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Shi J, Tian Z, Lai J, Huang X. Plant pan-genomics and its applications. MOLECULAR PLANT 2023; 16:168-186. [PMID: 36523157 DOI: 10.1016/j.molp.2022.12.009] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 12/07/2022] [Accepted: 12/12/2022] [Indexed: 06/17/2023]
Abstract
Plant genomes are so highly diverse that a substantial proportion of genomic sequences are not shared among individuals. The variable DNA sequences, along with the conserved core sequences, compose the more sophisticated pan-genome that represents the collection of all non-redundant DNA in a species. With rapid progress in genome sequencing technologies, pan-genome research in plants is now accelerating. Here we review recent advances in plant pan-genomics, including major driving forces of structural variations that constitute the variable sequences, methodological innovations for representing the pan-genome, and major successes in constructing plant pan-genomes. We also summarize recent efforts toward decoding the remaining dark matter in telomere-to-telomere or gapless plant genomes. These new genome resources, which have remarkable advantages over numerous previously assembled less-than-perfect genomes, are expected to become new references for genetic studies and plant breeding.
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Affiliation(s)
- Junpeng Shi
- State Key Laboratory of Biocontrol, School of Agriculture, Sun Yat-sen University, Shenzhen 518107, China.
| | - Zhixi Tian
- State Key Laboratory of Plant Cell and Chromosome Engineering, Institute of Genetics and Developmental Biology, Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing 100101, China
| | - Jinsheng Lai
- State Key Laboratory of Plant Physiology and Biochemistry and National Maize Improvement Center, Department of Plant Genetics and Breeding, China Agricultural University, Beijing 100193, China
| | - Xuehui Huang
- Shanghai Key Laboratory of Plant Molecular Sciences, College of Life Sciences, Shanghai Normal University, Shanghai 200234, China.
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2
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Huang Y, Huang W, Meng Z, Braz GT, Li Y, Wang K, Wang H, Lai J, Jiang J, Dong Z, Jin W. Megabase-scale presence-absence variation with Tripsacum origin was under selection during maize domestication and adaptation. Genome Biol 2021; 22:237. [PMID: 34416918 PMCID: PMC8377971 DOI: 10.1186/s13059-021-02448-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 08/02/2021] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Structural variants (SVs) significantly drive genome diversity and environmental adaptation for diverse species. Unlike the prevalent small SVs (< kilobase-scale) in higher eukaryotes, large-size SVs rarely exist in the genome, but they function as one of the key evolutionary forces for speciation and adaptation. RESULTS In this study, we discover and characterize several megabase-scale presence-absence variations (PAVs) in the maize genome. Surprisingly, we identify a 3.2 Mb PAV fragment that shows high integrity and is present as complete presence or absence in the natural diversity panel. This PAV is embedded within the nucleolus organizer region (NOR), where the suppressed recombination is found to maintain the PAV against the evolutionary variation. Interestingly, by analyzing the sequence of this PAV, we not only reveal the domestication trace from teosinte to modern maize, but also the footprints of its origin from Tripsacum, shedding light on a previously unknown contribution from Tripsacum to the speciation of Zea species. The functional consequence of the Tripsacum segment migration is also investigated, and environmental fitness conferred by the PAV may explain the whole segment as a selection target during maize domestication and improvement. CONCLUSIONS These findings provide a novel perspective that Tripsacum contributes to Zea speciation, and also instantiate a strategy for evolutionary and functional analysis of the "fossil" structure variations during genome evolution and speciation.
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Affiliation(s)
- Yumin Huang
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China
| | - Wei Huang
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China
| | - Zhuang Meng
- Key Laboratory of Genetics, Breeding and Multiple Utilization of Corps (MOE), Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Guilherme Tomaz Braz
- Department of Plant Biology, Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA
| | - Yunfei Li
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China
| | - Kai Wang
- Key Laboratory of Genetics, Breeding and Multiple Utilization of Corps (MOE), Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Hai Wang
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China
| | - Jinsheng Lai
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China
| | - Jiming Jiang
- Department of Plant Biology, Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA
| | - Zhaobin Dong
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China.
| | - Weiwei Jin
- State Key Laboratory of Plant Physiology and Biochemistry, National Maize Improvement Center, Key Laboratory of Crop Heterosis and Utilization (MOE), Joint International Research Laboratory of Crop Molecular Breeding (MOE), China Agricultural University, Beijing, 100193, China.
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3
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Schnable JC. Genes and gene models, an important distinction. THE NEW PHYTOLOGIST 2020; 228:50-55. [PMID: 31241760 DOI: 10.1111/nph.16011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 06/07/2019] [Indexed: 05/22/2023]
Abstract
Genome sequencing has fundamentally changed how plant biologists think about genes. All or nearly all genes can ultimately be associated with a gene model. However, many gene models appear to play little or no role in the traits of an organism. A range of structural, molecular, population and evolutionary features all show a separation between genes with known phenotypes and the overall set of annotated gene models. These different features could be combined to develop models to distinguish the genes that determine the traits of plants from the subset gene other annotated gene models which are unlikely to play a role in doing so. Efforts to identify the subset of annotated gene models likely involved in specifying the characteristics of plants would help aid a wide range of researchers.
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Affiliation(s)
- James C Schnable
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, 68588, USA
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4
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Anderson SN, Stitzer MC, Brohammer AB, Zhou P, Noshay JM, O'Connor CH, Hirsch CD, Ross-Ibarra J, Hirsch CN, Springer NM. Transposable elements contribute to dynamic genome content in maize. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2019; 100:1052-1065. [PMID: 31381222 DOI: 10.1111/tpj.14489] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 07/15/2019] [Accepted: 07/26/2019] [Indexed: 05/05/2023]
Abstract
Transposable elements (TEs) are ubiquitous components of eukaryotic genomes and can create variation in genome organization and content. Most maize genomes are composed of TEs. We developed an approach to define shared and variable TE insertions across genome assemblies and applied this method to four maize genomes (B73, W22, Mo17 and PH207) with uniform structural annotations of TEs. Among these genomes we identified approximately 400 000 TEs that are polymorphic, encompassing 1.6 Gb of variable TE sequence. These polymorphic TEs include a combination of recent transposition events as well as deletions of older TEs. There are examples of polymorphic TEs within each of the superfamilies of TEs and they are found distributed across the genome, including in regions of recent shared ancestry among individuals. There are many examples of polymorphic TEs within or near maize genes. In addition, there are 2380 gene annotations in the B73 genome that are located within variable TEs, providing evidence for the role of TEs in contributing to the substantial differences in annotated gene content among these genotypes. TEs are highly variable in our survey of four temperate maize genomes, highlighting the major contribution of TEs in driving variation in genome organization and gene content. OPEN RESEARCH BADGES: This article has earned an Open Data Badge for making publicly available the digitally-shareable data necessary to reproduce the reported results. The data is available at https://github.com/SNAnderson/maizeTE_variation; https://mcstitzer.github.io/maize_TEs.
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Affiliation(s)
- Sarah N Anderson
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, 55108, USA
| | - Michelle C Stitzer
- Department of Plant Sciences and Center for Population Biology, University of California, Davis, CA, 95616, USA
| | - Alex B Brohammer
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Peng Zhou
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, 55108, USA
| | - Jaclyn M Noshay
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, 55108, USA
| | - Christine H O'Connor
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Cory D Hirsch
- Department of Plant Pathology, University of Minnesota, St. Paul, MN, 55108, USA
| | - Jeffrey Ross-Ibarra
- Department of Plant Sciences and Center for Population Biology, University of California, Davis, CA, 95616, USA
- Genome Center, University of California, Davis, CA, 95616, USA
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Nathan M Springer
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, 55108, USA
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Liu S, Schnable JC, Ott A, Yeh CTE, Springer NM, Yu J, Muehlbauer G, Timmermans MCP, Scanlon MJ, Schnable PS. Intragenic Meiotic Crossovers Generate Novel Alleles with Transgressive Expression Levels. Mol Biol Evol 2018; 35:2762-2772. [PMID: 30184112 PMCID: PMC6231493 DOI: 10.1093/molbev/msy174] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Meiotic recombination is an evolutionary force that generates new genetic diversity upon which selection can act. Whereas multiple studies have assessed genome-wide patterns of recombination and specific cases of intragenic recombination, few studies have assessed intragenic recombination genome-wide in higher eukaryotes. We identified recombination events within or near genes in a population of maize recombinant inbred lines (RILs) using RNA-sequencing data. Our results are consistent with case studies that have shown that intragenic crossovers cluster at the 5′ ends of some genes. Further, we identified cases of intragenic crossovers that generate transgressive transcript accumulation patterns, that is, recombinant alleles displayed higher or lower levels of expression than did nonrecombinant alleles in any of ∼100 RILs, implicating intragenic recombination in the generation of new variants upon which selection can act. Thousands of apparent gene conversion events were identified, allowing us to estimate the genome-wide rate of gene conversion at SNP sites (4.9 × 10−5). The density of syntenic genes (i.e., those conserved at the same genomic locations since the divergence of maize and sorghum) exhibits a substantial correlation with crossover frequency, whereas the density of nonsyntenic genes (i.e., those which have transposed or been lost subsequent to the divergence of maize and sorghum) shows little correlation, suggesting that crossovers occur at higher rates in syntenic genes than in nonsyntenic genes. Increased rates of crossovers in syntenic genes could be either a consequence of the evolutionary conservation of synteny or a biological process that helps to maintain synteny.
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Affiliation(s)
- Sanzhen Liu
- Department of Plant Pathology, Kansas State University, Manhattan, KS.,Department of Agronomy, Iowa State University, Ames, IA
| | - James C Schnable
- Department of Agriculture and Horticulture, University of Nebraska-Lincoln, Lincoln, NE
| | - Alina Ott
- Department of Agronomy, Iowa State University, Ames, IA.,Roche Sequencing Solutions, 500 S Rosa Road, Madison, WI
| | | | - Nathan M Springer
- Department of Plant and Microbial Biology, Microbial and Plant Genomics Institute, University of Minnesota, Saint Paul, MN
| | - Jianming Yu
- Department of Agronomy, Iowa State University, Ames, IA
| | - Gary Muehlbauer
- Department of Agronomy and Plant Genetics, Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN
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Stitzer MC, Ross-Ibarra J. Maize domestication and gene interaction. THE NEW PHYTOLOGIST 2018; 220:395-408. [PMID: 30035321 DOI: 10.1111/nph.15350] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Accepted: 06/05/2018] [Indexed: 05/24/2023]
Abstract
Contents Summary 395 I. Introduction 395 II. The genetic basis of maize domestication 396 III. The tempo of maize domestication 401 IV. Genetic interactions and selection during maize domestication 401 V. Gene networks of maize domestication alleles 404 VI. Implications of gene interactions on evolution and selection404 VII. Conclusions 405 Acknowledgements 405 References 405 SUMMARY: Domestication is a tractable system for following evolutionary change. Under domestication, wild populations respond to shifting selective pressures, resulting in adaptation to the new ecological niche of cultivation. Owing to the important role of domesticated crops in human nutrition and agriculture, the ancestry and selection pressures transforming a wild plant into a domesticate have been extensively studied. In Zea mays, morphological, genetic and genomic studies have elucidated how a wild plant, the teosinte Z. mays subsp. parviglumis, was transformed into the domesticate Z. mays subsp. mays. Five major morphological differences distinguish these two subspecies, and careful genetic dissection has pinpointed the molecular changes responsible for several of these traits. But maize domestication was a consequence of more than just five genes, and regions throughout the genome contribute. The impacts of these additional regions are contingent on genetic background, both the interactions between alleles of a single gene and among alleles of the multiple genes that modulate phenotypes. Key genetic interactions include dominance relationships, epistatic interactions and pleiotropic constraint, including how these variants are connected in gene networks. Here, we review the role of gene interactions in generating the dramatic phenotypic evolution seen in the transition from teosinte to maize.
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Affiliation(s)
- Michelle C Stitzer
- Department of Plant Sciences, University of California, Davis, Davis, CA, 95616, USA
- Center for Population Biology, University of California, Davis, Davis, CA, 95616, USA
| | - Jeffrey Ross-Ibarra
- Department of Plant Sciences, University of California, Davis, Davis, CA, 95616, USA
- Center for Population Biology, University of California, Davis, Davis, CA, 95616, USA
- Genome Center, University of California, Davis, Davis, CA, 95616, USA
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7
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Brohammer AB, Kono TJY, Springer NM, McGaugh SE, Hirsch CN. The limited role of differential fractionation in genome content variation and function in maize (Zea mays L.) inbred lines. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2018; 93:131-141. [PMID: 29124819 DOI: 10.1111/tpj.13765] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Revised: 10/14/2017] [Accepted: 10/27/2017] [Indexed: 05/22/2023]
Abstract
Maize is a diverse paleotetraploid species with considerable presence/absence variation and copy number variation. One mechanism through which presence/absence variation can arise is differential fractionation. Fractionation refers to the loss of duplicate gene pairs from one of the maize subgenomes during diploidization. Differential fractionation refers to non-shared gene loss events between individuals following a whole-genome duplication event. We investigated the prevalence of presence/absence variation resulting from differential fractionation in the syntenic portion of the genome using two whole-genome de novo assemblies of the inbred lines B73 and PH207. Between these two genomes, syntenic genes were highly conserved with less than 1% of syntenic genes being subject to differential fractionation. The few variably fractionated syntenic genes that were identified are unlikely to contribute to functional phenotypic variation, as there is a significant depletion of these genes in annotated gene sets. In further comparisons of 60 diverse inbred lines, non-syntenic genes were six times more likely to be variable than syntenic genes, suggesting that comparisons among additional genome assemblies are not likely to result in the discovery of large-scale presence/absence variation among syntenic genes.
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Affiliation(s)
- Alex B Brohammer
- Department of Agronomy and Plant Genetics, University of Minnesota, 1991 Upper Buford Circle, St Paul, MN, 55108, USA
| | - Thomas J Y Kono
- Department of Agronomy and Plant Genetics, University of Minnesota, 1991 Upper Buford Circle, St Paul, MN, 55108, USA
| | - Nathan M Springer
- Department of Plant and Microbial Biology, University of Minnesota, 1445 Gortner Avenue, St Paul, MN, 55108, USA
| | - Suzanne E McGaugh
- Department of Ecology, Evolution, and Behavior, University of Minnesota, 1987 Upper Buford Circle, St Paul, MN, 55108, USA
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, 1991 Upper Buford Circle, St Paul, MN, 55108, USA
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9
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Liu S, Zheng J, Migeon P, Ren J, Hu Y, He C, Liu H, Fu J, White FF, Toomajian C, Wang G. Unbiased K-mer Analysis Reveals Changes in Copy Number of Highly Repetitive Sequences During Maize Domestication and Improvement. Sci Rep 2017; 7:42444. [PMID: 28186206 PMCID: PMC5301235 DOI: 10.1038/srep42444] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Accepted: 01/10/2017] [Indexed: 12/15/2022] Open
Abstract
The major component of complex genomes is repetitive elements, which remain recalcitrant to characterization. Using maize as a model system, we analyzed whole genome shotgun (WGS) sequences for the two maize inbred lines B73 and Mo17 using k-mer analysis to quantify the differences between the two genomes. Significant differences were identified in highly repetitive sequences, including centromere, 45S ribosomal DNA (rDNA), knob, and telomere repeats. Genotype specific 45S rDNA sequences were discovered. The B73 and Mo17 polymorphic k-mers were used to examine allele-specific expression of 45S rDNA in the hybrids. Although Mo17 contains higher copy number than B73, equivalent levels of overall 45S rDNA expression indicates that transcriptional or post-transcriptional regulation mechanisms operate for the 45S rDNA in the hybrids. Using WGS sequences of B73xMo17 doubled haploids, genomic locations showing differential repetitive contents were genetically mapped, which displayed different organization of highly repetitive sequences in the two genomes. In an analysis of WGS sequences of HapMap2 lines, including maize wild progenitor, landraces, and improved lines, decreases and increases in abundance of additional sets of k-mers associated with centromere, 45S rDNA, knob, and retrotransposons were found among groups, revealing global evolutionary trends of genomic repeats during maize domestication and improvement.
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Affiliation(s)
- Sanzhen Liu
- Department of Plant Pathology, Kansas State University, Manhattan, KS, 66506, USA
| | - Jun Zheng
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, P.R.China
| | - Pierre Migeon
- Department of Plant Pathology, Kansas State University, Manhattan, KS, 66506, USA
| | - Jie Ren
- Department of Plant Pathology, Kansas State University, Manhattan, KS, 66506, USA
| | - Ying Hu
- Department of Plant Pathology, Kansas State University, Manhattan, KS, 66506, USA
| | - Cheng He
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, P.R.China
| | - Hongjun Liu
- State Key Laboratory of Crop Biology, Shandong Key Laboratory of Crop Biology, Taian 271018, P.R. China.,College of Life Sciences, Shandong Agricultural University, Taian 271018, P.R. China
| | - Junjie Fu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, P.R.China
| | - Frank F White
- Department of Plant Pathology, University of Florida, Gainesville, FL, 32611, USA
| | | | - Guoying Wang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, P.R.China
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10
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Mei W, Liu S, Schnable JC, Yeh CT, Springer NM, Schnable PS, Barbazuk WB. A Comprehensive Analysis of Alternative Splicing in Paleopolyploid Maize. FRONTIERS IN PLANT SCIENCE 2017; 8:694. [PMID: 28539927 PMCID: PMC5423905 DOI: 10.3389/fpls.2017.00694] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2016] [Accepted: 04/18/2017] [Indexed: 05/19/2023]
Abstract
Identifying and characterizing alternative splicing (AS) enables our understanding of the biological role of transcript isoform diversity. This study describes the use of publicly available RNA-Seq data to identify and characterize the global diversity of AS isoforms in maize using the inbred lines B73 and Mo17, and a related species, sorghum. Identification and characterization of AS within maize tissues revealed that genes expressed in seed exhibit the largest differential AS relative to other tissues examined. Additionally, differences in AS between the two genotypes B73 and Mo17 are greatest within genes expressed in seed. We demonstrate that changes in the level of alternatively spliced transcripts (intron retention and exon skipping) do not solely reflect differences in total transcript abundance, and we present evidence that intron retention may act to fine-tune gene expression across seed development stages. Furthermore, we have identified temperature sensitive AS in maize and demonstrate that drought-induced changes in AS involve distinct sets of genes in reproductive and vegetative tissues. Examining our identified AS isoforms within B73 × Mo17 recombinant inbred lines (RILs) identified splicing QTL (sQTL). The 43.3% of cis-sQTL regulated junctions are actually identified as alternatively spliced junctions in our analysis, while 10 Mb windows on each side of 48.2% of trans-sQTLs overlap with splicing related genes. Using sorghum as an out-group enabled direct examination of loss or conservation of AS between homeologous genes representing the two subgenomes of maize. We identify several instances where AS isoforms that are conserved between one maize homeolog and its sorghum ortholog are absent from the second maize homeolog, suggesting that these AS isoforms may have been lost after the maize whole genome duplication event. This comprehensive analysis provides new insights into the complexity of AS in maize.
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Affiliation(s)
- Wenbin Mei
- Department of Biology, University of Florida, GainesvilleFL, USA
| | - Sanzhen Liu
- Department of Agronomy, Iowa State University, AmesIA, USA
- Department of Plant Pathology, Kansas State University, ManhattanKS, USA
| | - James C. Schnable
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, LincolnNE, USA
| | - Cheng-Ting Yeh
- Department of Agronomy, Iowa State University, AmesIA, USA
| | - Nathan M. Springer
- Department of Plant Biology, Microbial and Plant Genomics Institute, University of Minnesota, Saint PaulMN, USA
| | - Patrick S. Schnable
- Department of Agronomy, Iowa State University, AmesIA, USA
- Center for Plant Genomics, Iowa State University, AmesIA, USA
| | - William B. Barbazuk
- Department of Biology, University of Florida, GainesvilleFL, USA
- Genetics Institute, University of Florida, GainesvilleFL, USA
- *Correspondence: William B. Barbazuk,
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11
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Kaur P, Gaikwad K. From Genomes to GENE-omes: Exome Sequencing Concept and Applications in Crop Improvement. FRONTIERS IN PLANT SCIENCE 2017; 8:2164. [PMID: 29312405 PMCID: PMC5742236 DOI: 10.3389/fpls.2017.02164] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Accepted: 12/08/2017] [Indexed: 05/13/2023]
Abstract
Exome sequencing represents targeted capture and sequencing of 1-2% of 'high-value genomic regions' (subset of the genome) which are enriched for functional variants and harbors low level of repetitive regions. We discuss here an overview of exome sequencing, ways to approach plant exomes, and advantages and applicability of this powerful approach in deciphering functional regions of genomes. Though initially this approach was developed as an alternative to whole genome sequencing (WGS), but the multitude of benefits conferred by sequence capture via hybridization approaches created a niche for itself to solve many of biological riddles, particularly for resolving phylogenetic distances. The technique has also proved to be successful in understanding the basis of natural and induced molecular variation, marker development and developing genomic resources for complex, wild and non-model species, which are still intractable for WGS efforts. Thus, with profound applications of this powerful sequencing strategy, near future is expected to witness a collective expansion of both techniques, i.e., sequence capture via hybridization for evolutionary and ecological research and WGS approaches for its universal accessibility.
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12
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Onda Y, Mochida K. Exploring Genetic Diversity in Plants Using High-Throughput Sequencing Techniques. Curr Genomics 2016; 17:358-67. [PMID: 27499684 PMCID: PMC4955029 DOI: 10.2174/1389202917666160331202742] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2015] [Revised: 07/19/2015] [Accepted: 07/21/2015] [Indexed: 12/31/2022] Open
Abstract
Food security has emerged as an urgent concern because of the rising world population. To meet the food demands of the near future, it is required to improve the productivity of various crops, not just of staple food crops. The genetic diversity among plant populations in a given species allows the plants to adapt to various environmental conditions. Such diversity could therefore yield valuable traits that could overcome the food-security challenges. To explore genetic diversity comprehensively and to rapidly identify useful genes and/or allele, advanced high-throughput sequencing techniques, also called next-generation sequencing (NGS) technologies, have been developed. These provide practical solutions to the challenges in crop genomics. Here, we review various sources of genetic diversity in plants, newly developed genetic diversity-mining tools synergized with NGS techniques, and related genetic approaches such as quantitative trait locus analysis and genome-wide association study.
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Affiliation(s)
- Yoshihiko Onda
- Cellulose Production Research Team, Biomass Engineering Research Division, RIKEN Center for Sustainable Resource Science, Kanagawa,Japan
- Kihara Institute for Biological Research, Yokohama City University, Kanagawa,Japan
| | - Keiichi Mochida
- Cellulose Production Research Team, Biomass Engineering Research Division, RIKEN Center for Sustainable Resource Science, Kanagawa,Japan
- Kihara Institute for Biological Research, Yokohama City University, Kanagawa,Japan
- Gene Discovery Research Group, RIKEN Center for Sustainable Resource Science, Kanagawa,Japan
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13
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Abstract
Darwin's theory of evolution by natural selection is the foundation of modern biology. However, it has proven remarkably difficult to demonstrate at the genetic, genomic, and population level exactly how wild species adapt to their natural environments. We discuss how one can use large sets of multiple genome sequences from wild populations to understand adaptation, with an emphasis on the small herbaceous plant Arabidopsis thaliana. We present motivation for such studies; summarize progress in describing whole-genome, species-wide sequence variation; and then discuss what insights have emerged from these resources, either based on sequence information alone or in combination with phenotypic data. We conclude with thoughts on opportunities with other plant species and the impact of expected progress in sequencing technology and genome engineering for studying adaptation in nature.
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Affiliation(s)
- Detlef Weigel
- Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany;
| | - Magnus Nordborg
- Gregor Mendel Institute, Austrian Academy of Sciences, Vienna Biocenter, 1030 Vienna, Austria;
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14
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Evans J, Kim J, Childs KL, Vaillancourt B, Crisovan E, Nandety A, Gerhardt DJ, Richmond TA, Jeddeloh JA, Kaeppler SM, Casler MD, Buell CR. Nucleotide polymorphism and copy number variant detection using exome capture and next-generation sequencing in the polyploid grass Panicum virgatum. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2014; 79:993-1008. [PMID: 24947485 PMCID: PMC4309430 DOI: 10.1111/tpj.12601] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Revised: 05/31/2014] [Accepted: 06/09/2014] [Indexed: 05/23/2023]
Abstract
Switchgrass (Panicum virgatum) is a polyploid, outcrossing grass species native to North America and has recently been recognized as a potential biofuel feedstock crop. Significant phenotypic variation including ploidy is present across the two primary ecotypes of switchgrass, referred to as upland and lowland switchgrass. The tetraploid switchgrass genome is approximately 1400 Mbp, split between two subgenomes, with significant repetitive sequence content limiting the efficiency of re-sequencing approaches for determining genome diversity. To characterize genetic diversity in upland and lowland switchgrass as a first step in linking genotype to phenotype, we designed an exome capture probe set based on transcript assemblies that represent approximately 50 Mb of annotated switchgrass exome sequences. We then evaluated and optimized the probe set using solid phase comparative genome hybridization and liquid phase exome capture followed by next-generation sequencing. Using the optimized probe set, we assessed variation in the exomes of eight switchgrass genotypes representing tetraploid lowland and octoploid upland cultivars to benchmark our exome capture probe set design. We identified ample variation in the switchgrass genome including 1,395,501 single nucleotide polymorphisms (SNPs), 8173 putative copy number variants and 3336 presence/absence variants. While the majority of the SNPs (84%) detected was bi-allelic, a substantial number was tri-allelic with limited occurrence of tetra-allelic polymorphisms consistent with the heterozygous and polyploid nature of the switchgrass genome. Collectively, these data demonstrate the efficacy of exome capture for discovery of genome variation in a polyploid species with a large, repetitive and heterozygous genome.
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Affiliation(s)
- Joseph Evans
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
| | - Jeongwoon Kim
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
| | - Kevin L Childs
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
| | - Brieanne Vaillancourt
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
| | - Emily Crisovan
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
| | - Aruna Nandety
- Department of Energy Great Lakes Bioenergy Research Center, University of Wisconsin-MadisonMadison, WI, 53706, USA
- US Dairy Forage Research Center, USDA-ARS1925 Linden Dr., Madison, WI, 53706-1108, USA
| | | | | | | | - Shawn M Kaeppler
- Department of Energy Great Lakes Bioenergy Research Center, University of Wisconsin-MadisonMadison, WI, 53706, USA
- Department of Agronomy, University of Wisconsin-Madison1575 Linden Drive, Madison, WI, 53706, USA
| | - Michael D Casler
- Department of Energy Great Lakes Bioenergy Research Center, University of Wisconsin-MadisonMadison, WI, 53706, USA
- US Dairy Forage Research Center, USDA-ARS1925 Linden Dr., Madison, WI, 53706-1108, USA
| | - C Robin Buell
- Department of Energy Great Lakes Bioenergy Research Center, Michigan State UniversityEast Lansing, MI, 48824, USA
- Department of Plant Biology, Michigan State UniversityEast Lansing, MI, 48824, USA
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15
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Mascher M, Richmond TA, Gerhardt DJ, Himmelbach A, Clissold L, Sampath D, Ayling S, Steuernagel B, Pfeifer M, D'Ascenzo M, Akhunov ED, Hedley PE, Gonzales AM, Morrell PL, Kilian B, Blattner FR, Scholz U, Mayer KFX, Flavell AJ, Muehlbauer GJ, Waugh R, Jeddeloh JA, Stein N. Barley whole exome capture: a tool for genomic research in the genus Hordeum and beyond. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2013; 76:494-505. [PMID: 23889683 PMCID: PMC4241023 DOI: 10.1111/tpj.12294] [Citation(s) in RCA: 164] [Impact Index Per Article: 14.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2013] [Accepted: 07/19/2013] [Indexed: 05/18/2023]
Abstract
Advanced resources for genome-assisted research in barley (Hordeum vulgare) including a whole-genome shotgun assembly and an integrated physical map have recently become available. These have made possible studies that aim to assess genetic diversity or to isolate single genes by whole-genome resequencing and in silico variant detection. However such an approach remains expensive given the 5 Gb size of the barley genome. Targeted sequencing of the mRNA-coding exome reduces barley genomic complexity more than 50-fold, thus dramatically reducing this heavy sequencing and analysis load. We have developed and employed an in-solution hybridization-based sequence capture platform to selectively enrich for a 61.6 megabase coding sequence target that includes predicted genes from the genome assembly of the cultivar Morex as well as publicly available full-length cDNAs and de novo assembled RNA-Seq consensus sequence contigs. The platform provides a highly specific capture with substantial and reproducible enrichment of targeted exons, both for cultivated barley and related species. We show that this exome capture platform provides a clear path towards a broader and deeper understanding of the natural variation residing in the mRNA-coding part of the barley genome and will thus constitute a valuable resource for applications such as mapping-by-sequencing and genetic diversity analyzes.
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Affiliation(s)
- Martin Mascher
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
| | - Todd A Richmond
- Roche NimbleGen, Inc.500 South Rosa Road, Madison, WI, 53719, USA
| | | | - Axel Himmelbach
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
| | - Leah Clissold
- The Genome Analysis Centre, Norwich Research ParkNorwich, NR4 7UH, UK
| | - Dharanya Sampath
- The Genome Analysis Centre, Norwich Research ParkNorwich, NR4 7UH, UK
| | - Sarah Ayling
- The Genome Analysis Centre, Norwich Research ParkNorwich, NR4 7UH, UK
| | - Burkhard Steuernagel
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
- † Present address:The Sainsbury Laboratory, Norwich Research Park, Norwich NR4 7UH, UK
| | - Matthias Pfeifer
- MIPS/IBIS, Helmholtz Zentrum MünchenD-85764, Neuherberg, Germany
| | - Mark D'Ascenzo
- Roche NimbleGen, Inc.500 South Rosa Road, Madison, WI, 53719, USA
| | - Eduard D Akhunov
- Department of Plant Pathology, Kansas State UniversityManhattan, KS, 66506, USA
| | - Pete E Hedley
- The James Hutton InstituteInvergowrie, Dundee, DD2 5DA, UK
| | - Ana M Gonzales
- Department of Agronomy and Plant Genetics, University of MinnesotaSt. Paul, MN, 55108, USA
| | - Peter L Morrell
- Department of Agronomy and Plant Genetics, University of MinnesotaSt. Paul, MN, 55108, USA
| | - Benjamin Kilian
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
| | - Frank R Blattner
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
| | - Uwe Scholz
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
| | - Klaus FX Mayer
- MIPS/IBIS, Helmholtz Zentrum MünchenD-85764, Neuherberg, Germany
| | | | - Gary J Muehlbauer
- Department of Agronomy and Plant Genetics, University of MinnesotaSt. Paul, MN, 55108, USA
- Department of Plant Biology, University of MinnesotaSt. Paul, MN, 55108, USA
| | - Robbie Waugh
- The James Hutton InstituteInvergowrie, Dundee, DD2 5DA, UK
| | | | - Nils Stein
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Corrensstr. 3, D-06466, Stadt Seeland (OT) Gatersleben, Germany
- * For correspondence (e-mail )
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16
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Muñoz-Amatriaín M, Eichten SR, Wicker T, Richmond TA, Mascher M, Steuernagel B, Scholz U, Ariyadasa R, Spannagl M, Nussbaumer T, Mayer KFX, Taudien S, Platzer M, Jeddeloh JA, Springer NM, Muehlbauer GJ, Stein N. Distribution, functional impact, and origin mechanisms of copy number variation in the barley genome. Genome Biol 2013; 14:R58. [PMID: 23758725 PMCID: PMC3706897 DOI: 10.1186/gb-2013-14-6-r58] [Citation(s) in RCA: 93] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2013] [Accepted: 06/12/2013] [Indexed: 12/20/2022] Open
Abstract
Background There is growing evidence for the prevalence of copy number variation (CNV) and its role in phenotypic variation in many eukaryotic species. Here we use array comparative genomic hybridization to explore the extent of this type of structural variation in domesticated barley cultivars and wild barleys. Results A collection of 14 barley genotypes including eight cultivars and six wild barleys were used for comparative genomic hybridization. CNV affects 14.9% of all the sequences that were assessed. Higher levels of CNV diversity are present in the wild accessions relative to cultivated barley. CNVs are enriched near the ends of all chromosomes except 4H, which exhibits the lowest frequency of CNVs. CNV affects 9.5% of the coding sequences represented on the array and the genes affected by CNV are enriched for sequences annotated as disease-resistance proteins and protein kinases. Sequence-based comparisons of CNV between cultivars Barke and Morex provided evidence that DNA repair mechanisms of double-strand breaks via single-stranded annealing and synthesis-dependent strand annealing play an important role in the origin of CNV in barley. Conclusions We present the first catalog of CNVs in a diploid Triticeae species, which opens the door for future genome diversity research in a tribe that comprises the economically important cereal species wheat, barley, and rye. Our findings constitute a valuable resource for the identification of CNV affecting genes of agronomic importance. We also identify potential mechanisms that can generate variation in copy number in plant genomes.
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17
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Schnable PS, Springer NM. Progress toward understanding heterosis in crop plants. ANNUAL REVIEW OF PLANT BIOLOGY 2013; 64:71-88. [PMID: 23394499 DOI: 10.1146/annurev-arplant-042110-103827] [Citation(s) in RCA: 242] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Although heterosis, or hybrid vigor, is widely exploited in agriculture, a complete description of its molecular underpinnings has remained elusive despite extensive investigation. It appears that there is not a single, simple explanation for heterosis. Instead, it is likely that heterosis arises in crosses between genetically distinct individuals as a result of a diversity of mechanisms. Heterosis generally results from the action of multiple loci, and different loci affect heterosis for different traits and in different hybrids. Hence, multigene models are likely to prove most informative for understanding heterosis. Complementation of allelic variation, as well as complementation of variation in gene content and gene expression patterns, is likely to be an important contributor to heterosis. Epigenetic variation has the potential to interact in hybrid genotypes via novel mechanisms. Several other intriguing hypotheses are also under investigation. In crops, heterosis must be considered within the context of the genomic impacts of prior selection for agronomic traits.
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Affiliation(s)
- Patrick S Schnable
- Center for Plant Genomics and Department of Agronomy, Iowa State University, Ames, IA 50011-3650, USA.
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