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Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages

Tumor-derived primary cells are essential for in vitro and in vivo studies of tumor biology. The scarcity of this cellular material limits the feasibility of experiments or analyses and hence hinders basic and clinical research progress. We set out to determine the minimum number of cells that can b...

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Autores principales: Geiß, Carsten, Alanis-Lobato, Gregorio, Andrade-Navarro, Miguel, Régnier-Vigouroux, Anne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6884563/
https://www.ncbi.nlm.nih.gov/pubmed/31784632
http://dx.doi.org/10.1038/s41598-019-54500-8
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author Geiß, Carsten
Alanis-Lobato, Gregorio
Andrade-Navarro, Miguel
Régnier-Vigouroux, Anne
author_facet Geiß, Carsten
Alanis-Lobato, Gregorio
Andrade-Navarro, Miguel
Régnier-Vigouroux, Anne
author_sort Geiß, Carsten
collection PubMed
description Tumor-derived primary cells are essential for in vitro and in vivo studies of tumor biology. The scarcity of this cellular material limits the feasibility of experiments or analyses and hence hinders basic and clinical research progress. We set out to determine the minimum number of cells that can be analyzed with standard laboratory equipment and that leads to reliable results, unbiased by cell number. A proof-of-principle study was conducted with primary human monocyte-derived macrophages, seeded in decreasing number and constant cell density. Gene expression of cells stimulated to acquire opposite inflammatory states was analyzed by quantitative PCR. Statistical analysis indicated the lack of significant difference in the expression profile of cells cultured at the highest (100,000 cells) and lowest numbers (3,610 cells) tested. Gene Ontology, pathway enrichment and network analysis confirmed the reliability of the data obtained with the lowest cell number. This statistical and computational analysis of gene expression profiles indicates that low cell number analysis is as dependable and informative as the analysis of a larger cell number. Our work demonstrates that it is possible to employ samples with a scarce number of cells in experimental studies and encourages the application of this approach on other cell types.
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spelling pubmed-68845632019-12-06 Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages Geiß, Carsten Alanis-Lobato, Gregorio Andrade-Navarro, Miguel Régnier-Vigouroux, Anne Sci Rep Article Tumor-derived primary cells are essential for in vitro and in vivo studies of tumor biology. The scarcity of this cellular material limits the feasibility of experiments or analyses and hence hinders basic and clinical research progress. We set out to determine the minimum number of cells that can be analyzed with standard laboratory equipment and that leads to reliable results, unbiased by cell number. A proof-of-principle study was conducted with primary human monocyte-derived macrophages, seeded in decreasing number and constant cell density. Gene expression of cells stimulated to acquire opposite inflammatory states was analyzed by quantitative PCR. Statistical analysis indicated the lack of significant difference in the expression profile of cells cultured at the highest (100,000 cells) and lowest numbers (3,610 cells) tested. Gene Ontology, pathway enrichment and network analysis confirmed the reliability of the data obtained with the lowest cell number. This statistical and computational analysis of gene expression profiles indicates that low cell number analysis is as dependable and informative as the analysis of a larger cell number. Our work demonstrates that it is possible to employ samples with a scarce number of cells in experimental studies and encourages the application of this approach on other cell types. Nature Publishing Group UK 2019-11-29 /pmc/articles/PMC6884563/ /pubmed/31784632 http://dx.doi.org/10.1038/s41598-019-54500-8 Text en © The Author(s) 2019 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Geiß, Carsten
Alanis-Lobato, Gregorio
Andrade-Navarro, Miguel
Régnier-Vigouroux, Anne
Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title_full Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title_fullStr Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title_full_unstemmed Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title_short Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
title_sort assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6884563/
https://www.ncbi.nlm.nih.gov/pubmed/31784632
http://dx.doi.org/10.1038/s41598-019-54500-8
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