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Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets

DataCheQC is an interactive application based on the R Shiny framework developed for the purposes of performing quality control (QC) checks on pharmacometric datasets, and thereby supporting the implementation of model‐informed drug development. Features include visual inspection of variables and da...

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Detalles Bibliográficos
Autores principales: Dotan, Or, Radivojevic, Andrijana, Singh, Rajendra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10583242/
https://www.ncbi.nlm.nih.gov/pubmed/37593837
http://dx.doi.org/10.1002/psp4.13017
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author Dotan, Or
Radivojevic, Andrijana
Singh, Rajendra
author_facet Dotan, Or
Radivojevic, Andrijana
Singh, Rajendra
author_sort Dotan, Or
collection PubMed
description DataCheQC is an interactive application based on the R Shiny framework developed for the purposes of performing quality control (QC) checks on pharmacometric datasets, and thereby supporting the implementation of model‐informed drug development. Features include visual inspection of variables and data entries for errors and/or anomalies, and ensuring structural integrity through comparison with a dataset specification file. The app, which requires no programming knowledge to operate, allows the user to collect all findings into a summary report downloadable directly from the app itself. The source code for the app is freely available on GitHub under an open‐source license (https://github.com/DotanOr/DataCheQC) and can also be accessed online (https://dotanor.shinyapps.io/DataCheQC/).
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spelling pubmed-105832422023-10-19 Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets Dotan, Or Radivojevic, Andrijana Singh, Rajendra CPT Pharmacometrics Syst Pharmacol Tutorial DataCheQC is an interactive application based on the R Shiny framework developed for the purposes of performing quality control (QC) checks on pharmacometric datasets, and thereby supporting the implementation of model‐informed drug development. Features include visual inspection of variables and data entries for errors and/or anomalies, and ensuring structural integrity through comparison with a dataset specification file. The app, which requires no programming knowledge to operate, allows the user to collect all findings into a summary report downloadable directly from the app itself. The source code for the app is freely available on GitHub under an open‐source license (https://github.com/DotanOr/DataCheQC) and can also be accessed online (https://dotanor.shinyapps.io/DataCheQC/). John Wiley and Sons Inc. 2023-08-18 /pmc/articles/PMC10583242/ /pubmed/37593837 http://dx.doi.org/10.1002/psp4.13017 Text en © 2023 Teva Pharmaceuticals, Ltd. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Tutorial
Dotan, Or
Radivojevic, Andrijana
Singh, Rajendra
Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title_full Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title_fullStr Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title_full_unstemmed Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title_short Improving pharmacometrics analysis efficiency using DataCheQC: An interactive, Shiny‐based app for quality control of pharmacometrics datasets
title_sort improving pharmacometrics analysis efficiency using datacheqc: an interactive, shiny‐based app for quality control of pharmacometrics datasets
topic Tutorial
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10583242/
https://www.ncbi.nlm.nih.gov/pubmed/37593837
http://dx.doi.org/10.1002/psp4.13017
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