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Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience
Global warming poses major challenges for plant survival and agricultural productivity. Thus, efforts to enhance stress resilience in plants are key strategies for protecting food security. Gene regulatory networks (GRNs) are a critical mechanism conferring stress resilience. Until recently, predict...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Ltd.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8359182/ https://www.ncbi.nlm.nih.gov/pubmed/33522607 http://dx.doi.org/10.1111/pce.14012 |
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author | Tripathi, Rajiv K. Wilkins, Olivia |
author_facet | Tripathi, Rajiv K. Wilkins, Olivia |
author_sort | Tripathi, Rajiv K. |
collection | PubMed |
description | Global warming poses major challenges for plant survival and agricultural productivity. Thus, efforts to enhance stress resilience in plants are key strategies for protecting food security. Gene regulatory networks (GRNs) are a critical mechanism conferring stress resilience. Until recently, predicting GRNs of the individual cells that make up plants and other multicellular organisms was impeded by aggregate population scale measurements of transcriptome and other genome‐scale features. With the advancement of high‐throughput single cell RNA‐seq and other single cell assays, learning GRNs for individual cells is now possible, in principle. In this article, we report on recent advances in experimental and analytical methodologies for single cell sequencing assays especially as they have been applied to the study of plants. We highlight recent advances and ongoing challenges for scGRN prediction, and finally, we highlight the opportunity to use scGRN discovery for studying and ultimately enhancing abiotic stress resilience in plants. |
format | Online Article Text |
id | pubmed-8359182 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley & Sons, Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83591822021-08-17 Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience Tripathi, Rajiv K. Wilkins, Olivia Plant Cell Environ Reviews Global warming poses major challenges for plant survival and agricultural productivity. Thus, efforts to enhance stress resilience in plants are key strategies for protecting food security. Gene regulatory networks (GRNs) are a critical mechanism conferring stress resilience. Until recently, predicting GRNs of the individual cells that make up plants and other multicellular organisms was impeded by aggregate population scale measurements of transcriptome and other genome‐scale features. With the advancement of high‐throughput single cell RNA‐seq and other single cell assays, learning GRNs for individual cells is now possible, in principle. In this article, we report on recent advances in experimental and analytical methodologies for single cell sequencing assays especially as they have been applied to the study of plants. We highlight recent advances and ongoing challenges for scGRN prediction, and finally, we highlight the opportunity to use scGRN discovery for studying and ultimately enhancing abiotic stress resilience in plants. John Wiley & Sons, Ltd. 2021-02-18 2021-07 /pmc/articles/PMC8359182/ /pubmed/33522607 http://dx.doi.org/10.1111/pce.14012 Text en © 2021 The Authors. Plant, Cell & Environment published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Reviews Tripathi, Rajiv K. Wilkins, Olivia Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title | Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title_full | Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title_fullStr | Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title_full_unstemmed | Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title_short | Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience |
title_sort | single cell gene regulatory networks in plants: opportunities for enhancing climate change stress resilience |
topic | Reviews |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8359182/ https://www.ncbi.nlm.nih.gov/pubmed/33522607 http://dx.doi.org/10.1111/pce.14012 |
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