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OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons

BACKGROUND: Visual exploration of gene product behavior across multiple omic datasets can pinpoint technical limitations in data and reveal biological trends. Still, such exploration is challenging as there is a need for visualizations that are tailored for the purpose. RESULTS: The OmicLoupe softwa...

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Autores principales: Willforss, Jakob, Siino, Valentina, Levander, Fredrik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931979/
https://www.ncbi.nlm.nih.gov/pubmed/33663372
http://dx.doi.org/10.1186/s12859-021-04043-5
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author Willforss, Jakob
Siino, Valentina
Levander, Fredrik
author_facet Willforss, Jakob
Siino, Valentina
Levander, Fredrik
author_sort Willforss, Jakob
collection PubMed
description BACKGROUND: Visual exploration of gene product behavior across multiple omic datasets can pinpoint technical limitations in data and reveal biological trends. Still, such exploration is challenging as there is a need for visualizations that are tailored for the purpose. RESULTS: The OmicLoupe software was developed to facilitate visual data exploration and provides more than 15 interactive cross-dataset visualizations for omics data. It expands visualizations to multiple datasets for quality control, statistical comparisons and overlap and correlation analyses, while allowing for rapid inspection and downloading of selected features. The usage of OmicLoupe is demonstrated in three different studies, where it allowed for detection of both technical data limitations and biological trends across different omic layers. An example is an analysis of SARS-CoV-2 infection based on two previously published studies, where OmicLoupe facilitated the identification of gene products with consistent expression changes across datasets at both the transcript and protein levels. CONCLUSIONS: OmicLoupe provides fast exploration of omics data with tailored visualizations for comparisons within and across data layers. The interactive visualizations are highly informative and are expected to be useful in various analyses of both newly generated and previously published data. OmicLoupe is available at quantitativeproteomics.org/omicloupe
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spelling pubmed-79319792021-03-05 OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons Willforss, Jakob Siino, Valentina Levander, Fredrik BMC Bioinformatics Software BACKGROUND: Visual exploration of gene product behavior across multiple omic datasets can pinpoint technical limitations in data and reveal biological trends. Still, such exploration is challenging as there is a need for visualizations that are tailored for the purpose. RESULTS: The OmicLoupe software was developed to facilitate visual data exploration and provides more than 15 interactive cross-dataset visualizations for omics data. It expands visualizations to multiple datasets for quality control, statistical comparisons and overlap and correlation analyses, while allowing for rapid inspection and downloading of selected features. The usage of OmicLoupe is demonstrated in three different studies, where it allowed for detection of both technical data limitations and biological trends across different omic layers. An example is an analysis of SARS-CoV-2 infection based on two previously published studies, where OmicLoupe facilitated the identification of gene products with consistent expression changes across datasets at both the transcript and protein levels. CONCLUSIONS: OmicLoupe provides fast exploration of omics data with tailored visualizations for comparisons within and across data layers. The interactive visualizations are highly informative and are expected to be useful in various analyses of both newly generated and previously published data. OmicLoupe is available at quantitativeproteomics.org/omicloupe BioMed Central 2021-03-04 /pmc/articles/PMC7931979/ /pubmed/33663372 http://dx.doi.org/10.1186/s12859-021-04043-5 Text en © The Author(s) 2021 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Willforss, Jakob
Siino, Valentina
Levander, Fredrik
OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title_full OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title_fullStr OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title_full_unstemmed OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title_short OmicLoupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
title_sort omicloupe: facilitating biological discovery by interactive exploration of multiple omic datasets and statistical comparisons
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931979/
https://www.ncbi.nlm.nih.gov/pubmed/33663372
http://dx.doi.org/10.1186/s12859-021-04043-5
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