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HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas

The Human Protein Atlas is a website of protein expression in human tissues. It is an excellent resource of tissue and cell type protein localization, but only allows the query of a single protein at a time. We introduce HPAStainR as a new Shiny app and Bioconductor/R package used to query the score...

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Detalles Bibliográficos
Autores principales: Nieuwenhuis, Tim O., Halushka, Marc K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7802108/
https://www.ncbi.nlm.nih.gov/pubmed/33500778
http://dx.doi.org/10.12688/f1000research.26771.2
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author Nieuwenhuis, Tim O.
Halushka, Marc K.
author_facet Nieuwenhuis, Tim O.
Halushka, Marc K.
author_sort Nieuwenhuis, Tim O.
collection PubMed
description The Human Protein Atlas is a website of protein expression in human tissues. It is an excellent resource of tissue and cell type protein localization, but only allows the query of a single protein at a time. We introduce HPAStainR as a new Shiny app and Bioconductor/R package used to query the scored staining patterns in the Human Protein Atlas with multiple proteins/genes of interest. This allows the user to determine if an experimentally-generated protein/gene list associates with a particular cell type. We validated the tool using the Panglao Database cell type specific marker genes and a Genotype Expression (GTEx) tissue deconvolution dataset.  HPAStainR identified 92% of the Panglao cell types in the top quartile of confidence scores limited to tissue type of origin results. It also appropriately identified the correct cell types from the GTEx dataset. HPAStainR fills a gap in available bioinformatics tools to identify cell type protein expression patterns and can assist in establishing ground truths and exploratory analysis. HPAStainR is available from: https://32tim32.shinyapps.io/HPAStainR/
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spelling pubmed-78021082021-01-25 HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas Nieuwenhuis, Tim O. Halushka, Marc K. F1000Res Software Tool Article The Human Protein Atlas is a website of protein expression in human tissues. It is an excellent resource of tissue and cell type protein localization, but only allows the query of a single protein at a time. We introduce HPAStainR as a new Shiny app and Bioconductor/R package used to query the scored staining patterns in the Human Protein Atlas with multiple proteins/genes of interest. This allows the user to determine if an experimentally-generated protein/gene list associates with a particular cell type. We validated the tool using the Panglao Database cell type specific marker genes and a Genotype Expression (GTEx) tissue deconvolution dataset.  HPAStainR identified 92% of the Panglao cell types in the top quartile of confidence scores limited to tissue type of origin results. It also appropriately identified the correct cell types from the GTEx dataset. HPAStainR fills a gap in available bioinformatics tools to identify cell type protein expression patterns and can assist in establishing ground truths and exploratory analysis. HPAStainR is available from: https://32tim32.shinyapps.io/HPAStainR/ F1000 Research Limited 2021-03-22 /pmc/articles/PMC7802108/ /pubmed/33500778 http://dx.doi.org/10.12688/f1000research.26771.2 Text en Copyright: © 2021 Nieuwenhuis TO and Halushka MK https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software Tool Article
Nieuwenhuis, Tim O.
Halushka, Marc K.
HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title_full HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title_fullStr HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title_full_unstemmed HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title_short HPAStainR: a Bioconductor and Shiny app to query protein expression patterns in the Human Protein Atlas
title_sort hpastainr: a bioconductor and shiny app to query protein expression patterns in the human protein atlas
topic Software Tool Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7802108/
https://www.ncbi.nlm.nih.gov/pubmed/33500778
http://dx.doi.org/10.12688/f1000research.26771.2
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