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Gupta A, Barik AK, Mohanty CR, Radhakrishnan RV, Maddala SK. Use of psychoactive medications in topical cream: Need for regulation and vigilance! Am J Emerg Med 2025; 89:302-303. [PMID: 39848857 DOI: 10.1016/j.ajem.2025.01.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Accepted: 01/12/2025] [Indexed: 01/25/2025] Open
Affiliation(s)
- Anju Gupta
- Department of Anesthesiology, Pain Medicine, and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Amiya Kumar Barik
- Department of Anaesthesia and Intensive Care, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Chitta Ranjan Mohanty
- Department of Trauma and Emergency, All India Institute of Medical Sciences, Bhubaneswar, India.
| | | | - Surya Kumar Maddala
- Department of Anesthesiology and Critical Care, All India Institute of Medical Sciences, Bhubaneswar, India
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Tobias S, Angelucci J, Wood E, Buxton JA, Ti L. Novel adulterants in unregulated opioids and their associations with adverse events. CANADIAN JOURNAL OF PUBLIC HEALTH = REVUE CANADIENNE DE SANTE PUBLIQUE 2025:10.17269/s41997-024-00990-7. [PMID: 39994148 DOI: 10.17269/s41997-024-00990-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 12/18/2024] [Indexed: 02/26/2025]
Abstract
OBJECTIVE In recent years, Canada's unregulated drug supply has become permeated by novel adulterants (e.g., fentanyl analogues, benzodiazepines, xylazine). While fentanyl has been shown to be associated with overdose mortality and other non-fatal health outcomes, adverse events (AE) associated with these adulterants remain poorly described. This study seeks to identify whether common adulterants identified through drug checking services are associated with increased prevalence of specific adverse events reportedly experienced by people who use drugs. METHODS Drug checking samples were analyzed using Fourier-transform infrared spectroscopy and immunoassay strips at harm reduction sites in British Columbia. Self-reported AE (e.g., non-fatal overdose, prolonged sedation, seizures) were recorded from individuals who checked opioids post-consumption. Adjusted prevalence ratios (aPR) and 95% confidence intervals (95% CI) of AE among common adulterants were calculated using generalized linear models with a Poisson distribution, controlled for presence of other adulterants, expected drug, geographic location, and month. RESULTS Between February 2022 and May 2024, 80,415 samples were analyzed at community sites. Among eligible samples, 36.1% were expected opioids, 42.2% of which were checked post-consumption. AE were noted among 10.7% of post-consumption opioid drug checks. After adjustment, the presence of benzodiazepines in opioid samples was associated with increased prevalence of any AE (aPR 1.97; 95% CI 1.70-2.27), as was the presence of xylazine (aPR 1.50; 95% CI 1.09-2.07). Considering specific AE, benzodiazepines were associated with increased prevalence of overdose (aPR 2.05; 95% CI 1.68-2.51) and prolonged sedation (aPR 3.35; 95% CI 2.54-4.43). CONCLUSION Non-fatal AE associated with unregulated opioids have been largely undescribed. Our findings report specific AE associated with different adulterants in the unregulated opioid supply. With this information, tailored public health interventions and services focused on these adulterants can be developed.
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Affiliation(s)
- Samuel Tobias
- British Columbia Centre on Substance Use, Vancouver, BC, Canada
- School of Population and Public Health, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | | | - Evan Wood
- British Columbia Centre on Substance Use, Vancouver, BC, Canada
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Jane A Buxton
- School of Population and Public Health, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Lianping Ti
- British Columbia Centre on Substance Use, Vancouver, BC, Canada.
- Department of Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.
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Badia BDML, Serrano PDL, Barile JP, Seneor DD, Mendes PM, Cavalheiro RBR, Peixoto KO, Farias IB, Machado RIL, Pinto WBVDR, Oliveira ASB, Sgobbi P. Practical Recommendations in the Treatment of Acute and Chronic Life-Threatening Infectious Diseases in Patients with Acute Hepatic Porphyria. Metabolites 2025; 15:99. [PMID: 39997724 PMCID: PMC11857646 DOI: 10.3390/metabo15020099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Revised: 01/08/2025] [Accepted: 01/24/2025] [Indexed: 02/26/2025] Open
Abstract
BACKGROUND Acute hepatic porphyrias (AHPs) represent inherited metabolic disorders of the heme biosynthesis pathway, leading to neurological and systemic impairment. Despite the presence of well-recognized chronic symptoms and signs, acute neurological, both neuromuscular and central neurological complications pose a significant challenge in clinical practice, with a potential risk of greater severity and mortality during acute decompensation episodes of AHPs. Care related to the prescription of medications, considering the risk of porphyrinogenicity, is a major and recurring concern in the acute and chronic management of AHP patients. Infectious clinical complications are significant issues in both outpatient and hospital settings for patients with AHPs. It is crucial to identify therapeutic regimens with the best safety and efficacy profiles for treating such infectious complications in AHP patients. The scarcity of structured knowledge available in guidelines and recommendations often leads to the use of therapeutic options with higher potential risks in treating patients with AHPs. OBJECTIVES This review article aims to provide practical recommendations for managing the most significant infectious complications in clinical practice, with a focus on their impact on the clinical care of patients with AHPs.
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Rapoport IL, Groenman AP. A Review of Sex and Gender Factors in Stimulant Treatment for ADHD: Knowledge Gaps and Future Directions. J Atten Disord 2025:10870547251315601. [PMID: 39878255 DOI: 10.1177/10870547251315601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2025]
Abstract
OBJECTIVE Stimulant medications are the primary pharmacological intervention for ADHD, yet our understanding of how sex and gender impact stimulant treatment outcomes remains limited. Clinical guidelines do not differ for female and male individuals despite possible sex and gender-related differences in effectiveness, adverse events, and pharmacokinetics. This theoretical framework identifies five key knowledge gaps relating to sex and gender effects in stimulant treatment. METHOD We investigate the stimulant treatment trajectories of girls and women with ADHD from diagnosis and prescription to daily use and outcomes. We examine the impact of reproductive life transitions and hormonal fluctuations and their interactions with gender socialization and gendered expectations on treatment effectiveness, stigma, and adherence. RESULTS By synthesizing existing literature, proposing testable predictions, and suggesting future research directions, we highlight the urgent need for studies that systematically investigate these factors. CONCLUSION Addressing these gaps could significantly improve treatment outcomes for girls and women with ADHD, particularly during biological and gender role transitions.
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Affiliation(s)
| | - Annabeth P Groenman
- University of Amsterdam, The Netherlands
- University of Groningen, The Netherlands
- Accare Child Study Center, Groningen, The Netherlands
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5
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Santos Freitas JDA, da Silva Neto MM, Freitas de Lima CK, Amaral Boa Sorte NC, Bendicho MT, de Freitas Santos Júnior A. Safety profiles in the use of immune checkpoint inhibitors by patients with cancer and pre-existing autoimmune diseases. Med Clin (Barc) 2025; 164:53-60. [PMID: 39414554 DOI: 10.1016/j.medcli.2024.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 08/26/2024] [Accepted: 08/27/2024] [Indexed: 10/18/2024]
Abstract
INTRODUCTION The treatment of cancer when associated with autoimmune diseases (AID) has been the subject of immunotherapy investigation, especially with the use of immune checkpoint inhibitors (ICI). Clinical studies have restricted the evaluation of its use in special populations such as patients with AID, leaving a gap regarding the safety of using immunotherapy. OBJECTIVE Discuss the safety of using ICI in patients with cancer and AID, in specialized oncology units, in the cities of Bahia, Brazil. METHODS Retrospective and quantitative cross-sectional study on immune-related adverse events (IRAE) to the use of ICI in patients with cancer and AID. RESULTS Patients (39 with cancer, and 14 with AID and cancer) were studied. Men (between 30 and 95 years old), melanoma and lung cancer and Hashimoto's thyroiditis were predominance. Pembrolizumab and Nivolumab (anti-PDL-1) were drugs most used. In general, patients using anti-PDL-1 with AID had IRAE with greater frequency and severity: Grade 1 (57%) and 3/4 grades (43%) reactions. The gastrointestinal system presented a greater IRAE in both groups, however in patients with AID more severe reactions were found (0% versus 60%). Patients with cancer and AID had higher rates of IRAE compared to patients without AID, respectively, of discontinuation (50% versus 18%) and interruption (85% versus 20%) of treatment. CONCLUSION IRAE increased in patients using ICI with cancer and AID. This suggests that the presence of IAD, in cancer patients, can increase the severity of IRAE. Therefore, the adoption of more appropriate therapeutic strategies is essential for better therapeutic results.
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Affiliation(s)
| | | | - Cleverton Kleiton Freitas de Lima
- Pharmaceutical Biotechnology Department, Faculty of Pharmacy, Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro, Rio de Janeiro, Brazil
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Frydenlund J, Cosgrave N, Moriarty F, Wallace E, Kirke C, Williams DJ, Bennett K, Cahir C. Adverse drug reactions and events in an Ageing PopulaTion risk Prediction (ADAPTiP) tool: the development and validation of a model for predicting adverse drug reactions and events in older patients. Eur Geriatr Med 2025:10.1007/s41999-024-01152-1. [PMID: 39821882 DOI: 10.1007/s41999-024-01152-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 12/24/2024] [Indexed: 01/19/2025]
Abstract
PURPOSE Older people are at an increased risk of developing adverse drug reactions (ADR) and adverse drug events (ADE). This study aimed to develop and validate a risk prediction model (ADAPTiP) for ADR/ADE in older populations. METHODS We used the adverse drug reactions in an Ageing PopulaTion (ADAPT) cohort (N = 798; 361 ADR-related admissions; 437 non-ADR-related admissions), a cross-sectional study designed to examine the prevalence and risk factors for ADR-related hospital admissions in patients aged ≥ 65 years. Twenty predictors (categorised as sociodemographic-related, functional ability-related, disease-related, and medication-related) were considered in the development of the model. The model was developed using multivariable logistic regression and was internally validated by fivefold cross-validation. The model was externally validated in a separate prospective cohort from the Centre for Primary Care Research (CPCR) study of ADES. The cross-validated and externally validated model performance was evaluated by discrimination and calibration. RESULTS The final prediction model, ADAPTiP, included nine predictors: age, chronic lung disease, the primary presenting complaints of respiratory, bleeding and gastrointestinal disorders and syncope on hospital admission and antithrombotics, diuretics, and renin-angiotensin-aldosterone system drug classes. ADAPTiP demonstrated good performance with cross-validated area under the curve of 0.75 [95% CI 0.72;79] and 0.83 [95% CI 0.80;0.87] in the external validation. CONCLUSION Using accessible information from medical records, ADAPTiP can help clinicians to identify those older people at risk of an ADR/ADE who should be monitored and/or have their medications reviewed to avoid potentially harmful prescribing.
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Affiliation(s)
- Juliane Frydenlund
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Science, Lower Mercer Street, Dublin 2, Ireland.
| | - Nicole Cosgrave
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Science, Lower Mercer Street, Dublin 2, Ireland
- Department of Geriatric and Stroke Medicine, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Frank Moriarty
- School of Pharmacy and Biomolecular Sciences, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Emma Wallace
- Department of General Practice, School of Medicine, University College Cork, Cork, Ireland
| | - Ciara Kirke
- National Quality and Patient Safety Directorate at Health Service Executive, Dublin, Ireland
| | - David J Williams
- Department of Geriatric and Stroke Medicine, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Kathleen Bennett
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Science, Lower Mercer Street, Dublin 2, Ireland
| | - Caitriona Cahir
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Science, Lower Mercer Street, Dublin 2, Ireland
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Afolabi M, Rodriguez-Silva J, Chopra I, Macias-Perez I, Makii J, Durr E, Human T. Real-world evaluation of select adverse drug reactions and healthcare utilization associated with parenteral Ibuprofen and ketorolac in adult and pediatric patients. FRONTIERS IN PAIN RESEARCH 2025; 5:1484948. [PMID: 39839198 PMCID: PMC11746909 DOI: 10.3389/fpain.2024.1484948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 10/31/2024] [Indexed: 01/23/2025] Open
Abstract
Introduction Intravenous non-steroidal anti-inflammatory drugs (NSAIDs) are commonly used in healthcare settings, but their comparative safety and resource utilization impacts remain understudied. This study aimed to compare adverse drug reactions (ADRs) and healthcare resource utilization (HCRU) between patients receiving IV-ibuprofen versus IV/IM ketorolac. Methods A retrospective, longitudinal analysis was conducted using an all-payer database, examining records from January 1, 2014, to June 3, 2023. The study included both adult (≥18 years) and pediatric (<18 years) populations who received one or more doses of either medication. Propensity score matching was applied to both populations, and HCRU was tracked for 29 days post-final dose. The adult cohort included 31,046 IV-ibuprofen and 124,184 ketorolac records, while the pediatric cohort had 5,579 patients per treatment arm. Results Both adult and pediatric patients receiving IV-ibuprofen demonstrated lower ADR incidence and reduced HCRU compared to those receiving ketorolac. Discussion The findings suggest IV-ibuprofen may be a safer alternative to ketorolac, potentially improving patient care outcomes while reducing healthcare system burden. These results have implications for clinical practice and healthcare resource management.
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Affiliation(s)
| | | | | | | | - Jason Makii
- Cumberland Pharmaceuticals, Nashville, TN, United States
| | - Emily Durr
- Cumberland Pharmaceuticals, Nashville, TN, United States
| | - Theresa Human
- Cumberland Pharmaceuticals, Nashville, TN, United States
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Mulkalwar S, Khan U, Chitale S, Tilak A, Rane B, Patel A. Reimagining the ADR Alert Card: a novel approach to recurrence prevention in low-cost settings for adverse drug reactions. Eur J Hosp Pharm 2024:ejhpharm-2024-004131. [PMID: 39227143 DOI: 10.1136/ejhpharm-2024-004131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 08/26/2024] [Indexed: 09/05/2024] Open
Abstract
OBJECTIVES Adverse drug reactions (ADRs) are among the leading standalone causes of morbidity and hospitalisation and contribute substantially to an increase in healthcare expenditure. Repeat ADR events, although difficult to quantify, are a recognised problem that lead to preventable suffering for the patient. The current approaches for the prevention of ADR recurrence in low/middle-income countries range from inefficient to non-existent. There is very little literature that focuses on the preventability of ADRs in such settings. This study aimed to develop the ADR Alert Card, an economical innovation designed as a stop gap in preventing ADR recurrence, and to evaluate its utility by validating the system through input from medical professionals. METHODS The ADR Alert Card was validated and registered with the Copyrights Office of the Government of India. To obtain the opinion of healthcare professionals and gauge the status quo in prevention of ADR recurrence, we conducted an online descriptive cross-sectional study over a period of 6 months. RESULTS The survey received 218 responses. Demographics varied, ranging across different healthcare specialties and years of experience. Our study found that existing practice in ADR recurrence prevention was inadequate, and most healthcare workers were unaware of an alternative approach. Unique solutions were provided by the respondents, with the majority favouring a card format for preventing recurrence. CONCLUSIONS After being introduced to the ADR Alert Card, there was an overwhelming consensus on the utility and practicality of this card in preventing ADR recurrence.
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Affiliation(s)
- Sarita Mulkalwar
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
| | - Uzair Khan
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
| | - Shantanu Chitale
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
| | - Abhijeet Tilak
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
| | - Bhalchandra Rane
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
| | - Abhi Patel
- Dr D Y Patil Medical College, Hospital and Research Centre, Pune, Maharashtra, India
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Dedefo MG, Lim R, Kassie GM, Gebreyohannes EA, Salekdeh NN, Roughead E, Kalisch Ellett L. Consumer views on the use of digital tools for reporting adverse drug reactions: a cross-sectional study. Int J Clin Pharm 2024:10.1007/s11096-024-01847-2. [PMID: 39699849 DOI: 10.1007/s11096-024-01847-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Accepted: 11/29/2024] [Indexed: 12/20/2024]
Abstract
BACKGROUND The application of digital technologies has shown benefits in enhancing pharmacovigilance activities but consumers views on the use of these tools for this purpose are not well described. AIM To explore consumers' views on using digital tools to report adverse drug reactions (ADRs) and identify key features that consumers want in digital tools for ADR reporting. METHOD An online survey was conducted among adults who had taken medicine in the previous six-months in Australia. The development of questions was guided by the Combined Technology Acceptance Model and Theory of Planned Behaviour (C-TAM-TPB) framework. Responses to closed-ended questions were analysed using descriptive statistics and chi-square/Fisher's exact test, while free-text responses were analysed using qualitative content analysis. RESULTS A total of 494 responses were included in the analysis. Eighty-seven percent of respondents preferred using digital tools for reporting ADRs. Consumers indicated a free-text space for describing ADRs (90%) as important or very important features of digital tools for ADR reporting, followed by acknowledgement of their report submission (87%) and receiving summary of previously reported ADRs (87%). Women (p < 0.001), advanced smartphone users (p < 0.001), and previous digital healthcare tool users (p = 0.017) showed higher intention to use digital tools. Consumers emphasized the importance of ease-of-use, accessibility, receiving medicine safety information, feedback, and advice for reporting ADRs via digital tools. CONCLUSION Consumers prefer using digital tools for reporting ADRs and place high value on features such as a free-text space for describing ADRs, acknowledgement of report submissions, and access to summaries of previously submitted reports.
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Affiliation(s)
- Mohammed Gebre Dedefo
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia.
| | - Renly Lim
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
| | - Gizat M Kassie
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
| | - Eyob Alemayehu Gebreyohannes
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
| | - Nava Nikpay Salekdeh
- UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
| | - Elizabeth Roughead
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
| | - Lisa Kalisch Ellett
- Quality Use of Medicines and Pharmacy Research Centre, UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
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Porubcova S, Szmicsekova K, Lajtmanova K, Slezakova V, Jakubik M, Drobna E, Tomka J, Kobliskova Z, Masarykova L, Lehocka L, Tesar T. Pharmacist-led interventions for vascular surgery patients: a prospective study on reducing drug-related problems. BMC Health Serv Res 2024; 24:1564. [PMID: 39695586 DOI: 10.1186/s12913-024-12015-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 11/27/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND Vascular surgery patients are at a high risk of polypharmacy and drug-related problems. Only a limited number of studies have explored the impact of hospital pharmacists being members of a multidisciplinary team in the care of vascular surgery patients. The clinical study (Trial Registration Number NCT04930302, 16th June 2021) aimed to assess the impact of pharmacist-led interventions on the prevalence of drug-related problems among patients hospitalised at the vascular surgery department. METHODS The study, conducted at a specialised hospital in Slovakia during a 1-year period, included adult patients with carotid artery disease or lower extremity artery disease, taking ≥3 medications. Medication reconciliation and medication reviews were performed by hospital pharmacists at both admission and discharge. Pharmacist-proposed interventions were documented and communicated to the physician, patients were educated about their medications upon discharge. RESULTS Among our study participants (n = 105), the average number of drug-related problems at admission was 2.3 ± 2.1, significantly decreasing to 1.6 ± 1.8 at discharge (p < 0.001). The predominant drug classes associated with drug-related problems were those related to the cardiovascular system (41.9%). At admission, the most frequent drug-related problem was untreated indication (40.3%), mostly caused by the failure to prescribe statin in patients with lower extremity artery disease. The highest acceptance rate of pharmacist-led interventions was at hospital admission (66.1%). More than 50% of patients were classified as those with good understanding of their pharmacotherapy. CONCLUSIONS This study demonstrates that pharmacist-led interventions significantly reduce drug-related problems in vascular surgery patients during hospitalisation, contributing to patient safety and clinical outcomes. TRIAL REGISTRATION ClinicalTrials.gov Trial Registration Number: NCT04930302, 16th June 2021.
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Affiliation(s)
- Slavka Porubcova
- Hospital Pharmacy, The National Institute of Cardiovascular Diseases, Bratislava, Slovakia
- Department of Organisation and Management of Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Kristina Szmicsekova
- Hospital Pharmacy, The National Institute of Cardiovascular Diseases, Bratislava, Slovakia
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Kristina Lajtmanova
- Hospital Pharmacy, The National Institute of Cardiovascular Diseases, Bratislava, Slovakia
| | - Veronika Slezakova
- Hospital Pharmacy, The National Institute of Cardiovascular Diseases, Bratislava, Slovakia
| | | | - Eva Drobna
- Department of Informatics, Armed Forces Academy of General Milan Rastislav Stefanik, Liptovsky Mikulas, Slovakia
| | - Jan Tomka
- Department of Vascular Surgery, The National Institute of Cardiovascular Diseases, Bratislava, Slovakia
| | - Zuzana Kobliskova
- Department of Organisation and Management of Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Lucia Masarykova
- Department of Organisation and Management of Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Lubica Lehocka
- Department of Organisation and Management of Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Tomas Tesar
- Department of Organisation and Management of Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia.
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Alsulami FT. Factors Associated with the Public's Intention to Report Adverse Drug Reactions to Community Pharmacists in the Makkah Region of Saudi Arabia: An Application of the Theory of Planned Behavior. Patient Prefer Adherence 2024; 18:2495-2506. [PMID: 39678360 PMCID: PMC11646385 DOI: 10.2147/ppa.s495487] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 11/30/2024] [Indexed: 12/17/2024] Open
Abstract
Objective This study aimed to evaluate the public's intention to report ADRs to community pharmacists in the Makkah region of Saudi Arabia and to identify the factors influencing this intention, using the TPB as the theoretical framework. Methods A cross-sectional study was conducted in the Makkah region of Saudi Arabia via a nonprobability sampling method. Data were gathered through an online self-report survey designed to assess the public's intention to report ADRs to community pharmacists. Multivariate logistic regression analysis was used to examine the influence of three constructs of the TPB on this intention. Results A total of 452 individuals participated in the study. Approximately 22% of them reported experiencing ADRs in the last six months, but only 21% were aware of the Saudi NPC. Approximately 62% of the participants expressed a strong intention to report ADRs to community pharmacists. The public exhibited a highly positive attitude toward reporting ADRs, alongside high subjective norms and perceived behavioral control. Among the TPB constructs, attitude had the most significant influence on the intention to report ADRs to community pharmacists, followed by subjective norms and perceived behavioral control. Conclusion This study revealed a strong public intention to report ADRs to community pharmacists in the Makkah region, driven primarily by positive attitudes, supportive subjective norms, and high perceived behavioral control. However, the findings highlight a critical gap in public awareness of the Saudi NPC, with only 21% of participants aware of its existence. These results underscore the importance of targeted initiatives to improve awareness of the Saudi NPC and to leverage positive attitudes and social norms to promote ADR reporting practices effectively.
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Affiliation(s)
- Fahad T Alsulami
- Clinical Pharmacy Department, College of Pharmacy, Taif University, Taif, 21944, Saudi Arabia
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12
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Lhamo Y, Purohit K, Singh S, Chopra D, Bharti M. Pattern, severity, and preventability of adverse drug reactions from a Northern Indian tertiary care facility: A retrospective analysis. INTERNATIONAL JOURNAL OF RISK & SAFETY IN MEDICINE 2024:9246479241304316. [PMID: 39973423 DOI: 10.1177/09246479241304316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
BACKGROUND Over the years, it has been observed that adverse drug reaction (ADR) is a major cause of mortality and morbidity and a major cause of concern for all healthcare professionals. ADR is a leading cause for hospitalisation and increases the financial burden of the patient. Thus, it is imperative that we need steps and strategies to decrease the burden of ADRs and effectively reduce the cost of therapy to treat ADR. OBJECTIVE This study evaluated the pattern, severity, and preventability of ADRs in a tertiary care hospital. METHODS A retrospective observational study of all the ADR reports due to medications submitted to the ADR monitoring centre in a Northern Indian tertiary care hospital from October 2017 to December 2019. Causality assessment of the ADRs was done using the WHO-UMC causality assessment scale, and the severity was assessed using the modified Hartwig scale. Furthermore, the preventability of the ADR was assessed using the Schumock and Thornton scale. RESULTS A total of 252 ADRs were reported. A maximum number of the ADRs (33%) were due to antimicrobials followed by analgesics (16%) and antihypertensives (10%). Amongst the analgesics, a majority of ADRs were associated with Diclofenac (16 ADRs). Amlodipine was associated with maximum ADRs (10) amongst the antihypertensives. The ADRs of gastrointestinal systems (34.5%) were most common among all system organ class (SOCs) followed by skin and subcutaneous tissue disorders (32%). Majority of ADRs were probable and mild in severity. According to the Schumock and Thornton preventability scale 69% were not preventable while 12% were definitely preventable. CONCLUSIONS Antimicrobials were associated with majority of ADRs with gastrointestinal system being the most commonest organ involved. It was also observed that most of the ADRs were not preventable but some were definitely preventable. The awareness regarding preventability of ADRs needs to be emphasised and further studies to elaborate on the preventability of ADRs needs to be carried out.
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Affiliation(s)
- Yangshen Lhamo
- Department of Pharmacology, AIIMS Bilaspur, Bilaspur, India
| | - Kalpana Purohit
- Department of Pharmacology, North DMC Medical College & Hindu Rao Hospital, New Delhi, India
| | - Sunita Singh
- Department of Pharmacology, North DMC Medical College & Hindu Rao Hospital, New Delhi, India
| | - Deepti Chopra
- Department of Pharmacology, AIIMS Bilaspur, Bilaspur, India
| | - Mani Bharti
- Department of Pharmacology, GIMS, Noida, India
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13
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Youn MS, Ahn SH, Kim JH. Pharmacogenomic profiling of the South Korean population: Insights and implications for personalized medicine. Front Pharmacol 2024; 15:1476765. [PMID: 39691389 PMCID: PMC11650365 DOI: 10.3389/fphar.2024.1476765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 10/16/2024] [Indexed: 12/19/2024] Open
Abstract
Adverse drug reactions (ADRs) pose substantial public health issues, necessitating population-specific characterization due to variations in pharmacogenes. This study delineates the pharmacogenomic (PGx) landscape of the South Korean (SKR) population, focusing on 21 core pharmacogenes. Whole genome sequencing (WGS) was conducted on 396 individuals, including 99 healthy volunteers, 95 patients with chronic diseases, 81 with colon cancer, 81 with breast cancer, and 40 with gastric cancer, to identify genotype-specific drug dosing recommendations. Our detailed analysis, utilizing high-throughput genotyping (HTG) of CYP2D6 and comparative data from the 1,000 Genomes Project (1 KG) and the US National Marrow Donor Program (NMDP), revealed significant pharmacogenetic diversity in core pharmacogenes such as CYP2B6, CYP2C19, CYP4F2, NUDT15, and CYP2D6. Notably, intermediate metabolizer frequencies for CYP2B6 in SKR (3.28%) were comparable to Europeans (5.77%) and East Asians (5.36%) but significantly differed from other global populations (p < 0.01). For CYP2C19, 48.74% of SKR individuals were classified as intermediate metabolizers, with the *35 allele (2.02%) being unique to SKR, the allele not observed in other East Asian populations. Additionally, the high-risk *3 allele in CYP4F2 was significantly more frequent in SKR (34.72%) than in other East Asian populations (p < 0.01). NUDT15 poor metabolizers were found in 0.76% of SKR, aligning closely with other East Asians (1.59%), while TPMT poor metabolizers were predominantly observed in Europeans and Africans, with one case in SKR. We identified significant allele frequency differences in CYP2D6 variants rs1065852 and rs1135840. Among the 72 drugs analyzed, 93.43% (n = 370) of patients required dosage adjustments for at least one drug, with an average of 4.5 drugs per patient. Moreover, 31.31% (n = 124) required adjustments for more than five drugs. These findings reveal the substantial pharmacogenetic diversity of the SKR population within the global population, emphasizing the urgency of integrating population-specific PGx data into clinical practice to ensure safe and effective drug therapies. This comprehensive PGx profiling in SKR not only advances personalized medicine but also holds the potential to significantly improve healthcare outcomes on a broader scale.
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Affiliation(s)
- Mi Seon Youn
- Seoul National University Biomedical Informatics (SNUBI), Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Se Hwan Ahn
- Seoul National University Biomedical Informatics (SNUBI), Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Ju Han Kim
- Seoul National University Biomedical Informatics (SNUBI), Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Republic of Korea
- Seoul National University Biomedical Informatics (SNUBI), Division of Biomedical Informatics, Seoul National University College of Medicine, Seoul, Republic of Korea
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14
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Esparza‐Villalpando V, Ortiz‐Barroso G, Masuoka‐Ito D. Evidence-based safety profile of oral ketorolac in adults: Systematic review and meta-analysis. Pharmacol Res Perspect 2024; 12:e70033. [PMID: 39579063 PMCID: PMC11584978 DOI: 10.1002/prp2.70033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 09/30/2024] [Accepted: 10/28/2024] [Indexed: 11/25/2024] Open
Abstract
The primary objective of the present review was to report the safety profile of oral ketorolac in adults using the systematic review and meta-analysis methodology based on clinical trials. The present study is a PRISMA-based systematic review and risk ratio (RR) meta-analysis of the adverse events reported in clinical trials that used oral ketorolac; the review includes 50 clinical trials. The RR for the comparison of a single intake of oral ketorolac versus placebo, including all types of adverse events, was RR = 2.59, IC95% (1.5102; 4.4360) with p = 0.02, the RR for the comparison of a multiple intakes of oral ketorolac versus placebo for all types of adverse events was RR = 1.39, IC95% (0.95; 2.05) with p = 0.093, the RR for the comparison of a single intake of oral ketorolac versus active drugs for all types of adverse events was RR = 0.61, IC95% (0.49; 0.77) with p < 0.0001, the RR for the comparison of multiple intakes of oral ketorolac versus active drugs for all types of adverse events was RR = 0.78, IC95%(0.65; 0.93) with p = 0.006. Multiple intakes of 5, 10, or 20 mg of oral ketorolac, in treatment over 1-10 days, do not increase the risk of adverse events compared to placebo and show a tendency to reduce the risk of adverse events compared to active drugs. When a single intake of ketorolac (5, 10, 20, or 30 mg) is compared to a placebo, the risk increases only for trivial and mild adverse events.
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Affiliation(s)
| | - Gladys Ortiz‐Barroso
- Health Sciences CenterAutonomous University of AguascalientesAguascalientesMexico
| | - David Masuoka‐Ito
- Health Sciences Center, Stomatology DepartmentAutonomous University of AguascalientesAguascalientesMexico
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15
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Martínez-Aguilar L, Sanz-Lorente M, Martínez-Martínez F, Faus MJ, Sanz-Valero J. Public interest in drug-related problems reflected in information search trends: an infodemiological study. Daru 2024; 32:537-547. [PMID: 38888730 PMCID: PMC11555055 DOI: 10.1007/s40199-024-00519-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 05/12/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND The analysis of how people search and "navigate" the internet to obtain health-related information and how they communicate and share this information can provide valuable knowledge about the disease patterns behaviour and health habits of populations. OBJECTIVE To determine the population's interest in drug-related problems through information search trends. METHOD A descriptive ecological correlational study, based on obtaining Google Trends data. VARIABLES STUDIED relative search volume (RSV), evolution over time, milestones and seasonality. RESULTS The most searched topic was drug overdose, with mean RSV of 56.25 ± 0.65. The highest increase occurred in the contraindication topic (R2 = 0.87, p < 0.001). The main milestone was observed in the drug overdose topic in July 2018 (RSV = 100). A very close relationship was found between adverse drug reaction and contraindication (R = 0.89, p < 0.001). Slight seasonality was noted in the adverse drug reaction (augmented Dickey-Fuller test [ADF] = -1.96), contraindication (ADF = -2.66) and drug interaction (ADF = -1.67) topics, but did not show an epidemiological trend. CONCLUSIONS The greatest public interest was found in the drug overdose and contraindication topics, which showed a stronger upward trend, although the seasonality study did not show any very notable data or demonstrate epidemiological information search behaviour. The main milestone observed was due to media factors related to the consumption of narcotics. There was a clear difference in English-speaking countries in the use of the drug overdose topic. A correlation between the adverse drug reaction and contraindication topics was confirmed.
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Affiliation(s)
- Laura Martínez-Aguilar
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - María Sanz-Lorente
- Center of Public Health, Consellería of Universal Health and Public Health, Valencia, Manises, Spain
| | - Fernando Martínez-Martínez
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - María J Faus
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - Javier Sanz-Valero
- Carlos III Health Institute, National School of Occupational Medicine, Madrid, Spain.
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16
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Nazar W, Romantowski J, Niedoszytko M, Daniłowicz-Szymanowicz L. Cardiac adverse drug reactions to COVID-19 vaccines. A cross-sectional study based on the Europe-wide data. EUROPEAN HEART JOURNAL. CARDIOVASCULAR PHARMACOTHERAPY 2024; 10:599-607. [PMID: 39174484 DOI: 10.1093/ehjcvp/pvae063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 07/24/2024] [Accepted: 08/21/2024] [Indexed: 08/24/2024]
Abstract
AIMS We aimed to analyse serious cardiac adverse drug reactions to COVID-19 vaccines from the Europe-wide EudraVigilance database. METHODS AND RESULTS In this retrospective, cross-sectional study, the EudraVigilance database was searched to identify suspected serious cardiac post-vaccination adverse drug reactions to COVID-19 vaccines. This data was coupled with the number of total vaccine doses administered in the European Economic Area for Comirnaty (Pfizer BioNTech), Spikevax (Moderna), Vaxzevria (AstraZeneca), Jcovden (Janssen), Nuvaxovid (Novavax), products, available from the European Centre for Disease Prevention and Control 'Vaccine Tracker' database. The analysis included 772 228 309 administered doses of eligible vaccines from the 'Vaccine Tracker' database and 86 051 eligible records of cardiac adverse drug reactions from the EudraVigilance database. The frequency of most of the investigated adverse drug reactions was very rare (<1/10 000 i.e. <100/1 000 000 doses). The lowest risk of any serious cardiac adverse drug reactions was noticed for vaccination with Comirnaty (135.5 per million doses), while Spikevax, Jcovden, Vaxzevria, and Nuvaxovid were characterized by higher risk (respectively, 140.9, 194.8, 313.6, and 1065.2 per million doses). The most common complications of vaccinations included syncope, arrhythmia, tachycardia, palpitations, angina pectoris, hypertension, myocarditis, thrombosis, and pulmonary embolism. CONCLUSION The risk of serious cardiac adverse drug reactions to COVID-19 vaccines is low and the benefit of active immunization against that disease seems to outweigh the potential risk of serious post-vaccination cardiac adverse drug reactions.
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Affiliation(s)
- Wojciech Nazar
- Faculty of Medicine, Medical University of Gdańsk, Marii Skłodowskiej-Curie 3a, 80-210 Gdańsk, Poland
| | - Jan Romantowski
- Department of Allergology, Faculty of Medicine, Medical University of Gdańsk, Smoluchowskiego 17, 80-214 Gdańsk, Poland
| | - Marek Niedoszytko
- Department of Allergology, Faculty of Medicine, Medical University of Gdańsk, Smoluchowskiego 17, 80-214 Gdańsk, Poland
| | - Ludmiła Daniłowicz-Szymanowicz
- Department of Cardiology and Electrotherapy, Faculty of Medicine, Medical University of Gdańsk, Smoluchowskiego 17, 80-214 Gdańsk, Poland
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Tandel V, Kumari A, Tanwar S, Singh A, Sharma R, Yamsani N. Intelligent wearable-assisted digital healthcare industry 5.0. Artif Intell Med 2024; 157:103000. [PMID: 39481247 DOI: 10.1016/j.artmed.2024.103000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 04/12/2024] [Accepted: 10/16/2024] [Indexed: 11/02/2024]
Abstract
The latest evolution of the healthcare industry from Industry 1.0 to 5.0, incorporating smart wearable devices and digital technologies, has revolutionized healthcare delivery and improved patient treatment. Integrating smart wearables such as fitness trackers, smartwatches, and biosensors has endowed healthcare Industry 5.0 with numerous advantages, including remote patient monitoring, personalized healthcare, patient empowerment and engagement, telemedicine, and virtual care. This digital healthcare paradigm embraces promising technologies like Machine Learning (ML) and the Internet of Medical Things (IoMT) to enhance patient care. The key contribution of digital healthcare Industry 5.0 lies in its ability to revolutionize patient care by leveraging smart wearables and digital technologies to provide personalized, proactive, and patient-centric healthcare solutions. Despite the remarkable growth of smart wearables, the exploration of ML-based applications still needs to be expanded. Motivated by this gap, our paper conducts a comprehensive examination and evaluation of advanced ML techniques pertinent to the digital healthcare Industry 5.0 and wearable technology. We propose a detailed taxonomy for digital healthcare Industry 5.0, transforming it into an innovative process model highlighting key research challenges such as wearable modes for data collection, health tracking, security, and privacy issues. The proposed ML-based process comprises data collection from wearables like smartwatches and performs data pre-processing. Several ML models are applied, such as Support Vector Machine (SVM), Decision Tree (DT), and Random Forest(RF), to predict and classify the activity of the person. ML algorithms are capable of analyzing extensive healthcare data encompassing electronic health records (EHR) from sensors to offer valuable insights to improve decision-making processes. A comparative study of the existing work is discussed in detail. Lastly, a case study is presented to render the process model, where the RF-based model shows its efficacy by obtaining the lowest RMSE of 0.94, MSE of 0.88, and MAE of 0.27 for the prediction of activity.
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Affiliation(s)
- Vrutti Tandel
- Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad, Gujarat 382481, India.
| | - Aparna Kumari
- Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad, Gujarat 382481, India.
| | - Sudeep Tanwar
- Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad, Gujarat 382481, India.
| | - Anupam Singh
- Department of Computer Science and Engineering, Graphic Era Hill University, Dehradun, Uttarakhand, 248002, India.
| | - Ravi Sharma
- Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun, 248001, India.
| | - Nagendar Yamsani
- Department of Computer Science and Artificial Intelligence, SR University, Warangal, Telangana 506371, India.
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18
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Kefale B, Peterson GM, Mirkazemi C, Bezabhe WM. The effect of pharmacist-led interventions on the appropriateness and clinical outcomes of anticoagulant therapy: a systematic review and meta-analysis. EUROPEAN HEART JOURNAL. QUALITY OF CARE & CLINICAL OUTCOMES 2024; 10:488-506. [PMID: 39003246 PMCID: PMC11873792 DOI: 10.1093/ehjqcco/qcae045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 05/29/2024] [Indexed: 07/15/2024]
Abstract
AIM Although pharmacist-led interventions in anticoagulant (AC) therapy are widely accepted, there is a lack of evidence comparing their effectiveness with usual care in terms of AC therapy appropriateness and clinical outcomes. We aimed to estimate the comparative effectiveness of pharmacist-led interventions on the appropriateness and clinical outcomes of AC therapy. METHODS AND RESULTS Adhering to the PRISMA guidelines, we searched PubMed, EMBASE, and Scopus databases to identify randomized controlled trials and quasi-experimental and cohort studies published between 2010 and 2023. A random-effects model was used to calculate pooled intervention effects. We assessed heterogeneity (using Higgins' I2 and Cochran's Q) and publication bias (using Egger's test, the trim-and-fill method, and visualization of the funnel plot). In total, 35 studies involving 10 374 patients in the intervention groups and 11 840 in the control groups were included. The pharmacist-led interventions significantly improved the appropriateness of AC therapy [odds ratio (OR): 3.43, 95% confidence interval (CI): 2.33-5.06, P < 0.01]. They significantly decreased total bleeding [relative risk (RR): 0.75, 95% CI: 0.58-0.96, P = 0.03) and hospitalization or readmission (RR: 0.64, 95% CI: 0.41-0.99, P = 0.04). However, the impact of the pharmacist-led interventions on thromboembolic events (RR: 0.69, 95% CI: 0.46-1.02, P = 0.07) and mortality (RR: 0.76, 95% CI: 0.51-1.13, P = 0.17) was not significant. CONCLUSION Pharmacist-led interventions demonstrated superior outcomes in optimizing AC therapy compared with usual care. Further research is needed to evaluate pharmacist-led interventions' cost-effectiveness and long-term sustainability. PROSPERO registration number: CRD42023487362.
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Affiliation(s)
- Belayneh Kefale
- School of Pharmacy and Pharmacology, College of Health and Medicine, University of Tasmania, Private Bag 26, Hobart, Tasmania 7000, Australia
- Clinical Pharmacy Unit and Research Team, Department of Pharmacy, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
| | - Gregory M Peterson
- School of Pharmacy and Pharmacology, College of Health and Medicine, University of Tasmania, Private Bag 26, Hobart, Tasmania 7000, Australia
| | - Corinne Mirkazemi
- School of Pharmacy and Pharmacology, College of Health and Medicine, University of Tasmania, Private Bag 26, Hobart, Tasmania 7000, Australia
| | - Woldesellassie M Bezabhe
- School of Pharmacy and Pharmacology, College of Health and Medicine, University of Tasmania, Private Bag 26, Hobart, Tasmania 7000, Australia
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Aftab OM, Khan H, Sangani R, Khouri AS. A national analysis of systemic adverse events of beta-blockers used for glaucoma therapy. Cutan Ocul Toxicol 2024:1-6. [PMID: 39263973 DOI: 10.1080/15569527.2024.2402408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Revised: 08/06/2024] [Accepted: 09/04/2024] [Indexed: 09/13/2024]
Abstract
PURPOSE To evaluate systemic complications for timolol, carteolol, levobunolol, and/or betaxalol by using an FDA Federal Adverse Event Reporting System (FAERS). METHODS We evaluated FAERS for adverse events associated with β-blocker use for glaucoma. All reported symptoms were reviewed to identify systemic adverse events and to detect safety signals, defined as information on a new or known side effect that may be caused by a medicine. We used the proportional reporting ratio (PRR), reporting odds ratio (ROR), empirical Bayes geometric mean (EBGM), and information component (IC) as a part of a disproportionality analysis comparing the frequency of β-blocker symptoms with all other adverse event reports. We considered a signal to be detected when all four disproportionality analysis metrics were positive. RESULTS We found 10,500,309 total adverse event reports from the FAERS database 2004-2022Q3, which included 8,793 case reports with a primary suspect of a β-blocker use for glaucoma. 1,838 unique adverse symptoms were reported were associated with β-blocker. Regarding outcomes, there were 165 (1.88%) reports of disability, 671 (7.63%) reports of hospitalisation, and 1,934 (21.99%) reports of some other unspecified complication. Regarding adverse events, the most reported general, cardiac, and respiratory symptoms were respectively dizziness (n = 281), bradycardia (n = 145), and dyspnoea (n = 195). 256 (2.91%) cases of death were reported. We found significant signals on bradycardia (n = 145), complete atrioventricular block (n = 38), and bronchospasm (n = 23). No allergic, endocrine, constitutional, or gastrointestinal symptoms generated positive signals. CONCLUSION β-blocker use in glaucoma therapy can be rarely associated with serious systemic and life-threatening complications.
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Affiliation(s)
- Owais M Aftab
- Institute of Ophthalmology and Visual Science, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Hamza Khan
- Institute of Ophthalmology and Visual Science, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Roshun Sangani
- Institute of Ophthalmology and Visual Science, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Albert S Khouri
- Institute of Ophthalmology and Visual Science, Rutgers New Jersey Medical School, Newark, NJ, USA
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20
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Golder S, O'Connor K, Wang Y, Klein A, Gonzalez Hernandez G. The Value of Social Media Analysis for Adverse Events Detection and Pharmacovigilance: Scoping Review. JMIR Public Health Surveill 2024; 10:e59167. [PMID: 39240684 PMCID: PMC11415724 DOI: 10.2196/59167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Revised: 05/03/2024] [Accepted: 05/30/2024] [Indexed: 09/07/2024] Open
Abstract
BACKGROUND Adverse drug events pose an enormous public health burden, leading to hospitalization, disability, and death. Even the adverse events (AEs) categorized as nonserious can severely impact on patient's quality of life, adherence, and persistence. Monitoring medication safety is challenging. Web-based patient reports on social media may be a useful supplementary source of real-world data. Despite the growth of sophisticated techniques for identifying AEs using social media data, a consensus has not been reached as to the value of social media in relation to more traditional data sources. OBJECTIVE This study aims to evaluate and characterize the utility of social media analysis in adverse drug event detection and pharmacovigilance as compared with other data sources (such as spontaneous reporting systems and the clinical literature). METHODS In this scoping review, we searched 11 bibliographical databases and Google Scholar, followed by handsearching and forward and backward citation searching. Each record was screened by 2 independent reviewers at both the title and abstract stage and the full-text screening stage. Studies were included if they used any type of social media (such as Twitter or patient forums) to detect AEs associated with any drug medication and compared the results ascertained from social media to any other data source. Study information was collated using a piloted data extraction sheet. Data were extracted on the AEs and drugs searched for and included; the methods used (such as machine learning); social media data source; volume of data analyzed; limitations of the methodology; availability of data and code; comparison data source and comparison methods; results, including the volume of AEs, and how the AEs found compared with other data sources in their seriousness, frequencies, and expectedness or novelty (new vs known knowledge); and conclusions. RESULTS Of the 6538 unique records screened, 73 publications representing 60 studies with a wide variety of extraction methods met our inclusion criteria. The most common social media platforms used were Twitter and online health forums. The most common comparator data source was spontaneous reporting systems, although other comparisons were also made, such as with scientific literature and product labels. Although similar patterns of AE reporting tended to be identified, the frequencies were lower in social media. Social media data were found to be useful in identifying new or unexpected AEs and in identifying AEs in a timelier manner. CONCLUSIONS There is a large body of research comparing AEs from social media to other sources. Most studies advocate the use of social media as an adjunct to traditional data sources. Some studies also indicate the value of social media in understanding patient perspectives such as the impact of AEs, which could be better explored. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.2196/47068.
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Affiliation(s)
- Su Golder
- University of York, York, United Kingdom
| | - Karen O'Connor
- University of Pennsylvannia, Philadelphia, PA, United States
| | - Yunwen Wang
- Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Ari Klein
- University of Pennsylvannia, Philadelphia, PA, United States
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Kirchhof MG, Prajapati VH, Gooderham M, Hong CH, Lynde CW, Maari C, Turchin I, Papp KA. Practical Recommendations on Laboratory Monitoring in Patients with Atopic Dermatitis on Oral JAK Inhibitors. Dermatol Ther (Heidelb) 2024; 14:2653-2668. [PMID: 39115712 PMCID: PMC11393246 DOI: 10.1007/s13555-024-01243-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Accepted: 07/19/2024] [Indexed: 09/13/2024] Open
Abstract
Oral Janus kinase inhibitors (JAKi), a class of advanced targeted systemic therapy, have demonstrated efficacy and safety in the treatment of moderate-to-severe atopic dermatitis (AD). Like other small molecules, oral JAKi have the potential for off-target effects including laboratory-related adverse events (AEs). Product labels for oral JAKi recommend an initial laboratory assessment and follow-up 4-12 weeks later to monitor for potential changes, based on evidence from clinical trials across therapeutic indications for oral JAKi, which may not reflect a population of moderate-to-severe AD patients typically seen in routine clinical practice. To address this gap, a panel of eight dermatologists with clinical and research experience with oral JAKi for the management of AD conducted a targeted review of the literature focused on key laboratory-related AEs associated with oral JAKi in the moderate-to-severe AD population. Based on the synthesis of evidence and informed opinion, a set of best practice statements related to fundamental standards of care and consensus recommendations on laboratory monitoring were suggested, and level of agreement was ascertained using a Likert scale from 0 to 100. There was a high level of agreement on three of the four suggested recommendations related to assessment and monitoring of key laboratory parameters and to dose reduction or switching in response to laboratory changes; there was a lower level of agreement related to the frequency of ongoing laboratory monitoring. Appropriate patient selection and laboratory assessment is an important strategy to mitigate the potential risks associated with oral JAKi when treating AD.
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Affiliation(s)
- Mark G Kirchhof
- Dermatology Division, Department of Medicine, University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
| | - Vimal H Prajapati
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
- Division of Dermatology, Department of Medicine, Section of Community Pediatrics, Department of Pediatrics; and Section of Pediatric Rheumatology, Department of Pediatrics, University of Calgary, Calgary, AB, Canada
- Skin Health and Wellness Centre, Calgary, AB, Canada
- Dermatology Research Institute, Calgary, AB, Canada
| | - Melinda Gooderham
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
- Department of Dermatology, Queen's University, Kingston, ON, Canada
- SKiN Centre for Dermatology, Peterborough, ON, Canada
| | - Chih-Ho Hong
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
- Department of Dermatology and Skin Science, University of British Columbia, Vancouver, BC, Canada
- Dr. Chih-Ho Hong Medical Inc., Surrey, BC, Canada
| | - Charles W Lynde
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
- Department of Medicine, University of Toronto, Toronto, ON, Canada
- Lynde Dermatology, Toronto, ON, Canada
| | - Catherine Maari
- Division of Dermatology, Department of Medicine, Montreal University Hospital Center, Montreal, QC, Canada
- Innovaderm Research Inc., Montreal, QC, Canada
| | - Irina Turchin
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada
- Department of Medicine, Dalhousie University, Halifax, NS, Canada
- Brunswick Dermatology Center, Fredericton, NB, Canada
| | - Kim A Papp
- Probity Medical Research Inc., 135 Union St. E., Waterloo, ON, N2J 1C3, Canada.
- K Papp Clinical Research, Waterloo, ON, Canada.
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22
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Nerella S, Bandyopadhyay S, Zhang J, Contreras M, Siegel S, Bumin A, Silva B, Sena J, Shickel B, Bihorac A, Khezeli K, Rashidi P. Transformers and large language models in healthcare: A review. Artif Intell Med 2024; 154:102900. [PMID: 38878555 PMCID: PMC11638972 DOI: 10.1016/j.artmed.2024.102900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 05/28/2024] [Accepted: 05/30/2024] [Indexed: 08/09/2024]
Abstract
With Artificial Intelligence (AI) increasingly permeating various aspects of society, including healthcare, the adoption of the Transformers neural network architecture is rapidly changing many applications. Transformer is a type of deep learning architecture initially developed to solve general-purpose Natural Language Processing (NLP) tasks and has subsequently been adapted in many fields, including healthcare. In this survey paper, we provide an overview of how this architecture has been adopted to analyze various forms of healthcare data, including clinical NLP, medical imaging, structured Electronic Health Records (EHR), social media, bio-physiological signals, biomolecular sequences. Furthermore, which have also include the articles that used the transformer architecture for generating surgical instructions and predicting adverse outcomes after surgeries under the umbrella of critical care. Under diverse settings, these models have been used for clinical diagnosis, report generation, data reconstruction, and drug/protein synthesis. Finally, we also discuss the benefits and limitations of using transformers in healthcare and examine issues such as computational cost, model interpretability, fairness, alignment with human values, ethical implications, and environmental impact.
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Affiliation(s)
- Subhash Nerella
- Department of Biomedical Engineering, University of Florida, Gainesville, United States
| | | | - Jiaqing Zhang
- Department of Electrical and Computer Engineering, University of Florida, Gainesville, United States
| | - Miguel Contreras
- Department of Biomedical Engineering, University of Florida, Gainesville, United States
| | - Scott Siegel
- Department of Biomedical Engineering, University of Florida, Gainesville, United States
| | - Aysegul Bumin
- Department of Computer and Information Science and Engineering, University of Florida, Gainesville, United States
| | - Brandon Silva
- Department of Computer and Information Science and Engineering, University of Florida, Gainesville, United States
| | - Jessica Sena
- Department Of Computer Science, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Benjamin Shickel
- Department of Medicine, University of Florida, Gainesville, United States
| | - Azra Bihorac
- Department of Medicine, University of Florida, Gainesville, United States
| | - Kia Khezeli
- Department of Biomedical Engineering, University of Florida, Gainesville, United States
| | - Parisa Rashidi
- Department of Biomedical Engineering, University of Florida, Gainesville, United States.
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23
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Gustafsson M, Silva V, Valeiro C, Joaquim J, van Hunsel F, Matos C. Misuse, Abuse and Medication Errors' Adverse Events Associated with Opioids-A Systematic Review. Pharmaceuticals (Basel) 2024; 17:1009. [PMID: 39204114 PMCID: PMC11357286 DOI: 10.3390/ph17081009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 07/26/2024] [Accepted: 07/29/2024] [Indexed: 09/03/2024] Open
Abstract
Opioids are the strongest analgesics available and are crucial in the treatment of acute and chronic pain. The line between these critical medications and how they are used beyond standard therapeutics in cases such as abuse, misuse, and medication errors needs to be understood, as it affects their safety, efficacy, and manner of use. The aim of this systematic review was to identify what is known about the adverse events resulting from the abuse, misuse, and medication errors associated with opioid use. A systematic search was conducted in the PubMed®, Scopus® and, EBSCO® databases to retrieve studies from the inception to December 2023 reporting abuse, misuse, and medication errors associated with medicinal opioid use. Two authors independently screened titles and abstracts and full text according to eligibility using Covidence® software. Full articles were examined by two independent reviewers, and disagreements were resolved by a third reviewer. The risk of bias was assessed by the JBI's critical appraisal tools. A total of 934 articles were screened by their title and abstract. Then, 151 articles were selected for full text screening. Of these, 34 studies were eligible for inclusion in this review. The included studies varied significantly in their population sizes, ranging from 9 individuals to 298,433 patients, and encompassed a diverse demographic, including all ages and both sexes. The studies consistently reported a range of adverse events associated with opioid use. Fentanyl, morphine, oxycodone, tramadol, and hydrocodone were frequently implicated. The data heterogeneity in this field resulted in challenges in drawing conclusions. The review highlights that some opioids, particularly fentanyl, morphine, and oxycodone, are frequently associated with preventable adverse drug reactions, abuse, and medication errors, underscoring the need for robust preventative measures and ongoing research to mitigate opioid-related harm.
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Affiliation(s)
- Moa Gustafsson
- Department of Pharmacology, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, University of Gothenburg, 41390 Gothenburg, Sweden;
| | - Vítor Silva
- Unidade Local de Saúde de Coimbra, EPE, 3004-561 Coimbra, Portugal;
| | - Carolina Valeiro
- Eu2P European Programme in Pharmacovigilance and Pharmacoepidemiology, University Autónoma de Barcelona, 08193 Barcelona, Spain;
| | - João Joaquim
- Instituto Politécnico De Coimbra, ESTESC-Coimbra Health School, Farmácia, 3046-854 Coimbra, Portugal;
| | - Florence van Hunsel
- Netherlands Pharmacovigilance Centre Lareb, 5237 MH ’s-Hertogenbosch, The Netherlands;
- Department of PharmacoTherapy, Epidemiology & Economics, Groningen Research Institute of Pharmacy (GRIP), University of Groningen, 9747 AG Groningen, The Netherlands
| | - Cristiano Matos
- Instituto Politécnico De Coimbra, ESTESC-Coimbra Health School, Farmácia, 3046-854 Coimbra, Portugal;
- QLV Research Consulting, 3030-193 Coimbra, Portugal
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24
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Aizpurua-Arruti X, Benrimoj SCI, Goyenechea E, Isla A, Oñatibia-Astibia A, Malet-Larrea A, Gastelurrutia MÁ, Cuevas O, Rodríguez-Castejón J, Domingo-Echaburu S, Solinís MÁ, García M, del Pozo-Rodríguez A. Outcomes of Community Pharmacy Interventions on Patients with Medicines Under Additional Monitoring. INTEGRATED PHARMACY RESEARCH AND PRACTICE 2024; 13:115-125. [PMID: 39101006 PMCID: PMC11296513 DOI: 10.2147/iprp.s466129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 07/13/2024] [Indexed: 08/06/2024] Open
Abstract
Purpose Additional monitoring (AM) medicines include (i) medicines containing a new active substance; (ii) biological medicines; (iii) medicines with conditional approval or authorized in special situations; (iv) medicines which require further studies; (v) medicines that have specific requirements regarding the reporting of suspected adverse drug reactions (ADRs). When AM medicines are marketed, their most common ADRs are known, but safety information is limited because relatively rare ADRs are often not detected in clinical trials. Their AM status warrants real-world studies to identify other safety issues; however, such studies are lacking. Correct use and adherence to dosage regimen by patients are key factors for the evaluation of the safety and efficacy of medicines. The objective of this work was assessing the impact on safety, adherence, use and knowledge (U&K) about medicines and patient's quality of life (QOL), of community pharmacist (CP)-led interventions in a new service focused on AM medicines targeted at three prevalent chronic diseases: diabetes mellitus type 2, chronic obstructive pulmonary disease and cardiovascular disease. Patients and Methods A prospective interventional cohort study was conducted with a 6-month follow-up in 27 community pharmacies (145 patients). Safety, adherence to treatment, patient U&K and QOL were assessed at follow-up visits (months 0, 3 and 6). Results The number of detected ADRs was 163 with 41 patients referred to the doctor. At baseline, 24.1% of the patients were non-adherent, mainly due to unintentional causes. After six months and 130 interventions by CPs on adherence, a significant reduction to lower than 5.8% was achieved. The inadequate U&K of medicines also decreased, from 47.6% to 7.9% after 182 interventions. Also, the patient's QOL improved. Conclusion A new patient-centered pharmacy service provides some evidence on the important role of CP in assisting the proper and safe use of AM medicines, improving patient health outcomes.
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Affiliation(s)
- Xabier Aizpurua-Arruti
- Official Pharmacist Association of Gipuzkoa, Donostia / San Sebastián, Spain
- Pharmacy Practice Research Group, PharmaNanoGene Group, Faculty of Pharmacy, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain
| | | | | | - Arantxa Isla
- Pharmacy Practice Research Group, PharmaNanoGene Group, Faculty of Pharmacy, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain
- Bioaraba, Microbiology, Infectious Disease, Antimicrobial Agents, and Gene Therapy, Vitoria-Gasteiz, Spain
| | | | - Amaia Malet-Larrea
- Official Pharmacist Association of Gipuzkoa, Donostia / San Sebastián, Spain
| | - Miguel Ángel Gastelurrutia
- Official Pharmacist Association of Gipuzkoa, Donostia / San Sebastián, Spain
- Pharmaceutical Care Research Group, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - Olatz Cuevas
- Official Pharmacist Association of Gipuzkoa, Donostia / San Sebastián, Spain
| | - Julen Rodríguez-Castejón
- Pharmacy Practice Research Group, PharmaNanoGene Group, Faculty of Pharmacy, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain
- Bioaraba, Microbiology, Infectious Disease, Antimicrobial Agents, and Gene Therapy, Vitoria-Gasteiz, Spain
| | - Saioa Domingo-Echaburu
- Osakidetza Basque Health Service, Debagoiena Integrated Health Organisation, Pharmacy Service, Arrasate, Spain
| | - María Ángeles Solinís
- Pharmacy Practice Research Group, PharmaNanoGene Group, Faculty of Pharmacy, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain
- Bioaraba, Microbiology, Infectious Disease, Antimicrobial Agents, and Gene Therapy, Vitoria-Gasteiz, Spain
| | - Montserrat García
- Basque Country Pharmacovigilance Unit, Osakidetza Basque Health Service, Galdakao-Usansolo Hospital, Galdakao, Spain
| | - Ana del Pozo-Rodríguez
- Pharmacy Practice Research Group, PharmaNanoGene Group, Faculty of Pharmacy, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain
- Bioaraba, Microbiology, Infectious Disease, Antimicrobial Agents, and Gene Therapy, Vitoria-Gasteiz, Spain
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25
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Dalmau I Ribas M, Mendez Rubio M, von Gunten A. Increased sexual function after intake of clomethiazole. BMJ Case Rep 2024; 17:e257323. [PMID: 39043461 DOI: 10.1136/bcr-2023-257323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/25/2024] Open
Abstract
An octogenarian woman showed increased sexual function after replacing alprazolam with clomethiazole, a sedative-hypnotic drug commonly prescribed in French-speaking Switzerland for the treatment of anxiety and insomnia in elderly patients. The patient's sexual symptoms did not improve after resuming alprazolam, but disappeared after interrupting clomethiazole, and did not reappear when alprazolam was discontinued. Considering the chronology of the events, increased sexual function was likely a manifestation of the introduction of clomethiazole. However, because alprazolam was interrupted when clomethiazole was introduced, we cannot exclude an association between increased sexual function and alprazolam interruption.
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Affiliation(s)
- Maria Dalmau I Ribas
- Service Universitaire de Psychiatrie de l'Âge Avancé, Centre Hospitalier Universitaire Vaudois Département de Psychiatrie, Prilly, Switzerland
- University of Lausanne Faculty of Biology and Medicine, Lausanne, Vaud, Switzerland
| | - Montserrat Mendez Rubio
- Service Universitaire de Psychiatrie de l'Âge Avancé, Centre Hospitalier Universitaire Vaudois Département de Psychiatrie, Prilly, Switzerland
| | - Armin von Gunten
- Service Universitaire de Psychiatrie de l'Âge Avancé, Centre Hospitalier Universitaire Vaudois Département de Psychiatrie, Prilly, Switzerland
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26
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Srisuriyachanchai W, Cox AR, Jarernsiripornkul N. Patients' Identification, Management and Prevention of Adverse Drug Reactions: A Cross-Sectional Survey of Patients with Severe Adverse Drug Reactions. J Clin Med 2024; 13:4165. [PMID: 39064204 PMCID: PMC11277768 DOI: 10.3390/jcm13144165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 07/11/2024] [Accepted: 07/13/2024] [Indexed: 07/28/2024] Open
Abstract
Background: Few studies have been conducted on how patients identify, manage, and prevent severe adverse drug reactions (ADRs). This study aimed to explore the reasoning that patients use to identify symptoms of severe ADRs and the methods they employ to manage and prevent them. Methods: A cross-sectional survey using structured telephone interviews was administered to patients with a self-assessed severe ADR and to patients with serious skin ADRs from a hospital medical record database (in-patient and out-patient) from 1 September 2016 to 1 September 2019. Patients identified via the medical records were asked to assess their ADR for severity, and only patients that rated their ADR as severe were followed up with a telephone interview. Structured telephone interviews were conducted with respondents by a research pharmacist and audio-recorded. Results: A total of 722 patients with a severe ADR were identified, with 300 completing the interview (41.6%). The most frequently cited reasons for classifying ADRs as severe was worsening ADR symptoms (58.3%), severe ADR symptoms (44.4%), and ADR symptoms interfering with their life (36.4%). Only severe ADR symptoms were significantly different between the questionnaire and the medical records database groups (p = 0.007). The most frequent method of ADR management was discontinuation of drug by physicians (88.3%). About 79.0% of patients stated that they increased their carefulness when using other drugs after experiencing ADRs. The main method patients used to prevent ADRs was informing healthcare professionals (HCPs) about their drug allergy history (65.7%). Conclusions: Worsening ADR symptoms were often used to identify severe ADRs. However, HCPs were mainly responsible for the management and prevention of severe ADRs. Increasing awareness of ADRs by HCPs, and providing additional drug information, may improve patient safety.
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Affiliation(s)
- Warisara Srisuriyachanchai
- Division of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Khon Kaen University, Khon Kaen 40002, Thailand;
| | - Anthony R. Cox
- Department of Pharmacy, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham B15 2TT, UK
| | - Narumol Jarernsiripornkul
- Division of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Khon Kaen University, Khon Kaen 40002, Thailand;
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27
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Kim D, Lee S. A Real-World Safety Profile in Neurological, Skin, and Sexual Disorders of Anti-Seizure Medications Using the Pharmacovigilance Database of the Korea Adverse Event Reporting System (KAERS). J Clin Med 2024; 13:3983. [PMID: 38999547 PMCID: PMC11242241 DOI: 10.3390/jcm13133983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 07/01/2024] [Accepted: 07/05/2024] [Indexed: 07/14/2024] Open
Abstract
(1) Background: The utilization of high-quality evidence regarding the safety of anti-seizure medications (ASMs) is constrained by the absence of standardized reporting. This study aims to examine the safety profile of ASMs using real-world data. (2) Methods: The data were collected from the Korea Adverse Event Reporting System Database (KAERS-DB) between 2012 and 2021. In total, 46,963 adverse drug reaction (ADR)-drug pairs were analyzed. (3) Results: At the system organ class level, the most frequently reported classes for sodium channel blockers (SCBs) were skin (37.9%), neurological (16.7%), and psychiatric disorders (9.7%). For non-SCBs, these were neurological (31.2%), gastrointestinal (22.0%), and psychiatric disorders (18.2%). The most common ADRs induced by SCBs were rash (17.8%), pruritus (8.2%), and dizziness (6.7%). Non-SCBs were associated with dizziness (23.7%), somnolence (13.0%), and nausea (6.3%). Rash, pruritus, and urticaria occurred, on average, two days later with SCBs compared to non-SCBs. Sexual/reproductive disorders were reported at a frequency of 0.23%. SCBs were reported as the cause more frequently than non-SCBs (59.8% vs. 40.2%, Fisher's exact test, p < 0.0001). (4) Conclusions: Based on real-world data, the safety profiles of ASMs were identified. The ADRs induced by SCBs exhibited different patterns when compared to those induced by non-SCBs.
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Affiliation(s)
- Dajeong Kim
- Department of Biohealth Regulatory Science, College of Pharmacy, Ajou University, Suwon 16499, Republic of Korea
| | - Sukhyang Lee
- Division of Clinical Pharmacy, College of Pharmacy, Ajou University, Suwon 16499, Republic of Korea
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28
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Baig S, Mughal S, Murad Y, Virdee M, Jalal Z. Exploring the Perceptions and Behaviours of UK Prescribers Concerning Novel Lipid-Lowering Agent Prescriptions: A Qualitative Study. PHARMACY 2024; 12:104. [PMID: 39051388 PMCID: PMC11270282 DOI: 10.3390/pharmacy12040104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 06/24/2024] [Accepted: 06/29/2024] [Indexed: 07/27/2024] Open
Abstract
Reducing low-density lipoprotein cholesterol levels lowers the risk of atherosclerotic cardiovascular disease. With the current and future portfolios of emerging lipid-lowering therapies included in various national and international guidelines, the objectives of this study were (i) to investigate the perceptions of UK prescribers', including doctors, pharmacists, and nurses, on current lipid management for cardiovascular diseases and prescriptions of novel lipid-lowering therapies, and (ii) to explore the challenges and facilitating factors of prescribing novel lipid-lowering therapies through qualitative interviews. Qualitative semi-structured interviews with twelve medical and non-medical prescribers were conducted, around 20-30 min in length. The interviews were audio-recorded and transcribed on an online platform. A thematic analysis was deployed. Four major themes emerged from the analysis: (1) prescribing barriers; (2) prescribing enablers; (3) inter-profession variability; and (4) health literacy. These themes highlighted the contrast between the need for optimal shared decision making and the various constraints in practice. Participants expressed their inexperience with novel lipid-lowering therapies and acknowledged the requirement and importance of these agents for primary cardiovascular disease prevention. Participants recognised confidence and competence as key drivers for prescribing therapies and welcomed further education and training to enhance their skillset. Patients' misconceptions towards current lipid-lowering therapies contributed to their refusal of newer agents, highlighting a requirement to improve patient education. Targeting communities through awareness campaigns was identified as a viable solution.
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Affiliation(s)
- Sarah Baig
- School of Pharmacy, Institute of Clinical Sciences, College of Medical and Dental Sciences, Birmingham B15 2TT, UK (Z.J.)
| | - Shahrauz Mughal
- School of Pharmacy, Institute of Clinical Sciences, College of Medical and Dental Sciences, Birmingham B15 2TT, UK (Z.J.)
| | - Yousuf Murad
- Worcestershire Acute Hospital Trust Woodrow Drive, Redditch B98 7UB, UK;
| | - Mandeep Virdee
- Royal Wolverhampton NHS Trust, Wolverhampton WV10 0QP, UK;
| | - Zahraa Jalal
- School of Pharmacy, Institute of Clinical Sciences, College of Medical and Dental Sciences, Birmingham B15 2TT, UK (Z.J.)
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29
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Malani M, Hiremath MS, Sharma S, Jhunjhunwala M, Gayen S, Hota C, Nirmal J. Interaction of systemic drugs causing ocular toxicity with organic cation transporter: an artificial intelligence prediction. J Biomol Struct Dyn 2024; 42:5207-5218. [PMID: 37340665 DOI: 10.1080/07391102.2023.2226717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 06/09/2023] [Indexed: 06/22/2023]
Abstract
Chronic disease patients (cancer, arthritis, cardiovascular diseases) undergo long-term systemic drug treatment. Membrane transporters in ocular barriers could falsely recognize these drugs and allow their trafficking into the eye from systemic circulation. Hence, despite their pharmacological activity, these drugs accumulate and cause toxicity at the non-target site, such as the eye. Since around 40% of clinically used drugs are organic cation in nature, it is essential to understand the role of organic cation transporter (OCT1) in ocular barriers to facilitate the entry of systemic drugs into the eye. We applied machine learning techniques and computer simulation models (molecular dynamics and metadynamics) in the current study to predict the potential OCT1 substrates. Artificial intelligence models were developed using a training dataset of a known substrates and non-substrates of OCT1 and predicted the potential OCT1 substrates from various systemic drugs causing ocular toxicity. Computer simulation studies was performed by developing the OCT1 homology model. Molecular dynamic simulations equilibrated the docked protein-ligand complex. And metadynamics revealed the movement of substrates across the transporter with minimum free energy near the binding pocket. The machine learning model showed an accuracy of about 80% and predicted the potential substrates for OCT1 among systemic drugs causing ocular toxicity - not known earlier, such as cyclophosphamide, bupivacaine, bortezomib, sulphanilamide, tosufloxacin, topiramate, and many more. However, further invitro and invivo studies are required to confirm these predictions.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Manisha Malani
- Translational Pharmaceutics Research Laboratory, Birla Institute of Technology and Science-Pilani, Hyderabad, Telangana, India
| | - Manthan S Hiremath
- Translational Pharmaceutics Research Laboratory, Birla Institute of Technology and Science-Pilani, Hyderabad, Telangana, India
| | - Surbhi Sharma
- Department of Computer Science and Information Systems (CSIS), Birla Institute of Technology & Science-Pilani, Hyderabad, Telangana, India
| | - Manisha Jhunjhunwala
- Department of Computer Science and Information Systems (CSIS), Birla Institute of Technology & Science-Pilani, Hyderabad, Telangana, India
| | - Shovanlal Gayen
- Laboratory of Drug Design and Discovery, Department of Pharmaceutical Technology, Jadavpur University, Kolkata, West Bengal, India
| | - Chittaranjan Hota
- Department of Computer Science and Information Systems (CSIS), Birla Institute of Technology & Science-Pilani, Hyderabad, Telangana, India
| | - Jayabalan Nirmal
- Translational Pharmaceutics Research Laboratory, Birla Institute of Technology and Science-Pilani, Hyderabad, Telangana, India
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30
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Simon C, Rose O, Kanduth K, Pachmayr J, Clemens S. Drug-related problems in elective surgical inpatients: A retrospective study. Sci Prog 2024; 107:368504241263534. [PMID: 39582158 PMCID: PMC11307339 DOI: 10.1177/00368504241263534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2024]
Abstract
OBJECTIVES Patients with drug-related problems are at high risk for perioperative complications. The study aimed to determine the prevalence, number, characteristics, clinical significance and the involved drugs of drug-related problems in inpatients, who were admitted to elective surgery, as well as their burden of comorbidity. METHODS The study design was a retrospective, observational study across nine different surgical sites. Patients at admission for elective surgery with ≥ 1 drug-related problem, a hospital stay of ≥ 24 h and at age ≥ 18 years were included. The outcomes of interest were the prevalence and nature of drug-related problems, assessed by pharmacists at hospital admission. The Pharmaceutical Network Europe classification V9.1, the Hatoum scale of clinical significance, the Anatomical-Therapeutic-Chemical classification scheme of the World Health Organization were engaged to categorize drug-related problems and their clinical significance. The Charlson Comorbidity Index was applied to assess the comorbidity of participants. RESULTS The final data set included 11,176 elective surgical inpatients. Of these, a sample of 284 (2.54%) patients was analysed. It was found that 9.89% of the patients showed at least one drug-related problem (average 1.43, SD 0.7). Major causes were drug-drug interactions (30.3%) and supra-therapeutic doses (18.0%). Most drug-related problems were referred to a prescriber for intervention (61.3%). Eighty-two percent of drug-related problems were rated as clinically significant. Cardiovascular drugs were of major concern. Participants' most common comorbidities were tumour diagnosis (34%), diabetes mellitus with end organ damage (26%) and peripheral vascular diseases (19%). CONCLUSIONS Although the prevalence of drug-related problems in this diverse study population was low, drug-related problems were of great importance in terms of their cause and clinical significance. Patients with drug-related problems showed a moderate burden of physiological illness. Study results suggest a need to identify exposed patients with drug-related problems.
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Affiliation(s)
- Clara Simon
- Institute of Pharmacy, Pharmaceutical Biology and Clinical Pharmacy, Paracelsus Medical University Salzburg, Salzburg, Austria
| | - Olaf Rose
- Institute of Pharmacy, Pharmaceutical Biology and Clinical Pharmacy, Paracelsus Medical University Salzburg, Salzburg, Austria
| | - Karin Kanduth
- Institute of Pharmacy, Pharmaceutical Biology and Clinical Pharmacy, Paracelsus Medical University Salzburg, Salzburg, Austria
| | - Johanna Pachmayr
- Institute of Pharmacy, Pharmaceutical Biology and Clinical Pharmacy, Paracelsus Medical University Salzburg, Salzburg, Austria
| | - Stephanie Clemens
- Institute of Pharmacy, Pharmaceutical Biology and Clinical Pharmacy, Paracelsus Medical University Salzburg, Salzburg, Austria
- Department of Anaesthesiology, Perioperative Medicine and Intensive Care Medicine, Paracelsus Medical University, Salzburg, Austria
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31
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Dou W, Liu X, An P, Zuo W, Zhang B. Real-world safety profile of tetracyclines in children younger than 8 years old: an analysis of FAERS database and review of case report. Expert Opin Drug Saf 2024; 23:885-892. [PMID: 38778731 DOI: 10.1080/14740338.2024.2359615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 04/09/2024] [Indexed: 05/25/2024]
Abstract
BACKGROUND The study aims to obtain the real-world safety profile of tetracyclines in children younger than 8 years old and provide reference for clinical drug applications. RESEARCH DESIGN AND METHODS We made a disproportionality analysis of the FDA Adverse Event Reporting System (FAERS) database through OpenVigil 2 and conducted a review of case reports regarding adverse drug reactions (ADRs) of tetracyclines in children younger than 8-year-old. RESULTS FAERS analysis identified 32 ADRs of tetracyclines in children younger than 8-year-old. Respiratory, thoracic, and mediastinal disorders contained the most frequent ADRs among all system organ classes (SOCs). The top three positive signals with the highest proportional reporting ratio (PRR) were laryngeal injury, Horner's syndrome and methaemoglobinaemia. Sixteen published tetracyclines-associated cases in children younger than 8-year-old were identified in the literature, concentrating in three SOCs. Gastrointestinal disorders were the most commonly reported cases (n = 12). CONCLUSIONS Several ADRs were newly reported only in children younger than 8-year-old in our research, including Horner's syndrome and methemoglobinemia. We recommended that the clinical practitioners should pay attention to the ADRs both in instruction and beyond the label. Take close care of children and timely intervene when the treatment is inevitable.
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Affiliation(s)
- Wei Dou
- Department of Pharmacy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Beijing, China
| | - Xin Liu
- Department of Pharmacy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Beijing, China
| | - Pengjiao An
- Department of Pharmacy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Beijing, China
| | - Wei Zuo
- Department of Pharmacy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Beijing, China
| | - Bo Zhang
- Department of Pharmacy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Beijing, China
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32
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Atwiine F, Kyomya J, Atukunda EC, Isiiko J, Yadesa TM. Prevalence and risk factors of chemotherapy-induced oral mucositis among adult cancer patients at the cancer unit of Mbarara Regional Referral Hospital. Asia Pac J Clin Oncol 2024; 20:354-364. [PMID: 38148289 DOI: 10.1111/ajco.14044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 12/04/2023] [Accepted: 12/17/2023] [Indexed: 12/28/2023]
Abstract
BACKGROUND Chemotherapy is a common treatment for cancer, but it is associated with adverse drug reactions like oral mucositis. This condition destroys basal cells in the oral mucosal layer, causing inflammation and ulceration. This can impact the patient's physical, emotional, and psychological well-being, affecting treatment outcomes and quality of life. This study aims to determine the prevalence, severity, and risk factors of chemotherapy-induced oral mucositis among adult cancer patients. METHODS The study was a cross-sectional study conducted among adult cancer patients receiving chemotherapy at the cancer unit of Mbarara Regional Referral Hospital in southwestern Uganda. Data was collected through patient interviews, oral examinations, and patient chart reviews. RESULTS Out of 268 patients, 115 (42.9%) experienced oral mucositis. Grade 2 oral mucositis was the most common (44.3%) followed by grade 1 (35.7%) and grade 3 (20.0%). Independent risk factors of chemotherapy-induced oral mucositis were female gender (Adjusted Odds Ratio (AOR) = 2.19, 95% confidence interval [CI]: 1.27-3.78; p-value = 0.005), poor oral hygiene (AOR = 3.70, 95% CI: 1.51-9.10; p-value = 0.04), and receiving chemotherapy containing an alkylating agent (AOR = 3.17, 95% CI: 1.63-6.19; p-value < 0.001). CONCLUSION The study found that two out of five chemotherapy patients developed oral mucositis, with nearly half being grade 2. The risk factors identified in our study were comparable to those reported in previous studies. Therefore, identification and assessment of cancer patients at high risk for chemotherapy-induced oral mucositis should be routinely done for proper and timely management.
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Affiliation(s)
- Fredrick Atwiine
- Department of Pharmacy, Mbarara University of Science and Technology, Mbarara, Uganda
| | - Julius Kyomya
- Department of Pharmacy, Mbarara University of Science and Technology, Mbarara, Uganda
| | - Esther C Atukunda
- Department of Pharmacy, Mbarara University of Science and Technology, Mbarara, Uganda
| | - John Isiiko
- Department of Pharmacy, Mbarara University of Science and Technology, Mbarara, Uganda
- Cancer Unit, Mbarara Regional Referral Hospital, Mbarara, Uganda
| | - Tadele Mekuriya Yadesa
- Department of Pharmacy, Mbarara University of Science and Technology, Mbarara, Uganda
- Pharm-Biotechnology and Traditional Medicine Center, Mbarara University of Science and Technology, Mbarara, Uganda
- Department of Clinical Pharmacy and Pharmacy Practice, School of Pharmacy, Kampala International University, Ishaka, Uganda
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Amiri M, Kaviari MA, Rostaminasab G, Barimani A, Rezakhani L. A novel cell-free therapy using exosomes in the inner ear regeneration. Tissue Cell 2024; 88:102373. [PMID: 38640600 DOI: 10.1016/j.tice.2024.102373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 03/01/2024] [Accepted: 04/03/2024] [Indexed: 04/21/2024]
Abstract
Cellular and molecular alterations associated with hearing loss are now better understood with advances in molecular biology. These changes indicate the participation of distinct damage and stress pathways that are unlikely to be fully addressed by conventional pharmaceutical treatment. Sensorineural hearing loss is a common and debilitating condition for which comprehensive pharmacologic intervention is not available. The complex and diverse molecular pathology that underlies hearing loss currently limits our ability to intervene with small molecules. The present review focuses on the potential for the use of extracellular vesicles in otology. It examines a variety of inner ear diseases and hearing loss that may be treatable using exosomes (EXOs). The role of EXOs as carriers for the treatment of diseases related to the inner ear as well as EXOs as biomarkers for the recognition of diseases related to the ear is discussed.
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Affiliation(s)
- Masoumeh Amiri
- Faculty of Medicine, Kermanshah University of Medical Science, Kermanshah, Iran
| | - Mohammad Amin Kaviari
- Student Research Committee, Kermanshah University of Medical Sciences, Kermanshah, Iran; Universal Scientific Education and Research Network (USERN) Office, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Gelavizh Rostaminasab
- Clinical Research Development Center, Imam Khomeini and Mohammad Kermanshahi and Farabi Hospitals, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Amir Barimani
- Clinical Research Development Center, Imam Khomeini and Mohammad Kermanshahi and Farabi Hospitals, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Leila Rezakhani
- Fertility and Infertility Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran; Department of Tissue Engineering, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran.
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Almutairi KB, Inderjeeth CA, Preen DB, Keen HI, Nossent JC. The temporal association between adverse drug reactions and antirheumatic drugs utilisation in Western Australia: a retrospective study from real-world data (1995-2015). Rheumatol Int 2024; 44:1089-1099. [PMID: 38615313 PMCID: PMC11108947 DOI: 10.1007/s00296-024-05588-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 03/24/2024] [Indexed: 04/15/2024]
Abstract
BACKGROUND/OBJECTIVES Adverse drug reactions (ADRs) can result in morbidity, mortality, and higher healthcare costs. Given the limited information available on ADRs associated with antirheumatic medications, this study aims to analyse and compare ADR reporting for these drugs in the pharmacovigilance datasets of Western Australia (WA) and the United States (US). METHODS Therapeutic Goods Administration provided WA pharmacovigilance data of selected antirheumatic drugs to from 1995 to 2015. The proportional reporting ratio (PRR) for WA case reports was compared to corresponding USA pharmacovigilance data by assessing the disproportionality of each ADR. clinically significant or true ADRs were determined using the Evans 2001 criteria (n > 2, chi-square > 4, PRR > 2). RESULTS A total of 232 reports were found in WA, mostly on sixty-nine women aged 45 to 69. Methotrexate, leflunomide, azathioprine, sulfasalazine, and infliximab had the highest reported ADRs, related to gastrointestinal disorders. Patients who used biological agents in WA had 2.7 times the likelihood of reporting true ADRs compared to conventional antirheumatic drugs. The ADR rates in the two datasets were comparable over the study period. CONCLUSIONS The PRR values of ADRs were consistent between WA and US databases. Methotrexate and infliximab use were commonly associated with ADR reports in WA females, with incidence rates comparable to the US; while patients using biological agents were more likely to report true ADRs than those on conventional antirheumatic drugs in WA.
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Affiliation(s)
- Khalid B Almutairi
- School of Medicine, The University of Western Australia, Perth, Australia.
- King Fahd Specialist Hospital, Burydah, Saudi Arabia.
| | - Charles A Inderjeeth
- School of Medicine, The University of Western Australia, Perth, Australia
- Sir Charles Gairdner and Osborne Park Health Care Group, Perth, Australia
| | - David B Preen
- School of Population and Global Health, University of Western Australia, Perth, WA, Australia
| | - Helen I Keen
- School of Medicine, The University of Western Australia, Perth, Australia
- Fiona Stanley Hospital, Murdoch, WA, Australia
| | - Johannes C Nossent
- School of Medicine, The University of Western Australia, Perth, Australia
- Sir Charles Gairdner and Osborne Park Health Care Group, Perth, Australia
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Cho D, Yu MS, Shin J, Lee J, Kim Y, Kang HC, Kim SH, Na D. A computational clinical decision-supporting system to suggest effective anti-epileptic drugs for pediatric epilepsy patients based on deep learning models using patient's medical history. BMC Med Inform Decis Mak 2024; 24:149. [PMID: 38822293 PMCID: PMC11143596 DOI: 10.1186/s12911-024-02552-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Accepted: 05/21/2024] [Indexed: 06/02/2024] Open
Abstract
BACKGROUND Epilepsy, a chronic brain disorder characterized by abnormal brain activity that causes seizures and other symptoms, is typically treated using anti-epileptic drugs (AEDs) as the first-line therapy. However, due to the variations in their modes of action, identification of effective AEDs often relies on ad hoc trials, which is particularly challenging for pediatric patients. Thus, there is significant value in computational methods capable of assisting in the selection of AEDs, aiming to minimize unnecessary medication and improve treatment efficacy. RESULTS In this study, we collected 7,507 medical records from 1,000 pediatric epilepsy patients and developed a computational clinical decision-supporting system for AED selection. This system leverages three multi-channel convolutional neural network (CNN) models tailored to three specific AEDs (vigabatrin, prednisolone, and clobazam). Each CNN model predicts whether a respective AED is effective on a given patient or not. The CNN models showed AUROCs of 0.90, 0.80, and 0.92 in 10-fold cross-validation, respectively. Evaluation on a hold-out test dataset further revealed positive predictive values (PPVs) of 0.92, 0.97, and 0.91 for the three respective CNN models, representing that suggested AEDs by our models would be effective in controlling epilepsy with a high accuracy and thereby reducing unnecessary medications for pediatric patients. CONCLUSION Our CNN models in the system demonstrated high PPVs for the three AEDs, which signifies the potential of our approach to support the clinical decision-making by assisting doctors in recommending effective AEDs within the three AEDs for patients based on their medical history. This would result in a reduction in the number of unnecessary ad hoc attempts to find an effective AED for pediatric epilepsy patients.
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Affiliation(s)
- Daeahn Cho
- Department of Biomedical Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea
| | - Myeong-Sang Yu
- Department of Biomedical Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea
| | - Jeongyoon Shin
- Division of Pediatric Neurology, Department of Pediatrics, Severance Children's Hospital, Yonsei University College of Medicine, Epilepsy Research Institute, 50-1 Yonsei-ro Seodaemun-Gu, Seoul, Republic of Korea
| | - Jingyu Lee
- Department of Biomedical Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea
| | - Yubin Kim
- Department of Biomedical Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea
| | - Hoon-Chul Kang
- Division of Pediatric Neurology, Department of Pediatrics, Severance Children's Hospital, Yonsei University College of Medicine, Epilepsy Research Institute, 50-1 Yonsei-ro Seodaemun-Gu, Seoul, Republic of Korea
| | - Se Hee Kim
- Division of Pediatric Neurology, Department of Pediatrics, Severance Children's Hospital, Yonsei University College of Medicine, Epilepsy Research Institute, 50-1 Yonsei-ro Seodaemun-Gu, Seoul, Republic of Korea.
| | - Dokyun Na
- Department of Biomedical Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea.
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Lee E, Jang JY, Yang J. Uncommon Adverse Events of Immune Checkpoint Inhibitors in Small Cell Lung Cancer: A Systematic Review of Case Reports. Cancers (Basel) 2024; 16:1896. [PMID: 38791974 PMCID: PMC11119772 DOI: 10.3390/cancers16101896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 05/03/2024] [Accepted: 05/10/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND This study aimed to systematically review case reports documenting rare adverse events in patients with small cell lung cancer (SCLC) following the administration of immune checkpoint inhibitors (ICIs). METHODS A systematic literature review was conducted to identify case reports detailing previously unreported adverse drug reactions to ICIs in patients with SCLC. The scope of the literature reviewed was restricted to case studies on SCLC published up to 31 December 2023. RESULTS We analyzed twenty-four studies on ICI use for patients with SCLC. There were six reports on atezolizumab, four on durvalumab, and three on adverse events from monotherapy with nivolumab. Reports involving combination treatments were the most frequent, with a total of six, predominantly involving using nivolumab in combination with ipilimumab. Additionally, there was one report each on using pembrolizumab, nofazinilimab, sintilimab, tislelizumab, and toripalimab. We collected detailed information on the clinical course, including patient and disease characteristics, symptoms, treatment for each adverse event, and recovery status. Among the patients included in the case reports, 21 out of 24 (87.5%) had extensive-stage SCLC when initiating ICI therapy, with only 1 patient diagnosed with limited-stage SCLC. Respiratory system adverse events were most common, with seven cases, followed by neurological, endocrinological, and gastroenterological events. Three case reports documented adverse events across multiple systems in a single patient. In most cases, patients showed symptom improvement; however, four studies reported cases where patients either expired without symptom improvement or experienced sequelae. CONCLUSIONS Efforts to develop reliable biomarkers for predicting irAEs continue, with ongoing research to enhance predictive precision. Immunotherapy presents diverse and unpredictable adverse events, underscoring the need for advanced diagnostic tools and a multidisciplinary approach to improve patient management.
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Affiliation(s)
- Eunso Lee
- Division of Allergy and Pulmonology, Department of Internal Medicine, Chungnam National University Sejong Hospital, Sejong 30099, Republic of Korea
| | - Jeong Yun Jang
- Department of Radiation Oncology, Konkuk University Medical Center, Konkuk University School of Medicine, 120-1, Neungdong-ro, Gwangjin-gu, Seoul 05030, Republic of Korea
| | - Jinho Yang
- Department of Occupational Health and Safety, Semyung University, 65 Semyung-ro, Jecheon 27136, Republic of Korea
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Galli M, Occhipinti G, Angiolillo DJ. Aspirin hypersensitivity and intolerance. EUROPEAN HEART JOURNAL. CARDIOVASCULAR PHARMACOTHERAPY 2024; 10:173-174. [PMID: 38268418 DOI: 10.1093/ehjcvp/pvae008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Revised: 01/16/2024] [Accepted: 01/23/2024] [Indexed: 01/26/2024]
Affiliation(s)
- Mattia Galli
- Maria Cecilia Hospital, GVM Care & Research, Cotignola 48033, Italy
| | - Giovanni Occhipinti
- Institut Clinic Cardiovascular, Hospital Clínic de Barcelona, University of Barcelona, Barcelona 08036, Spain
| | - Dominick J Angiolillo
- Division of Cardiology, University of Florida College of Medicine, Jacksonville, FL 32209, USA
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Avvaru D, Chaudhary RK, Doshi B, Bhandari R. Steroid as a Saviour and Culprit in Pemphigus Vulgaris Therapy: A Rare
Case Series. CURRENT DRUG THERAPY 2024; 19:360-366. [DOI: 10.2174/1574885518666230816095340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 06/10/2023] [Accepted: 06/27/2023] [Indexed: 01/06/2025]
Abstract
Introduction:
Pemphigus is a group of autoimmune dermatological life-threatening diseases
of which Pemphigus Vulgaris (PV) is the most common (1-5 cases/million/year) with a mortality rate
of 60-90%. PV is generally characterized by painful oral erosions, along with or without cutaneous lesions,
as blisters are often misdiagnosed. The management strategy of PV includes steroids along with
adjuvant therapy.
Case Presentation:
We report the case of three female patients with a mean age of 30.67 years who
were diagnosed with pemphigus vulgaris and was on steroid therapy for a long duration. The longterm
steroid therapy in all these three patients resulted in adverse drug reactions such as Cushing syndrome,
oral and vaginal candidiasis. Although the steroid was found to cause ADR among these patients,
the treatment with steroids and rituximab was continued. The withdrawal of steroids results in
flare-up conditions, whereas the addition of rituximab serves as a steroid sparring partner in the management
of PV. However, premedication was administered before the infusion of rituximab to prevent
potential toxicity associated with rituximab. Further, administration of pulse therapy over oral dosing
of steroids lowers the risks of ADR and long-term complications associated with steroids.
Conclusion:
As PV requires the management with high doses of steroids along with the immunosuppressant,
patients are more prone to developing drug-related problems. Hence, the rigorous monitoring
of the therapy is vital to prevent adverse effects of long-term therapy. Clinical pharmacists and pharmacologists
are the most suitable pillar of the healthcare system for drug therapy management.
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Affiliation(s)
- Deepthi Avvaru
- Department of Pharmacy Practice, KLE College of Pharmacy Belagavi, KLE Academy Higher Education and Research
(KAHER), Belgaum, 590010, Karnataka, India
| | - Raushan Kumar Chaudhary
- Department of Pharmacy Practice, KLE College of Pharmacy Belagavi, KLE Academy Higher Education and Research
(KAHER), Belgaum, 590010, Karnataka, India
| | - Bhavana Doshi
- Department of Dermatology, J.N. Medical College, Belagavi,
KLE Academy of Higher Education and Research (KAHER), Belagavi, 590010, Karnataka, India
| | - Ramesh Bhandari
- Department of Pharmacy Practice, KLE College of Pharmacy Belagavi, KLE Academy Higher Education and Research
(KAHER), Belgaum, 590010, Karnataka, India
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Abdel-Reheim MA, Ali ME, Gaafar AGA, Ashour AA. Quillaja saponin mitigates methotrexate-provoked renal injury; insight into Nrf-2/Keap-1 pathway modulation with suppression of oxidative stress and inflammation. J Pharm Health Care Sci 2024; 10:17. [PMID: 38594773 PMCID: PMC11003044 DOI: 10.1186/s40780-024-00330-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 01/20/2024] [Indexed: 04/11/2024] Open
Abstract
BACKGROUND Methotrexate (MTX) is an antineoplastic/immunosuppressive drug, whose clinical use is impeded owing to its serious adverse effects; one of which is acute kidney injury (AKI). Most of MTX complications emerged from the provoked pro-oxidant-, pro-inflammatory- and pro-apoptotic effects. Quillaja saponaria bark saponin (QBS) is a bioactive triterpene that has been traditionally used as an antitussive, anti-inflammatory supplement, and to boost the immune system due to its potent antioxidant- and anti-inflammatory activities. However, the protective/therapeutic potential of QBS against AKI has not been previously evaluated. This study aimed to assess the modulatory effect of QBS on MTX-induced reno-toxicity. METHODS Thirty-two male rats were divided into 4-groups. Control rats received oral saline (group-I). In group-II, rats administered QBS orally for 10-days. In group-III, rats were injected with single i.p. MTX (20 mg/kg) on day-5. Rats in group-IV received QBS and MTX. Serum BUN/creatinine levels were measured, as kidney-damage-indicating biomarkers. Renal malondialdehyde (MDA), reduced-glutathione (GSH) and nitric-oxide (NOx) were determined, as oxidative-stress indices. Renal expression of TNF-α protein and Nrf-2/Keap-1 mRNAs were evaluated as regulators of inflammation. Renal Bcl-2/cleaved caspase-3 immunoreactivities were evaluated as apoptosis indicators. RESULTS Exaggerated kidney injury upon MTX treatment was evidenced histologically and biochemically. QBS attenuated MTX-mediated renal degeneration, oxidant-burden enhancement, excessive inflammation, and proapoptotic induction. Histopathological analysis further confirmed the reno-protective microenvironment rendered by QBS. CONCLUSIONS In conclusion, our results suggest the prophylactic and/or therapeutic effects of QBS in treating MTX-induced AKI. Such reno-protection is most-likely mediated via Nrf-2 induction that interferes with oxidant load, inflammatory pathways, and proapoptotic signaling.
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Affiliation(s)
- Mustafa Ahmed Abdel-Reheim
- Department of Pharmaceutical Sciences, College of Pharmacy, Shaqra University, 11961, Shaqra, Saudi Arabia
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Beni-Suef University, Beni Suef, Egypt
| | - Merhan E Ali
- Department of Pathology, Faculty of Veterinary Medicine, Cairo University, Giza, 12211, Egypt
| | - Ahmed Gaafar A Gaafar
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Port Said University, Port Said, Egypt
| | - Ahmed Amine Ashour
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Al-Azhar University, El-Nasr Road, P.O. 11751, Cairo, Egypt.
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Sinai University - Kantara Branch, Ismailia, 41636, Egypt.
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Jmel H, Sarno S, Giuliani C, Boukhalfa W, Abdelhak S, Luiselli D, Kefi R. Genetic diversity of variants involved in drug response among Tunisian and Italian populations toward personalized medicine. Sci Rep 2024; 14:5842. [PMID: 38462643 PMCID: PMC10925599 DOI: 10.1038/s41598-024-55239-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 02/21/2024] [Indexed: 03/12/2024] Open
Abstract
Adverse drug reactions (ADR) represent a significant contributor to morbidity and mortality, imposing a substantial financial burden. Genetic ancestry plays a crucial role in drug response. The aim of this study is to characterize the genetic variability of selected pharmacogenes involved with ADR in Tunisians and Italians, with a comparative analysis against global populations. A cohort of 135 healthy Tunisians and 737 Italians were genotyped using a SNP array. Variants located in 25 Very Important Pharmacogenes implicated in ADR were extracted from the genotyping data. Distribution analysis of common variants in Tunisian and Italian populations in comparison to 24 publicly available worldwide populations was performed using PLINK and R software. Results from Principle Component and ADMIXTURE analyses showed a high genetic similarity among Mediterranean populations, distinguishing them from Sub-Saharan African and Asian populations. The Fst comparative analysis identified 27 variants exhibiting significant differentiation between the studied populations. Among these variants, four SNPs rs622342, rs3846662, rs7294, rs5215 located in SLC22A1, HMGCR, VKORC1 and KCNJ11 genes respectively, are reported to be associated with ethnic variability in drug responses. In conclusion, correlating the frequencies of genotype risk variants with their associated ADRs would enhance drug outcomes and the implementation of personalized medicine in the studied populations.
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Affiliation(s)
- Haifa Jmel
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis, Tunisia
- University of Tunis El Manar, Tunis, Tunisia
- Genetic Typing DNA Service Pasteur Institute, Institut Pasteur de Tunis, Tunis, Tunisia
| | - Stefania Sarno
- Laboratory of Molecular Anthropology & Centre for Genome Biology, Department of Biological, Geological and Environmental Sciences (BiGeA), University of Bologna, Bologna, Italy
| | - Cristina Giuliani
- Laboratory of Molecular Anthropology & Centre for Genome Biology, Department of Biological, Geological and Environmental Sciences (BiGeA), University of Bologna, Bologna, Italy
| | - Wided Boukhalfa
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis, Tunisia
- University of Tunis El Manar, Tunis, Tunisia
| | - Sonia Abdelhak
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis, Tunisia
- University of Tunis El Manar, Tunis, Tunisia
| | - Donata Luiselli
- Laboratory of Ancient DNA (aDNALab), Department of Cultural Heritage (DBC), University of Bologna, Ravenna, Italy
| | - Rym Kefi
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis, Tunisia.
- University of Tunis El Manar, Tunis, Tunisia.
- Genetic Typing DNA Service Pasteur Institute, Institut Pasteur de Tunis, Tunis, Tunisia.
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Wu CW, Huang HY, Lin SY, Wang CC, Huang CF, Wu IH. Vascular Endothelial Growth Factor Inhibitors and the Risk of Aortic Aneurysm and Aortic Dissection. JAMA Netw Open 2024; 7:e240940. [PMID: 38436956 PMCID: PMC10912963 DOI: 10.1001/jamanetworkopen.2024.0940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 01/12/2024] [Indexed: 03/05/2024] Open
Abstract
Importance Vascular endothelial growth factor pathway inhibitors (VPIs) pose a concern for aortic aneurysm (AA) and aortic dissection (AD), signaling potential vascular disease development. Objective To investigate VPI-associated AA and AD. Design, Setting, and Participants This case-control study with a nested design used full population data from a national claims database in Taiwan between 2011 and 2019. Eligible participants were aged 20 years or older with kidney, hepatic, gastrointestinal, or pancreatic cancer diagnosed between January 1, 2012, and December 31, 2019. The first cancer diagnosis date was defined as the cohort entry date. Cases were patients who received a diagnosis of AA or AD in hospitalizations or emergency visits between the cohort entry date and December 31, 2019. Controls were matched by ratio (up to 1:5) based on age, sex, cancer type, cohort entry date, and the index date (ie, the first AA or AD event date). Data analysis was performed between January 2022 and December 2023. Exposures Use of the oral VPIs sorafenib, sunitinib, and pazopanib between cohort entry date and index date. Main Outcomes and Measures In the primary analysis, AA and AD were evaluated compositely, while in the secondary analyses, they were evaluated separately. Adjusted odds ratios (aORs) were calculated using conditional logistic regression to assess the association with VPI use (sorafenib, sunitinib, and pazopanib) considering various VPI exposure windows and cumulative use. Results A total of 1461 cases were included (mean [SD] age, 73.0 [12.3] years; 1118 male patients [76.5%]), matched to 7198 controls. AA or AD risk increased with a VPI exposure of 100 days or less before the index date (aOR, 2.10; 95% CI, 1.40-3.15), mainly from VPI-associated AD (aOR, 3.09; 95% CI, 1.77-5.39). Longer VPI duration (68 days or more: aOR, 2.64; 95% CI, 1.66-4.19) and higher cumulative dose (61 or more defined daily doses: aOR, 2.65; 95% CI, 1.66-4.23) increased the risk. Conclusions and Relevance The use of the 3 study VPIs (sorafenib, sunitinib, and pazopanib) was associated with an increased risk of AA and AD in patients with cancer, essentially all of the risk from VPI-associated AD. Future studies are needed to determine the risk factors of VPI-associated AA and AD, as well as to establish a class effect.
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Affiliation(s)
- Chia-Wei Wu
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
| | - Hsin-Yi Huang
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Shin-Yi Lin
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Chi-Chuan Wang
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Chih-Fen Huang
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - I-Hui Wu
- Department of Traumatology, National Taiwan University Hospital, Taipei, Taiwan
- Department of Cardiovascular Surgery, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
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Chivukula N, Ramesh K, Subbaroyan A, Sahoo AK, Dhanakoti GB, Ravichandran J, Samal A. ViCEKb: Vitiligo-linked Chemical Exposome Knowledgebase. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 913:169711. [PMID: 38160837 DOI: 10.1016/j.scitotenv.2023.169711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 12/23/2023] [Accepted: 12/25/2023] [Indexed: 01/03/2024]
Abstract
Vitiligo is a complex disease wherein the environmental factors, in conjunction with the underlying genetic predispositions, trigger the autoimmune destruction of melanocytes, ultimately leading to depigmented patches on the skin. While genetic factors have been extensively studied, the knowledge on environmental triggers remains sparse and less understood. To address this knowledge gap, we present the first comprehensive knowledgebase of vitiligo-triggering chemicals namely, Vitiligo-linked Chemical Exposome Knowledgebase (ViCEKb). ViCEKb involves an extensive and systematic manual effort in curation of published literature and subsequent compilation of 113 unique chemical triggers of vitiligo. ViCEKb standardizes various chemical information, and categorizes the chemicals based on their evidences and sources of exposure. Importantly, ViCEKb contains a wide range of metrics necessary for different toxicological evaluations. Notably, we observed that ViCEKb chemicals are present in a variety of consumer products. For instance, Propyl gallate is present as a fragrance substance in various household products, and Flutamide is used in medication to treat prostate cancer. These two chemicals have the highest level of evidence in ViCEKb, but are not regulated for their skin sensitizing effects. Furthermore, an extensive cheminformatics-based investigation revealed that ViCEKb chemical space is structurally diverse and comprises unique chemical scaffolds in comparison with skin specific regulatory lists. For example, Neomycin and 2,3,5-Triglycidyl-4-aminophenol have unique chemical scaffolds and the highest level of evidence in ViCEKb, but are not regulated for their skin sensitizing effects. Finally, a transcriptomics-based analysis of ViCEKb chemical perturbations in skin cell samples highlighted the commonality in their linked biological processes. Overall, we present the first comprehensive effort in compilation and exploration of various chemical triggers of vitiligo. We believe such a resource will enable in deciphering the complex etiology of vitiligo and aid in the characterization of human chemical exposome. ViCEKb is freely available for academic research at: https://cb.imsc.res.in/vicekb.
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Affiliation(s)
- Nikhil Chivukula
- The Institute of Mathematical Sciences (IMSc), Chennai, India; Homi Bhabha National Institute (HBNI), Mumbai, India
| | | | - Ajay Subbaroyan
- The Institute of Mathematical Sciences (IMSc), Chennai, India; Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Ajaya Kumar Sahoo
- The Institute of Mathematical Sciences (IMSc), Chennai, India; Homi Bhabha National Institute (HBNI), Mumbai, India
| | | | - Janani Ravichandran
- The Institute of Mathematical Sciences (IMSc), Chennai, India; Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Areejit Samal
- The Institute of Mathematical Sciences (IMSc), Chennai, India; Homi Bhabha National Institute (HBNI), Mumbai, India.
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Zhao X, Peng Q, Hu D, Li W, Ji Q, Dong Q, Huang L, Piao M, Ding Y, Wang J. Prediction of risk factors for linezolid-induced thrombocytopenia based on neural network model. Front Pharmacol 2024; 15:1292828. [PMID: 38449807 PMCID: PMC10915059 DOI: 10.3389/fphar.2024.1292828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 01/29/2024] [Indexed: 03/08/2024] Open
Abstract
Background: Based on real-world medical data, the artificial neural network model was used to predict the risk factors of linezolid-induced thrombocytopenia to provide a reference for better clinical use of this drug and achieve the timely prevention of adverse reactions. Methods: The artificial neural network algorithm was used to construct the prediction model of the risk factors of linezolid-induced thrombocytopenia and further evaluate the effectiveness of the artificial neural network model compared with the traditional Logistic regression model. Results: A total of 1,837 patients receiving linezolid treatment in a hospital in Xi 'an, Shaanxi Province from 1 January 2011 to 1 January 2021 were recruited. According to the exclusion criteria, 1,273 cases that did not meet the requirements of the study were excluded. A total of 564 valid cases were included in the study, with 89 (15.78%) having thrombocytopenia. The prediction accuracy of the artificial neural network model was 96.32%, and the AUROC was 0.944, which was significantly higher than that of the Logistic regression model, which was 86.14%, and the AUROC was 0.796. In the artificial neural network model, urea, platelet baseline value and serum albumin were among the top three important risk factors. Conclusion: The predictive performance of the artificial neural network model is better than that of the traditional Logistic regression model, and it can well predict the risk factors of linezolid-induced thrombocytopenia.
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Affiliation(s)
- Xian Zhao
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Qin Peng
- Department of Hepatobiliary Surgery, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Dongmei Hu
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Weiwei Li
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Qing Ji
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Qianqian Dong
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Luguang Huang
- Department of Information, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Miyang Piao
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Yi Ding
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
| | - Jingwen Wang
- Department of Pharmacy, First Affiliated Hospital of Air Force Medical University, Xi’an, Shaanxi, China
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Khine AH, Wettayaprasit W, Duangsuwan J. A new word embedding model integrated with medical knowledge for deep learning-based sentiment classification. Artif Intell Med 2024; 148:102758. [PMID: 38325934 DOI: 10.1016/j.artmed.2023.102758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 11/19/2023] [Accepted: 12/29/2023] [Indexed: 02/09/2024]
Abstract
The development of intelligent systems that use social media data for decision-making processes in numerous domains such as politics, business, marketing, and finance, has been made possible by the popularity of social media platforms. However, the utilization of textual data from social media in the healthcare management industry is still somewhat limited when it is compared to other industries. Investigating how current machine learning and natural language processing technologies can be used in the healthcare industry to gauge public sentiment is an important study. Earlier works on healthcare sentiment analysis have utilized traditional word embedding models trained on the general and medical corpus. However, integration of medical knowledge to pre-trained word embedding models has not been considered yet. Word embedding models trained on the general corpus led to the problem of lacking medical knowledge and the models trained on the small size of the medical corpus have limitations in capturing semantic and syntactic properties. This research proposes a new word embedding model named Word Embedding Integrated with Medical Knowledge Vector (WE-iMKVec). The proposed model integrates sentiment lexicons and medical knowledgebases into the pre-trained word embedding to enrich the properties of word embedding. A new medical-aware sentiment polarity score is proposed for the utilization in learning neural-network sentiment and these vectors incorporate with the original pre-trained word vectors. The resulting vectors are enriched with lexicon vectors and the medical knowledge vectors: Adverse Drug Reaction (ADR) vector and Unified Medical Language System (UMLS) vector are used to build the proposed WE-iMKVec model. WE-iMKVec is validated on the five different social media healthcare review datasets and the empirical results showed its superiority over traditional word embedding models in medical sentiment analysis. The highest improvement can be found in the patients.info medical condition dataset where the proposed model outperforms three conventional word2vec models (Google-News, PubMed-PMC, and Drug Reviews) by 12.7 %, 31.4 %, and 25.4 % respectively in terms of F1 score.
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Affiliation(s)
- Aye Hninn Khine
- Artificial Intelligence Research Lab, Division of Computational Science, Faculty of Science, Prince of Songkla University, Hat Yai, Thailand
| | - Wiphada Wettayaprasit
- Artificial Intelligence Research Lab, Division of Computational Science, Faculty of Science, Prince of Songkla University, Hat Yai, Thailand
| | - Jarunee Duangsuwan
- Artificial Intelligence Research Lab, Division of Computational Science, Faculty of Science, Prince of Songkla University, Hat Yai, Thailand.
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Ogunjimi L, Alabi A, Aderinola A, Ogunjimi O, Oladunjoye Y, Kasali A, Kasumu E, Oyenuga I, Akinbodu S, Onipede M, Dele O, Adeyemo S, Osalusi B. Predictors and associated factors with adverse drug reaction in people with epilepsy. Epilepsy Behav 2024; 150:109566. [PMID: 38071827 DOI: 10.1016/j.yebeh.2023.109566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 11/24/2023] [Accepted: 11/26/2023] [Indexed: 01/14/2024]
Abstract
OBJECTIVES There is a need for early identification and intervention of Adverse Drug Reaction (ADR) to alleviate the unacceptably growing burden, morbidity, and mortality associated with People With Epilepsy (PWE). This study is aimed at identifying associated factors and predictors of ADR among PWE. METHODS It is an interviewer-administered questionnaire-based study consisting of 940 consenting participants aged 16 years and above attending epilepsy clinics for 5 years with diagnosis confirmed by International League against Epilepsy (ILAE) criteria and supported by Electroencephalography (EEG). Twenty-one-item Liverpool Adverse Effect Profile (LAEP) and 8-item Morinsky Medication Adherence Scale (MMAS) were used to assess ADR and adherence respectively. RESULTS The highest reported ADR in PWE were nervousness (34.3%), aggression (33.6%), and weight gain (32.3%). Specifically, 20.1% of the participants complained of memory problems. On the other hand, ADR associated with skin, mouth/gum and hair loss was 9.3%, 8.9%, and 7.2% respectively, and these were the lowest reported ADRs. Using the MMAS, 545(90.2%), 28(4.6%), and 31(5.1%) of PWE in this study were classified as having high, medium, and low adherence, respectively. Duration of Anti-Seizure Medication (ASM) use and duration of epilepsy were the major determinants of ADR in PWE on the regression model. CONCLUSION Duration of ASM use and duration of epilepsy are the major determinants of ADR in PWE. Effective strategies to identify and reduce ADR should be incorporated into the management of PWE by Health Care Providers (HCPs) to improve their quality of life.
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Affiliation(s)
- Luqman Ogunjimi
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria.
| | - Akinyinka Alabi
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Aderonke Aderinola
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Olabisi Ogunjimi
- Department of Pharmacy, University College Hospital, Ibadan, Oyo state, Nigeria
| | - Yusuf Oladunjoye
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Adeola Kasali
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Emmanuel Kasumu
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Ibironke Oyenuga
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Shittabey Akinbodu
- Department of Physiology, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Modupeoluwa Onipede
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Oludolapo Dele
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Stella Adeyemo
- Department of Pharmacology and Therapeutics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
| | - Bamidele Osalusi
- Department of Medicine, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Remo Campus, Sagamu, Ogun state, Nigeria
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Shukla S, Sharma P, Gupta P, Pandey S, Agrawal R, Rathour D, Kumar Kewat D, Singh R, Kumar Thakur S, Paliwal R, Sulakhiya K. Current Scenario and Future Prospects of Adverse Drug Reactions (ADRs) Monitoring and Reporting Mechanisms in the Rural Areas of India. Curr Drug Saf 2024; 19:172-190. [PMID: 37132145 DOI: 10.2174/1574886318666230428144120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 03/13/2023] [Accepted: 03/20/2023] [Indexed: 05/04/2023]
Abstract
BACKGROUND Pharmacovigilance (PV) deals with the detection, collection, assessment, understanding, and prevention of adverse effects associated with drugs. The objective of PV is to ensure the safety of the medicines and patients by monitoring and reporting all adverse drug reactions (ADRs) associated with prescribed medicine usage. Findings have indicated that about 0.2- 24% of hospitalization cases are due to ADRs, of which 3.7% of patients have lethal ADRs. The reasons include the number of prescribed drugs, an increased number of new medicines in the market, an inadequate PV system for ADR monitoring, and a need for more awareness and knowledge about ADR reporting. Severe ADRs lead to enhanced hospital stays, increased treatment costs, risk of death, and many medical and economic consequences. Therefore, ADR reporting at its first instance is essential to avoid further harmful effects of the prescribed drugs. In India, the rate of ADR reporting is less than 1%, whereas worldwide, it is 5% due to a need for more awareness about PV and ADR monitoring among healthcare providers and patients. The main objective of this review is to highlight the current scenario and possible futuristic ways of ADR reporting methods in rural areas of India. We have searched the literature using PubMed, Google scholar, Indian citation index to retrieve the resources related to ADR monitoring and reporting in India's urban and rural areas. Spontaneous reporting is the most commonly used PV method to report ADRs in India's urban and rural areas. Evidence revealed that no effective ADR reporting mechanisms developed in rural areas causing underreporting of ADR, thus increasing the threat to the rural population. Hence, PV and ADR reporting awareness among healthcare professionals and patients, telecommunication, telemedicine, use of social media and electronic medical records, and artificial intelligence are the potential approaches for prevention, monitoring, and reporting of ADRs in rural areas.
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Affiliation(s)
- Shalini Shukla
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Priyanka Sharma
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Priya Gupta
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Shikha Pandey
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Reshu Agrawal
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Deepak Rathour
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Dharmendra Kumar Kewat
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | - Ramu Singh
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
| | | | - Rishi Paliwal
- Department of Pharmacy, Nanomedicine and Bioengineering Research Laboratory (NBRL), Indira Gandhi National Tribal University, Amarkantak, India
| | - Kunjbihari Sulakhiya
- Department of Pharmacy, Neuropharmacology Research Laboratory, Indira Gandhi National Tribal University (IGNTU), Amarkantak, Madhya Pradesh, India
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Yadav CK, Ranka R, Panda PK, Shah BP, Mishra MK, Krishnan V. Amoxicillin Induced Fever, Rash, and Catatonia - A Case Study. Curr Drug Saf 2024; 19:282-285. [PMID: 36892033 DOI: 10.2174/1574886318666230308094209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 01/27/2023] [Accepted: 01/31/2023] [Indexed: 03/10/2023]
Abstract
INTRODUCTION Adverse drug reactions (ADR) are defined as any harmful or unpleasant events or injuries resulting from the use of any particular drug. Among those antibiotics that cause adverse reactions, amoxicillin is one of them. Catatonia and vasculitic rash are its rare adverse effects. CASE PRESENTATION A 23-year-old postpartum female, with a history of taking empirical Amoxiclav (amoxicillin-clavulanic acid 625 mg) injection and oral tablets for episiotomy wound, presented with altered sensorium and fever followed by maculopapular rash. On examination, she had generalized rigidity with waxy flexibility that improved by lorazepam challenge and was diagnosed as catatonia. On evaluation, amoxicillin was found to be precipitating catatonia in this patient. CONCLUSION Since the diagnosis of catatonia is often missed, any cases with clinical presentation of fever, rash, altered sensorium, and generalized rigidity should also be suspected for druginduced ADR and the precipitating factor should be searched for.
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Affiliation(s)
- Chunnu Kumar Yadav
- Department of Medicine (ID Division), All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Rajat Ranka
- Department of Medicine (ID Division), All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Prasan Kumar Panda
- Department of Medicine (ID Division), All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Bishal Pratap Shah
- Department of Medicine (ID Division), All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Mayank Kumar Mishra
- Department of Medicine (ID Division), All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Vijay Krishnan
- Department of Psychiatry, All India Institute of Medical Sciences, Rishikesh, India
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Waldron C, Hughes J, Wallace E, Cahir C, Bennett K. Contexts and mechanisms relevant to General Practitioner (GP) based interventions to reduce adverse drug events (ADE) in community dwelling older adults: a rapid realist review. HRB Open Res 2023; 5:53. [PMID: 38283368 PMCID: PMC10811420 DOI: 10.12688/hrbopenres.13580.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/19/2023] [Indexed: 01/30/2024] Open
Abstract
Background Older adults in Ireland are at increased risk of adverse drug events (ADE) due, in part, to increasing rates of polypharmacy. Interventions to reduce ADE in community dwelling older adults (CDOA) have had limited success, therefore, new approaches are required.A realist review uses a different lens to examine why and how interventions were supposed to work rather than if, they worked. A rapid realist review (RRR) is a more focused and accelerated version.The aim of this RRR is to identify and examine the contexts and mechanisms that play a role in the outcomes relevant to reducing ADE in CDOA in the GP setting that could inform the development of interventions in Ireland. Methods Six candidate theories (CT) were developed, based on knowledge of the field and recent literature, in relation to how interventions are expected to work. These formed the search strategy. Eighty full texts from 633 abstracts were reviewed, of which 27 were included. Snowballing added a further five articles, relevant policy documents increased the total number to 45. Data were extracted relevant to the theories under iteratively developed sub-themes using NVivo software. Results Of the six theories, three theories, relating to GP engagement in interventions, relevance of health policy documents for older adults, and shared decision-making, provided data to guide future interventions to reduce ADEs for CDOA in an Irish setting. There was insufficient data for two theories, a third was rejected as existing barriers in the Irish setting made it impractical to use. Conclusions To improve the success of Irish GP based interventions to reduce ADEs for CDOA, interventions must be relevant and easily applied in practice, supported by national policy and be adequately resourced. Future research is required to test our theories within a newly developed intervention.
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Affiliation(s)
- Catherine Waldron
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Sciences, Dublin 2, D02 DH60, Ireland
| | - John Hughes
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Sciences, Dublin 2, D02 DH60, Ireland
| | - Emma Wallace
- Department of General Practice, University College Cork, Cork, Ireland
- Department of General Practice, RCSI University of Medicine and Health Sciences, Dublin 2, D02 DH60, Ireland
| | - Caitriona Cahir
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Sciences, Dublin 2, D02 DH60, Ireland
| | - K. Bennett
- Data Science Centre, School of Population Health, RCSI University of Medicine and Health Sciences, Dublin 2, D02 DH60, Ireland
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Jarernsiripornkul N, Kayrash S, Homket P, Srisuriyachanchai W. A nationwide survey of methods and barriers to adverse drug reaction monitoring and reporting among hospital pharmacists in Thailand. INTERNATIONAL JOURNAL OF PHARMACY PRACTICE 2023; 31:625-632. [PMID: 37454288 DOI: 10.1093/ijpp/riad051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 07/06/2023] [Indexed: 07/18/2023]
Abstract
OBJECTIVES To explore the methods of adverse drug reaction identification and monitoring used by hospital pharmacists in all regions of Thailand, to explore barriers to and pharmacists' attitudes towards adverse drug reaction monitoring and reporting, and to assess the factors related to these aspects. METHODS Pharmacists in 480 hospitals in Thailand were selected by stratified sampling. Self-administered questionnaires were sent by post and pharmacists returned completed questionnaires via QR code. KEY FINDINGS In total, pharmacists at 286 hospitals returned the questionnaire (response rate = 59.6%). The most common adverse drug reaction (ADR) monitoring methods were the spontaneous reporting system (SRS), which was used by 100% of respondents, followed by high alert drug lists (73.1%) and routine adverse drug reaction monitoring (64.0%). The most frequently used methods of adverse drug reaction prevention were providing drug allergy card and recording allergy history in database. The major barrier to adverse drug reaction monitoring and reporting among respondents was uncertainty about whether the suspected drug caused the reaction (49.3%). Pharmacists had a good attitude towards adverse drug reaction monitoring and reporting (60.5%). Longer work experience (≥10 years) was negatively related with good attitudes towards adverse drug reaction monitoring and reporting (OR = 0.535, P = 0.040), whereas higher education level was positively related (OR = 2.201, P = 0.025). CONCLUSIONS Spontaneous reporting system is the main method used for adverse drug reaction monitoring and reporting among hospital pharmacists in Thailand. Pharmacists had good attitudes towards adverse drug reaction monitoring and reporting, however, barriers remain.
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Affiliation(s)
- Narumol Jarernsiripornkul
- Division of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Khon Kaen University, Khon Kaen, Thailand
| | - Sasina Kayrash
- Division of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Khon Kaen University, Khon Kaen, Thailand
| | - Prangwalai Homket
- Division of Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Khon Kaen University, Khon Kaen, Thailand
| | - Warisara Srisuriyachanchai
- Sirindhorn College of Public Health Khon Kaen, Faculty of Public Health and Allied Health Sciences, Praboromarajchanok Institute, Khon Kaen, Thailand
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Paul I, Roy A, Ray S. Molecular Design of Novel Inhibitor by Targeting IL-6Rα using Combined Pharmacophore and Experimentally Verified Plant Products with Scaffold-Hopping Techniques: A Dual Therapeutic Strategy for COVID-19 and Cancer. Chem Biodivers 2023; 20:e202300806. [PMID: 37967248 DOI: 10.1002/cbdv.202300806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 11/12/2023] [Accepted: 11/13/2023] [Indexed: 11/17/2023]
Abstract
The IL-6/IL-6R/gp130 complex serves as a significant indicator of cytokine release syndrome in COVID-19 and chronic inflammation, increasing the risk of cancer. Therefore, we identified IL-6Rα as a potential target to block gp130 interaction. Notably, there has been no reception of approval for an orally available drug to serve this purpose, to date. In this study, we targeted IL-6Rα to inhibit IL-6Rα/gp130 interaction. The selection of the lead candidate L821 involved the amalgamation of three drug discovery approaches. This library was screened employing tertiary structure-based pharmacophore models followed by molecular docking models, scaffold-hopping, MM/PBSA as well as MM/GBSA analysis, and assessments of pKi and ADMET properties. After evaluating the binding interactions with key amino acids, 15 potential ligands were chosen, with the top ligand undergoing further investigation by means of molecular dynamics simulations. Considering the stability of the complexes, the strong interactions observed between ligand and residues of IL-6Rα/gp130, and the favorable binding free energy calculations, L821 emerged as the prime candidate for inhibiting IL-6Rα. Notably, L821 exhibited a docking-based binding affinity of -9.5 kcal/mol. Our study presents L821 as a promising inhibitor for future in vitro analysis, potentially combatting SARS-CoV-2-related cytokine storms and serving as an oncogenic drug therapy.
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Affiliation(s)
- Ishani Paul
- Amity Institute of Biotechnology, Amity University, Kolkata, India
| | - Alankar Roy
- Amity Institute of Biotechnology, Amity University, Kolkata, India
| | - Sujay Ray
- Amity Institute of Biotechnology, Amity University, Kolkata, India
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