Developmental dynamic transcriptome and systematic analysis reveal the major genes underlying isoflavone accumulation in soybean

Soy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been most...

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Published inFrontiers in plant science Vol. 14; p. 1014349
Main Authors Chen, Heng, Liu, Changkai, Li, Yansheng, Wang, Xue, Pan, Xiangwen, Wang, Feifei, Zhang, Qiuying
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LanguageEnglish
Published Switzerland Frontiers Media S.A 07.03.2023
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Abstract Soy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been mostly restricted to investigate the static regulation of isoflavone content in soybean, rather than characterize its dynamic variation and modulation network in developing seeds. In this study, by using eight recombinant inbred lines (RIL), the contents of six isoflavone components in the different stages of developing soybean seeds were determined to characterize the dynamic variation of isoflavones, and the isoflavones accumulation pattern at physiological level was investigated. Meanwhile, we integrated and analyzed the whole genome expression profile of four lines and 42 meta-transcriptome data, based on the multiple algorithms. This study: 1) obtained 4 molecular modules strongly correlated with isoflavone accumulation; 2) identified 28 novel major genes that could affect the accumulation of isoflavones in developing seeds free from the limitation of environments; 3) discussed the dynamic molecular patterns regulating isoflavones accumulation in developing seed; 4) expanded the isoflavone biosynthesis pathway. The results not only promote the understandings on the biosynthesis and regulation of isoflavones at physiological and molecular level, but also facilitate to breed elite soybean cultivars with high isoflavone contents.
AbstractList Soy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been mostly restricted to investigate the static regulation of isoflavone content in soybean, rather than characterize its dynamic variation and modulation network in developing seeds. In this study, by using eight recombinant inbred lines (RIL), the contents of six isoflavone components in the different stages of developing soybean seeds were determined to characterize the dynamic variation of isoflavones, and the isoflavones accumulation pattern at physiological level was investigated. Meanwhile, we integrated and analyzed the whole genome expression profile of four lines and 42 meta-transcriptome data, based on the multiple algorithms. This study: 1) obtained 4 molecular modules strongly correlated with isoflavone accumulation; 2) identified 28 novel major genes that could affect the accumulation of isoflavones in developing seeds free from the limitation of environments; 3) discussed the dynamic molecular patterns regulating isoflavones accumulation in developing seed; 4) expanded the isoflavone biosynthesis pathway. The results not only promote the understandings on the biosynthesis and regulation of isoflavones at physiological and molecular level, but also facilitate to breed elite soybean cultivars with high isoflavone contents.
Soy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been mostly restricted to investigate the static regulation of isoflavone content in soybean, rather than characterize its dynamic variation and modulation network in developing seeds.IntroductionSoy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been mostly restricted to investigate the static regulation of isoflavone content in soybean, rather than characterize its dynamic variation and modulation network in developing seeds.In this study, by using eight recombinant inbred lines (RIL), the contents of six isoflavone components in the different stages of developing soybean seeds were determined to characterize the dynamic variation of isoflavones, and the isoflavones accumulation pattern at physiological level was investigated. Meanwhile, we integrated and analyzed the whole genome expression profile of four lines and 42 meta-transcriptome data, based on the multiple algorithms.MethodsIn this study, by using eight recombinant inbred lines (RIL), the contents of six isoflavone components in the different stages of developing soybean seeds were determined to characterize the dynamic variation of isoflavones, and the isoflavones accumulation pattern at physiological level was investigated. Meanwhile, we integrated and analyzed the whole genome expression profile of four lines and 42 meta-transcriptome data, based on the multiple algorithms.This study: 1) obtained 4 molecular modules strongly correlated with isoflavone accumulation; 2) identified 28 novel major genes that could affect the accumulation of isoflavones in developing seeds free from the limitation of environments; 3) discussed the dynamic molecular patterns regulating isoflavones accumulation in developing seed; 4) expanded the isoflavone biosynthesis pathway.ResultsThis study: 1) obtained 4 molecular modules strongly correlated with isoflavone accumulation; 2) identified 28 novel major genes that could affect the accumulation of isoflavones in developing seeds free from the limitation of environments; 3) discussed the dynamic molecular patterns regulating isoflavones accumulation in developing seed; 4) expanded the isoflavone biosynthesis pathway.The results not only promote the understandings on the biosynthesis and regulation of isoflavones at physiological and molecular level, but also facilitate to breed elite soybean cultivars with high isoflavone contents.DiscussionThe results not only promote the understandings on the biosynthesis and regulation of isoflavones at physiological and molecular level, but also facilitate to breed elite soybean cultivars with high isoflavone contents.
IntroductionSoy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The outline of isoflavones biosynthesis pathway has been drawn up basically in the previous research. However, research on the subject has been mostly restricted to investigate the static regulation of isoflavone content in soybean, rather than characterize its dynamic variation and modulation network in developing seeds.MethodsIn this study, by using eight recombinant inbred lines (RIL), the contents of six isoflavone components in the different stages of developing soybean seeds were determined to characterize the dynamic variation of isoflavones, and the isoflavones accumulation pattern at physiological level was investigated. Meanwhile, we integrated and analyzed the whole genome expression profile of four lines and 42 meta-transcriptome data, based on the multiple algorithms.ResultsThis study: 1) obtained 4 molecular modules strongly correlated with isoflavone accumulation; 2) identified 28 novel major genes that could affect the accumulation of isoflavones in developing seeds free from the limitation of environments; 3) discussed the dynamic molecular patterns regulating isoflavones accumulation in developing seed; 4) expanded the isoflavone biosynthesis pathway.DiscussionThe results not only promote the understandings on the biosynthesis and regulation of isoflavones at physiological and molecular level, but also facilitate to breed elite soybean cultivars with high isoflavone contents.
Author Wang, Xue
Li, Yansheng
Pan, Xiangwen
Wang, Feifei
Zhang, Qiuying
Liu, Changkai
Chen, Heng
AuthorAffiliation 2 Innovation Academy for Seed Design, Chinese Academy of Sciences , Harbin , China
1 Key Laboratory of Soybean Molecular Design and Breeding, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences , Harbin , China
3 College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences , Beijing , China
AuthorAffiliation_xml – name: 3 College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences , Beijing , China
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CitedBy_id crossref_primary_10_3390_ijms251810221
crossref_primary_10_1007_s10311_023_01665_4
crossref_primary_10_1111_tpj_16459
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Cites_doi 10.1080/10543400903572753
10.1046/j.1469-8137.2001.00151.x
10.2202/1544-6115.1128
10.1021/jf8003724
10.1093/nar/gkr944
10.1038/72671
10.1073/pnas.1430550100
10.1093/nar/gky1131
10.1093/bioinformatics/btu333
10.1111/tpj.15718
10.1089/omi.2011.0118
10.1104/pp.107.097865
10.1186/s13059-014-0550-8
10.1038/nmeth.4197
10.1093/nar/gkz1020
10.1023/B:PLAN.0000023666.30358.ae
10.1002/9780470743386.ch1
10.1146/annurev.arplant.55.031903.141729
10.1111/j.1365-313X.2007.03078.x
10.1186/1471-2105-7-191
10.1007/s00425-019-03266-4
10.1111/tpj.14850
10.1016/S0031-9422(03)00345-5
10.1038/s41576-019-0150-2
10.1046/j.1432-1033.2002.02775.x
10.1104/pp.106.086306
10.1093/nar/29.9.e45
10.1186/1471-2229-10-243
10.1186/s13059-019-1910-1
10.3389/fpls.2021.774270
10.1038/nature08670
10.1186/1471-2199-10-93
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Keywords dynamic regulation networks
meta-analysis
soy isoflavone
transcriptome
dynamic accumulation patterns
Language English
License Copyright © 2023 Chen, Liu, Li, Wang, Pan, Wang and Zhang.
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Edited by: Jianghua Chen, Key Laboratory of Tropical Plant Resource and Sustainable Use, Chinese Academy of Sciences (CAS), China
This article was submitted to Functional and Applied Plant Genomics, a section of the journal Frontiers in Plant Science
Reviewed by: Xiaoxu Li, Chinese Academy of Agricultural Sciences (CAAS), China; Dayong Zhang, Nanjing Agricultural University, China
These authors have contributed equally to this work and share first authorship
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References Hildreth (B11) 2022; 110
Hu (B12) 2009; 10
Nueda (B20) 2014; 30
Zhao (B32) 2010; 20
Ernst (B7) 2006; 7
Szklarczyk (B27) 2018; 47
Lindermayr (B17) 2002; 269
Stracke (B26) 2007; 50
Dixon (B6) 2004; 55
Graham (B9) 2007; 144
Kovaka (B15) 2019; 20
Yu (B29) 2003; 63
Borenstein (B1) 2009
Chen (B2) 2021; 12
Li (B16) 2019; 250
Pfaffl (B22) 2001; 29
Dhaubhadel (B5) 2003; 53
Stark (B25) 2019; 20
Love (B18) 2014; 15
Jung (B14) 2000; 18
Patro (B21) 2017; 14
Schneider (B24) 2003; 100
Jenkins (B13) 2001; 151
Yu (B30) 2012; 16
Goodstein (B8) 2011; 40
Guttikonda (B10) 2010; 10
Tian (B28) 2019; 48
D’Agostina (B3) 2008; 56
Machado (B19) 2020; 103
Zhang (B31) 2005; 4
Dhaubhadel (B4) 2007; 143
Schmutz (B23) 2010; 463
References_xml – volume: 20
  start-page: 281
  year: 2010
  ident: B32
  article-title: Weighted gene coexpression network analysis: State of the art
  publication-title: J. Biopharm. Stat
  doi: 10.1080/10543400903572753
– volume: 151
  start-page: 121
  year: 2001
  ident: B13
  article-title: UV And blue light signalling: pathways regulating chalcone synthase gene expression in arabidopsis
  publication-title: New Phytol.
  doi: 10.1046/j.1469-8137.2001.00151.x
– volume: 4
  year: 2005
  ident: B31
  article-title: A general framework for weighted gene Co-expression network analysis
  publication-title: Stat. Appl. Genet. Mol. Biol.
  doi: 10.2202/1544-6115.1128
– volume: 56
  start-page: 4450
  year: 2008
  ident: B3
  article-title: Changes of isoflavones during the growth cycle of lupinus albus
  publication-title: J. Agric. Food Chem.
  doi: 10.1021/jf8003724
– volume: 40
  start-page: D1178
  year: 2011
  ident: B8
  article-title: Phytozome: a comparative platform for green plant genomics
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkr944
– volume: 18
  start-page: 208
  year: 2000
  ident: B14
  article-title: Identification and expression of isoflavone synthase, the key enzyme for biosynthesis of isoflavones in legumes
  publication-title: Nat. Biotechnol.
  doi: 10.1038/72671
– volume: 100
  start-page: 8601
  year: 2003
  ident: B24
  article-title: The substrate specificity-determining amino acid code of 4-coumarate:CoA ligase
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.1430550100
– volume: 47
  start-page: D607
  year: 2018
  ident: B27
  article-title: STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gky1131
– volume: 30
  start-page: 2598
  year: 2014
  ident: B20
  article-title: Next maSigPro: Updating maSigPro bioconductor package for RNA-seq time series
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btu333
– volume: 110
  start-page: 932
  year: 2022
  ident: B11
  article-title: Mutations that alter arabidopsis flavonoid metabolism affect the circadian clock
  publication-title: Plant J.
  doi: 10.1111/tpj.15718
– volume: 16
  start-page: 284
  year: 2012
  ident: B30
  article-title: ClusterProfiler: An r package for comparing biological themes among gene clusters
  publication-title: Omics A J. Integr. Biol.
  doi: 10.1089/omi.2011.0118
– volume: 144
  start-page: 728
  year: 2007
  ident: B9
  article-title: RNAi silencing of genes for elicitation or biosynthesis of 5-deoxyisoflavonoids suppresses race-specific resistance and hypersensitive cell death in phytophthora sojae infected tissues
  publication-title: Plant Physiol.
  doi: 10.1104/pp.107.097865
– volume: 15
  start-page: 550
  year: 2014
  ident: B18
  article-title: Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
  publication-title: Genome Biol.
  doi: 10.1186/s13059-014-0550-8
– volume: 14
  start-page: 417
  year: 2017
  ident: B21
  article-title: Salmon provides fast and bias-aware quantification of transcript expression
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4197
– volume: 48
  start-page: D1104
  year: 2019
  ident: B28
  article-title: PlantRegMap: charting functional regulatory maps in plants
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkz1020
– volume: 53
  start-page: 733
  year: 2003
  ident: B5
  article-title: Isoflavonoid biosynthesis and accumulation in developing soybean seeds
  publication-title: Plant Mol. Biol.
  doi: 10.1023/B:PLAN.0000023666.30358.ae
– start-page: 1
  year: 2009
  ident: B1
  article-title: How a meta-analysis works
  publication-title: Introduction to Meta-Anal.
  doi: 10.1002/9780470743386.ch1
– volume: 55
  start-page: 225
  year: 2004
  ident: B6
  article-title: Phytoestrogens
  publication-title: Annu. Rev. Plant Biol.
  doi: 10.1146/annurev.arplant.55.031903.141729
– volume: 50
  start-page: 660
  year: 2007
  ident: B26
  article-title: Differential regulation of closely related R2R3-MYB transcription factors controls flavonol accumulation in different parts of the arabidopsis thaliana seedling
  publication-title: Plant J.
  doi: 10.1111/j.1365-313X.2007.03078.x
– volume: 7
  start-page: 191
  year: 2006
  ident: B7
  article-title: STEM: a tool for the analysis of short time series gene expression data
  publication-title: BMC Bioinf.
  doi: 10.1186/1471-2105-7-191
– volume: 250
  start-page: 1833
  year: 2019
  ident: B16
  article-title: Whole-genome DNA methylation patterns and complex associations with gene expression associated with anthocyanin biosynthesis in apple fruit skin
  publication-title: Planta
  doi: 10.1007/s00425-019-03266-4
– volume: 103
  start-page: 1894
  year: 2020
  ident: B19
  article-title: Systematic analysis of 1298 RNA-seq samples and construction of a comprehensive soybean (Glycine max) expression atlas
  publication-title: Plant J.
  doi: 10.1111/tpj.14850
– volume: 63
  start-page: 753
  year: 2003
  ident: B29
  article-title: Metabolic engineering to increase isoflavone biosynthesis in soybean seed
  publication-title: Phytochemistry
  doi: 10.1016/S0031-9422(03)00345-5
– volume: 20
  start-page: 631
  year: 2019
  ident: B25
  article-title: RNA Sequencing: the teenage years
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/s41576-019-0150-2
– volume: 269
  start-page: 1304
  year: 2002
  ident: B17
  article-title: Divergent members of a soybean (Glycine max l.) 4-coumarate:coenzyme A ligase gene family
  publication-title: Eur. J. Biochem.
  doi: 10.1046/j.1432-1033.2002.02775.x
– volume: 143
  start-page: 326
  year: 2007
  ident: B4
  article-title: Transcriptome analysis reveals a critical role of CHS7 and CHS8 genes for isoflavonoid synthesis in soybean seeds
  publication-title: Plant Physiol.
  doi: 10.1104/pp.106.086306
– volume: 29
  start-page: e45
  year: 2001
  ident: B22
  article-title: A new mathematical model for relative quantification in real-time RT–PCR
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/29.9.e45
– volume: 10
  start-page: 243
  year: 2010
  ident: B10
  article-title: Whole genome co-expression analysis of soybean cytochrome P450 genes identifies nodulation-specific P450 monooxygenases
  publication-title: BMC Plant Biol.
  doi: 10.1186/1471-2229-10-243
– volume: 20
  start-page: 278
  year: 2019
  ident: B15
  article-title: Transcriptome assembly from long-read RNA-seq alignments with StringTie2
  publication-title: Genome Biol.
  doi: 10.1186/s13059-019-1910-1
– volume: 12
  year: 2021
  ident: B2
  article-title: Novel QTL and meta-QTL mapping for major quality traits in soybean
  publication-title: Front. Plant Sci.
  doi: 10.3389/fpls.2021.774270
– volume: 463
  start-page: 178
  year: 2010
  ident: B23
  article-title: Genome sequence of the palaeopolyploid soybean
  publication-title: Nature
  doi: 10.1038/nature08670
– volume: 10
  start-page: 93
  year: 2009
  ident: B12
  article-title: Evaluation of putative reference genes for gene expression normalization in soybean by quantitative real-time RT-PCR
  publication-title: BMC Mol. Biol.
  doi: 10.1186/1471-2199-10-93
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Snippet Soy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human beings. The...
IntroductionSoy isoflavone, a class of polyphenolic compounds exclusively occurred in legumes, is an important bioactive compound for both plants and human...
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SubjectTerms dynamic accumulation patterns
dynamic regulation networks
meta-analysis
Plant Science
soy isoflavone
transcriptome
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Title Developmental dynamic transcriptome and systematic analysis reveal the major genes underlying isoflavone accumulation in soybean
URI https://www.ncbi.nlm.nih.gov/pubmed/36959940
https://www.proquest.com/docview/2791373878
https://pubmed.ncbi.nlm.nih.gov/PMC10027745
https://doaj.org/article/31ba4544c0954e8b9e9f6edeae304175
Volume 14
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