Kernel row number (KRN) is an important component of yield during the domestication and improvement of maize and controlled by quantitative trait loci (QTL). Here, we fine-mapped a major KRN QTL, KRN4, which can enhance grain productivity by increasing KRN per ear. We found that a ~3-Kb intergenic region about 60 Kb downstream from the SBP-box gene Unbranched3 (UB3) was responsible for quantitative variation in KRN by regulating the level of UB3 expression. Within the 3-Kb region, the 1.2-Kb Presence-Absence variant was found to be strongly associated with quantitative variation in KRN in diverse maize inbred lines, and our results suggest that this 1.2-Kb transposon-containing insertion is likely responsible for increased KRN. A previously identified A/G SNP (S35, also known as Ser220Asn) in UB3 was also found to be significantly associated with KRN in our association-mapping panel. Although no visible genetic effect of S35 alone could be detected in our linkage mapping population, it was found to genetically interact with the 1.2-Kb PAV to modulate KRN. The KRN4 was under strong selection during maize domestication and the favorable allele for the 1.2-Kb PAV and S35 has been significantly enriched in modern maize improvement process. The favorable haplotype (Hap1) of 1.2-Kb-PAV-S35 was selected during temperate maize improvement, but is still rare in tropical and subtropical maize germplasm. The dissection of the KRN4 locus improves our understanding of the genetic basis of quantitative variation in complex traits in maize.
References
[1]
Doebley J. The genetics of maize evolution. Ann Rev Genet. 2004; 38: 37–59. pmid:15568971 doi: 10.1146/annurev.genet.38.072902.092425
[2]
Brown PJ, Upadyayula N, Mahone GS, Tian F, Bradbury PJ, Myles S, et al. Distinct genetic architectures for male and female inflorescence traits of maize. PLoS Genet. 2011; 7:e1002383. doi: 10.1371/journal.pgen.1002383. pmid:22125498
[3]
Lei L, Yanfang D, Dongao H, Man W, Shen X, Bing Y, et al. Genetic architecture of maize kernel row number and whole genome prediction. Theor Appl Genet. 2015. doi: 10.1007/s00122-015-2581-2
[4]
Vollbrecht E, Schmidt RJ. Development of the inflorescences. In: Bennetzen, JL Hake, SC , editors. Handbook of Maize: Its Biology, eds New York: Springer; 2009. pp.; 13–40.
[5]
Bommert P, Lunde C, Nardmann J, Vollbrecht E, Running M, Jackson D, Hake S, Werr W. thick tassel dwarf1 encodes a putative maize ortholog of the Arabidopsis CLAVATA1 leucine-rich repeat receptor-like kinase. Development. 2005; 132: 1235–45. pmid:15716347 doi: 10.1242/dev.01671
[6]
Taguchi-Shiobara F, Yuan Z, Hake S, Jackson D. The fasciated ear2 gene encodes a leucine-rich repeat receptor-like protein that regulates shoot meristem proliferation in maize. Genes Dev. 2001; 15: 2755–2766. pmid:11641280 doi: 10.1101/gad.208501
[7]
Bommert P, Nagasawa NS, Jackson D. Quantitative variation in maize kernel row number is controlled by the FASCIATED EAR2 locus. Nat Genet. 2013; 45(3): 334–337. doi: 10.1038/ng.2534. pmid:23377180
[8]
Bommert P, Je BI, Goldshmidt A, Jackson D. The maize Gα gene COMPACT PLANT2 functions in CLAVATA signalling to control shoot meristem size. Nature. 2013; 502: 555–558. doi: 10.1038/nature12583. pmid:24025774
[9]
McSteen P. Branching out: the ramosa pathway and the evolution of grass inflorescence morphology. Plant Cell. 2006; 18(3): 518–522. pmid:16513602 doi: 10.1105/tpc.105.040196
[10]
Chuck G, Cigan AM, Saeteurn K, Hake S. The heterochronic maize mutant Corngrass1 results from overexpression of a tandem microRNA. Nat Genet. 2007; 39(4): 544–549. pmid:17369828 doi: 10.1038/ng2001
[11]
Chuck G, Whipple C, Jackson D, Hake S. The maize SBP-box transcription factor encoded by tasselsheath4 regulates bract development and the establishment of meristem boundaries. Development. 2010; 137: 1243–1250. doi: 10.1242/dev.048348. pmid:20223762
[12]
Bomblies K1, Doebley JF. Pleiotropic effects of the duplicate maize FLORICAULA/LEAFY genes zfl1 and zfl2 on traits under selection during maize domestication. Genetics. 2006; 172: 519–531. pmid:16204211 doi: 10.1534/genetics.105.048595
[13]
Chuck GS, Brown PJ, Meeley R, Hake S. Maize SBP-box transcription factors unbranched2 and unbranched3 affect yield traits by regulating the rate of lateral primordia initiation. Proc Natl Acad Sci USA. 2014; 111(52): 18775–18780. doi: 10.1073/pnas.1407401112. pmid:25512525
[14]
Yang X, Gao S, Xu S, Zhang Z, Prasanna B M, Li L, et al. Characterization of a global germplasm collection and its potential utilization for analysis of complex quantitative traits in maize. Mol Breed. 2011; 28: 511–526. doi: 10.1007/s11032-010-9500-7
[15]
Yu J, Pressoir G, Briggs WH, Vroh Bi I, Yamasaki M, Doebley JF, et al. A unified mixed-model method for association mapping that accounts for multiple levels of relatedness. Nat Genet. 2006; 38: 203–208. pmid:16380716 doi: 10.1038/ng1702
[16]
Bradbury PJ, Zhang Z, Kroon DE, Casstevens TM, Ramdoss Y, Buckler ES. TASSEL: software for association mapping of complex traits in diverse samples. Bioinformatics. 2007; 23: 2633–2635. pmid:17586829 doi: 10.1093/bioinformatics/btm308
[17]
Wang H, Nussbaum-Wagler T, Li B, Zhao Q, Vigouroux Y, Faller M, et al. The origin of the naked grains of maize. Nature. 2005; 436: 714–719. pmid:16079849 doi: 10.1038/nature03863
[18]
Studer A, Zhao Q, Ross-Ibarra J, Doebley J. Identification of a functional transposon insertion in the maize domestication gene tb1. Nat Genet. 2011; 43: 1160–1163. doi: 10.1038/ng.942. pmid:21946354
[19]
Jiao Y, Wang Y, Xue D, Wang J, Yan M, Liu G, et al. Regulation of OsSPL14 by OsmiR156 defines ideal plant architecture in rice. Nat Genet. 2010; 42: 541–545. doi: 10.1038/ng.591. pmid:20495565
[20]
Miura K, Ikeda M, Matsubara A, Song XJ, Ito M, Asano K, et al. OsSPL14 promotes panicle branching and higher grain productivity in rice. 2010; Nat Genet. 42: 545–549. doi: 10.1038/ng.592. pmid:20495564
[21]
Robbins ML, Sekhon RS, Meeley R, Chopra S. A Mutator transposon insertion is associated with ectopic expression of a tandemly repeated multicopy Myb gene pericarp color1 of maize. Genetics. 2008; 178: 1859–1874.A Mutator transposon insertion is associated with ectopic expression of a tandemly repeated multicopy Myb gene doi: 10.1534/genetics.107.082503. pmid:18430921
[22]
Lu Z, Yu H, Xiong G, Wang J, Jiao Y, Liu G, et al. Genome-wide binding analysis of the transcription activator ideal plant architecture1 reveals a complex network regulating rice plant architecture. Plant Cell. 2013; 25: 3743–3759. doi: 10.1105/tpc.113.113639. pmid:24170127
[23]
Takeda T, Suwa Y, Suzuki M, Kitano H, Ueguchi-Tanaka M, Ashikari M, et al. The OsTB1 gene negatively regulates lateral branching in rice. Plant J. 2003; 33: 513–520. pmid:12581309 doi: 10.1046/j.1365-313x.2003.01648.x
[24]
Huang X, Qian Q, Liu Z, Sun H, He S, Luo D, et al. Natural variation at the DEP1 locus enhances grain yield in rice. Nat Genet. 2009; 41: 494–497. doi: 10.1038/ng.352. pmid:19305410
[25]
Salvi S, Sponza G, Morgante M, Tomes D, Niu X, et al. Conserved noncoding genomic sequences associated with a flowering-time quantitative trait locus in maize. Proc Natl Acad Sci USA. 2007; 104: 11376–11381. pmid:17595297 doi: 10.1073/pnas.0704145104
[26]
Hung HY, Shannon LM, Tian F, Bradbury PJ, Chen C, Flint-Garcia SA, et al. ZmCCT and the genetic basis of day-length adaptation underlying the postdomestication spread of maize. Proc Natl Acad Sci USA. 2012; 109: E1913–1921. doi: 10.1073/pnas.1203189109. pmid:22711828
[27]
Yang Q, Li Z, Li W, Ku L, Wang C, Ye J, et al. CACTA-like transposable element in ZmCCT attenuated photoperiod sensitivity and accelerated the postdomestication spread of maize. Proc Natl Acad Sci USA. 2013; 110: 16969–16974. doi: 10.1073/pnas.1310949110. pmid:24089449
[28]
Wills DM, Whipple CJ, Takuno S, Kursel LE, Shannon LM, et al. From Many, One: Genetic Control of Prolificacy during Maize Domestication. PLoS Genet. 2013; 9(6): e1003604. doi: 10.1371/journal.pgen.1003604. pmid:23825971
[29]
Arteaga-Vazquez M, Sidorenko L, Rabanal FA, Shrivistava R, Nobuta K, Green PJ, et al. RNA-mediated trans-communication can establish paramutation at the b1 locus in maize. Proc Natl Acad Sci U S A. 2010; 107(29): 12986–91. doi: 10.1073/pnas.1007972107. pmid:20616013
[30]
Doebley JF, Gaut BS, Smith BD. The molecular genetics of crop domestication. Cell. 2006; 127: 1309–1321. pmid:17190597 doi: 10.1016/j.cell.2006.12.006
[31]
Li H, Peng Z, Yang X, Wang W, Fu J, Wang J, et al. Genome-wide association study dissects the genetic architecture of oil biosynthesis in maize kernels. Nat Genet. 2013; 45: 43–50. doi: 10.1038/ng.2484. pmid:23242369
[32]
SAS Institute 2001. SAS/STAT User’s Guide v. 8.2. SAS Institute, Cary, N.C.,
[33]
Barrett JC, Fry B, Maller J, Daly MJ. Haploview: Analysis and visualization of LD and haplotype maps. Bioinformatics. 2005; 21: 263–5. pmid:15297300 doi: 10.1093/bioinformatics/bth457
[34]
Paterson AH, DeVerna JW, Lanini B, Tanksley SD. Fine mapping of quantitative trait loci using selected overlapping recombinant chromosomes, in an interspecies cross of tomato. Genetics. 1990; 124:735–742. pmid:1968874
[35]
McCarty DR, Settles AM, Suzuki M, Tan BC, Latshaw S, Porch T, et al. Steady-state transposon mutagenesis in inbred maize. Plant J. 2005; 44: 52–61. pmid:16167895 doi: 10.1111/j.1365-313x.2005.02509.x
[36]
Wen W, Franco J, Chavez-Tovar VH, Yan J, Taba S. Genetic characterization of a core set of a tropical maize race Tuxpe?o for further use in maize improvement. PLoS One. 2012;7(3):e32626. doi: 10.1371/journal.pone.0032626. pmid:22412898
[37]
Librado P, Rozas J. DnaSP v5: A software for comprehensive analysis of DNA polymorphism data. Bioinformatics. 2009; 25: 1451–1452. doi: 10.1093/bioinformatics/btp187. pmid:19346325
[38]
Eyre Walker A, Gaut RL, Hilton H, Feldman DL, Gaut BS. Investigation of the bottleneck leading to the domestication of maize. Proc Natl Acad Sci U S A. 1998; 95: 4441–4446. pmid:9539756 doi: 10.1073/pnas.95.8.4441
[39]
Tenaillon MI, Sawkins MC, Long AD, Gaut RL, Doebley JF, Gaut BS. Patterns of DNA sequence polymorphism along chromosome 1 of maize (Zea mays ssp. mays L.). Proc Natl Acad Sci U S A. 2001;98: 9161–9166. pmid:11470895 doi: 10.1073/pnas.151244298
[40]
Tenaillon MI, U’Ren J, Tenaillon O, Gaut BS. Selection versus demography: a multilocus investigation of the domestication process in maize. Mol Biol Evol. 2004; 21: 1214–25. pmid:15014173 doi: 10.1093/molbev/msh102
[41]
White SE, Doebley JF. The molecular evolution of terminal ear1, a regulatory gene in the genus Zea. Genetics. 1999; 153: 1455–1462. pmid:10545473
[42]
Hudson RR, And MK, Aguadé M. A Test of Neutral Molecular Evolution Based on Nucleotide Data. Genetics. 1987; 116: 153–159. pmid:3110004
[43]
Yang Z, Wang X, Gu S, Hu Z, Xu H, Xu C. Comparative study of SBP-box gene family in Arabidopsis and rice. Gene. 2008; 407: 1–11. pmid:17629421 doi: 10.1016/j.gene.2007.02.034
[44]
Vogel JP, Garvin DF, Mockler TC, Schmutz J, Rokhsar D, Bevan MW, et al. Genome sequencing and analysis of the model grass Brachypodium distachyon. Nature. 2010; 463: 763–768. doi: 10.1038/nature08747. pmid:20148030
[45]
Paterson AH, Bowers JE, Bruggmann R, Dubchak I, Grimwood J, Gundlach H, et al. The Sorghum bicolor genome and the diversification of grasses. Nature. 2009; 457: 551–556. doi: 10.1038/nature07723. pmid:19189423
[46]
Goff SA, Ricke D, Lan TH, Presting G, Wang R, Dunn M, et al. A draft sequence of the rice genome (Oryza sativa L. ssp japonica). Science. 2002; 296: 92–100. pmid:11935018 doi: 10.1126/science.1068275
[47]
Zhang G, Liu X, Quan Z, Cheng S, Xu X, Pan S, et al. Genome sequence of foxtail millet (Setaria italica) provides insights into grass evolution and biofuel potential. Nat Biotechnol. 2012; 30: 549–554. doi: 10.1038/nbt.2195. pmid:22580950
[48]
Schnable PS, Ware D, Fulton RS, Stein JC, Wei F, Pasternak S, et al. The B73 maize genome: complexity, diversity, and dynamics. Science. 2009; 326: 1112–1115. doi: 10.1126/science.1178534. pmid:19965430