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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2020
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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 |
format | Online Article Text |
id | pubmed-7553567 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
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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