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Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations

The 3T3-L1 cell line is used as an adipocyte differentiation model for the analysis of genes specifically expressed during the differentiation course. This cell model has several applications in obesity and insulin resistance research. We built a data resource to model gene expression of differentia...

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Autores principales: Ahmed, Mahmoud, Min, Do Sik, Kim, Deok Ryong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7553567/
https://www.ncbi.nlm.nih.gov/pubmed/33016192
http://dx.doi.org/10.1080/21623945.2020.1829852
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author Ahmed, Mahmoud
Min, Do Sik
Kim, Deok Ryong
author_facet Ahmed, Mahmoud
Min, Do Sik
Kim, Deok Ryong
author_sort Ahmed, Mahmoud
collection PubMed
description The 3T3-L1 cell line is used as an adipocyte differentiation model for the analysis of genes specifically expressed during the differentiation course. This cell model has several applications in obesity and insulin resistance research. We built a data resource to model gene expression of differentiating and mature adipocytes in response to several drugs and gene manipulations. We surveyed the literature survey for microarray datasets of differentiating 3T3-L1 cell line sampled at one or more time points under genetic or pharmacological perturbations. Data and metadata were obtained from the gene expression omnibus. The metadata were manually curated using unified language across the studies. Probe intensities were mapped and collapsed to genes using a reproducible pipeline. Samples were classified into none, genetically or pharmacologically modified. In addition to the clean datasets, two aggregated sets were further homogenized for illustration purposes. The curated datasets are available as an R/Bioconductor experimental data package curatedAdipoArray. The package documents the source code of the data collection, curation and processing. Finally, we used a subset of the data to effectively remove batch effects and reproduce biological observations. Database URL https://bioconductor.org/packages/curatedAdipoArray
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spelling pubmed-75535672020-10-23 Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations Ahmed, Mahmoud Min, Do Sik Kim, Deok Ryong Adipocyte Brief Report The 3T3-L1 cell line is used as an adipocyte differentiation model for the analysis of genes specifically expressed during the differentiation course. This cell model has several applications in obesity and insulin resistance research. We built a data resource to model gene expression of differentiating and mature adipocytes in response to several drugs and gene manipulations. We surveyed the literature survey for microarray datasets of differentiating 3T3-L1 cell line sampled at one or more time points under genetic or pharmacological perturbations. Data and metadata were obtained from the gene expression omnibus. The metadata were manually curated using unified language across the studies. Probe intensities were mapped and collapsed to genes using a reproducible pipeline. Samples were classified into none, genetically or pharmacologically modified. In addition to the clean datasets, two aggregated sets were further homogenized for illustration purposes. The curated datasets are available as an R/Bioconductor experimental data package curatedAdipoArray. The package documents the source code of the data collection, curation and processing. Finally, we used a subset of the data to effectively remove batch effects and reproduce biological observations. Database URL https://bioconductor.org/packages/curatedAdipoArray Taylor & Francis 2020-10-04 /pmc/articles/PMC7553567/ /pubmed/33016192 http://dx.doi.org/10.1080/21623945.2020.1829852 Text en © 2020 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Brief Report
Ahmed, Mahmoud
Min, Do Sik
Kim, Deok Ryong
Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title_full Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title_fullStr Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title_full_unstemmed Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title_short Curated gene expression dataset of differentiating 3T3-L1 adipocytes under pharmacological and genetic perturbations
title_sort curated gene expression dataset of differentiating 3t3-l1 adipocytes under pharmacological and genetic perturbations
topic Brief Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7553567/
https://www.ncbi.nlm.nih.gov/pubmed/33016192
http://dx.doi.org/10.1080/21623945.2020.1829852
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