The aim of this article is to present ideas and tools of risk assessment that can be implemented to overcome various pharmaceutical quality challenges. These elements cover the development, production, distribution, inspection, and reporting of review procedures for drug substances, drug products, and biological products at every stage of their lifecycle. In light of the constant requirement to ensure the drug's efficacy, safety, and quality, the pharmaceutical sector is always evolving. A key strategy for attaining pharmaceutical excellence in this dynamic environment is incorporating novel methods like quality by design (QbD) and risk assessment. Risk assessment is a methodical strategy to locate, assess, and minimize any risks in the manufacturing and development of pharmaceuticals. On the other hand, QbD principles place more emphasis on end-product testing and place it in the context of designing quality into the product from the beginning. The major goal of this paper is to address and examine the integration of risk assessment approaches with the QbD principle workflow to ensure pharmaceutical quality. Recent articles on how risk assessment has been used in pharmaceuticals were evaluated. To provide a useful overview, the various assessment methodologies have been highlighted, emphasizing their benefits and drawbacks.
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http://dx.doi.org/10.7759/cureus.68215 | DOI Listing |
Sci Rep
December 2024
Department of Applied Mathematics, Faculty of Mathematical Science, Ferdowsi University of Mashhad, Mashhad, Iran.
This study presents a web application for predicting cardiovascular disease (CVD) and hypertension (HTN) among mine workers using machine learning (ML) techniques. The dataset, collected from 699 participants at the Gol-Gohar mine in Iran between 2016 and 2020, includes demographic, occupational, lifestyle, and medical information. After preprocessing and feature engineering, the Random Forest algorithm was identified as the best-performing model, achieving 99% accuracy for HTN prediction and 97% for CVD, outperforming other algorithms such as Logistic Regression and Support Vector Machines.
View Article and Find Full Text PDFNat Commun
December 2024
Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências (LVRE), Oswaldo Cruz Foundation, Fiocruz, Rio de Janeiro, Brazil.
Zoonotic infections (swine-human) caused by influenza A viruses (IAVs) have been reported and linked to close contact between these species. Here, we describe eight human IAV variant infections (6 mild and 2 severe cases, including 1 death) detected in Paraná, Brazil, during 2020-2023. Genomes recovered were closely related to Brazilian swIAVs of three major lineages (1 A.
View Article and Find Full Text PDFInt J Cancer
December 2024
Clinical Trial Service Unit and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of Oxford, Oxford, UK.
Associations of adiposity with risks of oesophageal squamous cell carcinoma (ESCC) and non-cardia stomach cancer, both prevalent in China, are still inconclusive. While adiposity is an established risk factor for colorectal cancer, the relevance of fat-free mass and early-adulthood adiposity remains to be explored. The prospective China Kadoorie Biobank study included 0.
View Article and Find Full Text PDFPlast Reconstr Surg
December 2024
The Dallas Plastic Surgery Institute, Dallas, TX.
Background: Outpatient plastic surgery offers cost-effective solutions and enhanced privacy but demands careful patient assessment for suitability and vigilant anticipation of adverse events. This study provides recommendations to enhance patient safety in outpatient settings by analyzing over 40,000 consecutive cases spanning across three decades.
Methods: We retrospectively reviewed all consecutive cases completed by board-certified plastic surgeons at an accredited outpatient surgical center between 1995-2023.
J Am Geriatr Soc
December 2024
Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium.
Background: Frailty screening instruments are increasingly studied as risk predictors for adverse postoperative outcomes. However, because of the lack of comparative research, it is unclear which screening instrument performs best. This study therefore compared the diagnostic accuracy of seven frailty screening instruments for adverse postoperative outcomes in patients aged ≥70 years undergoing colorectal surgery.
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