title: Combining Quantitative Genetics Approaches with Regulatory Network Analysis to Dissect the Complex Metabolism of the Maize Kernel.
abstract: Metabolic quantitative trait locus (QTL) studies have allowed us to better understand the genetic architecture underlying naturally occurring plant metabolic variance. Here, we use two recombinant inbred line (RIL) populations to dissect the genetic architecture of natural variation of 155 metabolites measured in the mature maize (Zea mays) kernel. Overall, linkage mapping identified 882 metabolic QTLs in both RIL populations across two environments, with an average of 2.1 QTLs per metabolite. A large number of metabolic QTLs (more than 65%) were identified with moderate effects (r(2) = 2.1%-10%), while a small portion (less than 35%) showed major effects (r(2) > 10%). Epistatic interactions between these identified loci were detected for more than 30% of metabolites (with the proportion of phenotypic variance ranging from 1.6% to 37.8%), implying that genetic epistasis is not negligible in determining metabolic variation. In total, 57 QTLs were validated by our previous genome-wide association study on the same metabolites that provided clues for exploring the underlying genes. A gene regulatory network associated with the flavonoid metabolic pathway was constructed based on the transcriptional variations of 28,769 genes in kernels (15 d after pollination) of 368 maize inbred lines. A large number of genes (34 of 58) in this network overlapped with previously defined genes controlled by maize PERICARP COLOR1, while three of them were identified here within QTL intervals for multiple flavonoids. The deeply characterized RIL populations, elucidation of metabolic phenotypes, and identification of candidate genes lay the foundation for maize quality improvement.
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.) wen@mpimp-golm.mpg.de.
authors.forename: Weiwei
authors.initials: W
authors.lastname: Wen
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Haijun
authors.initials: H
authors.lastname: Liu
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Yang
authors.identifier: http://orcid.org/0000-0001-8630-3464
authors.initials: Y
authors.lastname: Zhou
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Min
authors.identifier: http://orcid.org/0000-0001-6013-5044
authors.initials: M
authors.lastname: Jin
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Ning
authors.initials: N
authors.lastname: Yang
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Dong
authors.identifier: http://orcid.org/0000-0003-1486-9682
authors.initials: D
authors.lastname: Li
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Jie
authors.initials: J
authors.lastname: Luo
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Yingjie
authors.initials: Y
authors.lastname: Xiao
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Qingchun
authors.initials: Q
authors.lastname: Pan
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Takayuki
authors.initials: T
authors.lastname: Tohge
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Alisdair R
authors.initials: AR
authors.lastname: Fernie
authors.affiliation: National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China (W.W., H.L., Y.Z., M.J., N.Y., D.L., J.L., Y.X., Q.P., J.Y.); andMax Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany (W.W., T.T., A.R.F.).
authors.forename: Jianbing
authors.initials: J
authors.lastname: Yan
mesh_terms: D002874:Chromosome Mapping; D005419:Flavonoids / Q000235:genetics / Q000378:metabolism; D053263:Gene Regulatory Networks; D055106:Genome-Wide Association Study; D020641:Polymorphism, Single Nucleotide; D040641:Quantitative Trait Loci; D011995:Recombination, Genetic; D053719:Tandem Mass Spectrometry / Q000379:methods; D003313:Zea mays / Q000235:genetics* / Q000378:metabolism*
chemical_list: D005419:Flavonoids