Cargando…
Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize
Background: Maize mesophyll (M) cells play important roles in various biological processes such as photosynthesis II and secondary metabolism. Functional differentiation occurs during M-cell development, but the underlying mechanisms for regulating M-cell development are largely unknown. Results: We...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8872562/ https://www.ncbi.nlm.nih.gov/pubmed/35205426 http://dx.doi.org/10.3390/genes13020374 |
_version_ | 1784657268191526912 |
---|---|
author | Tao, Shentong Liu, Peng Shi, Yining Feng, Yilong Gao, Jingjing Chen, Lifen Zhang, Aicen Cheng, Xuejiao Wei, Hairong Zhang, Tao Zhang, Wenli |
author_facet | Tao, Shentong Liu, Peng Shi, Yining Feng, Yilong Gao, Jingjing Chen, Lifen Zhang, Aicen Cheng, Xuejiao Wei, Hairong Zhang, Tao Zhang, Wenli |
author_sort | Tao, Shentong |
collection | PubMed |
description | Background: Maize mesophyll (M) cells play important roles in various biological processes such as photosynthesis II and secondary metabolism. Functional differentiation occurs during M-cell development, but the underlying mechanisms for regulating M-cell development are largely unknown. Results: We conducted single-cell RNA sequencing (scRNA-seq) to profile transcripts in maize leaves. We then identified coregulated modules by analyzing the resulting pseudo-time-series data through gene regulatory network analyses. WRKY, ERF, NAC, MYB and Heat stress transcription factor (HSF) families were highly expressed in the early stage, whereas CONSTANS (CO)-like (COL) and ERF families were highly expressed in the late stage of M-cell development. Construction of regulatory networks revealed that these transcript factor (TF) families, especially HSF and COL, were the major players in the early and later stages of M-cell development, respectively. Integration of scRNA expression matrix with TF ChIP-seq and Hi-C further revealed regulatory interactions between these TFs and their targets. HSF1 and COL8 were primarily expressed in the leaf bases and tips, respectively, and their targets were validated with protoplast-based ChIP-qPCR, with the binding sites of HSF1 being experimentally confirmed. Conclusions: Our study provides evidence that several TF families, with the involvement of epigenetic regulation, play vital roles in the regulation of M-cell development in maize. |
format | Online Article Text |
id | pubmed-8872562 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88725622022-02-25 Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize Tao, Shentong Liu, Peng Shi, Yining Feng, Yilong Gao, Jingjing Chen, Lifen Zhang, Aicen Cheng, Xuejiao Wei, Hairong Zhang, Tao Zhang, Wenli Genes (Basel) Article Background: Maize mesophyll (M) cells play important roles in various biological processes such as photosynthesis II and secondary metabolism. Functional differentiation occurs during M-cell development, but the underlying mechanisms for regulating M-cell development are largely unknown. Results: We conducted single-cell RNA sequencing (scRNA-seq) to profile transcripts in maize leaves. We then identified coregulated modules by analyzing the resulting pseudo-time-series data through gene regulatory network analyses. WRKY, ERF, NAC, MYB and Heat stress transcription factor (HSF) families were highly expressed in the early stage, whereas CONSTANS (CO)-like (COL) and ERF families were highly expressed in the late stage of M-cell development. Construction of regulatory networks revealed that these transcript factor (TF) families, especially HSF and COL, were the major players in the early and later stages of M-cell development, respectively. Integration of scRNA expression matrix with TF ChIP-seq and Hi-C further revealed regulatory interactions between these TFs and their targets. HSF1 and COL8 were primarily expressed in the leaf bases and tips, respectively, and their targets were validated with protoplast-based ChIP-qPCR, with the binding sites of HSF1 being experimentally confirmed. Conclusions: Our study provides evidence that several TF families, with the involvement of epigenetic regulation, play vital roles in the regulation of M-cell development in maize. MDPI 2022-02-20 /pmc/articles/PMC8872562/ /pubmed/35205426 http://dx.doi.org/10.3390/genes13020374 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Tao, Shentong Liu, Peng Shi, Yining Feng, Yilong Gao, Jingjing Chen, Lifen Zhang, Aicen Cheng, Xuejiao Wei, Hairong Zhang, Tao Zhang, Wenli Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title | Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title_full | Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title_fullStr | Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title_full_unstemmed | Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title_short | Single-Cell Transcriptome and Network Analyses Unveil Key Transcription Factors Regulating Mesophyll Cell Development in Maize |
title_sort | single-cell transcriptome and network analyses unveil key transcription factors regulating mesophyll cell development in maize |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8872562/ https://www.ncbi.nlm.nih.gov/pubmed/35205426 http://dx.doi.org/10.3390/genes13020374 |
work_keys_str_mv | AT taoshentong singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT liupeng singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT shiyining singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT fengyilong singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT gaojingjing singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT chenlifen singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT zhangaicen singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT chengxuejiao singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT weihairong singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT zhangtao singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize AT zhangwenli singlecelltranscriptomeandnetworkanalysesunveilkeytranscriptionfactorsregulatingmesophyllcelldevelopmentinmaize |