Co‐expression analysis aids in the identification of genes in the cuticular wax pathway in maize

Epicuticular waxes provide a hydrophobic barrier that protects land plants from environmental stresses. To elucidate the molecular functions of maize glossy mutants that reduce the accumulation of epicuticular waxes, eight non-allelic glossy mutants were subjected to transcriptomic comparisons with their respective wild-type siblings. Transcriptomic comparisons identified 2279 differentially expressed (DE) genes. Other glossy genes tended to be down-regulated in glossy mutants; by contrast stress-responsive pathways were induced in mutants. Gene co-expression network (GCN) analysis found that glossy genes were clustered, suggestive of co-regulation. Genes that potentially regulate the accumulation of glossy gene transcripts were identified via a pathway level co-expression analysis. Expression data from diverse organs showed that maize glossy genes are generally active in young leaves, silks, and tassels, while largely inactive in seeds and roots. Through reverse genetics, a DE gene homologous to Arabidopsis CER8 and co-expressed with known glossy genes was confirmed to participate in epicuticular wax accumulation. GCN data-informed forward genetics approach enabled cloning of the gl14 gene, which encodes a putative membrane-associated protein. Our results deepen understanding of the transcriptional regulation of the genes involved in the accumulation of epicuticular wax, and provide two maize glossy genes and a number of candidate genes for further characterization.

[1]  The genetics of cuticular wax biosynthesis , 1994 .

[2]  H. Döring,et al.  Transposon tagging of the maize Glossy2 locus with the transposable element En/Spm. , 1995, The Plant journal : for cell and molecular biology.

[3]  W. Stiekema,et al.  Molecular characterization of the CER1 gene of arabidopsis involved in epicuticular wax biosynthesis and pollen fertility. , 1995, The Plant cell.

[4]  K. Feldmann,et al.  Leaf Epicuticular Waxes of the Eceriferum Mutants in Arabidopsis , 1995, Plant physiology.

[5]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[6]  S. Moose,et al.  Glossy15, an APETALA2-like gene from maize that regulates leaf epidermal cell identity. , 1996, Genes & development.

[7]  A. Hannoufa,et al.  The CER3 gene of Arabidopsis thaliana is expressed in leaves, stems, roots, flowers and apical meristems. , 1996, The Plant journal : for cell and molecular biology.

[8]  B. Lemieux,et al.  Molecular cloning and characterization of the CER2 gene of Arabidopsis thaliana. , 1996, The Plant journal : for cell and molecular biology.

[9]  P. Schnable,et al.  Cloning and characterization of CER2, an Arabidopsis gene that affects cuticular wax accumulation. , 1996, The Plant cell.

[10]  P. Schnable,et al.  Sequence Analysis of the Cloned glossy8 Gene of Maize Suggests That It May Code for a [beta]-Ketoacyl Reductase Required for the Biosynthesis of Cuticular Waxes , 1997, Plant physiology.

[11]  P. Schnable,et al.  The glossy1 Locus of Maize and an Epidermis-Specific cDNA from Kleinia odora Define a Class of Receptor-Like Proteins Required for the Normal Accumulation of Cuticular Waxes , 1997, Plant physiology.

[12]  Robert L. Fischer,et al.  Alterations in CER6, a Gene Identical to CUT1, Differentially Affect Long-Chain Lipid Content on the Surface of Pollen and Stems , 2000, Plant Cell.

[13]  Y. Benjamini,et al.  THE CONTROL OF THE FALSE DISCOVERY RATE IN MULTIPLE TESTING UNDER DEPENDENCY , 2001 .

[14]  C. Dietrich,et al.  Molecular and genetic characterization of genes involved in maize cuticular wax biosynthesis , 2002 .

[15]  A. Valencia,et al.  MARVEL: a conserved domain involved in membrane apposition events. , 2002, Trends in biochemical sciences.

[16]  L. Kunst,et al.  Biosynthesis and secretion of plant cuticular wax. , 2003, Progress in lipid research.

[17]  Cai-Zhong Jiang,et al.  WIN1, a transcriptional activator of epidermal wax accumulation in Arabidopsis. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[18]  A. Aharoni,et al.  The SHINE Clade of AP2 Domain Transcription Factors Activates Wax Biosynthesis, Alters Cuticle Properties, and Confers Drought Tolerance when Overexpressed in Arabidopsis w⃞ , 2004, The Plant Cell Online.

[19]  R. Jetter,et al.  Plant Cuticular Lipid Export Requires an ABC Transporter , 2004, Science.

[20]  Huanquan Zheng,et al.  Disruptions of the Arabidopsis Enoyl-CoA Reductase Gene Reveal an Essential Role for Very-Long-Chain Fatty Acid Synthesis in Cell Expansion during Plant Morphogenesis , 2005, The Plant Cell Online.

[21]  P. Schnable,et al.  Characterization of two GL8 paralogs reveals that the 3-ketoacyl reductase component of fatty acid elongase is essential for maize (Zea mays L.) development. , 2005, The Plant journal : for cell and molecular biology.

[22]  Joachim Messing,et al.  Sequence-indexed mutations in maize using the UniformMu transposon-tagging population , 2007, BMC Genomics.

[23]  R. Jetter,et al.  CER4 Encodes an Alcohol-Forming Fatty Acyl-Coenzyme A Reductase Involved in Cuticular Wax Production in Arabidopsis1[W] , 2006, Plant Physiology.

[24]  A. Loraine,et al.  Transcriptional Coordination of the Metabolic Network in Arabidopsis1[W][OA] , 2006, Plant Physiology.

[25]  R. Jetter,et al.  Characterization of Arabidopsis ABCG11/WBC11, an ATP binding cassette (ABC) transporter that is required for cuticular lipid secretion. , 2007, The Plant journal : for cell and molecular biology.

[26]  D. Roby,et al.  A MYB Transcription Factor Regulates Very-Long-Chain Fatty Acid Biosynthesis for Activation of the Hypersensitive Cell Death Response in Arabidopsis[W][OA] , 2008, The Plant Cell Online.

[27]  Steve Horvath,et al.  WGCNA: an R package for weighted correlation network analysis , 2008, BMC Bioinformatics.

[28]  J. Markham,et al.  The very-long-chain hydroxy fatty acyl-CoA dehydratase PASTICCINO2 is essential and limiting for plant development , 2008, Proceedings of the National Academy of Sciences.

[29]  R. Jetter,et al.  Identification of the Wax Ester Synthase/Acyl-Coenzyme A:Diacylglycerol Acyltransferase WSD1 Required for Stem Wax Ester Biosynthesis in Arabidopsis12[W][OA] , 2008, Plant Physiology.

[30]  Dawn H. Nagel,et al.  The B73 Maize Genome: Complexity, Diversity, and Dynamics , 2009, Science.

[31]  Xianzhong Wu,et al.  Functional Characterization of the Arabidopsis β-Ketoacyl-Coenzyme A Reductase Candidates of the Fatty Acid Elongase1[W][OA] , 2009, Plant Physiology.

[32]  Sanzhen Liu,et al.  DLA-Based Strategies for Cloning Insertion Mutants: Cloning the gl4 Locus of Maize Using Mu Transposon Tagged Alleles , 2009, Genetics.

[33]  Matthew D. Young,et al.  Gene ontology analysis for RNA-seq: accounting for selection bias , 2010, Genome Biology.

[34]  D. Kosma,et al.  Arabidopsis CER8 encodes LONG-CHAIN ACYL-COA SYNTHETASE 1 (LACS1) that has overlapping functions with LACS2 in plant wax and cutin synthesis. , 2009, The Plant journal : for cell and molecular biology.

[35]  Sanzhen Liu,et al.  Mu Transposon Insertion Sites and Meiotic Recombination Events Co-Localize with Epigenetic Marks for Open Chromatin across the Maize Genome , 2009, PLoS genetics.

[36]  Cole Trapnell,et al.  Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. , 2010, Nature biotechnology.

[37]  M. DePristo,et al.  The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. , 2010, Genome research.

[38]  Heather E. McFarlane,et al.  Arabidopsis ABCG Transporters, Which Are Required for Export of Diverse Cuticular Lipids, Dimerize in Different Combinations[W] , 2010, Plant Cell.

[39]  Sanzhen Liu,et al.  High-Throughput Genetic Mapping of Mutants via Quantitative Single Nucleotide Polymorphism Typing , 2010, Genetics.

[40]  S. Keleş,et al.  Sparse partial least squares regression for simultaneous dimension reduction and variable selection , 2010, Journal of the Royal Statistical Society. Series B, Statistical methodology.

[41]  L. Schreiber,et al.  Male Sterile2 Encodes a Plastid-Localized Fatty Acyl Carrier Protein Reductase Required for Pollen Exine Development in Arabidopsis1[C][W][OA] , 2011, Plant Physiology.

[42]  Pil Joon Seo,et al.  The MYB96 Transcription Factor Regulates Cuticular Wax Biosynthesis under Drought Conditions in Arabidopsis[W] , 2011, Plant Cell.

[43]  Sanzhen Liu,et al.  Gene Mapping via Bulked Segregant RNA-Seq (BSR-Seq) , 2012, PloS one.

[44]  Pablo Cingolani,et al.  © 2012 Landes Bioscience. Do not distribute. , 2022 .

[45]  J. Napier,et al.  The Arabidopsis cer26 mutant, like the cer2 mutant, is specifically affected in the very long chain fatty acid elongation process. , 2013, The Plant journal : for cell and molecular biology.

[46]  M. Suh,et al.  Recent advances in cuticular wax biosynthesis and its regulation in Arabidopsis. , 2013, Molecular plant.

[47]  Thomas R. Gingeras,et al.  STAR: ultrafast universal RNA-seq aligner , 2013, Bioinform..

[48]  J. Joubès,et al.  Arabidopsis cuticular waxes: advances in synthesis, export and regulation. , 2013, Progress in lipid research.

[49]  Nobutaka Mitsuda,et al.  MIXTA-Like Transcription Factors and WAX INDUCER1/SHINE1 Coordinately Regulate Cuticle Development in Arabidopsis and Torenia fournieri[C][W] , 2013, Plant Cell.

[50]  Sanzhen Liu,et al.  The Maize glossy13 Gene, Cloned via BSR-Seq and Seq-Walking Encodes a Putative ABC Transporter Required for the Normal Accumulation of Epicuticular Waxes , 2013, PloS one.

[51]  M. Suh,et al.  Overexpression of Arabidopsis MYB96 confers drought resistance in Camelina sativa via cuticular wax accumulation , 2014, Plant Cell Reports.

[52]  W. Huber,et al.  Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 , 2014, Genome Biology.

[53]  Björn Usadel,et al.  Trimmomatic: a flexible trimmer for Illumina sequence data , 2014, Bioinform..

[54]  Hyojin Kim,et al.  Arabidopsis Cuticular Wax Biosynthesis Is Negatively Regulated by the DEWAX Gene Encoding an AP2/ERF-Type Transcription Factor[W][OPEN] , 2014, Plant Cell.

[55]  J. Graça Suberin: the biopolyester at the frontier of plants , 2015, Front. Chem..

[56]  M. Suh,et al.  Cuticular wax biosynthesis is up-regulated by the MYB94 transcription factor in Arabidopsis. , 2015, Plant & cell physiology.

[57]  M. Suh,et al.  MYB94 and MYB96 Additively Activate Cuticular Wax Biosynthesis in Arabidopsis. , 2016, Plant & cell physiology.

[58]  Jean-Luc Cacas,et al.  How Very-Long-Chain Fatty Acids Could Signal Stressful Conditions in Plants? , 2016, Front. Plant Sci..

[59]  M. Suh,et al.  Cuticular wax biosynthesis is positively regulated by WRINKLED4, an AP2/ERF-type transcription factor, in Arabidopsis stems. , 2016, The Plant journal : for cell and molecular biology.

[60]  Zhou Du,et al.  agriGO v2.0: a GO analysis toolkit for the agricultural community, 2017 update , 2017, Nucleic Acids Res..

[61]  Ge Gao,et al.  PlantTFDB 4.0: toward a central hub for transcription factors and regulatory interactions in plants , 2016, Nucleic Acids Res..

[62]  Cheng He,et al.  A novel maize gene, glossy6 involved in epicuticular wax deposition and drought tolerance , 2018, bioRxiv.

[63]  Xiaoduo Lu,et al.  Gene-Indexed Mutations in Maize. , 2017, Molecular plant.

[64]  Caixia Gao The future of CRISPR technologies in agriculture , 2018, Nature Reviews Molecular Cell Biology.