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Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc

MOTIVATION: Cells derived by cellular engineering, i.e. differentiation of induced pluripotent stem cells and direct lineage reprogramming, carry a tremendous potential for medical applications and in particular for regenerative therapies. These approaches consist in the definition of lineage-specif...

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Detalles Bibliográficos
Autores principales: Zhou, Xiaoyuan, Meng, Guofeng, Nardini, Christine, Mei, Hongkang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870561/
https://www.ncbi.nlm.nih.gov/pubmed/28398503
http://dx.doi.org/10.1093/bioinformatics/btx205
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author Zhou, Xiaoyuan
Meng, Guofeng
Nardini, Christine
Mei, Hongkang
author_facet Zhou, Xiaoyuan
Meng, Guofeng
Nardini, Christine
Mei, Hongkang
author_sort Zhou, Xiaoyuan
collection PubMed
description MOTIVATION: Cells derived by cellular engineering, i.e. differentiation of induced pluripotent stem cells and direct lineage reprogramming, carry a tremendous potential for medical applications and in particular for regenerative therapies. These approaches consist in the definition of lineage-specific experimental protocols that, by manipulation of a limited number of biological cues—niche mimicking factors, (in)activation of transcription factors, to name a few—enforce the final expression of cell-specific (marker) molecules. To date, given the intricate complexity of biological pathways, these approaches still present imperfect reprogramming fidelity, with uncertain consequences on the functional properties of the resulting cells. RESULTS: We propose a novel tool eegc to evaluate cellular engineering processes, in a systemic rather than marker-based fashion, by integrating transcriptome profiling and functional analysis. Our method clusters genes into categories representing different states of (trans)differentiation and further performs functional and gene regulatory network analyses for each of the categories of the engineered cells, thus offering practical indications on the potential lack of the reprogramming protocol. AVAILABILITY AND IMPLEMENTATION: eegc R package is released under the GNU General Public License within the Bioconductor project, freely available at https://bioconductor.org/packages/eegc/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-58705612018-04-05 Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc Zhou, Xiaoyuan Meng, Guofeng Nardini, Christine Mei, Hongkang Bioinformatics Original Papers MOTIVATION: Cells derived by cellular engineering, i.e. differentiation of induced pluripotent stem cells and direct lineage reprogramming, carry a tremendous potential for medical applications and in particular for regenerative therapies. These approaches consist in the definition of lineage-specific experimental protocols that, by manipulation of a limited number of biological cues—niche mimicking factors, (in)activation of transcription factors, to name a few—enforce the final expression of cell-specific (marker) molecules. To date, given the intricate complexity of biological pathways, these approaches still present imperfect reprogramming fidelity, with uncertain consequences on the functional properties of the resulting cells. RESULTS: We propose a novel tool eegc to evaluate cellular engineering processes, in a systemic rather than marker-based fashion, by integrating transcriptome profiling and functional analysis. Our method clusters genes into categories representing different states of (trans)differentiation and further performs functional and gene regulatory network analyses for each of the categories of the engineered cells, thus offering practical indications on the potential lack of the reprogramming protocol. AVAILABILITY AND IMPLEMENTATION: eegc R package is released under the GNU General Public License within the Bioconductor project, freely available at https://bioconductor.org/packages/eegc/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2017-08-15 2017-04-07 /pmc/articles/PMC5870561/ /pubmed/28398503 http://dx.doi.org/10.1093/bioinformatics/btx205 Text en © The Author 2017. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Papers
Zhou, Xiaoyuan
Meng, Guofeng
Nardini, Christine
Mei, Hongkang
Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title_full Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title_fullStr Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title_full_unstemmed Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title_short Systemic evaluation of cellular reprogramming processes exploiting a novel R-tool: eegc
title_sort systemic evaluation of cellular reprogramming processes exploiting a novel r-tool: eegc
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870561/
https://www.ncbi.nlm.nih.gov/pubmed/28398503
http://dx.doi.org/10.1093/bioinformatics/btx205
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