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1.
Plant J ; 111(6): 1595-1608, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-35860955

RESUMEN

cis-Regulatory variations contribute to trait evolution and adaptation during crop domestication and improvement. As the most important harvested organ in maize (Zea mays L.), kernel size has undergone intensive selection for size. However, the associations between maize kernel size and cis-regulatory variations remain unclear. We chose two independent association populations to dissect the genetic architecture of maize kernel size together with transcriptomic and genotypic data. The resulting phenotypes reflected a strong influence of population structure on kernel size. Compared with genome-wide association studies (GWASs), which accounted for population structure and relatedness, GWAS based on a naïve or simple linear model revealed additional associated single-nucleotide polymorphisms significantly involved in the conserved pathways controlling seed size in plants. Regulation analyses through expression quantitative trait locus mapping revealed that cis-regulatory variations likely control kernel size by fine-tuning the expression of proximal genes, among which ZmKL1 (GRMZM2G098305) was transgenically validated. We also proved that the pyramiding of the favorable cis-regulatory variations has contributed to the improvement of maize kernel size. Collectively, our results demonstrate that cis-regulatory variations, together with their regulatory genes, provide excellent targets for future maize improvement.


Asunto(s)
Estudio de Asociación del Genoma Completo , Zea mays , Expresión Génica , Genes Reguladores , Fenotipo , Zea mays/metabolismo
2.
Mol Breed ; 43(12): 84, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-38009100

RESUMEN

Drought is one of the major abiotic stresses affecting the maize production worldwide. As a cross-pollination crop, maize is sensitive to water stress at flowering stage. Drought at this stage leads to asynchronous development of male and female flower organ and increased interval between anthesis and silking, which finally causes failure of pollination and grain yield loss. In the present study, the expansin gene ZmEXPA5 was cloned and its function in drought tolerance was characterized. An indel variant in promoter of ZmEXPA5 is significantly associated with natural variation in drought-induced anthesis-silking interval. The drought susceptible haplotypes showed lower expression level of ZmEXPA5 than tolerant haplotypes and lost the cis-regulatory activity of ZmDOF29. Increasing ZmEXPA5 expression in transgenic maize decreases anthesis-silking interval and improves grain yield under both drought and well-watered environments. In addition, the expression pattern of ZmEXPA5 was analyzed. These findings provide insights into the genetic basis of drought tolerance and a promising gene for drought improvement in maize breeding. Supplementary Information: The online version contains supplementary material available at 10.1007/s11032-023-01432-x.

3.
Theor Appl Genet ; 135(6): 1997-2007, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35385977

RESUMEN

KEY MESSAGE: Zm00001d016075 was identified by fine mapping qKRN5.04. The function of Zm00001d016075, negatively modulating maize (Zea Mays L.) kernel row number (KRN), was verified by CRISPR-Cas9. InDel308 located in the promoter of Zm00001d016075 has potential for use as a molecular marker to identify KRN in maize breeding. Kernel row number (KRN), controlled by multiple quantitative trait loci (QTLs), is one of the most important traits that relate to maize production and domestication. Here, fine mapping was conducted to study a major QTL, qKRN5.04, to a 65-kb genomic region using a progeny test strategy in an advanced backcross population, in which Nong531 (N531) and the inbred line of Silunuo (SLN) were employed as the recurrent and the donor parent, respectively. Within this region, there was only one gene (Zm00001d016075) based on the B73 reference genome. Furthermore, we performed regional association mapping using a panel of 236 diverse inbred lines and observed that all significant SNPs were located within Zm00001d016075. The expression of Zm00001d016075 was significantly higher in N531 and qKRN5.04N531 than qKRN5.04SLN, resulting from the different promoter activity of Zm00001d016075. Sequence analysis revealed that InDel308, located in the promoter of Zm00001d016075, was related to the KRN variation in different maize inbred lines. Using the CRISPR-Cas9 strategy, we determined Zm00001d016075 played a role in negatively regulating KRN and had a moderate effect on 10-kernel width, 100-kernel weight, kernels per ear, and grain yield per ear. These results provide critical insights on the genetic basis and quantitative variation for KRN.


Asunto(s)
Fitomejoramiento , Zea mays , Mapeo Cromosómico/métodos , Grano Comestible/genética , Fenotipo , Sitios de Carácter Cuantitativo , Zea mays/genética
4.
Int J Mol Sci ; 23(5)2022 Feb 26.
Artículo en Inglés | MEDLINE | ID: mdl-35269730

RESUMEN

Tassel branch number (TBN) is one of the important agronomic traits that contribute to the efficiency of seed production and has been selected strongly during the modern maize breeding process. However, the genetic mechanisms of TBN in maize are not entirely clear. In this study, we used a B73 × CML247 recombination inbred lines (RILs) population to detect quantitative trait loci (QTLs) for TBN. A total of four QTLs (qTBN2a, qTBN2b, qTBN4, and qTBN6) and six candidate genes were identified through expression analysis. Further, one of the candidates (GRMZM2G010011, ZmPAT7) encoding an S-acyltransferase was selected to validate its function by CRISPR-Cas9 technology, and its loss-of-function lines showed a significant increase in TBN. A key SNP(-101) variation in the promoter of ZmPAT7 was significantly associated with TBN. A total of 17 distant eQTLs associated with the expression of ZmPAT7 were identified in expression quantitative trait loci (eQTL) analysis, and ZmNAC3 may be a major factor involved in regulating ZmPAT7. These findings of the present study promote our understanding of the genetic basis of tassel architecture and provide new gene resources for maize breeding improvement.


Asunto(s)
Inflorescencia , Zea mays , Variación Genética , Inflorescencia/genética , Fenotipo , Fitomejoramiento , Sitios de Carácter Cuantitativo , Zea mays/genética
5.
Mol Breed ; 41(8): 50, 2021 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-37309541

RESUMEN

Compact plant-type with small leaf angle has increased canopy light interception, which is conducive to the photosynthesis of the population and higher population yield at high density planting in maize. In this study, a panel of 285 diverse maize inbred lines genotyped with 56,000 SNPs was used to investigate the genetic basis of leaf angle across 3 consecutive years using a genome-wide association study (GWAS). The leaf angle showed broad phenotypic variation and high heritability across different years. Population structure analysis subdivided the panel into four subgroups that correspond to the four major empirical germplasm origins in China, i.e., Tangsipingtou, Reid, Lancaster and P. When tested with the optimal GWAS model, we found that the Q + K model was the best in reducing false positive. In total, 96 SNPs accounting for 5.54-10.44% of phenotypic variation were significantly (P < 0.0001) associated with leaf angle across three years. According to the linkage disequilibrium decay distance, 96 SNPs were binned into 43 QTLs for leaf angle. Seven major QTLs with R2 > 8% stably detected in at least 2 years, and BLUP values were clustered in four genomic regions (bins 2.01, 2.07, 5.06, and 10.04). Seven important candidate genes, Zm00001d001961, Zm00001d006348, Zm00001d006463, Zm00001d017618, Zm00001d024919, Zm00001d025018, and Zm00001d025033 were predicted for the seven stable major QTLs, respectively. The markers identified in this study can be used for molecular breeding for leaf angle, and the candidate genes would contribute to further understanding of the genetic basis of leaf angle. Supplementary Information: The online version contains supplementary material available at 10.1007/s11032-021-01241-0.

6.
BMC Plant Biol ; 20(1): 490, 2020 Oct 27.
Artículo en Inglés | MEDLINE | ID: mdl-33109077

RESUMEN

BACKGROUND: Kernel row number (KRN) is an important trait for the domestication and improvement of maize. Exploring the genetic basis of KRN has great research significance and can provide valuable information for molecular assisted selection. RESULTS: In this study, one single-locus method (MLM) and six multilocus methods (mrMLM, FASTmrMLM, FASTmrEMMA, pLARmEB, pKWmEB and ISIS EM-BLASSO) of genome-wide association studies (GWASs) were used to identify significant quantitative trait nucleotides (QTNs) for KRN in an association panel including 639 maize inbred lines that were genotyped by the MaizeSNP50 BeadChip. In three phenotyping environments and with best linear unbiased prediction (BLUP) values, the seven GWAS methods revealed different numbers of KRN-associated QTNs, ranging from 11 to 177. Based on these results, seven important regions for KRN located on chromosomes 1, 2, 3, 5, 9, and 10 were identified by at least three methods and in at least two environments. Moreover, 49 genes from the seven regions were expressed in different maize tissues. Among the 49 genes, ARF29 (Zm00001d026540, encoding auxin response factor 29) and CKO4 (Zm00001d043293, encoding cytokinin oxidase protein) were significantly related to KRN, based on expression analysis and candidate gene association mapping. Whole-genome prediction (WGP) of KRN was also performed, and we found that the KRN-associated tagSNPs achieved a high prediction accuracy. The best strategy was to integrate all of the KRN-associated tagSNPs identified by all GWAS models. CONCLUSIONS: These results aid in our understanding of the genetic architecture of KRN and provide useful information for genomic selection for KRN in maize breeding.


Asunto(s)
Grano Comestible/crecimiento & desarrollo , Genoma de Planta/genética , Sitios de Carácter Cuantitativo/genética , Zea mays/genética , Grano Comestible/genética , Estudio de Asociación del Genoma Completo , Carácter Cuantitativo Heredable , Zea mays/crecimiento & desarrollo
7.
Plant Biotechnol J ; 18(4): 1004-1014, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-31553822

RESUMEN

Kernel size and morphology are two important yield-determining traits in maize, but their molecular and genetic mechanisms are poorly characterized. Here, we identified a major QTL, qKM4.08, which explains approximately 24.20% of the kernel morphology variance in a recombinant population derived from two elite maize inbred lines, Huangzaosi (HZS, round kernel) and LV28 (slender kernel). Positional cloning and transgenic analysis revealed that qKM4.08 encodes ZmVPS29, a retromer complex component. Compared with the ZmVPS29 HZS allele, the ZmVPS29 LV28 allele showed higher expression in developing kernels. Overexpression of ZmVPS29 conferred a slender kernel morphology and increased the yield per plant in different maize genetic backgrounds. Sequence analysis revealed that ZmVPS29 has been under purifying selection during maize domestication. Association analyses identified two significant kernel morphology-associated polymorphic sites in the ZmVPS29 promoter region that were significantly enriched in modern maize breeding lines. Further study showed that ZmVPS29 increased auxin accumulation during early kernel development by enhancing auxin biosynthesis and transport and reducing auxin degradation and thereby improved kernel development. Our results suggest that ZmVPS29 regulates kernel morphology, most likely through an auxin-dependent process(es).


Asunto(s)
Ácidos Indolacéticos/metabolismo , Proteínas de Plantas/genética , Semillas/crecimiento & desarrollo , Proteínas de Transporte Vesicular/genética , Zea mays/genética , Domesticación , Fenotipo , Fitomejoramiento , Plantas Modificadas Genéticamente , Zea mays/crecimiento & desarrollo
8.
BMC Plant Biol ; 19(1): 201, 2019 May 16.
Artículo en Inglés | MEDLINE | ID: mdl-31096901

RESUMEN

BACKGROUND: The kernel row number (KRN) of an ear is an important trait related to yield and domestication in maize. Exploring the underlying genetic mechanisms of KRN has great research significance and application potential. RESULTS: In the present study, N531 with a KRN of 18-22 and SLN with a KRN of 4-6 were used as the recurrent parent and the donor parent, respectively, to develop two introgression lines (ILs), IL_A and IL_B, both of which have common negative-effect alleles from SLN on chromosomes 1, 5 and 10 and significantly reduced inflorescence meristem (IM) diameter and KRN compared with those of N531. We used RNA-Seq to investigate the transcriptome profiles of 5-mm immature ears of N531, IL_A and IL_B. We identified a total of 2872 differentially expressed genes (DEGs) between N531 and IL_A, 2428 DEGs between N531 and IL_B and 1811 DEGs between IL_A and IL_B. A total of 1252 DEGs were detected as overlapping DEGs, and 89 DEGs were located on the common introgression fragments. Furthermore, three DEGs (Zm00001d013277, Zm00001d015310 and Zm00001d015377) containing three SNPs associated with KRN were identified using regional association mapping. CONCLUSIONS: These results will facilitate our understanding of ear development and provide important candidate genes for further study on KRN.


Asunto(s)
Grano Comestible/crecimiento & desarrollo , Zea mays/genética , Mapeo Cromosómico/métodos , Perfilación de la Expresión Génica , Regulación de la Expresión Génica de las Plantas/genética , Genes de Plantas/genética , Genes de Plantas/fisiología , Estudios de Asociación Genética , Sitios de Carácter Cuantitativo/genética , Carácter Cuantitativo Heredable , Reacción en Cadena en Tiempo Real de la Polimerasa
9.
Theor Appl Genet ; 132(12): 3309-3320, 2019 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-31555889

RESUMEN

KEY MESSAGE: Genetic relationships between the phenotypic means and plasticities of kernel size and weight revealed the common genetic control of these traits in maize. Kernel size and weight are crucial components of grain yield in maize, and phenotypic plasticity in these traits facilitates adaptations to changing environments. Elucidating the genetic architecture of the mean phenotypic values and plasticities of kernel size and weight may be essential for breeding climate-robust maize varieties. Here, a maize nested association mapping (CN-NAM) population and association panel were grown in different environments. A joint linkage analysis and genome-wide association mapping were performed for five kernel size and weight phenotypic traits and two phenotypic plasticity measures. The mean phenotypes and plasticities were significantly correlated. The overall results of quantitative trait locus (QTL) and candidate gene analyses indicated moderate and high levels of common genetic control for the two traits. Furthermore, the mean phenotypes or plasticities of the hundred-kernel weight and volume were commonly regulated to a high degree. One pleiotropic locus on chromosome 10 simultaneously controlled the mean phenotypic values and plasticities of kernel size and weight. Therefore, the plasticity of kernel size and weight might be indirectly selected during maize breeding; however, selecting for high or low plasticity in combination with high or low mean phenotypic values of kernel size and weight traits may be difficult.


Asunto(s)
Fenotipo , Sitios de Carácter Cuantitativo , Semillas/crecimiento & desarrollo , Zea mays/genética , Mapeo Cromosómico , Genes de Plantas , Genotipo , Desequilibrio de Ligamiento , Fitomejoramiento
10.
Theor Appl Genet ; 132(12): 3321-3331, 2019 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-31555888

RESUMEN

KEY MESSAGE: A major QTL controlling kernel row number, qkrnw4, was identified by combining linkage analysis and association mapping. Within qkrnw4, on the basis of its expression and bioinformatics analysis, Zm00001d052910 was supposed to be the candidate gene for kernel row number. Kernel row number (KRN) is an important yield-related trait that affects kernel number in maize. Understanding the genetic basis of KRN is important for increasing maize yields. In the present study, by the use of a near-isogenic line (NIL) that has a B73 background and that consistently displays a low KRN across environments, qkrnw4, a major quantitative trait locus (QTL) associated with KRN within a yield trait-related QTL hotspot in bin 4.08, was finely mapped to an ~ 33-kb interval. Regional association analysis of a nested association mapping population comprising 5000 recombinant inbred lines revealed Zm00001d052910, which encodes a protein with an unknown function, as the important candidate gene responsible for qkrnw4. Different expression levels of this candidate gene in immature ears were detected between the NIL and its recurrent parent. Moreover, the expression of several auxin-related genes was consistent with that of the candidate gene. Furthermore, the potential associations of this candidate gene with well-known inflorescence-related genes were discussed. The results of this study provide important information for the genetic elucidation of KRN variation in maize.


Asunto(s)
Sitios de Carácter Cuantitativo , Semillas/genética , Zea mays/genética , Mapeo Cromosómico , Ligamiento Genético , Fenotipo
11.
BMC Plant Biol ; 18(1): 366, 2018 Dec 19.
Artículo en Inglés | MEDLINE | ID: mdl-30567489

RESUMEN

BACKGROUND: The pentatricopeptide repeat (PPR) gene family is one of the largest gene families in land plants (450 PPR genes in Arabidopsis, 477 PPR genes in rice and 486 PPR genes in foxtail millet) and is important for plant development and growth. Most PPR genes are encoded by plastid and mitochondrial genomes, and the gene products regulate the expression of the related genes in higher plants. However, the functions remain largely unknown, and systematic analysis and comparison of the PPR gene family in different maize genomes have not been performed. RESULTS: In this study, systematic identification and comparison of PPR genes from two elite maize inbred lines, B73 and PH207, were performed. A total of 491 and 456 PPR genes were identified in the B73 and PH207 genomes, respectively. Basic bioinformatics analyses, including of the classification, gene structure, chromosomal location and conserved motifs, were conducted. Examination of PPR gene duplication showed that 12 and 15 segmental duplication gene pairs exist in the B73 and PH207 genomes, respectively, with eight duplication events being shared between the two genomes. Expression analysis suggested that 53 PPR genes exhibit qualitative variations in the different genetic backgrounds. Based on analysis of the correlation between PPR gene expression in kernels and kernel-related traits, four PPR genes are significantly negatively correlated with hundred kernel weight, 12 are significantly negatively correlated with kernel width, and eight are significantly correlated with kernel number. Eight of the 24 PPR genes are also located in metaQTL regions associated with yield and kernel-related traits in maize. Two important PPR genes (GRMZM2G353195 and GRMZM2G141202) might be regarded as important candidate genes associated with maize kernel-related traits. CONCLUSIONS: Our results provide a more comprehensive understanding of PPR genes in different maize inbred lines and identify important candidate genes related to kernel development for subsequent functional validation in maize.


Asunto(s)
Grano Comestible/crecimiento & desarrollo , Genes de Plantas/genética , Genoma de Planta/genética , Proteínas de Plantas/genética , Zea mays/genética , Mapeo Cromosómico , Cromosomas de las Plantas/genética , Grano Comestible/genética , Regulación de la Expresión Génica de las Plantas/genética , Genes de Plantas/fisiología , Genoma de Planta/fisiología , Estudio de Asociación del Genoma Completo , Proteínas de Plantas/fisiología , Zea mays/crecimiento & desarrollo
12.
Theor Appl Genet ; 131(2): 437-448, 2018 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-29143067

RESUMEN

KEY MESSAGE: A major locus conferring kernel cracking in maize was characterized and fine mapped to an interval of 416.27 kb. Meanwhile, combining the results of transcriptomic analysis, the candidate gene was inferred. Seed development requires a proper structural and physiological balance between the maternal tissues and the internal structures of the seeds. In maize, kernel cracking is a disorder in this balance that seriously limits quality and yield and is characterized by a cracked pericarp at the kernel top and endosperm everting. This study elucidated the genetic basis and characterization of kernel cracking. Primarily, a near isogenic line (NIL) with a B73 background exhibited steady kernel cracking across environments. Therefore, deprived mapping populations were developed from this NIL and its recurrent parent B73. A major locus on chromosome 7, qkc7.03, was identified to be associated with the cracking performance. According to a progeny test of recombination events, qkc7.03 was fine mapped to a physical interval of 416.27 kb. In addition, obvious differences were observed in embryo development and starch granule arrangement within the endosperm between the NIL and its recurrent parent upon the occurrence of kernel cracking. Moreover, compared to its recurrent parent, the transcriptome of the NIL showed a significantly down-regulated expression of genes related to zeins, carbohydrate synthesis and MADS-domain transcription factors. The transcriptomic analysis revealed ten annotated genes within the target region of qkc7.03, and only GRMZM5G899476 was differently expressed between the NIL and its recurrent parent, indicating that this gene might be a candidate gene for kernel cracking. The results of this study facilitate the understanding of the potential mechanism underlying kernel cracking in maize.


Asunto(s)
Endospermo/crecimiento & desarrollo , Semillas/crecimiento & desarrollo , Zea mays/genética , Mapeo Cromosómico , Perfilación de la Expresión Génica , Sitios Genéticos , Genotipo , Fenotipo , Zea mays/crecimiento & desarrollo
13.
Plant J ; 86(5): 391-402, 2016 06.
Artículo en Inglés | MEDLINE | ID: mdl-27012534

RESUMEN

Flowering time is one of the major adaptive traits in domestication of maize and an important selection criterion in breeding. To detect more maize flowering time variants we evaluated flowering time traits using an extremely large multi- genetic background population that contained more than 8000 lines under multiple Sino-United States environments. The population included two nested association mapping (NAM) panels and a natural association panel. Nearly 1 million single-nucleotide polymorphisms (SNPs) were used in the analyses. Through the parallel linkage analysis of the two NAM panels, both common and unique flowering time regions were detected. Genome wide, a total of 90 flowering time regions were identified. One-third of these regions were connected to traits associated with the environmental sensitivity of maize flowering time. The genome-wide association study of the three panels identified nearly 1000 flowering time-associated SNPs, mainly distributed around 220 candidate genes (within a distance of 1 Mb). Interestingly, two types of regions were significantly enriched for these associated SNPs - one was the candidate gene regions and the other was the approximately 5 kb regions away from the candidate genes. Moreover, the associated SNPs exhibited high accuracy for predicting flowering time.


Asunto(s)
Variación Genética , Estudio de Asociación del Genoma Completo , Zea mays/genética , Cruzamiento , Flores/genética , Flores/fisiología , Antecedentes Genéticos , Ligamiento Genético , Fenotipo , Polimorfismo de Nucleótido Simple , Factores de Tiempo , Zea mays/fisiología
14.
BMC Genomics ; 17(1): 894, 2016 11 08.
Artículo en Inglés | MEDLINE | ID: mdl-27825295

RESUMEN

BACKGROUND: Maize requires more water than most other crops; therefore, the water use efficiency of this crop must be improved for maize production under undesirable land and changing environmental conditions. RESULTS: To elucidate the genetic control of drought in maize, we evaluated approximately 5000 inbred lines from 30 linkage-association joint mapping populations under two contrasting water regimes for seven drought-related traits, including yield and anthesis-silking interval (ASI). The joint linkage analysis was conducted to identify 220 quantitative trait loci (QTLs) under well-watered conditions and 169 QTLs under water-stressed conditions. The genome-wide association analysis identified 365 single nucleotide polymorphisms (SNPs) associated with drought-related traits, and these SNPs were located in 354 candidate genes. Fifty-two of these genes showed significant differential expression in the inbred line B73 under the well-watered and water-stressed conditions. In addition, genomic predictions suggested that the moderate-density SNPs obtained through genotyping-by-sequencing were able to make accurate predictions in the nested association mapping population for drought-related traits with moderate-to-high heritability under the water-stressed conditions. CONCLUSIONS: The results of the present study provide important information that can be used to understand the genetic basis of drought stress responses and facilitate the use of beneficial alleles for the improvement of drought tolerance in maize.


Asunto(s)
Adaptación Biológica/genética , Mapeo Cromosómico , Sequías , Estudios de Asociación Genética , Sitios de Carácter Cuantitativo , Estrés Fisiológico/genética , Zea mays/genética , Deshidratación/genética , Genética de Población , Fenotipo , Polimorfismo de Nucleótido Simple , Carácter Cuantitativo Heredable
15.
BMC Plant Biol ; 16: 81, 2016 Apr 12.
Artículo en Inglés | MEDLINE | ID: mdl-27068015

RESUMEN

BACKGROUND: Kernel weight and size are important components of grain yield in cereals. Although some information is available concerning the map positions of quantitative trait loci (QTL) for kernel weight and size in maize, little is known about the molecular mechanisms of these QTLs. qGW4.05 is a major QTL that is associated with kernel weight and size in maize. We combined linkage analysis and association mapping to fine-map and identify candidate gene(s) at qGW4.05. RESULTS: QTL qGW4.05 was fine-mapped to a 279.6-kb interval in a segregating population derived from a cross of Huangzaosi with LV28. By combining the results of regional association mapping and linkage analysis, we identified GRMZM2G039934 as a candidate gene responsible for qGW4.05. Candidate gene-based association mapping was conducted using a panel of 184 inbred lines with variable kernel weights and kernel sizes. Six polymorphic sites in the gene GRMZM2G039934 were significantly associated with kernel weight and kernel size. CONCLUSION: The results of linkage analysis and association mapping revealed that GRMZM2G039934 is the most likely candidate gene for qGW4.05. These results will improve our understanding of the genetic architecture and molecular mechanisms underlying kernel development in maize.


Asunto(s)
Mapeo Cromosómico/métodos , Cromosomas de las Plantas/genética , Grano Comestible/genética , Sitios de Carácter Cuantitativo/genética , Zea mays/genética , Grano Comestible/fisiología , Genes de Plantas/genética , Ligamiento Genético , Marcadores Genéticos , Genoma de Planta/genética , Genotipo , Haplotipos , Fenotipo , Fitomejoramiento , Polimorfismo Genético , Zea mays/fisiología
16.
Plant Biotechnol J ; 14(7): 1551-62, 2016 07.
Artículo en Inglés | MEDLINE | ID: mdl-26801971

RESUMEN

Both insufficient and excessive male inflorescence size leads to a reduction in maize yield. Knowledge of the genetic architecture of male inflorescence is essential to achieve the optimum inflorescence size for maize breeding. In this study, we used approximately eight thousand inbreds, including both linkage populations and association populations, to dissect the genetic architecture of male inflorescence. The linkage populations include 25 families developed in the U.S. and 11 families developed in China. Each family contains approximately 200 recombinant inbred lines (RILs). The association populations include approximately 1000 diverse lines from the U.S. and China. All inbreds were genotyped by either sequencing or microarray. Inflorescence size was measured as the tassel primary branch number (TBN) and tassel length (TL). A total of 125 quantitative trait loci (QTLs) were identified (63 for TBN, 62 for TL) through linkage analyses. In addition, 965 quantitative trait nucleotides (QTNs) were identified through genomewide study (GWAS) at a bootstrap posterior probability (BPP) above a 5% threshold. These QTLs/QTNs include 24 known genes that were cloned using mutants, for example Ramosa3 (ra3), Thick tassel dwarf1 (td1), tasselseed2 (ts2), liguleless2 (lg2), ramosa1 (ra1), barren stalk1 (ba1), branch silkless1 (bd1) and tasselseed6 (ts6). The newly identified genes encode a zinc transporter (e.g. GRMZM5G838098 and GRMZM2G047762), the adapt in terminal region protein (e.g. GRMZM5G885628), O-methyl-transferase (e.g. GRMZM2G147491), helix-loop-helix (HLH) DNA-binding proteins (e.g. GRMZM2G414252 and GRMZM2G042895) and an SBP-box protein (e.g. GRMZM2G058588). These results provide extensive genetic information to dissect the genetic architecture of inflorescence size for the improvement of maize yield.


Asunto(s)
Zea mays/genética , Mapeo Cromosómico , Flores/anatomía & histología , Flores/genética , Flores/crecimiento & desarrollo , Genes de Plantas , Estudio de Asociación del Genoma Completo , Genotipo , Fenotipo , Sitios de Carácter Cuantitativo , Zea mays/anatomía & histología , Zea mays/crecimiento & desarrollo
17.
Theor Appl Genet ; 129(9): 1775-84, 2016 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-27379519

RESUMEN

KEY MESSAGE: Using two nested association mapping populations and high-density markers, some important genomic regions controlling recombination frequency and segregation distortion were detected. Understanding the maize genomic features would be useful for the study of genetic diversity and evolution and for maize breeding. Here, we used two maize nested association mapping (NAM) populations separately derived in China (CN-NAM) and the US (US-NAM) to explore the maize genomic features. The two populations containing 36 families and about 7000 recombinant inbred lines were evaluated with genotyping-by-sequencing. Through the comparison between the two NAMs, we revealed that segregation distortion is little, whereas epistasis for fitness is present in the two maize NAM populations. When conducting quantitative trait loci (QTL) mapping for the total number of recombination events, we detected 14 QTLs controlling recombination. Using high-density markers to identify segregation distortion regions (SDRs), a total of 445 SDRs were detected within the 36 families, among which 15 common SDRs were found in at least ten families. About 80 % of the known maize gametophytic factors (ga) genes controlling segregation distortion were overlapped with highly significant SDRs. In addition, we also found that the regions with high recombination rate and high gene density usually tended to have little segregation distortion. This study will facilitate population genetic studies and gene cloning affecting recombination variation and segregation distortion in maize, which can improve plant breeding progress.


Asunto(s)
Epistasis Genética , Marcadores Genéticos , Sitios de Carácter Cuantitativo , Recombinación Genética , Zea mays/genética , Mapeo Cromosómico , Aptitud Genética , Variación Genética , Genoma de Planta , Genotipo , Técnicas de Genotipaje
18.
BMC Biol ; 13: 78, 2015 Sep 21.
Artículo en Inglés | MEDLINE | ID: mdl-26390990

RESUMEN

BACKGROUND: A genome-wide association study (GWAS) is the foremost strategy used for finding genes that control human diseases and agriculturally important traits, but it often reports false positives. In contrast, its complementary method, linkage analysis, provides direct genetic confirmation, but with limited resolution. A joint approach, using multiple linkage populations, dramatically improves resolution and statistical power. For example, this approach has been used to confirm that many complex traits, such as flowering time controlling adaptation in maize, are controlled by multiple genes with small effects. In addition, genotyping by sequencing (GBS) at low coverage not only produces genotyping errors, but also results in large datasets, making the use of high-throughput sequencing technologies computationally inefficient or unfeasible. RESULTS: In this study, we converted raw SNPs into effective recombination bins. The reduced bins not only retain the original information, but also correct sequencing errors from low-coverage genomic sequencing. To further increase the statistical power and resolution, we merged a new temperate maize nested association mapping (NAM) population derived in China (CN-NAM) with the existing maize NAM population developed in the US (US-NAM). Together, the two populations contain 36 families and 7,000 recombinant inbred lines (RILs). One million SNPs were generated for all the RILs with GBS at low coverage. We developed high-quality recombination maps for each NAM population to correct genotyping errors and improve the computational efficiency of the joint linkage analysis. The original one million SNPs were reduced to 4,932 and 5,296 recombination bins with average interval distances of 0.34 cM and 0.28 cM for CN-NAM and US-NAM, respectively. The quantitative trait locus (QTL) mapping for flowering time (days to tasseling) indicated that the high-density, recombination bin map improved resolution of QTL mapping by 50 % compared with that using a medium-density map. We also demonstrated that combining the CN-NAM and US-NAM populations improves the power to detect QTL by 50 % compared to single NAM population mapping. Among the QTLs mapped by joint usage of the US-NAM and CN-NAM maps, 25 % of the QTLs overlapped with known flowering-time genes in maize. CONCLUSION: This study provides directions and resources for the research community, especially maize researchers, for future studies using the recombination bin strategy for joint linkage analysis. Available resources include efficient usage of low-coverage genomic sequencing, detailed positions for genes controlling maize flowering, and recombination bin maps and flowering- time data for both CN and US NAMs. Maize researchers even have the opportunity to grow both CN and US NAM populations to study the traits of their interest, as the seeds of both NAM populations are available from the seed repository in China and the US.


Asunto(s)
Mapeo Cromosómico/métodos , Ligamiento Genético , Estudio de Asociación del Genoma Completo/métodos , Polimorfismo de Nucleótido Simple , Recombinación Genética , Zea mays/genética , China , Flores/genética , Flores/crecimiento & desarrollo , Estados Unidos , Zea mays/crecimiento & desarrollo
19.
BMC Plant Biol ; 15: 256, 2015 Oct 24.
Artículo en Inglés | MEDLINE | ID: mdl-26496865

RESUMEN

BACKGROUND: Exploring genetic differentiation and genomic variation is important for both the utilization of heterosis and the dissection of the genetic bases of complex traits. METHODS: We integrated 1857 diverse maize accessions from America, Africa, Europe and Asia to investigatetheir genetic differentiation, genomic variation using 43,252 high-quality single-nucleotide polymorphisms(SNPs),combing GWAS and linkage analysis strategy to exploring the function of relevant genetic segments. RESULTS: We uncovered many more subpopulations that recently or historically formed during the breeding process. These patterns are represented by the following lines: Mo17, GB, E28, Ye8112, HZS, Shen137, PHG39, B73, 207, A634, Oh43, Reid Yellow Dent, and the Tropical/subtropical (TS) germplasm. A total of 85 highly differentiated regions with a DEST of more than 0.2 were identified between the TS and temperate subpopulations. These regions comprised 79% of the genetic variation, and most were significantly associated with adaptive traits. For example, the region containing the SNP tag PZE.108075114 was highly differentiated, and this region was significantly associated with flowering time (FT)-related traits, as supported by a genome-wide association study (GWAS) within the interval of FT-related quantitative trait loci (QTL). This region was also closely linked to zcn8 and vgt1, which were shown to be involved in maize adaptation. Most importantly, 197 highly differentiated regions between different subpopulation pairs were located within an FT- or plant architecture-related QTL. CONCLUSIONS: Here we reported that 700-1000 SNPs were necessary needed to robustly estimate the genetic differentiation of a naturally diverse panel. In addition, 13 subpopulations were observed in maize germplasm, 85 genetic regions with higher differentiation between TS and temperate maize germplasm, 197 highly differentiated regions between different subpopulation pairs, which contained some FT- related QTNs/QTLs/genes supported by GWAS and linkage analysis, and these regions were expected to play important roles in maize adaptation.


Asunto(s)
Variación Genética , Zea mays/genética , Análisis por Conglomerados , Ecotipo , Flores/fisiología , Genética de Población , Genoma de Planta , Estudio de Asociación del Genoma Completo , Modelos Genéticos , Análisis de Componente Principal , Carácter Cuantitativo Heredable
20.
Plant Mol Biol ; 84(3): 243-57, 2014 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-24214124

RESUMEN

The d2003 is a natural dwarf mutant from maize inbred line K36 and has less than one-third of K36 plant height with severely shortened internodes. In this study, we reported the cloning of d2003 gene using positional cloning. The results showed that there was a single-base insertion in the coding region of Viviparous8 (VP8) in d2003 mutant, which resulted in a premature stop codon. Further genetic allelism tests confirmed that d2003 mutation is a novel allele of VP8. VP8 is mainly expressed in the stem apex, young leaves, and developing vascular tissues, and its expression levels in nodes are significantly higher than that in internodes at 12-leaf stage. Subcellular localization demonstrated that the VP8 protein is localized to the endoplasmic reticulum and the N-terminal 26 amino acids (aa) of VP8 protein are essential to its localization in ER. Further transgenic experiments showed that lack of the 26 aa leads to loss of VP8 function in Arabidopsis amp1 phenotype rescue. These results strongly suggested that the N-terminal 26 aa is critical for VP8 protein localization, and the correct protein localization of VP8 in ER is necessary for its function.


Asunto(s)
Alelos , Genes de Plantas , Zea mays/genética , Secuencia de Aminoácidos , Secuencia de Bases , Clonación Molecular , Retículo Endoplásmico/metabolismo , Regulación de la Expresión Génica de las Plantas , Datos de Secuencia Molecular , Mutación , Homología de Secuencia de Ácido Nucleico , Zea mays/fisiología
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