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STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies

Gene expression profiling has helped tremendously in the understanding of biological processes and diseases. However, interpreting processed data to gain insights into biological mechanisms remain challenging, especially to the non-bioinformaticians, as many of these data visualization and pathway a...

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Autores principales: Koh, Clara W. T., Ooi, Justin S. G., Ong, Eugenia Ziying, Chan, Kuan Rong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153041/
https://www.ncbi.nlm.nih.gov/pubmed/37130913
http://dx.doi.org/10.1038/s41598-023-34163-2
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author Koh, Clara W. T.
Ooi, Justin S. G.
Ong, Eugenia Ziying
Chan, Kuan Rong
author_facet Koh, Clara W. T.
Ooi, Justin S. G.
Ong, Eugenia Ziying
Chan, Kuan Rong
author_sort Koh, Clara W. T.
collection PubMed
description Gene expression profiling has helped tremendously in the understanding of biological processes and diseases. However, interpreting processed data to gain insights into biological mechanisms remain challenging, especially to the non-bioinformaticians, as many of these data visualization and pathway analysis tools require extensive data formatting. To circumvent these challenges, we developed STAGEs (Static and Temporal Analysis of Gene Expression studies) that provides an interactive visualisation of omics analysis outputs. Users can directly upload data created from Excel spreadsheets and use STAGEs to render volcano plots, differentially expressed genes stacked bar charts, pathway enrichment analysis by Enrichr and Gene Set Enrichment Analysis (GSEA) against established pathway databases or customized gene sets, clustergrams and correlation matrices. Moreover, STAGEs takes care of Excel gene to date misconversions, ensuring that every gene is considered for pathway analysis. Output data tables and graphs can be exported, and users can easily customize individual graphs using widgets such as sliders, drop-down menus, text boxes and radio buttons. Collectively, STAGEs is an integrative platform for data analysis, data visualisation and pathway analysis, and is freely available at https://kuanrongchan-stages-stages-vpgh46.streamlitapp.com/. In addition, developers can customise or modify the web tool locally based on our existing codes, which is publicly available at https://github.com/kuanrongchan/STAGES.
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spelling pubmed-101530412023-05-03 STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies Koh, Clara W. T. Ooi, Justin S. G. Ong, Eugenia Ziying Chan, Kuan Rong Sci Rep Article Gene expression profiling has helped tremendously in the understanding of biological processes and diseases. However, interpreting processed data to gain insights into biological mechanisms remain challenging, especially to the non-bioinformaticians, as many of these data visualization and pathway analysis tools require extensive data formatting. To circumvent these challenges, we developed STAGEs (Static and Temporal Analysis of Gene Expression studies) that provides an interactive visualisation of omics analysis outputs. Users can directly upload data created from Excel spreadsheets and use STAGEs to render volcano plots, differentially expressed genes stacked bar charts, pathway enrichment analysis by Enrichr and Gene Set Enrichment Analysis (GSEA) against established pathway databases or customized gene sets, clustergrams and correlation matrices. Moreover, STAGEs takes care of Excel gene to date misconversions, ensuring that every gene is considered for pathway analysis. Output data tables and graphs can be exported, and users can easily customize individual graphs using widgets such as sliders, drop-down menus, text boxes and radio buttons. Collectively, STAGEs is an integrative platform for data analysis, data visualisation and pathway analysis, and is freely available at https://kuanrongchan-stages-stages-vpgh46.streamlitapp.com/. In addition, developers can customise or modify the web tool locally based on our existing codes, which is publicly available at https://github.com/kuanrongchan/STAGES. Nature Publishing Group UK 2023-05-02 /pmc/articles/PMC10153041/ /pubmed/37130913 http://dx.doi.org/10.1038/s41598-023-34163-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Koh, Clara W. T.
Ooi, Justin S. G.
Ong, Eugenia Ziying
Chan, Kuan Rong
STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title_full STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title_fullStr STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title_full_unstemmed STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title_short STAGEs: A web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
title_sort stages: a web-based tool that integrates data visualization and pathway enrichment analysis for gene expression studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153041/
https://www.ncbi.nlm.nih.gov/pubmed/37130913
http://dx.doi.org/10.1038/s41598-023-34163-2
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