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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...

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Autores principales: Tao, Shentong, Liu, Peng, Shi, Yining, Feng, Yilong, Gao, Jingjing, Chen, Lifen, Zhang, Aicen, Cheng, Xuejiao, Wei, Hairong, Zhang, Tao, Zhang, Wenli
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
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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.
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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
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