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Transcriptome profiling based on Illumina- and SMRT-based RNA-seq reveals circadian regulation of key pathways in flower bud development in walnut
Flower bud development is a defining feature of walnut, which contributes to the kernel yield, yield stability, fruit quality and commodity value. However, little is known about the mechanism of the flower bud development in walnut. Here, the stages of walnut female flower bud development were divid...
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Published in: | PloS one 2021-11, Vol.16 (11), p.e0260017-e0260017 |
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description | Flower bud development is a defining feature of walnut, which contributes to the kernel yield, yield stability, fruit quality and commodity value. However, little is known about the mechanism of the flower bud development in walnut. Here, the stages of walnut female flower bud development were divided into five period (P01-05) by using histological observation. They were further studied through PacBio Iso-Seq and RNA-seq analysis. Accordingly, we obtained 52,875 full-length transcripts, where 4,579 were new transcripts, 3,065 were novel genes, 1,437 were consensus lncRNAs and 20,813 were alternatively spliced isoforms. These transcripts greatly improved the current genome annotation and enhanced our understanding of the walnut transcriptome. Next, RNA sequencing of female flower buds at five periods revealed that circadian rhythm-plant was commonly enriched along with the flower bud developmental gradient. A total of 14 differentially expressed genes (DEGs) were identified, and six of them were confirmed by real-time quantitative analysis. Additionally, six and two differentially expressed clock genes were detected to be regulated by AS events and lncRNAs, respectively. All these detected plant circadian genes form a complex interconnected network to regulate the flower bud development. Thus, investigation of key genes associated with the circadian clock could clarify the process of flower bud development in walnut. |
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However, little is known about the mechanism of the flower bud development in walnut. Here, the stages of walnut female flower bud development were divided into five period (P01-05) by using histological observation. They were further studied through PacBio Iso-Seq and RNA-seq analysis. Accordingly, we obtained 52,875 full-length transcripts, where 4,579 were new transcripts, 3,065 were novel genes, 1,437 were consensus lncRNAs and 20,813 were alternatively spliced isoforms. These transcripts greatly improved the current genome annotation and enhanced our understanding of the walnut transcriptome. Next, RNA sequencing of female flower buds at five periods revealed that circadian rhythm-plant was commonly enriched along with the flower bud developmental gradient. A total of 14 differentially expressed genes (DEGs) were identified, and six of them were confirmed by real-time quantitative analysis. Additionally, six and two differentially expressed clock genes were detected to be regulated by AS events and lncRNAs, respectively. All these detected plant circadian genes form a complex interconnected network to regulate the flower bud development. Thus, investigation of key genes associated with the circadian clock could clarify the process of flower bud development in walnut.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0260017</identifier><identifier>PMID: 34793486</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Alternative Splicing ; Analysis ; Annotations ; Base Sequence - genetics ; Biological clocks ; Biology and Life Sciences ; Circadian Clocks - genetics ; Circadian rhythm ; Circadian Rhythm - genetics ; Circadian rhythms ; Crops ; Domestication ; Error correction & detection ; Flowers ; Flowers - genetics ; Fruits ; Gene Expression - genetics ; Gene Expression Profiling - methods ; Gene Expression Regulation, Plant - genetics ; Gene sequencing ; Genes ; Genes, Plant - genetics ; Genetic aspects ; Genomes ; High-Throughput Nucleotide Sequencing ; Horticulture ; Isoforms ; Juglans - genetics ; Juglans - growth & development ; Laboratories ; Metabolism ; Metabolites ; Non-coding RNA ; Protocol ; Reproduction ; Research and analysis methods ; Ribonucleic acid ; RNA ; RNA sequencing ; RNA, Long Noncoding ; RNA-Seq - methods ; Sequence Analysis, DNA ; Sequence Analysis, RNA ; Software ; Transcription factors ; Transcriptome - genetics ; Transcriptomes ; Walnut ; Walnuts ; Whole Exome Sequencing</subject><ispartof>PloS one, 2021-11, Vol.16 (11), p.e0260017-e0260017</ispartof><rights>COPYRIGHT 2021 Public Library of Science</rights><rights>2021 Ma et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2021 Ma et al 2021 Ma et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c641t-1426af28fa989ad925ffddb6343a63ff234ab77610abc9987b1594f46622533e3</cites><orcidid>0000-0002-3811-2740</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2599054540/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2599054540?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793,75126</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34793486$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Fang, David D.</contributor><creatorcontrib>Ma, Kai</creatorcontrib><creatorcontrib>Luo, Xiang</creatorcontrib><creatorcontrib>Han, Liqun</creatorcontrib><creatorcontrib>Zhao, Yu</creatorcontrib><creatorcontrib>Mamat, Aisajan</creatorcontrib><creatorcontrib>Li, Ning</creatorcontrib><creatorcontrib>Mei, Chuang</creatorcontrib><creatorcontrib>Yan, Peng</creatorcontrib><creatorcontrib>Zhang, Rui</creatorcontrib><creatorcontrib>Hu, Jianfang</creatorcontrib><creatorcontrib>Wang, Jixun</creatorcontrib><title>Transcriptome profiling based on Illumina- and SMRT-based RNA-seq reveals circadian regulation of key pathways in flower bud development in walnut</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Flower bud development is a defining feature of walnut, which contributes to the kernel yield, yield stability, fruit quality and commodity value. However, little is known about the mechanism of the flower bud development in walnut. Here, the stages of walnut female flower bud development were divided into five period (P01-05) by using histological observation. They were further studied through PacBio Iso-Seq and RNA-seq analysis. Accordingly, we obtained 52,875 full-length transcripts, where 4,579 were new transcripts, 3,065 were novel genes, 1,437 were consensus lncRNAs and 20,813 were alternatively spliced isoforms. These transcripts greatly improved the current genome annotation and enhanced our understanding of the walnut transcriptome. Next, RNA sequencing of female flower buds at five periods revealed that circadian rhythm-plant was commonly enriched along with the flower bud developmental gradient. A total of 14 differentially expressed genes (DEGs) were identified, and six of them were confirmed by real-time quantitative analysis. Additionally, six and two differentially expressed clock genes were detected to be regulated by AS events and lncRNAs, respectively. All these detected plant circadian genes form a complex interconnected network to regulate the flower bud development. Thus, investigation of key genes associated with the circadian clock could clarify the process of flower bud development in walnut.</description><subject>Alternative Splicing</subject><subject>Analysis</subject><subject>Annotations</subject><subject>Base Sequence - genetics</subject><subject>Biological clocks</subject><subject>Biology and Life Sciences</subject><subject>Circadian Clocks - genetics</subject><subject>Circadian rhythm</subject><subject>Circadian Rhythm - genetics</subject><subject>Circadian rhythms</subject><subject>Crops</subject><subject>Domestication</subject><subject>Error correction & detection</subject><subject>Flowers</subject><subject>Flowers - genetics</subject><subject>Fruits</subject><subject>Gene Expression - genetics</subject><subject>Gene Expression Profiling - methods</subject><subject>Gene Expression Regulation, Plant - genetics</subject><subject>Gene sequencing</subject><subject>Genes</subject><subject>Genes, Plant - genetics</subject><subject>Genetic aspects</subject><subject>Genomes</subject><subject>High-Throughput Nucleotide Sequencing</subject><subject>Horticulture</subject><subject>Isoforms</subject><subject>Juglans - 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However, little is known about the mechanism of the flower bud development in walnut. Here, the stages of walnut female flower bud development were divided into five period (P01-05) by using histological observation. They were further studied through PacBio Iso-Seq and RNA-seq analysis. Accordingly, we obtained 52,875 full-length transcripts, where 4,579 were new transcripts, 3,065 were novel genes, 1,437 were consensus lncRNAs and 20,813 were alternatively spliced isoforms. These transcripts greatly improved the current genome annotation and enhanced our understanding of the walnut transcriptome. Next, RNA sequencing of female flower buds at five periods revealed that circadian rhythm-plant was commonly enriched along with the flower bud developmental gradient. A total of 14 differentially expressed genes (DEGs) were identified, and six of them were confirmed by real-time quantitative analysis. Additionally, six and two differentially expressed clock genes were detected to be regulated by AS events and lncRNAs, respectively. All these detected plant circadian genes form a complex interconnected network to regulate the flower bud development. Thus, investigation of key genes associated with the circadian clock could clarify the process of flower bud development in walnut.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>34793486</pmid><doi>10.1371/journal.pone.0260017</doi><orcidid>https://orcid.org/0000-0002-3811-2740</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alternative Splicing Analysis Annotations Base Sequence - genetics Biological clocks Biology and Life Sciences Circadian Clocks - genetics Circadian rhythm Circadian Rhythm - genetics Circadian rhythms Crops Domestication Error correction & detection Flowers Flowers - genetics Fruits Gene Expression - genetics Gene Expression Profiling - methods Gene Expression Regulation, Plant - genetics Gene sequencing Genes Genes, Plant - genetics Genetic aspects Genomes High-Throughput Nucleotide Sequencing Horticulture Isoforms Juglans - genetics Juglans - growth & development Laboratories Metabolism Metabolites Non-coding RNA Protocol Reproduction Research and analysis methods Ribonucleic acid RNA RNA sequencing RNA, Long Noncoding RNA-Seq - methods Sequence Analysis, DNA Sequence Analysis, RNA Software Transcription factors Transcriptome - genetics Transcriptomes Walnut Walnuts Whole Exome Sequencing |
title | Transcriptome profiling based on Illumina- and SMRT-based RNA-seq reveals circadian regulation of key pathways in flower bud development in walnut |
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