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Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis
Upland cotton (Gossypium hirsutum) is grown for its elite fiber. Understanding differential gene expression patterns during fiber development will help to identify genes associated with fiber quality. In this study, we used two recombinant inbred lines (RILs) differing in fiber quality derived from...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6410125/ https://www.ncbi.nlm.nih.gov/pubmed/30736327 http://dx.doi.org/10.3390/genes10020119 |
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author | Zou, Xianyan Liu, Aiying Zhang, Zhen Ge, Qun Fan, Senmiao Gong, Wankui Li, Junwen Gong, Juwu Shi, Yuzhen Tian, Baoming Wang, Yanling Liu, Ruixian Lei, Kang Zhang, Qi Jiang, Xiao Feng, Yulong Zhang, Shuya Jia, Tingting Zhang, Lipeng Yuan, Youlu Shang, Haihong |
author_facet | Zou, Xianyan Liu, Aiying Zhang, Zhen Ge, Qun Fan, Senmiao Gong, Wankui Li, Junwen Gong, Juwu Shi, Yuzhen Tian, Baoming Wang, Yanling Liu, Ruixian Lei, Kang Zhang, Qi Jiang, Xiao Feng, Yulong Zhang, Shuya Jia, Tingting Zhang, Lipeng Yuan, Youlu Shang, Haihong |
author_sort | Zou, Xianyan |
collection | PubMed |
description | Upland cotton (Gossypium hirsutum) is grown for its elite fiber. Understanding differential gene expression patterns during fiber development will help to identify genes associated with fiber quality. In this study, we used two recombinant inbred lines (RILs) differing in fiber quality derived from an intra-hirsutum population to explore expression profiling differences and identify genes associated with high-quality fiber or specific fiber-development stages using RNA sequencing. Overall, 72/27, 1137/1584, 437/393, 1019/184, and 2555/1479 differentially expressed genes were up-/down-regulated in an elite fiber line (L1) relative to a poor-quality fiber line (L2) at 10, 15, 20, 25, and 30 days post-anthesis, respectively. Three-hundred sixty-three differentially expressed genes (DEGs) between two lines were colocalized in fiber strength (FS) quantitative trait loci (QTL). Short Time-series Expression Miner (STEM) analysis discriminated seven expression profiles; gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) annotation were performed to identify difference in function between genes unique to L1 and L2. Co-expression network analysis detected five modules highly associated with specific fiber-development stages, especially for high-quality fiber tissues. The hub genes in each module were identified by weighted gene co-expression network analysis. Hub genes encoding actin 1, Rho GTPase-activating protein with PAK-box, TPX2 protein, bHLH transcription factor, and leucine-rich repeat receptor-like protein kinase were identified. Correlation networks revealed considerable interaction among the hub genes, transcription factors, and other genes. |
format | Online Article Text |
id | pubmed-6410125 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64101252019-03-26 Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis Zou, Xianyan Liu, Aiying Zhang, Zhen Ge, Qun Fan, Senmiao Gong, Wankui Li, Junwen Gong, Juwu Shi, Yuzhen Tian, Baoming Wang, Yanling Liu, Ruixian Lei, Kang Zhang, Qi Jiang, Xiao Feng, Yulong Zhang, Shuya Jia, Tingting Zhang, Lipeng Yuan, Youlu Shang, Haihong Genes (Basel) Article Upland cotton (Gossypium hirsutum) is grown for its elite fiber. Understanding differential gene expression patterns during fiber development will help to identify genes associated with fiber quality. In this study, we used two recombinant inbred lines (RILs) differing in fiber quality derived from an intra-hirsutum population to explore expression profiling differences and identify genes associated with high-quality fiber or specific fiber-development stages using RNA sequencing. Overall, 72/27, 1137/1584, 437/393, 1019/184, and 2555/1479 differentially expressed genes were up-/down-regulated in an elite fiber line (L1) relative to a poor-quality fiber line (L2) at 10, 15, 20, 25, and 30 days post-anthesis, respectively. Three-hundred sixty-three differentially expressed genes (DEGs) between two lines were colocalized in fiber strength (FS) quantitative trait loci (QTL). Short Time-series Expression Miner (STEM) analysis discriminated seven expression profiles; gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) annotation were performed to identify difference in function between genes unique to L1 and L2. Co-expression network analysis detected five modules highly associated with specific fiber-development stages, especially for high-quality fiber tissues. The hub genes in each module were identified by weighted gene co-expression network analysis. Hub genes encoding actin 1, Rho GTPase-activating protein with PAK-box, TPX2 protein, bHLH transcription factor, and leucine-rich repeat receptor-like protein kinase were identified. Correlation networks revealed considerable interaction among the hub genes, transcription factors, and other genes. MDPI 2019-02-06 /pmc/articles/PMC6410125/ /pubmed/30736327 http://dx.doi.org/10.3390/genes10020119 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zou, Xianyan Liu, Aiying Zhang, Zhen Ge, Qun Fan, Senmiao Gong, Wankui Li, Junwen Gong, Juwu Shi, Yuzhen Tian, Baoming Wang, Yanling Liu, Ruixian Lei, Kang Zhang, Qi Jiang, Xiao Feng, Yulong Zhang, Shuya Jia, Tingting Zhang, Lipeng Yuan, Youlu Shang, Haihong Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title | Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title_full | Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title_fullStr | Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title_full_unstemmed | Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title_short | Co-Expression Network Analysis and Hub Gene Selection for High-Quality Fiber in Upland Cotton (Gossypium hirsutum) Using RNA Sequencing Analysis |
title_sort | co-expression network analysis and hub gene selection for high-quality fiber in upland cotton (gossypium hirsutum) using rna sequencing analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6410125/ https://www.ncbi.nlm.nih.gov/pubmed/30736327 http://dx.doi.org/10.3390/genes10020119 |
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