Biochemical Networks and Epistasis Shape the Arabidopsis thaliana Metabolome[W]

Genomic approaches have accelerated the study of the quantitative genetics that underlie phenotypic variation. These approaches associate genome-scale analyses such as transcript profiling with targeted phenotypes such as measurements of specific metabolites. Additionally, these approaches can help identify uncharacterized networks or pathways. However, little is known about the genomic architecture underlying data sets such as metabolomics or the potential of such data sets to reveal networks. To describe the genetic regulation of variation in the Arabidopsis thaliana metabolome and test our ability to integrate unknown metabolites into biochemical networks, we conducted a replicated metabolomic analysis on 210 lines of an Arabidopsis population that was previously used for targeted metabolite quantitative trait locus (QTL) and global expression QTL analysis. Metabolic traits were less heritable than the average transcript trait, suggesting that there are differences in the power to detect QTLs between transcript and metabolite traits. We used statistical analysis to identify a large number of metabolite QTLs with moderate phenotypic effects and found frequent epistatic interactions controlling a majority of the variation. The distribution of metabolite QTLs across the genome included 11 QTL clusters; 8 of these clusters were associated in an epistatic network that regulated plant central metabolism. We also generated two de novo biochemical network models from the available data, one of unknown function and the other associated with central plant metabolism.

[1]  Albrecht Ih,et al.  In vivo depletion of pancreatic acinar tissue simplifies islet preparation for transplantation. , 1996 .

[2]  D. Kliebenstein,et al.  A Systems Biology Approach Identifies a R2R3 MYB Gene Subfamily with Distinct and Overlapping Functions in Regulation of Aliphatic Glucosinolates , 2007, PloS one.

[3]  D. Ganten,et al.  Development, genotype and phenotype of a new colony of the Sabra hypertension prone (SBH/y) and resistant (SBN/y) rat model of salt sensitivity and resistance , 1996, Journal of hypertension.

[4]  Loren H. Rieseberg,et al.  Genetics of Species Differences in the Wild Annual Sunflowers, Helianthus annuus and H. petiolaris , 2005, Genetics.

[5]  B. R. Wiseman,et al.  Quantitative trait loci and metabolic pathways. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[6]  C. Keen,et al.  Copper, oxidative stress, and human health. , 2005, Molecular aspects of medicine.

[7]  A. Teitelbaum,et al.  Genetics and Diet as Factors in Development of Diabetes Mellitus , 1972 .

[8]  B. Habermann,et al.  Islet Cell Autoantigen of 69 kDa Is an Arfaptin-related Protein Associated with the Golgi Complex of Insulinoma INS-1 Cells* , 2003, Journal of Biological Chemistry.

[9]  G. Church,et al.  Modular epistasis in yeast metabolism , 2005, Nature Genetics.

[10]  R. Stoughton,et al.  Genetics of gene expression surveyed in maize, mouse and man , 2003, Nature.

[11]  Robbie Waugh,et al.  Gene expression quantitative trait locus analysis of 16 000 barley genes reveals a complex pattern of genome-wide transcriptional regulation. , 2008, The Plant journal : for cell and molecular biology.

[12]  R. Ferretti,et al.  Role of dietary fructose in the enhancement of mortality and biochemical changes associated with copper deficiency in rats. , 1983, The American journal of clinical nutrition.

[13]  O. Loudet,et al.  Bay-0 × Shahdara recombinant inbred line population: a powerful tool for the genetic dissection of complex traits in Arabidopsis , 2002, Theoretical and Applied Genetics.

[14]  J. Nap,et al.  Genetical genomics: the added value from segregation. , 2001, Trends in genetics : TIG.

[15]  M. Hirai,et al.  Elucidation of Gene-to-Gene and Metabolite-to-Gene Networks in Arabidopsis by Integration of Metabolomics and Transcriptomics* , 2005, Journal of Biological Chemistry.

[16]  Mattias Jakobsson,et al.  The Pattern of Polymorphism in Arabidopsis thaliana , 2005, PLoS biology.

[17]  Z. Zeng,et al.  A general mixture model approach for mapping quantitative trait loci from diverse cross designs involving multiple inbred lines. , 2000, Genetical research.

[18]  C. Keen,et al.  Diabetes and dietary copper alter 67Cu metabolism and oxidant defense in the rat. , 2005, The Journal of nutritional biochemistry.

[19]  George,et al.  Islet cell autoantigen 69 kD (ICA69). Molecular cloning and characterization of a novel diabetes-associated autoantigen. , 1993, The Journal of clinical investigation.

[20]  S. Potter,et al.  Acquired resistance in Arabidopsis. , 1992, The Plant cell.

[21]  Thomas Mitchell-Olds,et al.  Genetic architecture of plastic methyl jasmonate responses in Arabidopsis thaliana. , 2002, Genetics.

[22]  H. Grüneberg,et al.  Introduction to quantitative genetics , 1960 .

[23]  D. Kliebenstein,et al.  Identifying the molecular basis of QTLs: eQTLs add a new dimension. , 2008, Trends in plant science.

[24]  W. Ewens Genetics and analysis of quantitative traits , 1999 .

[25]  D. Kliebenstein A Role for Gene Duplication and Natural Variation of Gene Expression in the Evolution of Metabolism , 2008, PloS one.

[26]  J. Tokuhisa,et al.  MAM3 Catalyzes the Formation of All Aliphatic Glucosinolate Chain Lengths in Arabidopsis1[W][OA] , 2007, Plant Physiology.

[27]  D. Kliebenstein,et al.  The Gene Controlling the Quantitative Trait Locus EPITHIOSPECIFIER MODIFIER1 Alters Glucosinolate Hydrolysis and Insect Resistance in Arabidopsis[W] , 2006, The Plant Cell Online.

[28]  R. Plasterk,et al.  The diabetes autoantigen ICA69 and its Caenorhabditis elegans homologue, ric-19, are conserved regulators of neuroendocrine secretion. , 2000, Molecular biology of the cell.

[29]  Ahmed Rebai,et al.  Comparison of methods for regression interval mapping in QTL analysis with non-normal traits , 1997 .

[30]  R. Doerge,et al.  Natural Variation among Arabidopsis thaliana Accessions for Transcriptome Response to Exogenous Salicylic Acid[W][OA] , 2007, The Plant Cell Online.

[31]  L. Nussaume,et al.  Identification of an Arabidopsis thaliana mutant accumulating threonine resulting from mutation in a new dihydrodipicolinate synthase gene. , 2000, The Plant journal : for cell and molecular biology.

[32]  U. Roessner,et al.  Comprehensive metabolic profiling and phenotyping of interspecific introgression lines for tomato improvement , 2006, Nature Biotechnology.

[33]  R. Doerge,et al.  Global eQTL Mapping Reveals the Complex Genetic Architecture of Transcript-Level Variation in Arabidopsis , 2007, Genetics.

[34]  O. Fiehn,et al.  Differential metabolic networks unravel the effects of silent plant phenotypes. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[35]  M. Reichelt,et al.  The Arabidopsis Epithiospecifier Protein Promotes the Hydrolysis of Glucosinolates to Nitriles and Influences Trichoplusia ni Herbivory Article, publication date, and citation information can be found at www.plantcell.org/cgi/doi/10.1105/tpc.010261. , 2001, The Plant Cell Online.

[36]  J. Cheverud Genetics and analysis of quantitative traits , 1999 .

[37]  John A. Pickett,et al.  Biosynthesis of methionine-derived glucosinolates in Arabidopsis thaliana: recombinant expression and characterization of methylthioalkylmalate synthase, the condensing enzyme of the chain-elongation cycle , 2004, Planta.

[38]  Z B Zeng,et al.  Estimating the genetic architecture of quantitative traits. , 1999, Genetical research.

[39]  Richard M. Clark,et al.  Common Sequence Polymorphisms Shaping Genetic Diversity in Arabidopsis thaliana , 2007, Science.

[40]  R. Albert,et al.  The large-scale organization of metabolic networks , 2000, Nature.

[41]  R. Mithen,et al.  Genetic variation of aliphatic glucosinolates in Arabidopsis thaliana and prospects for map based gene cloning , 1996 .

[42]  S. Pietropaolo,et al.  Alternative Core Promoters Regulate Tissue-specific Transcription from the Autoimmune Diabetes-related ICA1 (ICA69) Gene Locus* , 2003, The Journal of Biological Chemistry.

[43]  Peter D. Karp,et al.  MetaCyc and AraCyc. Metabolic Pathway Databases for Plant Research1[w] , 2005, Plant Physiology.

[44]  T. Mitchell-Olds,et al.  Mapping of QTL for Resistance against the Crucifer Specialist Herbivore Pieris brassicae in a New Arabidopsis Inbred Line Population, Da(1)-12×Ei-2 , 2007, PloS one.

[45]  H. Hishigaki,et al.  Genetic dissection of "OLETF," a rat model for non-insulin-dependent diabetes mellitus: quantitative trait locus analysis of (OLETF x BN) x OLETF. , 1999, Genomics.

[46]  R. Doerge,et al.  Permutation tests for multiple loci affecting a quantitative character. , 1996, Genetics.

[47]  Ben Hui Liu,et al.  Statistical Genomics: Linkage, Mapping, and QTL Analysis , 1997 .

[48]  C. Lister,et al.  Genetics of aliphatic glucosinolates. I. Side chain elongation in Brassica napus and Arabidopsis thaliana , 1994, Heredity.

[49]  J. Tokuhisa,et al.  MAM 3 Catalyzes the Formation of All Aliphatic Glucosinolate Chain Lengths in Arabidopsis 1 [ W ] [ OA ] , 2007 .

[50]  A. Truswell The A2 milk case: a critical review , 2005, European Journal of Clinical Nutrition.

[51]  H. Dosch,et al.  Loss of Self-Tolerance to ICA69 in Nonobese Diabetic Mice , 1997, Diabetes.

[52]  Oliver Fiehn,et al.  Systems Rebalancing of Metabolism in Response to Sulfur Deprivation, as Revealed by Metabolome Analysis of Arabidopsis Plants1[w] , 2005, Plant Physiology.

[53]  L. Harrison Cow's milk and IDDM , 1996, The Lancet.

[54]  David W. Severson,et al.  Identification of quantitative trait loci for larval morphological traits in interspecific hybrids of Ochlerotatus triseriatus and Ochlerotatus hendersoni (Diptera: Culicidae) , 2006, Genetica.

[55]  Joachim Selbig,et al.  The metabolic signature related to high plant growth rate in Arabidopsis thaliana , 2007, Proceedings of the National Academy of Sciences.

[56]  Thomas Mitchell-Olds,et al.  Positive selection driving diversification in plant secondary metabolism. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[57]  C. Molony,et al.  Genetic analysis of genome-wide variation in human gene expression , 2004, Nature.

[58]  Jürgen Schrezenmeir,et al.  Milk and Diabetes , 2000, Journal of the American College of Nutrition.

[59]  A. Korol,et al.  Genetic dissection of proteinuria in the Sabra rat. , 2006, Physiological genomics.

[60]  Jingyuan Fu,et al.  Regulatory network construction in Arabidopsis by using genome-wide gene expression quantitative trait loci , 2007, Proceedings of the National Academy of Sciences.

[61]  D. Ganten,et al.  Salt susceptibility maps to chromosomes 1 and 17 with sex specificity in the Sabra rat model of hypertension. , 1998, Hypertension.

[62]  L. Vogt,et al.  Locus on chromosome 18 cosegregates with diabetes in the BB/OK rat subline. , 1995, Diabete & metabolisme.

[63]  Liqun,et al.  Alpha-picolinic Acid Activates Diverse Defense Responses of Salicylic Acid-, Jasmonic Acid/Ethylene- and Ca^2 -dependent Pathways in Arabidopsis and Rice Suspension Cells , 2004 .

[64]  S. Lutsenko,et al.  Function and Regulation of the Mammalian Copper-transporting ATPases: Insights from Biochemical and Cell Biological Approaches , 2003, The Journal of Membrane Biology.

[65]  R. Lenski,et al.  Test of synergistic interactions among deleterious mutations in bacteria , 1997, Nature.

[66]  J. Gershenzon,et al.  Comparative quantitative trait loci mapping of aliphatic, indolic and benzylic glucosinolate production in Arabidopsis thaliana leaves and seeds. , 2001, Genetics.

[67]  L. Altucci,et al.  Tumor-selective action of HDAC inhibitors involves TRAIL induction in acute myeloid leukemia cells , 2005, Nature Medicine.

[68]  Masanori Arita The metabolic world of Escherichia coli is not small. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[69]  Philippe Froguel,et al.  Chromosomal mapping of genetic loci associated with non-insulin dependent diabetes in the GK rat , 1996, Nature Genetics.

[70]  R. Doerge,et al.  Empirical threshold values for quantitative trait mapping. , 1994, Genetics.

[71]  Ronit Barkalifa,et al.  Metabolic and genomic dissection of diabetes in the Cohen rat. , 2007, Physiological genomics.

[72]  O. Loudet,et al.  Natural Variation for Carbohydrate Content in Arabidopsis. Interaction with Complex Traits Dissected by Quantitative Genetics1 , 2006, Plant Physiology.

[73]  Jorge J Casal,et al.  Mapping Quantitative Trait Loci in Multiple Populations of Arabidopsis thaliana Identifies Natural Allelic Variation for Trichome Density , 2005, Genetics.

[74]  M. Reichelt,et al.  Gene Duplication in the Diversification of Secondary Metabolism: Tandem 2-Oxoglutarate–Dependent Dioxygenases Control Glucosinolate Biosynthesis in Arabidopsis , 2001, Plant Cell.

[75]  S. Sitasawad,et al.  Beneficial effect of supplementation with copper sulfate on STZ-diabetic mice (IDDM). , 2001, Diabetes research and clinical practice.

[76]  R. Mithen,et al.  The Inheritance of Aliphatic Glucosinolates in Brassica napus , 1993 .

[77]  J. Prohaska,et al.  Intracellular copper transport in mammals. , 2004, The Journal of nutrition.

[78]  Rachel B. Brem,et al.  The landscape of genetic complexity across 5,700 gene expression traits in yeast. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[79]  D. Fell,et al.  The small world of metabolism , 2000, Nature Biotechnology.

[80]  R. Doerge Multifactorial genetics: Mapping and analysis of quantitative trait loci in experimental populations , 2002, Nature Reviews Genetics.

[81]  Thomas Mitchell-Olds,et al.  Evolutionary dynamics of an Arabidopsis insect resistance quantitative trait locus , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[82]  W. Kim,et al.  Mitochondria-Associated Hexokinases Play a Role in the Control of Programmed Cell Death in Nicotiana benthamiana[W] , 2006, The Plant Cell Online.

[83]  R W Doerge,et al.  High-density haplotyping with microarray-based expression and single feature polymorphism markers in Arabidopsis. , 2006, Genome research.

[84]  P. Pozzilli,et al.  Cow's milk and trials for prevention of Type 1 diabetes. , 2003, Diabetic medicine : a journal of the British Diabetic Association.

[85]  Steven J. Knapp,et al.  Mapping quantitative trait loci , 1994 .

[86]  C. McKerlie,et al.  ICA69null Nonobese Diabetic Mice Develop Diabetes, but Resist Disease Acceleration by Cyclophosphamide1 , 2002, The Journal of Immunology.

[87]  Daniel J. Kliebenstein,et al.  Identification of QTLs controlling gene expression networks defined a priori , 2006, BMC Bioinformatics.

[88]  C. Ackerley,et al.  Gene Expression of Islet Cell Antigen p69 in Human, Mouse, and Rat , 1996, Diabetes.

[89]  Ary A. Hoffmann,et al.  Climatic selection on genes and traits after a 100 year-old invasion: a critical look at the temperate-tropical clines in Drosophila melanogaster from eastern Australia , 2007, Genetica.

[90]  M. Hirai,et al.  Omics-based identification of Arabidopsis Myb transcription factors regulating aliphatic glucosinolate biosynthesis , 2007, Proceedings of the National Academy of Sciences.

[91]  D. Greiner,et al.  Non-major histocompatibility complex-linked diabetes susceptibility loci on chromosomes 4 and 13 in a backcross of the DP-BB/Wor rat to the WF rat. , 1999, Diabetes.

[92]  T. Takagi,et al.  Genetic dissection of ``OLETF'', a rat model for non-insulin-dependent diabetes mellitus , 1998, Mammalian Genome.

[93]  Daniel J. Kliebenstein,et al.  Linking Metabolic QTLs with Network and cis-eQTLs Controlling Biosynthetic Pathways , 2007, PLoS genetics.

[94]  O. Fiehn,et al.  Process for the integrated extraction, identification and quantification of metabolites, proteins and RNA to reveal their co‐regulation in biochemical networks , 2004, Proteomics.

[95]  H. Dosch,et al.  Molecular cloning of murine ICA69: diabetes-prone mice recognize the human autoimmune-epitope, Tep69, conserved in splice variants from both species. , 1997, Biochimica et Biophysica Acta.

[96]  L. Kruglyak,et al.  Genetic Dissection of Transcriptional Regulation in Budding Yeast , 2002, Science.

[97]  M. McMullen,et al.  Association analysis of candidate genes for maysin and chlorogenic acid accumulation in maize silks , 2005, Theoretical and Applied Genetics.

[98]  J. Gershenzon,et al.  Genetic control of natural variation in Arabidopsis glucosinolate accumulation. , 2001, Plant physiology.

[99]  F. Scott Cow milk and insulin-dependent diabetes mellitus: is there a relationship? , 1990, The American journal of clinical nutrition.

[100]  Thomas Mitchell-Olds,et al.  Comparative analysis of quantitative trait loci controlling glucosinolates, myrosinase and insect resistance in Arabidopsis thaliana. , 2002, Genetics.

[101]  S. Leech Molecular mimicry in autoimmune disease , 1998, Archives of disease in childhood.

[102]  H. Jacob,et al.  The newly inbred cohen diabetic rat: a nonobese normolipidemic genetic model of diet-induced type 2 diabetes expressing sex differences. , 2001, Diabetes.

[103]  W. Beavis QTL Analyses: Power, Precision, and Accuracy , 1997, Molecular Dissection of Complex Traits.

[104]  O. Loudet,et al.  Quantitative Trait Loci Analysis of Nitrogen Use Efficiency in Arabidopsis , 2003, Plant Physiology.

[105]  Barbara A Halkier,et al.  Identification of a flavin-monooxygenase as the S-oxygenating enzyme in aliphatic glucosinolate biosynthesis in Arabidopsis. , 2007, The Plant journal : for cell and molecular biology.

[106]  K. Sax,et al.  The Association of Size Differences with Seed-Coat Pattern and Pigmentation in PHASEOLUS VULGARIS. , 1923, Genetics.

[107]  Jingyuan Fu,et al.  The genetics of plant metabolism , 2006, Nature Genetics.

[108]  O. Fiehn Metabolomics – the link between genotypes and phenotypes , 2004, Plant Molecular Biology.

[109]  Martin Scholz,et al.  Setup and Annotation of Metabolomic Experiments by Integrating Biological and Mass Spectrometric Metadata , 2005, DILS.

[110]  S. Martin,et al.  Autoantibodies to the islet antigen ICA 69 occur in IDDM and in rheumatoid arthritis , 1995, Diabetologia.

[111]  Kozo Matsumoto,et al.  Identification of novel non-insulin-dependent diabetes mellitus susceptibility loci in the Otsuka Long-Evans Tokushima Fatty rat by MQM-mapping method , 1999, Mammalian Genome.