outpatient parenteral therapy and have been used for administration of chemotherapy, antibiotics and pain medication. A key determinant of effective treatment is to consider the stability of medicines within these devices. It is widely known that an increase in temperature positively correlates to an increase in drug degradation. The objective of our work was to measure the temperature within soft shell elastomeric devices, under simulated outpatient treatment conditions in summer and winter months, and to determine the maximum temperature reached within these periods of use. METHODS: Thermocouples were inserted within soft shell Easypump II (B Braun Medical, Sheffield, UK) elastomeric pumps and the temperature was monitored under simulated outpatient conditions during cold and warm weather with different fill volumes. Temperature monitoring was also conducted with varying levels of insulation around the devices. RESULTS: Our results show that internal temperatures remained below 32°C±1°C in winter and summer months, including during times defined as a heatwave. Fill volume and ambient temperature were shown to be significant factors affecting the internal temperatures reached. CONCLUSION: A soft shell Easypump II elastomeric pump, if used within its carry pouch, will maintain the internal solution below a temperature of 32°C±1°C if patients correctly adhere to handling guidance. Our results show that further improvements to the insulation material used in carry pouches can significantly restrict the rate of temperature rise within the pumps and will give more assurance in relation to preventing degradation especially considering the increases in extreme weather conditions observed in recent years due to global warming.

Long-Term Stability of Glycopyrrolate Oral Solution Galenic Compound at Different Storage Conditions.

Glycopyrrolate is a competitive muscarinic receptor antagonist used in the treatment of sialorrhea, especially in pediatrics. Degradation research was conducted to better understand the stability of the active pharmaceutical ingredient (API). Using an HPLC-UV method, we evaluated the chemical stability of the oral solution of the galenic compound glycopyrrolate 0.5 mg/mL under different storage conditions. Method validation was performed according to the International Council for Harmonization (ICH) Q2(R2) guidelines. The results of the stability study of the galenic compound in different storage conditions, with the exception of those stored in glass containers at 45 °C for more than 3 months, were stable (100 ± 10% of the nominal concentration). The aim of this work was to study the stability of the galenic compound glycopyrrolate in two different types of containers and at three different storage temperatures. Glycopyrrolate showed degradation beyond the limits only in glass at 45 °C and after 2 months of storage. The results indicate that oral liquid dosage forms of glycopyrrolate are stable for at least 210 days when stored at room temperature or at 4 °C, in glass or PET, for at least 7 months, maintaining product quality according to the standards established by the European Pharmacopoeia, ensuring long-term coverage for pediatric patient therapies.

Augmented Reality Eyewear for Assisting in the Preparation and Control of Cancer Therapies: Assessing the Learning Curve and Level of Adoption.

Since March 2022, the centralized cytotoxic preparation unit at the Lille University Hospital (Lille, France) is equipped with augmented reality eyewear for preparation and quality control. The technology enables a user-friendly guided step by step preparation process. It also assists the user by identifying vials through data matrix scan and recording photos at different stages of preparation in order to replace the in-process double visual inspection which will now be carried out a posteriori during the release control. In this paper, we evaluate user feedback and model the learning curve for this new tool. The team's feedback was evaluated using the System Usability Scale (SUS) and Short User Experience Questionnaire (S-UEQ). Both questionnaires showed very good acceptance of the tool by our teams, with scores of 79.7 for the SUS and 2.014 for the UEQ. Finally, a learning curve was drawn up according to Wright, showing a learning curve of 91%. This study shows that the tool has been very well integrated into our preparation unit.

An isocratic HPLC-UV analytical procedure for assessment of glutathione and its related substances.

Reduced glutathione (GSH) is an endogenous tripeptide antioxidant which plays a crucial role in a variety of physiological and pathological activities. Although GSH is not present in any FDA-approved drug product, GSH dietary supplement products and compounded GSH drugs are available to patients in the US. Several incidents of toxicity have occurred in recent years due to endotoxin or otherwise contaminated GSH in compounded drugs. Efficient and sensitive analytical methods are needed for assessing and ensuring the quality of GSH substance and associated drug or dietary supplement products. Impurities A (L-cysteinylglycine), B (cysteine), C (oxidized L-glutathione) and D (γ-L-glutamyl-L-cysteine) are the main related impurities for GSH drug substance which have been detected and quantified by capillary electrophoresis and qNMR analytical procedures. However, there are no reported HPLC methods for detecting or quantifying the three main related impurities A, B and D even though numerous HPLC analytical methods have been reported for analyzing GSH and impurity C. In this report, an isocratic HPLC-UV analytical procedure was developed and validated for separating and identifying GSH and related impurities A-D as well as a newly identified degradant, L-pyroglutamic acid (pGlu), within 10 minutes with resolution (RS) more than 3. The LOD and LOQ were determined to be 0.02 % w/w and 0.05 % w/w, respectively, for impurities A-D and pGlu. Importantly, the optimized HPLC analytical procedure for GSH assay does not have interference from impurities A, B and D, providing highly specific results compared to the commonly used iodine titration method. The newly validated analytical procedure was applied to assess different commercial GSH bulk substance samples. The results suggest that the analytical procedure described in this work is suitable for quality assessment of GSH samples.

Risk assessment of clinical trial protocols: a tool for hospital pharmacists to reduce human error in experimental drug management.

BACKGROUND AND OBJECTIVES: Hospital pharmacists collaborate in clinical trials by managing the reception, conservation, distribution, return and destruction of the investigational medical products (IMP). However, errors can happen during the simultaneous management of multiple trials because each clinical trial stipulates its own method for managing the drug under study. In order to promote optimal management by hospital pharmacists, we developed a method for calculating a risk of error index for each experimental protocol, and wrote standard procedures for managing trials assigned low, moderate and high risk levels, to provide hospital pharmacists with a systematic tool for reducing human error in the management of IMPs for multiple clinical trials. METHODS: Calculation of this risk of error index (ρ) entails four factors: the pharmacological risk of error (φ) inherent in the pharmacological characteristics and route of administration of the IMP (carcinogenic, mutagenic, cytotoxic nature of the drug, parental or non-parenteral administration), the technological risk of error (α) involved should drug compounding be required, the risk of error related to the number of patients enrolled (np) and the risk of error intrinsic to the protocol (π) when it involves placebos, randomisation or other factors. We developed the formula [Formula: see text] to define trials as low (ρ<50), moderate (51<ρ<150) and high risk (ρ>151) for hospital pharmacist error. RESULTS: Calculations of this formula for 60 active trials indicated that seven (11.7%) of the protocols were low risk of hospital pharmacist error, 43 (71.7%) were moderate risk and 10 (16.6%) were high risk. For each of these categories (low, moderate and high risk) we have outlined standard procedures in order to minimise the occurrence of any errors. CONCLUSIONS: Following validation of our formula and standard procedures by the ISMETT Research Institute, we are promoting the use of the tool in other clinical centres as we believe it can help hospital pharmacists minimise the risk of error in managing experimental drugs for clinical trials.

[Translated article] Implementation of a traceability and safe drug preparation system in a clean room.

OBJECTIVE: To describe the process of implementing a traceability and safe manufacturing system in the clean room of a pharmacy service to increase patient safety, in accordance with current legislation. METHODS: The process was carried out between September 2021 and July 2022. The software program integrated all the recommended stages of the manufacturing process outlined in the "Good Practices Guide for Medication Preparation in Pharmacy Services" (GBPP). The following sections were parameterised in the software program: personnel, facilities, equipment, starting materials, packaging materials, standardised work procedures, and quality controls. RESULTS: A total of 50 users, 4 elaboration areas and 113 equipments were included. 435 components were parameterized (195 raw materials and 240 pharmaceutical specialties), 54 packaging materials, 376 standardised work procedures (123 of them corresponding to sterile medicines and 253 to non-sterile medicines, of which 52 non-sterile were dangerous), in addition, 17 were high risk, 327 medium risk, and 32 low risk, and 13 quality controls. CONCLUSIONS: The computerization of the production process has allowed the implementation of a traceability and secure manufacturing system in a controlled environment in accordance with current legislation.

Formulation and Stability of a 1% Clarithromycin-Based Topical Skin Cream: A New Option to Treat Buruli Ulcers?

There are more than 170 known species of non-tuberculous mycobacteria, and some are responsible for serious diseases in people infected with them. One of these is Buruli ulcers, a neglected tropical disease endemic in more than 33 countries and caused by Mycobacterium ulcerans, which infects skin tissue. Treatment consists of a long-term regimen combining the use of oral rifampin with another anti-tuberculosis drug (e.g., clarithromycin). Patients in these countries face difficulties in accessing and adhering to this therapy. This study investigates the feasibility of formulating stable, optimized clarithromycin as a topical cutaneous cream. The cream was formulated, and its stability was evaluated under different storage temperature conditions and using a stability indicator method. The results showed that the clarithromycin cream was stable for at least 60 days, even at extreme temperatures (40 °C). In conclusion, the data presented here demonstrate the stability of a new form of topical cutaneous clarithromycin, which may offer a new approach to the treatment of Buruli ulcers and clarithromycin-sensitive infections.

Physical compatibility of ceftriaxone and cefepime in 0.45% sodium chloride, Ringer's lactate solution, and Plasma-Lyte A.

OBJECTIVES: The compatibility of intravenous fluids with medications is of paramount concern to pharmacists and is an imperative component of ensuring patient safety. Data regarding the physical compatibility of medications with intravenous fluids has not been examined, or published with conflicting results or the concentrations studied were not consistent with current practice. Our objective was to determine the physical compatibility of ceftriaxone and cefepime in 0.45% sodium chloride, Ringer's lactate solution, and Plasma-Lyte A. METHODS: An in vitro analysis of the physical compatibility of ceftriaxone and cefepime at 10 mg/mL, 20 mg/mL, and 40 mg/mL concentrations was conducted in 0.45% sodium chloride, Ringer's lactate solution, and Plasma-Lyte A. Admixtures were evaluated in triplicate at hours 0, 1, 5, 8, and 24. Physical compatibility was assessed by visual inspection, spectrophotometry, and pH analysis. RESULTS: Ceftriaxone 40 mg/mL was found to be physically incompatible in 0.45% sodium chloride and Ringer's lactate solution beyond 5 hours and in Plasma-Lyte A beyond 8 hours. Cefepime was found to be physically incompatible with all fluids and in all concentrations beyond 1 hour. CONCLUSIONS: This work contributes to the body of literature dedicated to the evaluation of intravenous drug and fluid physical compatibility by identifying demonstrable changes in admixtures containing 0.45% sodium chloride, Plasma-Lyte A, and Ringer's lactate solution. Ceftriaxone should not be administered with 0.45% sodium chloride, Ringer's lactated solution, or Plasma-Lyte A at selected concentrations and time points and cefepime is not considered to be physically compatible at 10 mg/mL, 20 mg/mL, or 40 mg/mL in any of the studied fluids beyond 1 hour.

Losartan potassium liquid formulation for paediatric hospital use: development and stability evaluation.

OBJECTIVES: This study aimed to develop a liquid oral formulation containing losartan potassium, an angiotensin II receptor antagonist drug used for its antihypertensive activity, and to perform a preliminary stability assessment under different temperatures and packages to ensure paediatric therapeutic adherence and facilitate the hospital routine. METHODS: A syrup containing losartan potassium (1.0 and 2.5 mg/mL) (excipients: potassium sorbate, sucrose (85%), water, citric acid and raspberry flavouring) was prepared. The packaging was carried out in amber polyethylene terephthalate (PET) and amber glass bottles (in triplicate) under the following conditions: (a) room temperature (15-30°C); (b) refrigeration (2-8°C); and (c) oven temperature (40°C) for 28 days. An analytical method by high performance liquid chromatography using a reverse-phase column was also developed and validated for quantitative determination of the drug in the formulations. RESULTS: The analytical method showed satisfactory linearity, detection and quantification limits, precision, accuracy and robustness. Samples at room temperature maintained content values between 90% and 110% for 7 days, while those stored under refrigeration maintained a homogeneous appearance and content between 90% and 110% for a period of 21 days. Values of pH stayed in a narrow range. Viscosity results were between 40.1 and 49.2 centipoise (cp) for glass bottles and 42.4 and 54.7 cp for PET bottles. CONCLUSIONS: A simple and economical losartan potassium liquid formulation was produced and was shown to be stable under refrigeration for 21 days in both PET and glass packages.

Contribution of hospital pharmacists to sustainable healthcare: a systematic review.

BACKGROUND: With a global annual carbon footprint of the healthcare sector of 2 gigatons of CO2e, healthcare systems must contribute to the fight against climate change. Hospital pharmacists could be key players in ecological transition due to their role in managing healthcare products. The aim of this study was to summarise the evidence on interventions implemented in healthcare facilities involving pharmacists to improve the environmental footprint of healthcare. METHODS: This systematic review was conducted following PRISMA 2020 guidelines. The Medline, Web of Science and ScienceDirect databases were searched for studies published between 2013 and 2023. To be eligible for inclusion, studies had to include hospital pharmacists and present contributions aimed at reducing the environmental footprint of healthcare in healthcare facilities. Outcomes were the description of the contribution, the methods used and the stages of healthcare product lifecycle analysed. A Mixed Methods Appraisal Tool was used to assess the risk of bias for each study. RESULTS: Seventeen studies were included. Pharmacists played a leading role in 15 (88%) and had a supporting role in the others. The healthcare products targeted were medicines (59%), medical devices (12%) or both (29%). The stages of the healthcare product cycle addressed by the contributions were elimination (71%), dispensing (35%), procurement and supply (35%), production (29%), and prescription (24%). Only two studies used life cycle assessment and only one assessed all three pillars of sustainability. Two studies had good methodological quality while the rest had at least one element of uncertainty. CONCLUSION: This review confirms the central role of the pharmacist and the importance of a multidisciplinary approach in implementing eco-responsible actions. It could be useful to hospitals and other teams wanting to improve sustainable actions and it emphasises the importance of collaborating with pharmacists when planning sustainable initiatives. Future eco-responsible initiatives must use robust reproducible methods. TRIAL REGISTRATION: PROSPERO #CRD42023406835.

Comparing visual inspection methods for parenteral products in hospital pharmacy: between reliability, cost, and operator formation considerations.

INTRODUCTION: The COVID-19 pandemic has led to unforeseen and novel manifestations, as illustrated by the management of drug shortages through the development of hospital production of sterile pharmaceutical preparations (P2S). Visual inspection of P2S is a release control whose methods are described in monographs of the European Pharmacopoeia (2.9.20) and the United States Pharmacopeia (1790). However, these non-automated visual methods require training and proficiency testing of personnel. The main objective of this work was to compare the reliability and speed of analysis of two visual methods and an automated method for detecting visible particles by image analysis in P2S. Furthermore, these methods were used to evaluate sources of particulate contamination during pre-production processes (washing, disinfection, depyrogenation) and production (filling, capping). MATERIALS AND METHODS: Three pharmacy technicians examined 41 clear glass vials of type I, 10 and/or 50 mL through manual visual inspection (MVI), semi-automated (SAVI), and automated (AVI) inspection. The vials were distributed as follows: (i) 16 vials of water for injection containing either glass particles (224 µm or 600 µm), stopper fragments, or textile fibres; (ii) five sterile injectable specialties; (iii) 20 vials of water for injection prepared under different pre-production conditions. RESULTS AND DISCUSSION: MVI and SAVI detected 100% of visible particles compared with 28% for AVI, which showed a deficiency in detecting textile fibres. All three methods correctly analysed P2S that did not contain visible particles. The three methods detected particles in vials maintained under International Organization for Standardization (ISO) 9 pre-production conditions. However, detections by (i) MVI and SAVI, and by (ii) AVI of particles contained in vials maintained under ISO 8 pre-production conditions were deemed satisfactory and unsatisfactory, respectively. CONCLUSION: The importance of visual inspection of P2S requires rapid, sensitive, and reliable detection methods. In this context, MVI and SAVI have proven to be more effective than AVI for a more competitive financial, training, and implementation investment.

Stability of clozapine tablets repackaged in dose administration aids using repackaging machines.

BACKGROUND: The use of dose administration aids in automated ward dispensing devices requires the repackaging of medications, which may impact their stability compared with the original manufacturer's packaging. OBJECTIVES: This study aimed to assess the physical and chemical stability of clozapine tablets for up to 84 days after repackaging. METHODS: A total of 900 tablets of clozapine 100 mg (Viatris) were repackaged and stored under five different conditions to conduct physical and chemical stability tests on days 0, 28, 56 and 84. The results were compared with control tablets in their original packaging. Visual inspections of tablet appearance were performed. Physical tests included assessments of mass uniformity, friability and resistance to crushing, following the standards of the European Pharmacopoeia 11th edition. The chemical stability was determined using ultra-high performance liquid chromatography with tandem-mass spectrometry detection (UHPLC-MS/MS) to measure clozapine concentration, N-desmethyl-clozapine, and monitor clozapine degradation to detect formation of any degradation products other than N-desmethyl-clozapine. RESULTS: Visual examination showed changes in the appearance of tablets only in those stored under UV light. Mass uniformity met standards for all tablets over 84 days. None passed the friability test due to tablet cracking after tumbling. A gradual deterioration in tablet hardness was observed with the resistance to crushing test. In terms of chemical stability, N-desmethyl-clozapine was undetected in any of the tablets stored under all conditions, and the mean concentration of clozapine remained within the target range over 84 days. CONCLUSION: N-desmethyl-clozapine was not detected and clozapine concentrations remained stable under all storage conditions. The tablets were compliant with the mass uniformity test in each condition. However, the tablets were cracked in the friability test and gradual deterioration in tablet hardness was observed. In the light of these results, the Vinatier Hospital pharmacy has chosen to establish a shelf life for clozapine tablets of 84 days.

Implementation of a traceability system and safe manufacturing medications in a clean room. / Implantación de un sistema de trazabilidad y elaboración segura de medicamentos en la sala blanca.

OBJECTIVE: To describe the process of implementing a traceability and safe drug manufacturing system in the clean room of a Pharmacy Service to increase patient safety, in accordance with current legislation. METHODS: The process was carried out between September 2021 and July 2022. The software program integrated all the recommended stages of the manufacturing process outlined in the "Good Practices Guide for Medication Preparation in Pharmacy Services" (GBPP). The following sections were parameterized in the software program: personnel, facilities, equipment, starting materials, packaging materials, standardized work procedures, and quality controls. RESULTS: A total of 50 users, 4 elaboration areas and 113 equipments were included. 435 components were parameterized (195 raw materials and 240 pharmaceutical specialties), 54 packaging materials, 376 standardized work procedures (123 of them corresponding to sterile medicines and 253 to non-sterile medicines, of which 52 non-sterile were dangerous), in addition 17 were high risk, 327 medium risk, 32 low risk, and 13 quality controls. CONCLUSIONS: The computerization of the production process has allowed the implementation of a traceability and secure drug manufacturing system in a controlled environment in accordance with current legislation.

Investigation of the hospital pharmacy profession in Europe.

OBJECTIVE: From 1995, the European Association of Hospital Pharmacists (EAHP) has regularly investigated the progress of the hospital pharmacy profession in Europe, and identified key barriers and drivers of this. The most recent 'Investigation of the Hospital Pharmacy Profession in Europe' was conducted from November 2022 to March 2023. METHODS: The online questionnaire was sent to all hospital pharmacies in EAHP member countries. The investigation was drafted using the same questions as the 2015 baseline survey. Where possible and relevant, responses were compared with the data from previous surveys that monitored the implementation of the EAHP statements. Keele University, Centre for Medicines Optimisation, School of Pharmacy and Bioengineering, UK analysed the data. RESULTS: The overall number of responses was 653, with a better response rate of 19% compared with 14% in 2018 statements survey. The findings indicated that participating hospital pharmacies have similar characteristics to previous surveys. Section 1 (Introductory statements and governance), section 2 (Selection, procurement and distribution), section 3 (Production and compounding), section 5 (Patient safety and quality assurance) questions were generally answered positively, with results ranging from 52% to 90%. However, results for section 4 (Clinical pharmacy services) returned lower levels of positivity, with responses from 8 of the 15 questions being less than 60%. When asked what is preventing hospital pharmacists from achieving implementation of these activities, most answers were limited capacity, not considered to be a priority by managers, or other healthcare professionals do this. The last section focused on self-assessment and action planning, with fewer than 50% of positive responses; COVID-19 preparedness and vaccines with mixed positive and negative responses. Furthermore, implementation of the falsified medicines directive impacted the medication handling processes in 50% or more of the answers. Regarding sustainability, the majority (59%) of respondents felt a greater focus should be on sustainability from an organisational or management perspective. CONCLUSION: Results offer valuable insights into the hospital pharmacy profession throughout Europe. While there have been improvements in certain areas, challenges remain, particularly in implementing clinical pharmacy services. The findings provide a foundation for further dialogue, advocacy, and strategic planning to advance the role of hospital pharmacists and enhance patient care in Europe's healthcare systems.

Detection and reduction of errors in parenteral nutrition compounding through gravimetric and product control. / [Artículo traducido] Detección y reducción de errores en la elaboración de la nutrición parenteral mediante control gravimétrico y de producto.

OBJECTIVE: To analyze the errors in the preparation of parenteral nutrition in a Pharmacy Service, detected through an already consolidated gravimetric and product quality control, and compare them with those detected during the initial years of implementing this quality control. METHODS: All errors detected through quality control in the compounding of pediatric and adult parenteral nutrition between 2019 and 2021 were prospectively analyzed. This quality control consisted of 3 sequential processes: a visual check, a gravimetric control, and a product control. Errors were classified as gravimetric, when the nutrition had a deviation of more than 5% from the theoretical weight, or as product errors when a qualitative or quantitative error was detected upon reviewing the remainder of the components used. These errors were analyzed in terms of type and the component involved. A comparison was made with the errors detected during the implementation phase of this quality control from 2016 to 2018. RESULTS: A total of 41,809 parenteral nutritions were reviewed, and 345 errors were detected (0.83% of the preparations); of these, 59 errors were found in pediatric nutritions (0.68% of them), and 286 in adult nutritions (0.86% of them). Among these errors, 193 were of gravimetric nature, while 152 were detected through product control. The main components involved in product errors were electrolytes, primarily due to the addition of excessive volumes and the use of incorrect components. A significant absolute reduction of 0.71% (p < 0.05) in the total number of errors was observed when compared to the implementation phase. This reduction was consistent in both gravimetric errors (-0.59%) and product-related errors (-0.12%) (p < 0.05). CONCLUSIONS: Comprehensive quality control of parenteral nutrition preparation is an easily implementable tool that effectively detected and prevented significant errors. Furthermore, its widespread adoption contributed to a reduction in the overall error count.