Home LiteratureArticle Details
PMID: 20036612 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S. Review

Omics meet networks - using systems approaches to infer regulatory networks in plants.

Current opinion in plant biology ·Vol. 13 ·No. 2 ·2010-04-00 ·Pages 126-31

Moreno-Risueno MA, Busch W, Benfey PN

Abstract

Many genomic-scale datasets in plants have been generated over the last few years. This substantial achievement has led to impressive progress, including some of the most detailed molecular maps in any multicellular organism. Networks and pathways have been reconstructed using transcriptome, genome-wide transcription factor binding, proteome and metabolome data, and subsequently used to infer functional interactions among genes, proteins, and metabolites. However, more sophisticated systems biology approaches are needed to integrate different omics datasets. Ultimately, the integration of diverse and massive datasets into coherent models will improve our understanding of the molecular networks that underlie biological processes.

MeSH Terms
Gene Expression Regulation, Plant Gene Regulatory Networks/genetics Genomics/methods Plants/genetics Systems Biology Transcription Factors/metabolism
Chemicals
Transcription Factors
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Moreno-Risueno Miguel A
Duke University, Department of Biology and Center for Systems Biology, USA.
Busch Wolfgang
Benfey Philip N
References (50)
50 references, click to expand
  1. Genome-wide analysis of mono-, di- and trimethylation of histone H3 lysine 4 in Arabidopsis thaliana.
    Genome Biol. 2009;10(6):R62 PMID: 19508735
  2. Plant micrometabolomics: the analysis of endogenous metabolites present in a plant cell or tissue.
    J Proteome Res. 2009 Apr;8(4):1694-703 PMID: 19714872
  3. A high-resolution root spatiotemporal map reveals dominant expression patterns.
    Science. 2007 Nov 2;318(5851):801-6 PMID: 17975066
  4. Plant phosphoproteomics: an update.
    Proteomics. 2009 Feb;9(4):964-88 PMID: 19212952
  5. Analysis of transcription factor HY5 genomic binding sites revealed its hierarchical role in light regulation of development.
    Plant Cell. 2007 Mar;19(3):731-49 PMID: 17337630
  6. Diversity and complexity in DNA recognition by transcription factors.
    Science. 2009 Jun 26;324(5935):1720-3 PMID: 19443739
  7. Web-queryable large-scale data sets for hypothesis generation in plant biology.
    Plant Cell. 2009 Apr;21(4):1034-51 PMID: 19401381
  8. Development of Arabidopsis whole-genome microarrays and their application to the discovery of binding sites for the TGA2 transcription factor in salicylic acid-treated plants.
    Plant J. 2006 Jul;47(1):152-62 PMID: 16824183
  9. Gene expression map of the Arabidopsis shoot apical meristem stem cell niche.
    Proc Natl Acad Sci U S A. 2009 Mar 24;106(12):4941-6 PMID: 19258454
  10. GabiPD: the GABI primary database--a plant integrative 'omics' database.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D954-9 PMID: 18812395
  11. Highly specific gene silencing by artificial microRNAs in Arabidopsis.
    Plant Cell. 2006 May;18(5):1121-33 PMID: 16531494
  12. Functional proteomics of Arabidopsis thaliana guard cells uncovers new stomatal signaling pathways.
    Plant Cell. 2008 Dec;20(12):3210-26 PMID: 19114538
  13. Insights from genomic profiling of transcription factors.
    Nat Rev Genet. 2009 Sep;10(9):605-16 PMID: 19668247
  14. Functional genomics of root growth and development in Arabidopsis.
    Curr Opin Plant Biol. 2009 Apr;12(2):165-71 PMID: 19117793
  15. Network discovery pipeline elucidates conserved time-of-day-specific cis-regulatory modules.
    PLoS Genet. 2008 Feb;4(2):e14 PMID: 18248097
  16. Comprehensive flavonol profiling and transcriptome coexpression analysis leading to decoding gene-metabolite correlations in Arabidopsis.
    Plant Cell. 2008 Aug;20(8):2160-76 PMID: 18757557
  17. MAPK target networks in Arabidopsis thaliana revealed using functional protein microarrays.
    Genes Dev. 2009 Jan 1;23(1):80-92 PMID: 19095804
  18. Genome-scale proteomics reveals Arabidopsis thaliana gene models and proteome dynamics.
    Science. 2008 May 16;320(5878):938-41 PMID: 18436743
  19. A gene expression map of Arabidopsis thaliana development.
    Nat Genet. 2005 May;37(5):501-6 PMID: 15806101
  20. BSKs mediate signal transduction from the receptor kinase BRI1 in Arabidopsis.
    Science. 2008 Jul 25;321(5888):557-60 PMID: 18653891
  21. A gene expression map of the Arabidopsis root.
    Science. 2003 Dec 12;302(5652):1956-60 PMID: 14671301
  22. Impact of clock-associated Arabidopsis pseudo-response regulators in metabolic coordination.
    Proc Natl Acad Sci U S A. 2009 Apr 28;106(17):7251-6 PMID: 19359492
  23. Barley grain maturation and germination: metabolic pathway and regulatory network commonalities and differences highlighted by new MapMan/PageMan profiling tools.
    Plant Physiol. 2008 Apr;146(4):1738-58 PMID: 18281415
  24. Cell identity mediates the response of Arabidopsis roots to abiotic stress.
    Science. 2008 May 16;320(5878):942-5 PMID: 18436742
  25. Highly integrated single-base resolution maps of the epigenome in Arabidopsis.
    Cell. 2008 May 2;133(3):523-36 PMID: 18423832
  26. Manipulating large-scale Arabidopsis microarray expression data: identifying dominant expression patterns and biological process enrichment.
    Methods Mol Biol. 2009;553:57-77 PMID: 19588101
  27. Spatio-temporal changes in germination and radical elongation of barley seeds tracked by proteome analysis of dissected embryo, aleurone layer, and endosperm tissues.
    Proteomics. 2007 Dec;7(24):4528-40 PMID: 18022942
  28. Unraveling transcriptional control in Arabidopsis using cis-regulatory elements and coexpression networks.
    Plant Physiol. 2009 Jun;150(2):535-46 PMID: 19357200
  29. The AtGenExpress hormone and chemical treatment data set: experimental design, data evaluation, model data analysis and data access.
    Plant J. 2008 Aug;55(3):526-42 PMID: 18419781
  30. Module networks: identifying regulatory modules and their condition-specific regulators from gene expression data.
    Nat Genet. 2003 Jun;34(2):166-76 PMID: 12740579
  31. Rice proteomics: ending phase I and the beginning of phase II.
    Proteomics. 2009 Feb;9(4):935-63 PMID: 19212951
  32. A transcriptome atlas of rice cell types uncovers cellular, functional and developmental hierarchies.
    Nat Genet. 2009 Feb;41(2):258-63 PMID: 19122662
  33. Global identification of targets of the Arabidopsis MADS domain protein AGAMOUS-Like15.
    Plant Cell. 2009 Sep;21(9):2563-77 PMID: 19767455
  34. Module networks revisited: computational assessment and prioritization of model predictions.
    Bioinformatics. 2009 Feb 15;25(4):490-6 PMID: 19136553
  35. Genome-wide insertional mutagenesis of Arabidopsis thaliana.
    Science. 2003 Aug 1;301(5633):653-7 PMID: 12893945
  36. Omics-based identification of Arabidopsis Myb transcription factors regulating aliphatic glucosinolate biosynthesis.
    Proc Natl Acad Sci U S A. 2007 Apr 10;104(15):6478-83 PMID: 17420480
  37. Omics-based approaches to methionine side chain elongation in Arabidopsis: characterization of the genes encoding methylthioalkylmalate isomerase and methylthioalkylmalate dehydrogenase.
    Plant Cell Physiol. 2009 Jul;50(7):1181-90 PMID: 19493961
  38. The AtGenExpress global stress expression data set: protocols, evaluation and model data analysis of UV-B light, drought and cold stress responses.
    Plant J. 2007 Apr;50(2):347-63 PMID: 17376166
  39. Phosphoproteomic identification of targets of the Arabidopsis sucrose nonfermenting-like kinase SnRK2.8 reveals a connection to metabolic processes.
    Proc Natl Acad Sci U S A. 2007 Apr 10;104(15):6460-5 PMID: 17404219
  40. Plant proteomics update (2007-2008): Second-generation proteomic techniques, an appropriate experimental design, and data analysis to fulfill MIAPE standards, increase plant proteome coverage and expand biological knowledge.
    J Proteomics. 2009 Apr 13;72(3):285-314 PMID: 19367730
  41. An Arabidopsis gene network based on the graphical Gaussian model.
    Genome Res. 2007 Nov;17(11):1614-25 PMID: 17921353
  42. Biochemical networks and epistasis shape the Arabidopsis thaliana metabolome.
    Plant Cell. 2008 May;20(5):1199-216 PMID: 18515501
  43. Genome-wide analysis of genes targeted by PHYTOCHROME INTERACTING FACTOR 3-LIKE5 during seed germination in Arabidopsis.
    Plant Cell. 2009 Feb;21(2):403-19 PMID: 19244139
  44. Differential binding of calmodulin-related proteins to their targets revealed through high-density Arabidopsis protein microarrays.
    Proc Natl Acad Sci U S A. 2007 Mar 13;104(11):4730-5 PMID: 17360592
  45. The transcript and metabolite networks affected by the two clades of Arabidopsis glucosinolate biosynthesis regulators.
    Plant Physiol. 2008 Dec;148(4):2021-49 PMID: 18829985
  46. Reverse engineering of regulatory networks in human B cells.
    Nat Genet. 2005 Apr;37(4):382-90 PMID: 15778709
  47. Transcriptomic and proteomic analyses of pericycle cells of the maize primary root.
    Plant Physiol. 2007 Nov;145(3):575-88 PMID: 17766395
  48. A systems approach reveals regulatory circuitry for Arabidopsis trichome initiation by the GL3 and GL1 selectors.
    PLoS Genet. 2009 Feb;5(2):e1000396 PMID: 19247443
  49. Decoding genes with coexpression networks and metabolomics - 'majority report by precogs'.
    Trends Plant Sci. 2008 Jan;13(1):36-43 PMID: 18160330
  50. Repression of flowering by the miR172 target SMZ.
    PLoS Biol. 2009 Jul;7(7):e1000148 PMID: 19582143
Article Info
Journal
Current opinion in plant biology
Abbr.
Curr Opin Plant Biol
ISSN
1879-0356
Published
2010-04-00
Epub
2009-00-28
Pages
126-31
Language
English
Region
England
NLM ID
100883395
PMCID
PMC2862083
Subset
IM
Grants
NIGMS NIH HHS · P50 GM081883-010003 · United States
NIGMS NIH HHS · P50 GM081883-020003 · United States
NIGMS NIH HHS · R01 GM043778 · United States
NIGMS NIH HHS · P50 GM081883-01 · United States
NIGMS NIH HHS · R01 GM043778-18 · United States
NIGMS NIH HHS · P50 GM081883-030003 · United States
NIGMS NIH HHS · P50 GM081883-02 · United States
NIGMS NIH HHS · P50 GM081883-03 · United States
NIGMS NIH HHS · R01 GM043778-19 · United States
NIGMS NIH HHS · P50 GM081883 · United States
NIGMS NIH HHS · R01 GM043778-20 · United States
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]