1
|
Zhao C, Cui X, Yu X, Ning X, Yu H, Li J, Yang B, Pan Y, Jiang L. Molecular evolution and functional diversification of metal tolerance protein families in cereals plants and function of maize MTP protein. Int J Biol Macromol 2024; 274:133071. [PMID: 38871096 DOI: 10.1016/j.ijbiomac.2024.133071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 05/24/2024] [Accepted: 06/08/2024] [Indexed: 06/15/2024]
Abstract
Plants employ metal tolerance proteins (MTPs) to confer tolerance by sequestering excess ions into vacuoles. MTPs belong to the cation diffusion facilitator (CDF) family, which facilitates the transport of divalent transition metal cations. In this study, we conducted a comprehensive analysis of the MTP gene families across 21 plant species, including maize (Zea mays). A total of 247 MTP genes were identified within these plant genomes and categorized into distinct subgroups, namely Zn-CDF, Mn-CDF, and Fe/Zn-CDF, based on phylogenetic analyses. This investigation encompassed the characterization of genomic distribution, gene structures, cis-regulatory elements, collinearity relationships, and gene ontology functions associated with MTPs. Transcriptomic analyses unveiled stress-specific expression patterns of MTP genes under various abiotic stresses. Moreover, quantitative RT-PCR assays were employed to assess maize MTP gene responses to diverse heavy metal stress conditions. Functional validation of metal tolerance roles was achieved through heterologous expression in yeast. This integrated evolutionary scrutiny of MTP families in cereals furnishes a valuable framework for the elucidation of MTP functions in subsequent studies. Notably, the prioritized MTP gene ZmMTP6 emerged as a positive regulator of plant Cd tolerance, thereby offering a pivotal genetic asset for the development of Cd-tolerant crops, particularly maize cultivars.
Collapse
Affiliation(s)
- Chao Zhao
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China; Beidahuang Kenfeng Seed Co., Ltd, Harbin 150000, Heilongjiang Province, PR China.
| | - Xueyu Cui
- Key Laboratory of Beibu Gulf Environment Change and Resources Utilization of Ministry of Education, Nanning Normal University, Nanning 530001, Guangxi Zhuang Autonomous Region Province, PR China
| | - Xiaoming Yu
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China.
| | - Xilin Ning
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China
| | - Haiyan Yu
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China
| | - Jianming Li
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China
| | - Baiming Yang
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China.
| | - Yexing Pan
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China.
| | - Long Jiang
- College of Agronomy, Jilin Agricultural Science and Technology University, Jilin 132101, Jilin Province, PR China.
| |
Collapse
|
2
|
Bellec A, Sow MD, Pont C, Civan P, Mardoc E, Duchemin W, Armisen D, Huneau C, Thévenin J, Vernoud V, Depège-Fargeix N, Maunas L, Escale B, Dubreucq B, Rogowsky P, Bergès H, Salse J. Tracing 100 million years of grass genome evolutionary plasticity. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 114:1243-1266. [PMID: 36919199 DOI: 10.1111/tpj.16185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 01/29/2023] [Accepted: 02/24/2023] [Indexed: 05/17/2023]
Abstract
Grasses derive from a family of monocotyledonous plants that includes crops of major economic importance such as wheat, rice, sorghum and barley, sharing a common ancestor some 100 million years ago. The genomic attributes of plant adaptation remain obscure and the consequences of recurrent whole genome duplications (WGD) or polyploidization events, a major force in plant evolution, remain largely speculative. We conducted a comparative analysis of omics data from ten grass species to unveil structural (inversions, fusions, fissions, duplications, substitutions) and regulatory (expression and methylation) basis of genome plasticity, as possible attributes of plant long lasting evolution and adaptation. The present study demonstrates that diverged polyploid lineages sharing a common WGD event often present the same patterns of structural changes and evolutionary dynamics, but these patterns are difficult to generalize across independent WGD events as a result of non-WGD factors such as selection and domestication of crops. Polyploidy is unequivocally linked to the evolutionary success of grasses during the past 100 million years, although it remains difficult to attribute this success to particular genomic consequences of polyploidization, suggesting that polyploids harness the potential of genome duplication, at least partially, in lineage-specific ways. Overall, the present study clearly demonstrates that post-polyploidization reprogramming is more complex than traditionally reported in investigating single species and calls for a critical and comprehensive comparison across independently polyploidized lineages.
Collapse
Affiliation(s)
- Arnaud Bellec
- INRAE/CNRGV US 1258, 24 Chemin de Borde Rouge, 31320, Auzeville-Tolosane, France
| | - Mamadou Dia Sow
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Caroline Pont
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Peter Civan
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Emile Mardoc
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | | | - David Armisen
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Cécile Huneau
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Johanne Thévenin
- INRAE/AgroParisTech-UMR 1318. Bat 2. Centre INRA de Versailles, route de Saint Cyr, 78026, Versailles CEDEX, France
| | - Vanessa Vernoud
- INRAE/CNRS/ENS/Univ. Lyon-UMR 879, 46 allée d'Italie, 69364, Lyon Cedex 07, France
| | | | - Laurent Maunas
- Arvalis-Institut du végétal, 21 chemin de Pau, 64121 Montardon, France
| | - Brigitte Escale
- Arvalis-Institut du végétal, 21 chemin de Pau, 64121 Montardon, France
- Direction de l'agriculture de Polynésie française, Route de l'Hippodrome, 98713, Papeete, France
| | - Bertrand Dubreucq
- INRAE/AgroParisTech-UMR 1318. Bat 2. Centre INRA de Versailles, route de Saint Cyr, 78026, Versailles CEDEX, France
| | - Peter Rogowsky
- INRAE/CNRS/ENS/Univ. Lyon-UMR 879, 46 allée d'Italie, 69364, Lyon Cedex 07, France
| | - Hélène Bergès
- INRAE/CNRGV US 1258, 24 Chemin de Borde Rouge, 31320, Auzeville-Tolosane, France
| | - Jerome Salse
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| |
Collapse
|
3
|
Bruno L, Ronchini M, Binelli G, Muto A, Chiappetta A, Bitonti MB, Gerola P. A Study of GUS Expression in Arabidopsis as a Tool for the Evaluation of Gene Evolution, Function and the Role of Expression Derived from Gene Duplication. PLANTS (BASEL, SWITZERLAND) 2023; 12:2051. [PMID: 37653968 PMCID: PMC10221982 DOI: 10.3390/plants12102051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 05/17/2023] [Accepted: 05/18/2023] [Indexed: 09/02/2023]
Abstract
Gene duplication played a fundamental role in eukaryote evolution and different copies of a given gene can be present in extant species, often with expressions and functions differentiated during evolution. We assume that, when such differentiation occurs in a gene copy, this may be indicated by its maintenance in all the derived species. To verify this hypothesis, we compared the histological expression domains of the three β-glucuronidase genes (AtGUS) present in Arabidopsis thaliana with the GUS evolutionary tree in angiosperms. We found that AtGUS gene expression overlaps in the shoot apex, the floral bud and the root hairs. In the root apex, AtGUS3 expression differs completely from AtGUS1 and AtGUS2, whose transcripts are present in the root cap meristem and columella, in the staminal cell niche, in the epidermis and in the proximal cortex. Conversely, AtGUS3 transcripts are limited to the old border-like cells of calyptra and those found along the protodermal cell line. The GUS evolutionary tree reveals that the two main clusters (named GUS1 and GUS3) originate from a duplication event predating angiosperm radiation. AtGUS3 belongs to the GUS3 cluster, while AtGUS1 and AtGUS2, which originate from a duplication event that occurred in an ancestor of the Brassicaceae family, are found together in the GUS1 cluster. There is another, previously undescribed cluster, called GUS4, originating from a very ancient duplication event. While the copy of GUS4 has been lost in many species, copies of GUS3 and GUS1 have been conserved in all species examined.
Collapse
Affiliation(s)
- Leonardo Bruno
- Dipartimento di Biologia, Ecologia e Scienze della Terra, Università della Calabria, Arcavacata di Rende, 87036 Cosenza, Italy; (A.M.); (A.C.); (M.B.B.)
| | - Matteo Ronchini
- Dipartimento di Scienze Teoriche e Applicate, Università degli Studi dell’Insubria, 21100 Varese, Italy; (M.R.); (P.G.)
| | - Giorgio Binelli
- Dipartimento di Biotecnologie e Scienze della Vita, Università degli Studi dell’Insubria, 21100 Varese, Italy;
| | - Antonella Muto
- Dipartimento di Biologia, Ecologia e Scienze della Terra, Università della Calabria, Arcavacata di Rende, 87036 Cosenza, Italy; (A.M.); (A.C.); (M.B.B.)
| | - Adriana Chiappetta
- Dipartimento di Biologia, Ecologia e Scienze della Terra, Università della Calabria, Arcavacata di Rende, 87036 Cosenza, Italy; (A.M.); (A.C.); (M.B.B.)
| | - Maria Beatrice Bitonti
- Dipartimento di Biologia, Ecologia e Scienze della Terra, Università della Calabria, Arcavacata di Rende, 87036 Cosenza, Italy; (A.M.); (A.C.); (M.B.B.)
| | - Paolo Gerola
- Dipartimento di Scienze Teoriche e Applicate, Università degli Studi dell’Insubria, 21100 Varese, Italy; (M.R.); (P.G.)
| |
Collapse
|
4
|
Jian L, Yan J, Liu J. De Novo Domestication in the Multi-Omics Era. PLANT & CELL PHYSIOLOGY 2022; 63:1592-1606. [PMID: 35762778 DOI: 10.1093/pcp/pcac077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 06/27/2022] [Indexed: 06/15/2023]
Abstract
Most cereal crops were domesticated within the last 12,000 years and subsequently spread around the world. These crops have been nourishing the world by supplying a primary energy and nutrient source, thereby playing a critical role in determining the status of human health and sustaining the global population. Here, we review the major challenges of future agriculture and emphasize the utilization of wild germplasm. De novo domestication is one of the most straightforward strategies to manipulate domestication-related and/or other genes with known function, and thereby introduce desired traits into wild plants. We also summarize known causal variations and their corresponding pathways in order to better understand the genetic basis of crop evolution, and how this knowledge could facilitate de novo domestication. Indeed knowledge-driven de novo domestication has great potential for the development of new sustainable crops that have climate-resilient high yield with low resource input and meet individual nutrient needs. Finally, we discuss current opportunities for and barriers to knowledge-driven de novo domestication.
Collapse
Affiliation(s)
- Liumei Jian
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Jianbing Yan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
- Hubei Hongshan Laboratory, Wuhan 430070, China
| | - Jie Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| |
Collapse
|
5
|
Li W, Lu J, Yang C, Xia S. Identification of receptor-like proteins induced by Sclerotinia sclerotiorum in Brassica napus. FRONTIERS IN PLANT SCIENCE 2022; 13:944763. [PMID: 36061811 PMCID: PMC9429810 DOI: 10.3389/fpls.2022.944763] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 07/11/2022] [Indexed: 06/15/2023]
Abstract
Heightening the resistance of plants to microbial infection is a widely concerned issue, especially for economical crops. Receptor-like proteins (RLPs), typically with tandem leucine-rich repeats (LRRs) domain, play a crucial role in mediating immune activation, being an indispensable constituent in the first layer of defense. Based on an analysis of orthologs among Brassica rapa, Brassica oleracea, and Brassica napus using Arabidopsis thaliana RLPs as a reference framework, we found that compared to A. thaliana, there were some obvious evolutionary diversities of RLPs among the three Brassicaceae species. BnRLP encoding genes were unevenly distributed on chromosomes, mainly on chrA01, chrA04, chrC03, chrC04, and chrC06. The orthologs of five AtRLPs (AtRLP3, AtRLP10, AtRLP17, AtRLP44, and AtRLP51) were highly conserved, but retrenchment and functional centralization occurred in Brassicaceae RLPs during evolution. The RLP proteins were clustered into 13 subgroups. Ten BnRLPs presented expression specificity between R and S when elicited by Sclerotinia sclerotiorum, which might be fabulous candidates for S. sclerotiorum resistance research.
Collapse
Affiliation(s)
- Wei Li
- Hunan Provincial Key Laboratory of Phytohormones and Growth Development, College of Bioscience and Biotechnology, Hunan Agricultural University, Changsha, China
- College of Life Science, Chongqing Normal University, Chongqing, China
| | - Junxing Lu
- College of Life Science, Chongqing Normal University, Chongqing, China
| | - Chenghuizi Yang
- Hunan Provincial Key Laboratory of Phytohormones and Growth Development, College of Bioscience and Biotechnology, Hunan Agricultural University, Changsha, China
| | - Shitou Xia
- Hunan Provincial Key Laboratory of Phytohormones and Growth Development, College of Bioscience and Biotechnology, Hunan Agricultural University, Changsha, China
| |
Collapse
|
6
|
Hao Y, Fleming J, Petterson J, Lyons E, Edger PP, Pires JC, Thorne JL, Conant GC. Convergent evolution of polyploid genomes from across the eukaryotic tree of life. G3 (BETHESDA, MD.) 2022; 12:jkac094. [PMID: 35451464 PMCID: PMC9157103 DOI: 10.1093/g3journal/jkac094] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 04/15/2022] [Indexed: 11/14/2022]
Abstract
By modeling the homoeologous gene losses that occurred in 50 genomes deriving from ten distinct polyploidy events, we show that the evolutionary forces acting on polyploids are remarkably similar, regardless of whether they occur in flowering plants, ciliates, fishes, or yeasts. We show that many of the events show a relative rate of duplicate gene loss before the first postpolyploidy speciation that is significantly higher than in later phases of their evolution. The relatively weak selective constraint experienced by the single-copy genes these losses produced leads us to suggest that most of the purely selectively neutral duplicate gene losses occur in the immediate postpolyploid period. Nearly all of the events show strong evidence of biases in the duplicate losses, consistent with them being allopolyploidies, with 2 distinct progenitors contributing to the modern species. We also find ongoing and extensive reciprocal gene losses (alternative losses of duplicated ancestral genes) between these genomes. With the exception of a handful of closely related taxa, all of these polyploid organisms are separated from each other by tens to thousands of reciprocal gene losses. As a result, it is very unlikely that viable diploid hybrid species could form between these taxa, since matings between such hybrids would tend to produce offspring lacking essential genes. It is, therefore, possible that the relatively high frequency of recurrent polyploidies in some lineages may be due to the ability of new polyploidies to bypass reciprocal gene loss barriers.
Collapse
Affiliation(s)
- Yue Hao
- Biodesign Center for Mechanisms of Evolution, Arizona State University, Tempe, AZ 85281, USA
| | - Jonathon Fleming
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC 27695, USA
| | - Joanna Petterson
- Department of Biomedical Engineering, North Carolina State University, Raleigh, NC 27695, USA
| | - Eric Lyons
- School of Plant Sciences, University of Arizona, Tucson, AZ 85721, USA
| | - Patrick P Edger
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
- Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI 48824, USA
| | - J Chris Pires
- International Plant Science Center, New York Botanical Garden, Bronx, NY 10458, USA
- Division of Biological Sciences, University of Missouri, Columbia, MO 65211, USA
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Jeffrey L Thorne
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC 27695, USA
- Program in Genetics, North Carolina State University, Raleigh, NC 27695, USA
- Department of Statistics, North Carolina State University, Raleigh, NC 27695, USA
- Department of Biological Sciences, North Carolina State University, Raleigh, NC 27695, USA
| | - Gavin C Conant
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC 27695, USA
- Program in Genetics, North Carolina State University, Raleigh, NC 27695, USA
- Department of Biological Sciences, North Carolina State University, Raleigh, NC 27695, USA
| |
Collapse
|
7
|
Haas M, Kono T, Macchietto M, Millas R, McGilp L, Shao M, Duquette J, Qiu Y, Hirsch CN, Kimball J. Whole-genome assembly and annotation of northern wild rice, Zizania palustris L., supports a whole-genome duplication in the Zizania genus. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2021; 107:1802-1818. [PMID: 34310794 DOI: 10.1111/tpj.15419] [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: 03/14/2021] [Revised: 06/16/2021] [Accepted: 07/06/2021] [Indexed: 06/13/2023]
Abstract
Zizania palustris L. (northern wild rice, NWR) is an aquatic grass native to North America that is notable for its nutritious grain. This is an important species with ecological, cultural and agricultural significance, specifically in the Great Lakes region of the USA. Using flow cytometry, we first estimated the NWR genome size to be 1.8 Gb. Using long- and short-range sequencing, Hi-C scaffolding and RNA-seq data from eight tissues, we generated an annotated whole-genome de novo assembly of NWR. The assembly was 1.29 Gb in length, highly repetitive (approx. 76.0%) and contained 46 421 putative protein-coding genes. The expansion of retrotransposons within the genome and a whole-genome duplication (WGD) after the Zizania-Oryza speciation event have both led to an increase in the genome size of NWR in comparison with Oryza sativa L. and Zizania latifolia. Both events depict a genome rapidly undergoing change over a short evolutionary time. Comparative analyses revealed the conservation of large syntenic blocks between NWR and O. sativa, which were used to identify putative seed-shattering genes. Estimates of divergence times revealed that the Zizania genus diverged from Oryza approximately 26-30 million years ago (26-30 MYA), whereas NWR and Z. latifolia diverged from one another approximately 6-8 MYA. Comparative genomics confirmed evidence of a WGD in the Zizania genus and provided support that the event occurred prior to the NWR-Z. latifolia speciation event. This genome assembly and annotation provides a valuable resource for comparative genomics in the Oryzeae tribe and provides an important resource for future conservation and breeding efforts of NWR.
Collapse
Affiliation(s)
- Matthew Haas
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Thomas Kono
- Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Marissa Macchietto
- Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Reneth Millas
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Lillian McGilp
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Mingqin Shao
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Jacques Duquette
- North Central Research and Outreach Center, University of Minnesota, Grand Rapids, MN, 55744, USA
| | - Yinjie Qiu
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Jennifer Kimball
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| |
Collapse
|
8
|
Hufford MB, Seetharam AS, Woodhouse MR, Chougule KM, Ou S, Liu J, Ricci WA, Guo T, Olson A, Qiu Y, Della Coletta R, Tittes S, Hudson AI, Marand AP, Wei S, Lu Z, Wang B, Tello-Ruiz MK, Piri RD, Wang N, Kim DW, Zeng Y, O'Connor CH, Li X, Gilbert AM, Baggs E, Krasileva KV, Portwood JL, Cannon EKS, Andorf CM, Manchanda N, Snodgrass SJ, Hufnagel DE, Jiang Q, Pedersen S, Syring ML, Kudrna DA, Llaca V, Fengler K, Schmitz RJ, Ross-Ibarra J, Yu J, Gent JI, Hirsch CN, Ware D, Dawe RK. De novo assembly, annotation, and comparative analysis of 26 diverse maize genomes. Science 2021; 373:655-662. [PMID: 34353948 PMCID: PMC8733867 DOI: 10.1126/science.abg5289] [Citation(s) in RCA: 327] [Impact Index Per Article: 81.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 06/24/2021] [Indexed: 12/24/2022]
Abstract
We report de novo genome assemblies, transcriptomes, annotations, and methylomes for the 26 inbreds that serve as the founders for the maize nested association mapping population. The number of pan-genes in these diverse genomes exceeds 103,000, with approximately a third found across all genotypes. The results demonstrate that the ancient tetraploid character of maize continues to degrade by fractionation to the present day. Excellent contiguity over repeat arrays and complete annotation of centromeres revealed additional variation in major cytological landmarks. We show that combining structural variation with single-nucleotide polymorphisms can improve the power of quantitative mapping studies. We also document variation at the level of DNA methylation and demonstrate that unmethylated regions are enriched for cis-regulatory elements that contribute to phenotypic variation.
Collapse
Affiliation(s)
- Matthew B Hufford
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Arun S Seetharam
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
- Genome Informatics Facility, Iowa State University, Ames, IA 50011, USA
| | - Margaret R Woodhouse
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA 50011, USA
| | | | - Shujun Ou
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Jianing Liu
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - William A Ricci
- Department of Plant Biology, University of Georgia, Athens, GA 30602, USA
| | - Tingting Guo
- Department of Agronomy, Iowa State University, Ames, IA 50011, USA
| | - Andrew Olson
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | - Yinjie Qiu
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Rafael Della Coletta
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Silas Tittes
- Center for Population Biology, University of California, Davis, CA 95616, USA
- Department of Evolution and Ecology, University of California, Davis, CA 95616, USA
| | - Asher I Hudson
- Center for Population Biology, University of California, Davis, CA 95616, USA
- Department of Evolution and Ecology, University of California, Davis, CA 95616, USA
| | | | - Sharon Wei
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | - Zhenyuan Lu
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | - Bo Wang
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | | | - Rebecca D Piri
- Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA
| | - Na Wang
- Department of Plant Biology, University of Georgia, Athens, GA 30602, USA
| | - Dong Won Kim
- Department of Plant Biology, University of Georgia, Athens, GA 30602, USA
| | - Yibing Zeng
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - Christine H O'Connor
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN 55108, USA
| | - Xianran Li
- Department of Agronomy, Iowa State University, Ames, IA 50011, USA
| | - Amanda M Gilbert
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Erin Baggs
- Department of Plant and Microbial Biology, University of California, Berkeley, CA 94720, USA
| | - Ksenia V Krasileva
- Department of Plant and Microbial Biology, University of California, Berkeley, CA 94720, USA
| | - John L Portwood
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA 50011, USA
| | - Ethalinda K S Cannon
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA 50011, USA
| | - Carson M Andorf
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA 50011, USA
| | - Nancy Manchanda
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Samantha J Snodgrass
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - David E Hufnagel
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
- Virus and Prion Research Unit, National Animal Disease Center, USDA-ARS, Ames, IA, 50010, USA
| | - Qiuhan Jiang
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Sarah Pedersen
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Michael L Syring
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - David A Kudrna
- Arizona Genomics Institute, School of Plant Sciences, University of Arizona, Tucson, AZ 85721, USA
| | | | | | - Robert J Schmitz
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - Jeffrey Ross-Ibarra
- Center for Population Biology, University of California, Davis, CA 95616, USA
- Department of Evolution and Ecology, University of California, Davis, CA 95616, USA
- Genome Center, University of California, Davis, CA 95616, USA
| | - Jianming Yu
- Department of Agronomy, Iowa State University, Ames, IA 50011, USA
| | - Jonathan I Gent
- Department of Plant Biology, University of Georgia, Athens, GA 30602, USA
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Doreen Ware
- USDA-ARS NAA Robert W. Holley Center for Agriculture and Health, Agricultural Research Service, Ithaca, NY 14853, USA
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA
| | - R Kelly Dawe
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA.
| |
Collapse
|
9
|
Bowers JE, Paterson AH. Chromosome number is key to longevity of polyploid lineages. THE NEW PHYTOLOGIST 2021; 231:19-28. [PMID: 33772797 DOI: 10.1111/nph.17361] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 03/17/2021] [Indexed: 06/12/2023]
Abstract
Polyploidy is ubiquitous and often recursive in plant lineages, most frequently resulting in extinction but occasionally associated with great evolutionary success. However, instead of chromosome numbers exponentially increasing due to recurrent polyploidy, most angiosperm species have fewer than 14 chromosome pairs. Following genome duplication, diploidisation can render one copy of essential genes nonfunctional without fitness cost. In isolated subpopulations, alternate (homoeologous) gene copies can be lost, creating incompatibilities that reduce fitness of hybrids between subpopulations, constraining exchange of favourable genetic changes and reducing species fitness. When multiple sets of incompatible genes are genetically linked, their deleterious effects are not independent. The effective number of independently acting sets of incompatible loci in hybrids is limited by chromosome number and recombination. Therefore, species with many chromosomes are subject to a higher fitness penalty during diploidisation. Karyotypic changes, especially fusions, that reduce gene flow are normally fitness disadvantages, but during the diploidisation process, can increase fitness by reducing mixing of differentially diploidised alleles. Fitness penalties caused by diploidisation favour accelerated karyotypic change, with each change increasing barriers to gene flow, contributing to speciation. Lower chromosome numbers and increased chromosome fusions confer advantages to surviving the diploidisation process following polyploid formation, by independent mechanisms.
Collapse
Affiliation(s)
- John E Bowers
- Plant Genome Mapping Laboratory, University of Georgia, Athens, GA, 30602, USA
| | - Andrew H Paterson
- Plant Genome Mapping Laboratory, University of Georgia, Athens, GA, 30602, USA
| |
Collapse
|
10
|
Boatwright JL, Yeh CT, Hu HC, Susanna A, Soltis DE, Soltis PS, Schnable PS, Barbazuk WB. Trajectories of Homoeolog-Specific Expression in Allotetraploid Tragopogon castellanus Populations of Independent Origins. FRONTIERS IN PLANT SCIENCE 2021; 12:679047. [PMID: 34249049 PMCID: PMC8261302 DOI: 10.3389/fpls.2021.679047] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 05/20/2021] [Indexed: 06/13/2023]
Abstract
Polyploidization can have a significant ecological and evolutionary impact by providing substantially more genetic material that may result in novel phenotypes upon which selection may act. While the effects of polyploidization are broadly reviewed across the plant tree of life, the reproducibility of these effects within naturally occurring, independently formed polyploids is poorly characterized. The flowering plant genus Tragopogon (Asteraceae) offers a rare glimpse into the intricacies of repeated allopolyploid formation with both nascent (< 90 years old) and more ancient (mesopolyploids) formations. Neo- and mesopolyploids in Tragopogon have formed repeatedly and have extant diploid progenitors that facilitate the comparison of genome evolution after polyploidization across a broad span of evolutionary time. Here, we examine four independently formed lineages of the mesopolyploid Tragopogon castellanus for homoeolog expression changes and fractionation after polyploidization. We show that expression changes are remarkably similar among these independently formed polyploid populations with large convergence among expressed loci, moderate convergence among loci lost, and stochastic silencing. We further compare and contrast these results for T. castellanus with two nascent Tragopogon allopolyploids. While homoeolog expression bias was balanced in both nascent polyploids and T. castellanus, the degree of additive expression was significantly different, with the mesopolyploid populations demonstrating more non-additive expression. We suggest that gene dosage and expression noise minimization may play a prominent role in regulating gene expression patterns immediately after allopolyploidization as well as deeper into time, and these patterns are conserved across independent polyploid lineages.
Collapse
Affiliation(s)
- J. Lucas Boatwright
- Advanced Plant Technology Program, Clemson University, Clemson, SC, United States
| | - Cheng-Ting Yeh
- Department of Agronomy, Iowa State University, Ames, IA, United States
| | - Heng-Cheng Hu
- Department of Agronomy, Iowa State University, Ames, IA, United States
- Covance Inc., Indianapolis, IN, United States
| | - Alfonso Susanna
- Botanic Institute of Barcelona, Consejo Superior de Investigaciones Científicas, ICUB, Barcelona, Spain
| | - Douglas E. Soltis
- Department of Biology, University of Florida, Gainesville, FL, United States
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Florida Museum of Natural History, University of Florida, Gainesville, FL, United States
- Genetics Institute, University of Florida, Gainesville, FL, United States
- Biodiversity Institute, University of Florida, Gainesville, FL, United States
| | - Pamela S. Soltis
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Florida Museum of Natural History, University of Florida, Gainesville, FL, United States
- Genetics Institute, University of Florida, Gainesville, FL, United States
- Biodiversity Institute, University of Florida, Gainesville, FL, United States
| | | | - William B. Barbazuk
- Department of Biology, University of Florida, Gainesville, FL, United States
| |
Collapse
|
11
|
Li Z, McKibben MTW, Finch GS, Blischak PD, Sutherland BL, Barker MS. Patterns and Processes of Diploidization in Land Plants. ANNUAL REVIEW OF PLANT BIOLOGY 2021; 72:387-410. [PMID: 33684297 DOI: 10.1146/annurev-arplant-050718-100344] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Most land plants are now known to be ancient polyploids that have rediploidized. Diploidization involves many changes in genome organization that ultimately restore bivalent chromosome pairing and disomic inheritance, and resolve dosage and other issues caused by genome duplication. In this review, we discuss the nature of polyploidy and its impact on chromosome pairing behavior. We also provide an overview of two major and largely independent processes of diploidization: cytological diploidization and genic diploidization/fractionation. Finally, we compare variation in gene fractionation across land plants and highlight the differences in diploidization between plants and animals. Altogether, we demonstrate recent advancements in our understanding of variation in the patterns and processes of diploidization in land plants and provide a road map for future research to unlock the mysteries of diploidization and eukaryotic genome evolution.
Collapse
Affiliation(s)
- Zheng Li
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| | - Michael T W McKibben
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| | - Geoffrey S Finch
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| | - Paul D Blischak
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| | - Brittany L Sutherland
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| | - Michael S Barker
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721, USA; , , , , ,
| |
Collapse
|
12
|
Han Y, Luthe D. Identification and evolution analysis of the JAZ gene family in maize. BMC Genomics 2021; 22:256. [PMID: 33838665 PMCID: PMC8037931 DOI: 10.1186/s12864-021-07522-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Accepted: 03/08/2021] [Indexed: 02/07/2023] Open
Abstract
Background Jasmonates (JAs) are important for plants to coordinate growth, reproduction, and defense responses. In JA signaling, jasmonate ZIM-domain (JAZ) proteins serve as master regulators at the initial stage of herbivores attacks. Although discovered in many plant species, little in-depth characterization of JAZ gene expression has been reported in the agronomically important crop, maize (Zea mays L.). Results In this study 16 JAZ genes from the maize genome were identified and classified. Phylogenetic analyses were performed from maize, rice, sorghum, Brachypodium, and Arabidopsis using deduced protein sequences, total six clades were proposed and conservation was observed in each group, such as similar gene exon/intron structures. Synteny analysis across four monocots indicated these JAZ gene families had a common ancestor, and duplication events in maize genome may drive the expansion of JAZ gene family, including genome-wide duplication (GWD), transposon, and/or tandem duplication. Strong purifying selection acted on all JAZ genes except those in group 4, which were under neutral selection. Further, we cloned three paralogous JAZ gene pairs from two maize inbreds differing in JA levels and insect resistance, and gene polymorphisms were observed between two inbreds. Conclusions Here we analyzed the composition and evolution of JAZ genes in maize with three other monocot plants. Extensive phylogenetic and synteny analysis revealed the expansion and selection fate of maize JAZ. This is the first study comparing the difference between two inbreds, and we propose genotype-specific JAZ gene expression might be present in maize plants. Since genetic redundancy in JAZ gene family hampers our understanding of their role in response to specific elicitors, we hope this research could be pertinent to elucidating the defensive responses in plants. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07522-4.
Collapse
Affiliation(s)
- Yang Han
- The Pennsylvania State University, Plant Science, University Park, PA, USA
| | - Dawn Luthe
- The Pennsylvania State University, Plant Science, University Park, PA, USA.
| |
Collapse
|
13
|
Mamidi S, Healey A, Huang P, Grimwood J, Jenkins J, Barry K, Sreedasyam A, Shu S, Lovell JT, Feldman M, Wu J, Yu Y, Chen C, Johnson J, Sakakibara H, Kiba T, Sakurai T, Tavares R, Nusinow DA, Baxter I, Schmutz J, Brutnell TP, Kellogg EA. A genome resource for green millet Setaria viridis enables discovery of agronomically valuable loci. Nat Biotechnol 2020; 38:1203-1210. [PMID: 33020633 PMCID: PMC7536120 DOI: 10.1038/s41587-020-0681-2] [Citation(s) in RCA: 94] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 08/24/2020] [Indexed: 11/30/2022]
Abstract
Wild and weedy relatives of domesticated crops harbor genetic variants that can advance agricultural biotechnology. Here we provide a genome resource for the wild plant green millet (Setaria viridis), a model species for studies of C4 grasses, and use the resource to probe domestication genes in the close crop relative foxtail millet (Setaria italica). We produced a platinum-quality genome assembly of S. viridis and de novo assemblies for 598 wild accessions and exploited these assemblies to identify loci underlying three traits: response to climate, a 'loss of shattering' trait that permits mechanical harvest and leaf angle, a predictor of yield in many grass crops. With CRISPR-Cas9 genome editing, we validated Less Shattering1 (SvLes1) as a gene whose product controls seed shattering. In S. italica, this gene was rendered nonfunctional by a retrotransposon insertion in the domesticated loss-of-shattering allele SiLes1-TE (transposable element). This resource will enhance the utility of S. viridis for dissection of complex traits and biotechnological improvement of panicoid crops.
Collapse
Affiliation(s)
- Sujan Mamidi
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Adam Healey
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Pu Huang
- Donald Danforth Plant Science Center, St. Louis, MO, USA
- BASF Corporation, Durham, NC, USA
| | - Jane Grimwood
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Jerry Jenkins
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Kerrie Barry
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Shengqiang Shu
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - John T Lovell
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Maximilian Feldman
- Donald Danforth Plant Science Center, St. Louis, MO, USA
- USDA-ARS Temperate Tree Fruit and Vegetable Research Unit, Prosser, WA, USA
| | - Jinxia Wu
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yunqing Yu
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Cindy Chen
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jenifer Johnson
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Hitoshi Sakakibara
- RIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Japan
- Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, Japan
| | - Takatoshi Kiba
- RIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Japan
- Graduate School of Bioagricultural Sciences, Nagoya University, Nagoya, Japan
| | - Tetsuya Sakurai
- RIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Japan
- Multidisciplinary Science Cluster, Kochi University, Nankoku, Kochi, Japan
| | - Rachel Tavares
- Donald Danforth Plant Science Center, St. Louis, MO, USA
- Biology Department, University of Massachusetts, Amherst, MA, USA
| | | | - Ivan Baxter
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Jeremy Schmutz
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Thomas P Brutnell
- Donald Danforth Plant Science Center, St. Louis, MO, USA
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, China
| | | |
Collapse
|
14
|
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: 1.0] [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.
Collapse
Affiliation(s)
- James C Schnable
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, 68588, USA
| |
Collapse
|
15
|
Preston JC, Fjellheim S. Understanding Past, and Predicting Future, Niche Transitions based on Grass Flowering Time Variation. PLANT PHYSIOLOGY 2020; 183:822-839. [PMID: 32404414 PMCID: PMC7333695 DOI: 10.1104/pp.20.00100] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Accepted: 05/08/2020] [Indexed: 05/19/2023]
Abstract
Since their origin in the early Cretaceous, grasses have diversified across every continent on Earth, with a handful of species (rice [Oryza sativa], maize [Zea mays], and wheat [Triticum aestivum]) providing most of the caloric intake of contemporary humans and their livestock. The ecological dominance of grasses can be attributed to a number of physiological innovations, many of which contributed to shifts from closed to open habitats that incur daily (e.g. tropical mountains) and/or seasonal extremes in temperature (e.g. temperate/continental regions) and precipitation (e.g. tropical savannas). In addition to strategies that allow them to tolerate or resist periodically stressful environments, plants can adopt escape behaviors by modifying the relative timing of distinct development phases. Flowering time is one of these behaviors that can also act as a postzygotic barrier to reproduction and allow temporal partitioning of resources to promote coexistence. In this review, we explore what is known about the phylogenetic pattern of flowering control in grasses, and how this relates to broad- and fine-scale niche transitions within the family. We then synthesize recent findings on the genetic basis of flowering time evolution as a way to begin deciphering why certain aspects of flowering are seemingly so conserved, and what the implications of this are for future adaptation under climate change.
Collapse
Affiliation(s)
- Jill C Preston
- Department of Plant Biology, University of Vermont, Burlington, Vermont 05405
| | - Siri Fjellheim
- Department of Plant Sciences, Norwegian University of Life Sciences, 1430 Ås, Norway
| |
Collapse
|
16
|
Zheng Z, Hey S, Jubery T, Liu H, Yang Y, Coffey L, Miao C, Sigmon B, Schnable JC, Hochholdinger F, Ganapathysubramanian B, Schnable PS. Shared Genetic Control of Root System Architecture between Zea mays and Sorghum bicolor. PLANT PHYSIOLOGY 2020; 182:977-991. [PMID: 31740504 PMCID: PMC6997706 DOI: 10.1104/pp.19.00752] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 11/03/2019] [Indexed: 05/08/2023]
Abstract
Determining the genetic control of root system architecture (RSA) in plants via large-scale genome-wide association study (GWAS) requires high-throughput pipelines for root phenotyping. We developed Core Root Excavation using Compressed-air (CREAMD), a high-throughput pipeline for the cleaning of field-grown roots, and Core Root Feature Extraction (COFE), a semiautomated pipeline for the extraction of RSA traits from images. CREAMD-COFE was applied to diversity panels of maize (Zea mays) and sorghum (Sorghum bicolor), which consisted of 369 and 294 genotypes, respectively. Six RSA-traits were extracted from images collected from >3,300 maize roots and >1,470 sorghum roots. Single nucleotide polymorphism (SNP)-based GWAS identified 87 TAS (trait-associated SNPs) in maize, representing 77 genes and 115 TAS in sorghum. An additional 62 RSA-associated maize genes were identified via expression read depth GWAS. Among the 139 maize RSA-associated genes (or their homologs), 22 (16%) are known to affect RSA in maize or other species. In addition, 26 RSA-associated genes are coregulated with genes previously shown to affect RSA and 51 (37% of RSA-associated genes) are themselves transe-quantitative trait locus for another RSA-associated gene. Finally, the finding that RSA-associated genes from maize and sorghum included seven pairs of syntenic genes demonstrates the conservation of regulation of morphology across taxa.
Collapse
Affiliation(s)
- Zihao Zheng
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- Interdepartmental Genetics and Genomics Graduate Program, Iowa State University, Ames, Iowa 50011
| | - Stefan Hey
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Bonn 53113, Germany
| | - Talukder Jubery
- Department of Mechanical Engineering, Iowa State University, Ames, Iowa 50011
| | - Huyu Liu
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- Interdepartmental Genetics and Genomics Graduate Program, Iowa State University, Ames, Iowa 50011
- Department of Plant Genetics & Breeding, China Agricultural University, Beijing 100193, China
| | - Yu Yang
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- Department of Plant Genetics & Breeding, China Agricultural University, Beijing 100193, China
| | - Lisa Coffey
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
| | - Chenyong Miao
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Brandi Sigmon
- Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - James C Schnable
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Frank Hochholdinger
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Bonn 53113, Germany
| | | | - Patrick S Schnable
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- Interdepartmental Genetics and Genomics Graduate Program, Iowa State University, Ames, Iowa 50011
- Department of Plant Genetics & Breeding, China Agricultural University, Beijing 100193, China
| |
Collapse
|
17
|
Moisseyev G, Park K, Cui A, Freitas D, Rajagopal D, Konda AR, Martin-Olenski M, Mcham M, Liu K, Du Q, Schnable JC, Moriyama EN, Cahoon EB, Zhang C. RGPDB: database of root-associated genes and promoters in maize, soybean, and sorghum. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2020; 2020:5851117. [PMID: 32500918 PMCID: PMC7273057 DOI: 10.1093/database/baaa038] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 03/02/2020] [Accepted: 05/06/2020] [Indexed: 12/21/2022]
Abstract
Root-associated genes play an important role in plants. Despite the fact that there have been studies on root biology, information on genes that are specifically expressed or upregulated in roots is poorly collected. There exist very few databases dedicated to genes and promoters associated with root biology, preventing effective root-related studies. Therefore, we analyzed multiple types of omics data to identify root-associated genes in maize, soybean, and sorghum and constructed a comprehensive online database of these genes and their promoter sequences. This database creates a pivotal platform capable of stimulating and facilitating further studies on manipulating root growth and development.
Collapse
Affiliation(s)
- Gleb Moisseyev
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Kiyoul Park
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Alix Cui
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Daniel Freitas
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Divith Rajagopal
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Anji Reddy Konda
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | | | - Mackenzie Mcham
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Kan Liu
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Qian Du
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - James C Schnable
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE 68583 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Etsuko N Moriyama
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Edgar B Cahoon
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Chi Zhang
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| |
Collapse
|
18
|
On JSW, Arokiaraj AWR, Chow BKC. Molecular evolution of CRH and CRHR subfamily before the evolutionary origin of vertebrate. Peptides 2019; 120:170087. [PMID: 31042548 DOI: 10.1016/j.peptides.2019.04.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 04/21/2019] [Accepted: 04/23/2019] [Indexed: 11/19/2022]
Abstract
Corticotropin-releasing hormone (CRH) is well-cited for its important role in governing the stress responses via neuroendocrine system in vertebrates. After the identification of homologs of CRH receptor (CRHR) in both deuterostome and arthropod lineages, it was suggested that the ancestral homolog of CRH-CRHR molecular system is present in the bilaterian. However, homolog sequences from arthropods differ considerably from vertebrate CRH-like peptide sequences. Due to the significant difference between the biological system, as well as the gene regulatory network, of protostome and that of vertebrate, physiological studies on the protostomes may not provide important insight into the evolutionary history of vertebrate CRH system, while tunicate and amphioxus, two close relatives to vertebrate, which have diverged before two rounds of whole genome duplication (2WGDs) do. Given the identification of amphioxus CRH-like peptide by our group, this review aims to reexamine the current hypotheses on the evolution of CRH subfamily. It is generally accepted that paralogs of CRH and CRHR have been produced through 2WGDs, which occurred during the early vertebrate evolution. The identification of a single crh-like gene in amphioxi and tunicates by in silico search and the presence of two paralogons with a total of 5 crh-like genes in gnathostomes has shown that an additional duplication event might have happened to the ancestral crh-like gene before 2WGDs. On the other hand, the evolution of crhr gene subfamily appears to be mainly influenced by 2WGDs and only two receptor genes have been retained in the genomes of jawed vertebrates.
Collapse
Affiliation(s)
- Jason Sai Wun On
- School of Biological Sciences, The University of Hong Kong, Hong Kong, China
| | | | | |
Collapse
|
19
|
Yuan J, Wang J, Yu J, Meng F, Zhao Y, Li J, Sun P, Sun S, Zhang Z, Liu C, Wei C, Guo H, Li X, Duan X, Shen S, Xie Y, Hou Y, Zhang J, Shehzad T, Wang X. Alignment of Rutaceae Genomes Reveals Lower Genome Fractionation Level Than Eudicot Genomes Affected by Extra Polyploidization. FRONTIERS IN PLANT SCIENCE 2019; 10:986. [PMID: 31447866 PMCID: PMC6691040 DOI: 10.3389/fpls.2019.00986] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2019] [Accepted: 07/12/2019] [Indexed: 06/10/2023]
Abstract
Owing to their nutritional and commercial values, the genomes of several citrus plants have been sequenced, and the genome of one close relative in the Rutaceae family, atalantia (Atalantia buxifolia), has also been sequenced. Here, we show a family-level comparative analysis of Rutaceae genomes. By using grape as the outgroup and checking cross-genome gene collinearity, we systematically performed a hierarchical and event-related alignment of Rutaceae genomes, and produced a gene list defining homologous regions based on ancestral polyploidization or speciation. We characterized genome fractionation resulting from gene loss or relocation, and found that erosion of gene collinearity could largely be described by a geometric distribution. Moreover, we found that well-assembled Rutaceae genomes retained significantly more genes (65-82%) than other eudicots affected by recursive polyploidization. Additionally, we showed divergent evolutionary rates among Rutaceae plants, with sweet orange evolving faster than others, and by performing evolutionary rate correction, re-dated major evolutionary events during their evolution. We deduced that the divergence between the Rutaceae family and grape occurred about 81.15-91.74 million years ago (mya), while the split between citrus and atalantia plants occurred <10 mya. In addition, we showed that polyploidization led to a copy number expansion of key gene families contributing to the biosynthesis of vitamin C. Overall, the present effort provides an important comparative genomics resource and lays a foundation to understand the evolution and functional innovation of Rutaceae genomes.
Collapse
Affiliation(s)
- Jiaqing Yuan
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Jinpeng Wang
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Jigao Yu
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Fanbo Meng
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Yuhao Zhao
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Jing Li
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Pengchuan Sun
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Sangrong Sun
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Zhikang Zhang
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Chao Liu
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Chendan Wei
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - He Guo
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Xinyu Li
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| | - Xueqian Duan
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
| | - Shaoqi Shen
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
| | - Yangqin Xie
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
| | - Yue Hou
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
| | - Jin Zhang
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
| | - Tariq Shehzad
- Plant Genome Mapping Laboratory, University of Georgia, Athens, GA, United States
| | - Xiyin Wang
- School of Life Sciences, North China University of Science and Technology, Tangshan, China
- Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, China
| |
Collapse
|
20
|
Zhou P, Hirsch CN, Briggs SP, Springer NM. Dynamic Patterns of Gene Expression Additivity and Regulatory Variation throughout Maize Development. MOLECULAR PLANT 2019; 12:410-425. [PMID: 30593858 DOI: 10.1016/j.molp.2018.12.015] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Revised: 12/14/2018] [Accepted: 12/18/2018] [Indexed: 05/26/2023]
Abstract
Gene expression variation is a key component underlying phenotypic variation and heterosis. Transcriptome profiling was performed on 23 different tissues or developmental stages of two maize inbreds, B73 and Mo17, as well as their F1 hybrid. The obtained large-scale datasets provided opportunities to monitor the developmental dynamics of differential expression, additivity for gene expression, and regulatory variation. The transcriptome can be divided into ∼30 000 genes that are expressed in at least one tissue of one inbred and an additional ∼10 000 ″silent" genes that are not expressed in any tissue of any genotype, 90% of which are non-syntenic relative to other grasses. Many (∼74%) of the expressed genes exhibit differential expression in at least one tissue. However, the majority of genes with differential expression do not exhibit consistent differential expression in different tissues. These genes often exhibit tissue-specific differential expression with equivalent expression in other tissues, and in many cases they switch the directionality of differential expression in different tissues. This suggests widespread variation for tissue-specific regulation of gene expression between the two maize inbreds B73 and Mo17. Nearly 5000 genes are expressed in only one parent in at least one tissue (single parent expression) and 97% of these genes are expressed at mid-parent levels or higher in the hybrid, providing extensive opportunities for hybrid complementation in heterosis. In general, additive expression patterns are much more common than non-additive patterns, and this trend is more pronounced for genes with strong differential expression or single parent expression. There is relatively little evidence for non-additive expression patterns that are maintained in multiple tissues. The analysis of allele-specific expression allowed classification of cis- and trans-regulatory variation. Genes with cis-regulatory variation often exhibit additive expression and tend to have more consistent regulatory variation throughout development. In contrast, genes with trans-regulatory variation are enriched for non-additive patterns and often show tissue-specific differential expression. Taken together, this study provides a deeper understanding of regulatory variation and the degree of additive gene expression throughout maize development. The dynamic nature of differential expression, additivity, and regulatory variation imply abundant variability for tissue-specific regulatory mechanisms and suggest that connections between transcriptome and phenome will require expression data from multiple tissues.
Collapse
Affiliation(s)
- Peng Zhou
- Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN 55108, USA
| | - Candice N Hirsch
- Department of Agronomy and Plant Genetics, University of Minnesota, Saint Paul, MN 55108, USA
| | - Steven P Briggs
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA 92093, USA
| | - Nathan M Springer
- Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN 55108, USA.
| |
Collapse
|
21
|
Mace E, Innes D, Hunt C, Wang X, Tao Y, Baxter J, Hassall M, Hathorn A, Jordan D. The Sorghum QTL Atlas: a powerful tool for trait dissection, comparative genomics and crop improvement. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2019; 132:751-766. [PMID: 30343386 DOI: 10.1007/s00122-018-3212-5] [Citation(s) in RCA: 63] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Accepted: 10/11/2018] [Indexed: 05/20/2023]
Abstract
We describe the development and application of the Sorghum QTL Atlas, a high-resolution, open-access research platform to facilitate candidate gene identification across three cereal species, sorghum, maize and rice. The mechanisms governing the genetic control of many quantitative traits are only poorly understood and have yet to be fully exploited. Over the last two decades, over a thousand QTL and GWAS studies have been published in the major cereal crops including sorghum, maize and rice. A large body of information has been generated on the genetic basis of quantitative traits, their genomic location, allelic effects and epistatic interactions. However, such QTL information has not been widely applied by cereal improvement programs and genetic researchers worldwide. In part this is due to the heterogeneous nature of QTL studies which leads QTL reliability variation from study to study. Using approaches to adjust the QTL confidence interval, this platform provides access to the most updated sorghum QTL information than any database available, spanning 23 years of research since 1995. The QTL database provides information on the predicted gene models underlying the QTL CI, across all sorghum genome assembly gene sets and maize and rice genome assemblies and also provides information on the diversity of the underlying genes and information on signatures of selection in sorghum. The resulting high-resolution, open-access research platform facilitates candidate gene identification across 3 cereal species, sorghum, maize and rice. Using a number of trait examples, we demonstrate the power and resolution of the resource to facilitate comparative genomics approaches to provide a bridge between genomics and applied breeding.
Collapse
Affiliation(s)
- Emma Mace
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Warwick, QLD, 4370, Australia.
- Department of Agriculture and Fisheries, Hermitage Research Facility, Warwick, QLD, 4370, Australia.
| | - David Innes
- Department of Agriculture and Fisheries, Ecosciences Precinct, Brisbane, QLD, 4102, Australia
| | - Colleen Hunt
- Department of Agriculture and Fisheries, Hermitage Research Facility, Warwick, QLD, 4370, Australia
| | - Xuemin Wang
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Warwick, QLD, 4370, Australia
| | - Yongfu Tao
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Warwick, QLD, 4370, Australia
| | - Jared Baxter
- Department of Agriculture and Fisheries, Hermitage Research Facility, Warwick, QLD, 4370, Australia
| | - Michael Hassall
- Department of Agriculture and Fisheries, Leslie Research Facility, Toowoomba, QLD, 4350, Australia
| | - Adrian Hathorn
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | - David Jordan
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Warwick, QLD, 4370, Australia
| |
Collapse
|
22
|
Zhou Y, Srinivasan S, Mirnezami SV, Kusmec A, Fu Q, Attigala L, Salas Fernandez MG, Ganapathysubramanian B, Schnable PS. Semiautomated Feature Extraction from RGB Images for Sorghum Panicle Architecture GWAS. PLANT PHYSIOLOGY 2019; 179:24-37. [PMID: 30389784 PMCID: PMC6324233 DOI: 10.1104/pp.18.00974] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Accepted: 10/21/2018] [Indexed: 05/20/2023]
Abstract
Because structural variation in the inflorescence architecture of cereal crops can influence yield, it is of interest to identify the genes responsible for this variation. However, the manual collection of inflorescence phenotypes can be time consuming for the large populations needed to conduct genome-wide association studies (GWAS) and is difficult for multidimensional traits such as volume. A semiautomated phenotyping pipeline, TIM (Toolkit for Inflorescence Measurement), was developed and used to extract unidimensional and multidimensional features from images of 1,064 sorghum (Sorghum bicolor) panicles from 272 genotypes comprising a subset of the Sorghum Association Panel. GWAS detected 35 unique single-nucleotide polymorphisms associated with variation in inflorescence architecture. The accuracy of the TIM pipeline is supported by the fact that several of these trait-associated single-nucleotide polymorphisms (TASs) are located within chromosomal regions associated with similar traits in previously published quantitative trait locus and GWAS analyses of sorghum. Additionally, sorghum homologs of maize (Zea mays) and rice (Oryza sativa) genes known to affect inflorescence architecture are enriched in the vicinities of TASs. Finally, our TASs are enriched within genomic regions that exhibit high levels of divergence between converted tropical lines and cultivars, consistent with the hypothesis that these chromosomal intervals were targets of selection during modern breeding.
Collapse
Affiliation(s)
- Yan Zhou
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
| | | | | | - Aaron Kusmec
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
| | - Qi Fu
- College of Agronomy, China Agricultural University, 100083 Beijing, China
| | | | | | | | - Patrick S Schnable
- Department of Agronomy, Iowa State University, Ames, Iowa 50011
- College of Agronomy, China Agricultural University, 100083 Beijing, China
| |
Collapse
|
23
|
Shi J, Drummond BJ, Habben JE, Brugire N, Weers BP, Hakimi SM, Lafitte HR, Schussler JR, Mo H, Beatty M, Zastrow-Hayes G, O'Neill D. Ectopic expression of ARGOS8 reveals a role for ethylene in root-lodging resistance in maize. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2019; 97:378-390. [PMID: 30326542 PMCID: PMC7379592 DOI: 10.1111/tpj.14131] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 10/04/2018] [Accepted: 10/08/2018] [Indexed: 05/22/2023]
Abstract
Ethylene plays a critical role in many diverse processes in plant development. Recent studies have demonstrated that overexpression of the maize ARGOS8 gene reduces the plant's response to ethylene by decreasing ethylene signaling and enhances grain yield in transgenic maize plants. The objective of this study was to determine the effects of ethylene on the development of nodal roots, which are primarily responsible for root-lodging resistance in maize. Exogenous application of the ethylene precursor 1-aminocyclopropane-1-carboxylic acid (ACC) was found to promote the emergence of nodal roots. Transcriptome analysis of nodal tissues revealed that the expression of genes involved in metabolic processes and cell wall biogenesis was upregulated in response to ACC treatment, supporting the notion that ethylene is a positive regulator for the outgrowth of young root primordia. In BSV::ARGOS8 transgenic plants with reduced ethylene sensitivity due to constitutive overexpression of ARGOS8, nodal root emergence was delayed and the promotional effect of ACC on nodal root emergence decreased. Field tests showed that the BSV::ARGOS8 plants had higher root lodging relative to non-transgenic controls. When ARGOS8 expression was controlled by the developmentally regulated promoter FTM1, which conferred ARGOS8 overexpression in adult plants but not in the nodal roots and nodes in juvenile plants, the FTM1::ARGOS8 plants had no significant difference in root lodging compared with the wild type but produced a higher grain yield. These results suggest that ethylene has a role in promoting nodal root emergence and that a delay in nodal root development has a negative effect on root-lodging resistance in maize.
Collapse
Affiliation(s)
- Jinrui Shi
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Bruce J Drummond
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Jeffrey E Habben
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Norbert Brugire
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Ben P Weers
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Salim M Hakimi
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - H Renee Lafitte
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Jeffrey R Schussler
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Hua Mo
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Mary Beatty
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Gina Zastrow-Hayes
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| | - Dennis O'Neill
- Corteva Agriscience, Agriculture Division of DowDuPont, 7300 NW 62nd Avenue, Johnston, IA, 50131, USA
| |
Collapse
|
24
|
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: 0.1] [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.
Collapse
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
| | | | | | | |
Collapse
|
25
|
Tandem Duplicate Genes in Maize Are Abundant and Date to Two Distinct Periods of Time. G3-GENES GENOMES GENETICS 2018; 8:3049-3058. [PMID: 30030405 PMCID: PMC6118310 DOI: 10.1534/g3.118.200580] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Tandem duplicate genes are proximally duplicated and as such occur in similar genomic neighborhoods. Using the maize B73 and PH207 de novo genome assemblies, we identified thousands of tandem gene duplicates that account for ∼10% of the annotated genes. These tandem duplicates have a bimodal distribution of ages, which coincide with ancient allopolyploidization and more recent domestication. Tandem duplicates are smaller on average and have a higher probability of containing LTR elements than other genes, suggesting origins in nonhomologous recombination. Within relatively recent tandem duplicate genes, ∼26% appear to be undergoing degeneration or divergence in function from the ancestral copy. Our results show that tandem duplicates are abundant in maize, arose in bursts throughout maize evolutionary history under multiple potential mechanisms, and may provide a substrate for novel phenotypic variation.
Collapse
|
26
|
Liao Y, Zhang X, Li B, Liu T, Chen J, Bai Z, Wang M, Shi J, Walling JG, Wing RA, Jiang J, Chen M. Comparison of Oryza sativa and Oryza brachyantha Genomes Reveals Selection-Driven Gene Escape from the Centromeric Regions. THE PLANT CELL 2018; 30:1729-1744. [PMID: 29967288 PMCID: PMC6139686 DOI: 10.1105/tpc.18.00163] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 05/23/2018] [Accepted: 06/28/2018] [Indexed: 05/03/2023]
Abstract
Centromeres are dynamic chromosomal regions, and the genetic and epigenetic environment of the centromere is often regarded as oppressive to protein-coding genes. Here, we used comparative genomic and phylogenomic approaches to study the evolution of centromeres and centromere-linked genes in the genus Oryza We report a 12.4-Mb high-quality BAC-based pericentromeric assembly for Oryza brachyantha, which diverged from cultivated rice (Oryza sativa) ∼15 million years ago. The synteny analyses reveal seven medium (>50 kb) pericentric inversions in O. sativa and 10 in O. brachyantha Of these inversions, three resulted in centromere movement (Chr1, Chr7, and Chr9). Additionally, we identified a potential centromere-repositioning event, in which the ancestral centromere on chromosome 12 in O. brachyantha jumped ∼400 kb away, possibly mediated by a duplicated transposition event (>28 kb). More strikingly, we observed an excess of syntenic gene loss at and near the centromeric regions (P < 2.2 × 10-16). Most (33/47) of the missing genes moved to other genomic regions; therefore such excess could be explained by the selective loss of the copy in or near centromeric regions after gene duplication. The pattern of gene loss immediately adjacent to centromeric regions suggests centromere chromatin dynamics (e.g., spreading or microrepositioning) may drive such gene loss.
Collapse
Affiliation(s)
- Yi Liao
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xuemei Zhang
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Bo Li
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Tieyan Liu
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Jinfeng Chen
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Zetao Bai
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Meijiao Wang
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jinfeng Shi
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Jason G Walling
- USDA-ARS-MWA-Cereal Crops Research Unit, Madison, Wisconsin 53726
| | - Rod A Wing
- Arizona Genomics Institute, School of Plant Sciences, BIO5 Institute, University of Arizona, Tucson, Arizona 85721
| | - Jiming Jiang
- Department of Horticulture, University of Wisconsin-Madison, Madison, Wisconsin 53706
- Department of Plant Biology, Department of Horticulture, Michigan State University, East Lansing, Michigan 48824
| | - Mingsheng Chen
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing, China
| |
Collapse
|
27
|
Jin M, Liu X, Jia W, Liu H, Li W, Peng Y, Du Y, Wang Y, Yin Y, Zhang X, Liu Q, Deng M, Li N, Cui X, Hao D, Yan J. ZmCOL3, a CCT gene represses flowering in maize by interfering with the circadian clock and activating expression of ZmCCT. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2018; 60:465-480. [PMID: 29319223 DOI: 10.1111/jipb.12632] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2017] [Accepted: 01/09/2018] [Indexed: 05/26/2023]
Abstract
Flowering time is a trait vital to the adaptation of flowering plants to different environments. Here, we report that CCT domain genes play an important role in flowering in maize (Zea mays L.). Among the 53 CCT family genes we identified in maize, 28 were located in flowering time quantitative trait locus regions and 15 were significantly associated with flowering time, based on candidate-gene association mapping analysis. Furthermore, a CCT gene named ZmCOL3 was shown to be a repressor of flowering. Overexpressing ZmCOL3 delayed flowering time by approximately 4 d, in either long-day or short-day conditions. The absence of one cytosine in the ZmCOL3 3'UTR and the presence of a 551 bp fragment in the promoter region are likely the causal polymorphisms contributing to the maize adaptation from tropical to temperate regions. We propose a modified model of the maize photoperiod pathway, wherein ZmCOL3 acts as an inhibitor of flowering either by transactivating transcription of ZmCCT, one of the key genes regulating maize flowering, or by interfering with the circadian clock.
Collapse
Affiliation(s)
- Minliang Jin
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Xiangguo Liu
- Biotechnology Research Centre, Jilin Academy of Agricultural Sciences, Changchun 130033, China
| | - Wei Jia
- College of Life Sciences, Jilin Agricultural University, Changchun 130033, China
| | - Haijun Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Wenqiang Li
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Yong Peng
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Yanfang Du
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Yuebin Wang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Yuejia Yin
- Biotechnology Research Centre, Jilin Academy of Agricultural Sciences, Changchun 130033, China
| | - Xuehai Zhang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Qing Liu
- Biotechnology Research Centre, Jilin Academy of Agricultural Sciences, Changchun 130033, China
| | - Min Deng
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| | - Nan Li
- Biotechnology Research Centre, Jilin Academy of Agricultural Sciences, Changchun 130033, China
| | - Xiyan Cui
- College of Life Sciences, Jilin Agricultural University, Changchun 130033, China
| | - Dongyun Hao
- Biotechnology Research Centre, Jilin Academy of Agricultural Sciences, Changchun 130033, China
| | - Jianbing Yan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
| |
Collapse
|
28
|
Funk A, Galewski P, McGrath JM. Nucleotide-binding resistance gene signatures in sugar beet, insights from a new reference genome. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2018; 95:659-671. [PMID: 29797366 DOI: 10.1111/tpj.13977] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 04/19/2018] [Accepted: 05/04/2018] [Indexed: 05/28/2023]
Abstract
Nucleotide-binding (NB-ARC), leucine-rich-repeat genes (NLRs) account for 60.8% of resistance (R) genes molecularly characterized from plants. NLRs exist as large gene families prone to tandem duplication and transposition, with high sequence diversity among crops and their wild relatives. This diversity can be a source of new disease resistance, but difficulty in distinguishing specific sequences from homologous gene family members hinders characterization of resistance for improving crop varieties. Current genome sequencing and assembly technologies, especially those using long-read sequencing, are improving resolution of repeat-rich genomic regions and clarifying locations of duplicated genes, such as NLRs. Using the conserved NB-ARC domain as a model, 231 tentative NB-ARC loci were identified in a highly contiguous genome assembly of sugar beet, revealing diverged and truncated NB-ARC signatures as well as full-length sequences. The NB-ARC-associated proteins contained NLR resistance gene domains, including TIR, CC and LRR, as well as other integrated domains. Phylogenetic relationships of partial and complete domains were determined, and patterns of physical clustering in the genome were evaluated. Comparison of sugar beet NB-ARC domains to validated R-genes from monocots and eudicots suggested extensive Beta vulgaris-specific subfamily expansions. The NLR landscape in the rhizomania resistance conferring Rz region of Chromosome 3 was characterized, identifying 26 NLR-like sequences spanning 20 MB. This work presents the first detailed view of NLR family composition in a member of the Caryophyllales, builds a foundation for additional disease resistance work in B. vulgaris, and demonstrates an additional nucleic-acid-based method for NLR prediction in non-model plant species.
Collapse
Affiliation(s)
- Andrew Funk
- Department of Plant, Soil, and Microbial Science, Plant Breeding, Genetics, and Biotechnology Program, Michigan State University, East Lansing, MI, 48824, USA
| | - Paul Galewski
- Department of Plant, Soil, and Microbial Science, Plant Breeding, Genetics, and Biotechnology Program, Michigan State University, East Lansing, MI, 48824, USA
| | - J Mitchell McGrath
- USDA-ARS, Sugarbeet and Bean Research Unit, 1066 Bogue Street, 494 PSSB, East Lansing, MI, 48824, USA
| |
Collapse
|
29
|
Bolger ME, Arsova B, Usadel B. Plant genome and transcriptome annotations: from misconceptions to simple solutions. Brief Bioinform 2018; 19:437-449. [PMID: 28062412 PMCID: PMC5952960 DOI: 10.1093/bib/bbw135] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 11/29/2016] [Indexed: 12/14/2022] Open
Abstract
Next-generation sequencing has triggered an explosion of available genomic and transcriptomic resources in the plant sciences. Although genome and transcriptome sequencing has become orders of magnitudes cheaper and more efficient, often the functional annotation process is lagging behind. This might be hampered by the lack of a comprehensive enumeration of simple-to-use tools available to the plant researcher. In this comprehensive review, we present (i) typical ontologies to be used in the plant sciences, (ii) useful databases and resources used for functional annotation, (iii) what to expect from an annotated plant genome, (iv) an automated annotation pipeline and (v) a recipe and reference chart outlining typical steps used to annotate plant genomes/transcriptomes using publicly available resources.
Collapse
Affiliation(s)
- Marie E Bolger
- Forschungszentrum Jülich, Wilhelm Johnen Str, Jülich, Germany
| | - Borjana Arsova
- Forschungszentrum Jülich, Wilhelm Johnen Str, Jülich, Germany
- FRS-FNRS Chargé de Recherches, Functional Genomics and Plant Molecular Imaging Center for Protein Engineering (CIP), Dpt of Life Sciences, University of Liège, Quartier de la Vallée, 1, Chemin de la Vallée, 4 - Bât B22, 4000 LIEGE, Belgium
| | - Björn Usadel
- Forschungszentrum Jülich, Wilhelm Johnen Str, Jülich, Germany
- RWTH Aachen University, Institute for Biology I Botany, BioSC, Worringer Weg 3, Aachen, Germany
| |
Collapse
|
30
|
Carvalho DS, Schnable JC, Almeida AMR. Integrating Phylogenetic and Network Approaches to Study Gene Family Evolution: The Case of the AGAMOUS Family of Floral Genes. Evol Bioinform Online 2018; 14:1176934318764683. [PMID: 29899658 PMCID: PMC5993073 DOI: 10.1177/1176934318764683] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 02/09/2018] [Indexed: 11/17/2022] Open
Abstract
The study of gene family evolution has benefited from the use of phylogenetic tools, which can greatly inform studies of both relationships within gene families and functional divergence. Here, we propose the use of a network-based approach that in combination with phylogenetic methods can provide additional support for models of gene family evolution. We dissect the contributions of each method to the improved understanding of relationships and functions within the well-characterized family of AGAMOUS floral development genes. The results obtained with the two methods largely agreed with one another. In particular, we show how network approaches can provide improved interpretations of branches with low support in a conventional gene tree. The network approach used here may also better reflect known and suspected patterns of functional divergence relative to phylogenetic methods. Overall, we believe that the combined use of phylogenetic and network tools provide a more robust assessment of gene family evolution.
Collapse
Affiliation(s)
- Daniel S Carvalho
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - James C Schnable
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Ana Maria R Almeida
- Department of Biological Sciences, California State University East Bay, Hayward, CA, USA
| |
Collapse
|
31
|
Mandáková T, Lysak MA. Post-polyploid diploidization and diversification through dysploid changes. CURRENT OPINION IN PLANT BIOLOGY 2018; 42:55-65. [PMID: 29567623 DOI: 10.1016/j.pbi.2018.03.001] [Citation(s) in RCA: 123] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2017] [Revised: 02/28/2018] [Accepted: 03/02/2018] [Indexed: 05/06/2023]
Abstract
Whole-genome duplications are widespread across land plant phylogenies and particularly frequent in ferns and angiosperms. Genome duplications spurred the evolution of key innovations associated with diversification in many angiosperm clades and lineages. Such diversifications are not initiated by genome doubling per se. Rather, differentiation of the primary polyploid populations through a range of processes results in post-polyploid genome diploidization. Structural diploidization gradually reverts the polyploid genome to one functionally diploid-like through chromosomal rearrangements which frequently result in dysploid changes. Dysploidies may lead to reproductive isolation among post-polyploid offspring and significantly contribute to speciation and cladogenetic events.
Collapse
Affiliation(s)
- Terezie Mandáková
- CEITEC - Central European Institute of Technology, Masaryk University, 62500 Brno, Czech Republic
| | - Martin A Lysak
- CEITEC - Central European Institute of Technology, Masaryk University, 62500 Brno, Czech Republic.
| |
Collapse
|
32
|
Emery M, Willis MMS, Hao Y, Barry K, Oakgrove K, Peng Y, Schmutz J, Lyons E, Pires JC, Edger PP, Conant GC. Preferential retention of genes from one parental genome after polyploidy illustrates the nature and scope of the genomic conflicts induced by hybridization. PLoS Genet 2018; 14:e1007267. [PMID: 29590103 PMCID: PMC5891031 DOI: 10.1371/journal.pgen.1007267] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 04/09/2018] [Accepted: 02/21/2018] [Indexed: 11/18/2022] Open
Abstract
Polyploidy is increasingly seen as a driver of both evolutionary innovation and ecological success. One source of polyploid organisms' successes may be their origins in the merging and mixing of genomes from two different species (e.g., allopolyploidy). Using POInT (the Polyploid Orthology Inference Tool), we model the resolution of three allopolyploidy events, one from the bakers' yeast (Saccharomyces cerevisiae), one from the thale cress (Arabidopsis thaliana) and one from grasses including Sorghum bicolor. Analyzing a total of 21 genomes, we assign to every gene a probability for having come from each parental subgenome (i.e., derived from the diploid progenitor species), yielding orthologous segments across all genomes. Our model detects statistically robust evidence for the existence of biased fractionation in all three lineages, whereby genes from one of the two subgenomes were more likely to be lost than those from the other subgenome. We further find that a driver of this pattern of biased losses is the co-retention of genes from the same parental genome that share functional interactions. The pattern of biased fractionation after the Arabidopsis and grass allopolyploid events was surprisingly constant in time, with the same parental genome favored throughout the lineages' history. In strong contrast, the yeast allopolyploid event shows evidence of biased fractionation only immediately after the event, with balanced gene losses more recently. The rapid loss of functionally associated genes from a single subgenome is difficult to reconcile with the action of genetic drift and suggests that selection may favor the removal of specific duplicates. Coupled to the evidence for continuing, functionally-associated biased fractionation after the A. thaliana At-α event, we suggest that, after allopolyploidy, there are functional conflicts between interacting genes encoded in different subgenomes that are ultimately resolved through preferential duplicate loss.
Collapse
Affiliation(s)
- Marianne Emery
- Division of Biological Sciences, University of Missouri-Columbia, Columbia, Missouri, United States of America
| | - M. Madeline S. Willis
- Department of Biochemistry, University of Missouri-Columbia, Columbia, Missouri, United States of America
| | - Yue Hao
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina, United States of America
| | - Kerrie Barry
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
| | - Khouanchy Oakgrove
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
| | - Yi Peng
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
| | - Jeremy Schmutz
- Department of Energy Joint Genome Institute, Walnut Creek, California, United States of America
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Eric Lyons
- School of Plant Sciences, University of Arizona, Tucson, Arizona, United States of America
| | - J. Chris Pires
- Division of Biological Sciences, University of Missouri-Columbia, Columbia, Missouri, United States of America
- Informatics Institute, University of Missouri-Columbia, Columbia, Missouri, United States of America
- Bond Life Sciences Center, University of Missouri-Columbia, Columbia, Missouri, United States of America
| | - Patrick P. Edger
- Department of Horticulture, Michigan State University, East Lansing, Michigan, United States of America
- Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, Michigan, United States of America
| | - Gavin C. Conant
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina, United States of America
- Division of Animal Sciences, University of Missouri-Columbia, Columbia, Missouri, United States of America
- Program in Genetics, North Carolina State University, Raleigh, North Carolina, United States of America
- Department of Biological Sciences, North Carolina State University, Raleigh, North Carolina, United States of America
- * E-mail:
| |
Collapse
|
33
|
Predicting Transcription Factor Binding Sites and Their Cognate Transcription Factors Using Gene Expression Data. Methods Mol Biol 2018. [PMID: 28623591 DOI: 10.1007/978-1-4939-7125-1_17] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
A transcription factor (TF) is a DNA binding protein that targets specific binding-sites (TFBSs) to regulate the transcript levels of its downstream genes. Thus, identifying the TF-TFBS pairs is a pivotal step in understanding the function of TFs and the regulatory network in an organism. Here, we describe two methods for predicting the TFBS of a given TF and for predicting the cognate TF of a given TFBS from a set of strongly co-expressed genes, using time-course transcriptome data of maize developing leaves.
Collapse
|
34
|
Liang Z, Schnable JC. Functional Divergence between Subgenomes and Gene Pairs after Whole Genome Duplications. MOLECULAR PLANT 2018; 11:388-397. [PMID: 29275166 DOI: 10.1016/j.molp.2017.12.010] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2017] [Revised: 11/28/2017] [Accepted: 12/12/2017] [Indexed: 05/20/2023]
Abstract
Gene loss following whole genome duplication (WGD) is often biased, with one subgenome retaining more ancestral genes and the other sustaining more gene deletions. While bias toward the greater expression of gene copies on one subgenome can explain bias in gene loss, this raises the question to what drives differences in gene expression levels between subgenomes. Differences in chromatin modifications and epigenetic markers between subgenomes in several model species are now being identified, providing an explanation for bias in gene expression between subgenomes. WGDs can be classified into duplications with higher, biased gene loss and bias in gene expression between subgenomes versus those with lower, unbiased rates of gene loss and an absence of detectable bias between subgenomes; however, the originally proposed link between these two classes and whether WGD results from an allo- or autopolyploid event is inconsistent with recent data from the allopolyploid Capsella bursa-pastoris. The gene balance hypothesis can explain bias in the functional categories of genes retained following WGD, the difference in gene loss rates between unbiased and biased WGDs, and how plant genomes have avoided being overrun with genes encoding dose-sensitive subunits of multiprotein complexes. Comparisons of gene expression patterns between retained transcription factor pairs in maize suggest the high degree of retention for WGD-derived pairs of transcription factors may instead be explained by the older duplication-degeneration-complementation model.
Collapse
Affiliation(s)
- Zhikai Liang
- Plant Science Innovation & Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68503, USA
| | - James C Schnable
- Plant Science Innovation & Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68503, USA.
| |
Collapse
|
35
|
Baldauf JA, Marcon C, Lithio A, Vedder L, Altrogge L, Piepho HP, Schoof H, Nettleton D, Hochholdinger F. Single-Parent Expression Is a General Mechanism Driving Extensive Complementation of Non-syntenic Genes in Maize Hybrids. Curr Biol 2018; 28:431-437.e4. [PMID: 29358068 DOI: 10.1016/j.cub.2017.12.027] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 12/08/2017] [Accepted: 12/13/2017] [Indexed: 12/11/2022]
Abstract
Maize (Zea mays L.) displays an exceptional degree of structural genomic diversity [1, 2]. In addition, variation in gene expression further contributes to the extraordinary phenotypic diversity and plasticity of maize. This study provides a systematic investigation on how distantly related homozygous maize inbred lines affect the transcriptomic plasticity of their highly heterozygous F1 hybrids. The classical dominance model of heterosis explains the superiority of hybrid plants by the complementation of deleterious parental alleles by superior alleles of the second parent at many loci [3]. Genes active in one inbred line but inactive in another represent an extreme instance of allelic diversity defined as single-parent expression [4]. We observed on average ∼1,000 such genes in all inbred line combinations during primary root development. These genes consistently displayed expression complementation (i.e., activity) in their hybrid progeny. Consequently, extreme expression complementation is a general mechanism that results on average in ∼600 additionally active genes and their encoded biological functions in hybrids. The modern maize genome is complemented by a set of non-syntenic genes, which emerged after the separation of the maize and sorghum lineages and lack syntenic orthologs in any other grass species [5]. We demonstrated that non-syntenic genes are the driving force of gene expression complementation in hybrids. Among those, the highly diversified families of bZIP and bHLH transcription factors [6] are systematically overrepresented. In summary, extreme gene expression complementation extensively shapes the transcriptomic plasticity of maize hybrids and might therefore be one factor controlling the developmental plasticity of hybrids.
Collapse
Affiliation(s)
- Jutta A Baldauf
- Institute for Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Friedrich-Ebert-Allee 144, 53113 Bonn, Germany
| | - Caroline Marcon
- Institute for Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Friedrich-Ebert-Allee 144, 53113 Bonn, Germany
| | - Andrew Lithio
- Department of Statistics, Iowa State University, 2438 Osborne Dr., Ames, IA 50011-1210, USA
| | - Lucia Vedder
- Institute for Crop Science and Resource Conservation, Crop Bioinformatics, University of Bonn, Katzenburgweg 2, 53115 Bonn, Germany
| | - Lena Altrogge
- Institute for Crop Science and Resource Conservation, Crop Bioinformatics, University of Bonn, Katzenburgweg 2, 53115 Bonn, Germany
| | - Hans-Peter Piepho
- Institute for Crop Science, Biostatistics Unit, University of Hohenheim, Fruwirthstraße 23, 70599 Stuttgart, Germany
| | - Heiko Schoof
- Institute for Crop Science and Resource Conservation, Crop Bioinformatics, University of Bonn, Katzenburgweg 2, 53115 Bonn, Germany
| | - Dan Nettleton
- Department of Statistics, Iowa State University, 2438 Osborne Dr., Ames, IA 50011-1210, USA
| | - Frank Hochholdinger
- Institute for Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Friedrich-Ebert-Allee 144, 53113 Bonn, Germany.
| |
Collapse
|
36
|
Nani TF, Schnable JC, Washburn JD, Albert P, Pereira WA, Sobrinho FS, Birchler JA, Techio VH. Location of low copy genes in chromosomes of Brachiaria spp. Mol Biol Rep 2018; 45:109-118. [PMID: 29330722 DOI: 10.1007/s11033-018-4144-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Accepted: 12/27/2017] [Indexed: 01/09/2023]
Abstract
Repetitive DNA sequences have been widely used in cytogenetic analyses. The use of gene sequences with a low-copy-number, however, is little explored especially in plants. To date, the karyotype details in Brachiaria spp. are limited to the location of rDNA sites. The challenge lies in developing new probes based on incomplete sequencing data for the genus or complete sequencing of related species, since there are no model species with a sequenced genome in Brachiaria spp. The present study aimed at the physical location of conserved genes in chromosomes of Brachiaria ruziziensis, Brachiaria brizantha, and Brachiaria decumbens using RNAseq data, as well as sequences of Setaria italica and Sorghum bicolor through the fluorescent in situ hybridization technique. Five out of approximately 90 selected sequences generated clusters in the chromosomes of the species of Brachiaria studied. We identified genes in synteny with 5S and 45S rDNA sites, which contributed to the identification of chromosome pairs carrying these genes. In some cases, the species of Brachiaria evaluated had syntenic segments conserved across the chromosomes. The use of genomic sequencing data is essential for the enhancement of cytogenetic analyses.
Collapse
Affiliation(s)
- Thaís Furtado Nani
- Department of Biology, Federal University of Lavras, Lavras, Minas Gerais State, Brazil
| | | | - Jacob D Washburn
- Division of Biological Sciences, University of Missouri, Columbia, MO, USA
| | - Patrice Albert
- Division of Biological Sciences, University of Missouri, Columbia, MO, USA
| | | | - Fausto Souza Sobrinho
- Empresa Brasileira de Pesquisa Agropecuária (Embrapa), Embrapa Gado de Leite (CNPGL), Juiz de Fora, Minas Gerais State, Brazil
| | - James A Birchler
- Division of Biological Sciences, University of Missouri, Columbia, MO, USA
| | - Vânia Helena Techio
- Department of Biology, Federal University of Lavras, Lavras, Minas Gerais State, Brazil.
| |
Collapse
|
37
|
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: 4.3] [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.
Collapse
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
| |
Collapse
|
38
|
Garcia N, Messing J. TTT and PIKK Complex Genes Reverted to Single Copy Following Polyploidization and Retain Function Despite Massive Retrotransposition in Maize. FRONTIERS IN PLANT SCIENCE 2017; 8:1723. [PMID: 29163555 PMCID: PMC5681926 DOI: 10.3389/fpls.2017.01723] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Accepted: 09/20/2017] [Indexed: 06/07/2023]
Abstract
The TEL2, TTI1, and TTI2 proteins are co-chaperones for heat shock protein 90 (HSP90) to regulate the protein folding and maturation of phosphatidylinositol 3-kinase-related kinases (PIKKs). Referred to as the TTT complex, the genes that encode them are highly conserved from man to maize. TTT complex and PIKK genes exist mostly as single copy genes in organisms where they have been characterized. Members of this interacting protein network in maize were identified and synteny analyses were performed to study their evolution. Similar to other species, there is only one copy of each of these genes in maize which was due to a loss of the duplicated copy created by ancient allotetraploidy. Moreover, the retained copies of the TTT complex and the PIKK genes tolerated extensive retrotransposon insertion in their introns that resulted in increased gene lengths and gene body methylation, without apparent effect in normal gene expression and function. The results raise an interesting question on whether the reversion to single copy was due to selection against deleterious unbalanced gene duplications between members of the complex as predicted by the gene balance hypothesis, or due to neutral loss of extra copies. Uneven alteration of dosage either by adding extra copies or modulating gene expression of complex members is being proposed as a means to investigate whether the data supports the gene balance hypothesis or not.
Collapse
|
39
|
Genome-Guided Phylo-Transcriptomic Methods and the Nuclear Phylogentic Tree of the Paniceae Grasses. Sci Rep 2017; 7:13528. [PMID: 29051622 PMCID: PMC5648822 DOI: 10.1038/s41598-017-13236-z] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Accepted: 09/20/2017] [Indexed: 11/23/2022] Open
Abstract
The past few years have witnessed a paradigm shift in molecular systematics from phylogenetic methods (using one or a few genes) to those that can be described as phylogenomics (phylogenetic inference with entire genomes). One approach that has recently emerged is phylo-transcriptomics (transcriptome-based phylogenetic inference). As in any phylogenetics experiment, accurate orthology inference is critical to phylo-transcriptomics. To date, most analyses have inferred orthology based either on pure sequence similarity or using gene-tree approaches. The use of conserved genome synteny in orthology detection has been relatively under-employed in phylogenetics, mainly due to the cost of sequencing genomes. While current trends focus on the quantity of genes included in an analysis, the use of synteny is likely to improve the quality of ortholog inference. In this study, we combine de novo transcriptome data and sequenced genomes from an economically important group of grass species, the tribe Paniceae, to make phylogenomic inferences. This method, which we call “genome-guided phylo-transcriptomics”, is compared to other recently published orthology inference pipelines, and benchmarked using a set of sequenced genomes from across the grasses. These comparisons provide a framework for future researchers to evaluate the costs and benefits of adding sequenced genomes to transcriptome data sets.
Collapse
|
40
|
Evolutionarily Conserved Alternative Splicing Across Monocots. Genetics 2017; 207:465-480. [PMID: 28839042 DOI: 10.1534/genetics.117.300189] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Accepted: 08/11/2017] [Indexed: 12/22/2022] Open
Abstract
One difficulty when identifying alternative splicing (AS) events in plants is distinguishing functional AS from splicing noise. One way to add confidence to the validity of a splice isoform is to observe that it is conserved across evolutionarily related species. We use a high throughput method to identify junction-based conserved AS events from RNA-Seq data across nine plant species, including five grass monocots (maize, sorghum, rice, Brachpodium, and foxtail millet), plus two nongrass monocots (banana and African oil palm), the eudicot Arabidopsis, and the basal angiosperm Amborella In total, 9804 AS events were found to be conserved between two or more species studied. In grasses containing large regions of conserved synteny, the frequency of conserved AS events is twice that observed for genes outside of conserved synteny blocks. In plant-specific RS and RS2Z subfamilies of the serine/arginine (SR) splice-factor proteins, we observe both conservation and divergence of AS events after the whole genome duplication in maize. In addition, plant-specific RS and RS2Z splice-factor subfamilies are highly connected with R2R3-MYB in STRING functional protein association networks built using genes exhibiting conserved AS. Furthermore, we discovered that functional protein association networks constructed around genes harboring conserved AS events are enriched for phosphatases, kinases, and ubiquitylation genes, which suggests that AS may participate in regulating signaling pathways. These data lay the foundation for identifying and studying conserved AS events in the monocots, particularly across grass species, and this conserved AS resource identifies an additional layer between genotype to phenotype that may impact future crop improvement efforts.
Collapse
|
41
|
Zhang Y, Ngu DW, Carvalho D, Liang Z, Qiu Y, Roston RL, Schnable JC. Differentially Regulated Orthologs in Sorghum and the Subgenomes of Maize. THE PLANT CELL 2017; 29:1938-1951. [PMID: 28733421 PMCID: PMC5590507 DOI: 10.1105/tpc.17.00354] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Revised: 07/05/2017] [Accepted: 07/18/2017] [Indexed: 05/19/2023]
Abstract
Identifying interspecies changes in gene regulation, one of the two primary sources of phenotypic variation, is challenging on a genome-wide scale. The use of paired time-course data on cold-responsive gene expression in maize (Zea mays) and sorghum (Sorghum bicolor) allowed us to identify differentially regulated orthologs. While the majority of cold-responsive transcriptional regulation of conserved gene pairs is species specific, the initial transcriptional responses to cold appear to be more conserved than later responses. In maize, the promoters of genes with conserved transcriptional responses to cold tend to contain more micrococcal nuclease hypersensitive sites in their promoters, a proxy for open chromatin. Genes with conserved patterns of transcriptional regulation between the two species show lower ratios of nonsynonymous to synonymous substitutions. Genes involved in lipid metabolism, known to be involved in cold acclimation, tended to show consistent regulation in both species. Genes with species-specific cold responses did not cluster in particular pathways nor were they enriched in particular functional categories. We propose that cold-responsive transcriptional regulation in individual species may not be a reliable marker for function, while a core set of genes involved in perceiving and responding to cold stress are subject to functionally constrained cold-responsive regulation across the grass tribe Andropogoneae.
Collapse
Affiliation(s)
- Yang Zhang
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - Daniel W Ngu
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - Daniel Carvalho
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - Zhikai Liang
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - Yumou Qiu
- Department of Statistics, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - Rebecca L Roston
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| | - James C Schnable
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, Nebraska 68588
| |
Collapse
|
42
|
Huang P, Jiang H, Zhu C, Barry K, Jenkins J, Sandor L, Schmutz J, Box MS, Kellogg EA, Brutnell TP. Sparse panicle1 is required for inflorescence development in Setaria viridis and maize. NATURE PLANTS 2017; 3:17054. [PMID: 28418381 DOI: 10.1038/nplants.2017.54] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2016] [Accepted: 03/20/2017] [Indexed: 05/06/2023]
Abstract
Setaria viridis is a rapid-life-cycle model panicoid grass. To identify genes that may contribute to inflorescence architecture and thus have the potential to influence grain yield in related crops such as maize, we conducted an N-nitroso-N-methylurea (NMU) mutagenesis of S. viridis and screened for visible inflorescence mutant phenotypes. Of the approximately 2,700 M2 families screened, we identified four recessive sparse panicle mutants (spp1-spp4) characterized by reduced and uneven branching of the inflorescence. To identify the gene underlying the sparse panicle1 (spp1) phenotype, we performed bulked segregant analysis and deep sequencing to fine map it to an approximately 1 Mb interval. Within this interval, we identified disruptive mutations in two genes. Complementation tests between spp1 and spp3 revealed they were allelic, and deep sequencing of spp3 identified an independent disruptive mutation in SvAUX1 (AUXIN1), one of the two genes in the ∼1 Mb interval and the only gene disruption shared between spp1 and spp3. SvAUX1 was found to affect both inflorescence development and root gravitropism in S. viridis. A search for orthologous mutant alleles in maize confirmed a very similar role of ZmAUX1 in maize, which highlights the utility of S. viridis in accelerating functional genomic studies in maize.
Collapse
Affiliation(s)
- Pu Huang
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| | - Hui Jiang
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| | - Chuanmei Zhu
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| | - Kerrie Barry
- Department of Energy Joint Genome Institute, Walnut Creek, California 94598, USA
| | - Jerry Jenkins
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama 35806, USA
| | - Laura Sandor
- Department of Energy Joint Genome Institute, Walnut Creek, California 94598, USA
| | - Jeremy Schmutz
- Department of Energy Joint Genome Institute, Walnut Creek, California 94598, USA
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama 35806, USA
| | - Mathew S Box
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| | - Elizabeth A Kellogg
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| | - Thomas P Brutnell
- Donald Danforth Plant Science Center, 975 N Warson Road, St. Louis, Missouri 63132, USA
| |
Collapse
|
43
|
Pont C, Salse J. Wheat paleohistory created asymmetrical genomic evolution. CURRENT OPINION IN PLANT BIOLOGY 2017; 36:29-37. [PMID: 28182971 DOI: 10.1016/j.pbi.2017.01.001] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Revised: 12/12/2016] [Accepted: 01/04/2017] [Indexed: 05/26/2023]
Abstract
Following the triplication reported in Brassiceae ∼10million years ago, and at the basis of rosids ∼100million years ago, bias in organization and regulation, known as subgenome dominance, has been reported between the three post-polyploidy compartments referenced to as less fractionated (LF), medium fractionated (MF1) and more fractionated (MF2), that have been proposed to derive from an hexaploidization event involving ancestors of 7-14-21 chromosomes. Modern bread wheat experienced similar paleohistory during the last half million year of evolution opening a new hypothesis where the wheat genome is at the earliest stages on the road of diploidization through subgenome dominance driving asymmetry in gene content, gene expression abundance, transposable element content as dynamics and epigenetic control between the A, B and D subgenomes.
Collapse
Affiliation(s)
- Caroline Pont
- INRA/UCA UMR 1095 GDEC 'Génétique, Diversité et Ecophysiologie des Céréales', Laboratory PaleoEVO 'Paleogenomics & Evolution', 5 chemin de Beaulieu, 63100 Clermont Ferrand, France
| | - Jérôme Salse
- INRA/UCA UMR 1095 GDEC 'Génétique, Diversité et Ecophysiologie des Céréales', Laboratory PaleoEVO 'Paleogenomics & Evolution', 5 chemin de Beaulieu, 63100 Clermont Ferrand, France*.
| |
Collapse
|
44
|
El Baidouri M, Murat F, Veyssiere M, Molinier M, Flores R, Burlot L, Alaux M, Quesneville H, Pont C, Salse J. Reconciling the evolutionary origin of bread wheat (Triticum aestivum). THE NEW PHYTOLOGIST 2017; 213:1477-1486. [PMID: 27551821 DOI: 10.1111/nph.14113] [Citation(s) in RCA: 77] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2016] [Accepted: 06/18/2016] [Indexed: 05/26/2023]
Abstract
The origin of bread wheat (Triticum aestivum; AABBDD) has been a subject of controversy and of intense debate in the scientific community over the last few decades. In 2015, three articles published in New Phytologist discussed the origin of hexaploid bread wheat (AABBDD) from the diploid progenitors Triticum urartu (AA), a relative of Aegilops speltoides (BB) and Triticum tauschii (DD). Access to new genomic resources since 2013 has offered the opportunity to gain novel insights into the paleohistory of modern bread wheat, allowing characterization of its origin from its diploid progenitors at unprecedented resolution. We propose a reconciled evolutionary scenario for the modern bread wheat genome based on the complementary investigation of transposable element and mutation dynamics between diploid, tetraploid and hexaploid wheat. In this scenario, the structural asymmetry observed between the A, B and D subgenomes in hexaploid bread wheat derives from the cumulative effect of diploid progenitor divergence, the hybrid origin of the D subgenome, and subgenome partitioning following the polyploidization events.
Collapse
Affiliation(s)
- Moaine El Baidouri
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| | - Florent Murat
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| | - Maeva Veyssiere
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| | - Mélanie Molinier
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| | - Raphael Flores
- INRA UR1164 URGI (Research Unit in Genomics-Info), Université Paris-Saclay, Versailles, 78026, France
| | - Laura Burlot
- INRA UR1164 URGI (Research Unit in Genomics-Info), Université Paris-Saclay, Versailles, 78026, France
| | - Michael Alaux
- INRA UR1164 URGI (Research Unit in Genomics-Info), Université Paris-Saclay, Versailles, 78026, France
| | - Hadi Quesneville
- INRA UR1164 URGI (Research Unit in Genomics-Info), Université Paris-Saclay, Versailles, 78026, France
| | - Caroline Pont
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| | - Jérôme Salse
- INRA/UBP UMR 1095 GDEC (Genetics, Diversity and Ecophysiology of Cereals), 5 chemin de Beaulieu, Clermont Ferrand, 63100, France
| |
Collapse
|
45
|
Huang P, Studer AJ, Schnable JC, Kellogg EA, Brutnell TP. Cross species selection scans identify components of C4 photosynthesis in the grasses. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:127-135. [PMID: 27436281 PMCID: PMC5429014 DOI: 10.1093/jxb/erw256] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
C4 photosynthesis is perhaps one of the best examples of convergent adaptive evolution with over 25 independent origins in the grasses (Poaceae) alone. The availability of high quality grass genome sequences presents new opportunities to explore the mechanisms underlying this complex trait using evolutionary biology-based approaches. In this study, we performed genome-wide cross-species selection scans in C4 lineages to facilitate discovery of C4 genes. The study was enabled by the well conserved collinearity of grass genomes and the recently sequenced genome of a C3 panicoid grass, Dichanthelium oligosanthes This method, in contrast to previous studies, does not rely on any a priori knowledge of the genes that contribute to biochemical or anatomical innovations associated with C4 photosynthesis. We identified a list of 88 candidate genes that include both known and potentially novel components of the C4 pathway. This set includes the carbon shuttle enzymes pyruvate, phosphate dikinase, phosphoenolpyruvate carboxylase and NADP malic enzyme as well as several predicted transporter proteins that likely play an essential role in promoting the flux of metabolites between the bundle sheath and mesophyll cells. Importantly, this approach demonstrates the application of fundamental molecular evolution principles to dissect the genetic basis of a complex photosynthetic adaptation in plants. Furthermore, we demonstrate how the output of the selection scans can be combined with expression data to provide additional power to prioritize candidate gene lists and suggest novel opportunities for pathway engineering.
Collapse
Affiliation(s)
- Pu Huang
- Donald Danforth Plant Science Center, 975 N Warson Rd, St Louis, MO 63132, USA
| | - Anthony J Studer
- Department of Crop Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - James C Schnable
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Elizabeth A Kellogg
- Donald Danforth Plant Science Center, 975 N Warson Rd, St Louis, MO 63132, USA
| | - Thomas P Brutnell
- Donald Danforth Plant Science Center, 975 N Warson Rd, St Louis, MO 63132, USA
| |
Collapse
|
46
|
Exploring Identity-By-Descent Segments and Putative Functions Using Different Foundation Parents in Maize. PLoS One 2016; 11:e0168374. [PMID: 27997600 PMCID: PMC5172581 DOI: 10.1371/journal.pone.0168374] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2016] [Accepted: 11/29/2016] [Indexed: 02/06/2023] Open
Abstract
Maize foundation parents (FPs) play no-alternative roles in hybrid breeding because they were widely used in the development of new lines and hybrids. The combination of different identity-by-descent (IBD) segments and genes could account for the formation patterns of different FPs, and knowledge of these IBD regions would provide an extensive foundation for the development of new candidate FP lines in future maize breeding. In this paper, a panel of 304 elite lines derived from FPs, i.e., B73, 207, Mo17, and Huangzaosi (HZS), was collected and analyzed using 43,252 single nucleotide polymorphism (SNP) markers. Most IBD segments specific to particular FP groups were identified, including 116 IBD segments in B73, 105 in Mo17, 111 in 207, and 190 in HZS. In these regions, 423 quantitative trait nucleotides (QTNs) associated with 15 agronomic traits and 804 candidate genes were identified. Some known adaptation-related genes, e.g., dwarf8 and vgt1 in HZS, zcn8 and epc in Mo17, and ZmCCT in 207, were validated as being tightly linked to particular IBD segments. In addition, numerous new candidate genes were also identified. For example, GRMZM2G154278 in HZS, which belongs to the cell cycle control family, was closely linked to a QTN of the ear height/plant height (EH/PH) trait; GRMZM2G051943 in 207, which encodes an endochitinase precursor (EP) chitinase, was closely linked to a QTN for kernel density; and GRMZM2G170586 in Mo17 was closely linked to a QTN for ear diameter. Complex correlations among these genes were also found. Many IBD segments and genes were included in the formation of FP lines, and complex regulatory networks exist among them. These results provide new insights on the genetic basis of complex traits and provide new candidate IBD regions or genes for the improvement of special traits in maize production.
Collapse
|
47
|
Scully ED, Donze-Reiner T, Wang H, Eickhoff TE, Baxendale F, Twigg P, Kovacs F, Heng-Moss T, Sattler SE, Sarath G. Identification of an orthologous clade of peroxidases that respond to feeding by greenbugs (Schizaphis graminum) in C 4 grasses. FUNCTIONAL PLANT BIOLOGY : FPB 2016; 43:1134-1148. [PMID: 32480533 DOI: 10.1071/fp16104] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Accepted: 07/29/2016] [Indexed: 06/11/2023]
Abstract
Knowledge of specific peroxidases that respond to aphid herbivory is limited in C4 grasses, but could provide targets for improving defence against these pests. A sorghum (Sorghum bicolor (L.) Moench) peroxidase (SbPrx-1; Sobic.002G416700) has been previously linked to biotic stress responses, and was the starting point for this study. Genomic analyses indicated that SbPrx-1 was part of a clade of five closely related peroxidase genes occurring within a ~30kb region on chromosome 2 of the sorghum genome. Comparison of this ~30-kb region to syntenic regions in switchgrass (Panicum virgatum L.) and foxtail millet (Setaria italica L.) identified similar related clusters of peroxidases. Infestation of a susceptible sorghum cultivar with greenbugs (Shizaphis graminum Rondani) induced three of the five peroxidases. Greenbug infestation of switchgrass and foxtail millet plants showed similar inductions of peroxidases. SbPrx-1 was also induced in response to aphid herbivory in a greenbug-resistant sorghum line, Cargill 607E. These data indicate that this genomic region of C4 grasses could be valuable as a marker to assess potential insect resistance in C4 grasses.
Collapse
Affiliation(s)
- Erin D Scully
- Stored Product Insect and Engineering Research Unit, Center for Grain and Animal Health Research USDA-ARS, Manhattan, KS 66502, USA
| | | | - Haichuan Wang
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Thomas E Eickhoff
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Frederick Baxendale
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Paul Twigg
- Department of Biology, University of Nebraska-Kearney, Kearney, NE 68849, USA
| | - Frank Kovacs
- Department of Chemistry, University of Nebraska-Kearney, Kearney, NE 68849, USA
| | - Tiffany Heng-Moss
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Scott E Sattler
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, Lincoln, NE 68583, USA
| | - Gautam Sarath
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, Lincoln, NE 68583, USA
| |
Collapse
|
48
|
Miclaus M, Balacescu O, Has I, Balacescu L, Has V, Suteu D, Neuenschwander S, Keller I, Bruggmann R. Maize Cytolines Unmask Key Nuclear Genes That Are under the Control of Retrograde Signaling Pathways in Plants. Genome Biol Evol 2016; 8:3256-3270. [PMID: 27702813 PMCID: PMC5203784 DOI: 10.1093/gbe/evw245] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The genomes of the two plant organelles encode for a relatively small number of proteins. Thus, nuclear genes encode the vast majority of their proteome. Organelle-to-nucleus communication takes place through retrograde signaling (RS) pathways. Signals relayed through RS pathways have an impact on nuclear gene expression but their target-genes remain elusive in a normal state of the cell (considering that only mutants and stress have been used so far). Here, we use maize cytolines as an alternative. The nucleus of a donor line was transferred into two other cytoplasmic environments through at least nine back-crosses, in a time-span of > 10 years. The transcriptomes of the resulting cytolines were sequenced and compared. There are 96 differentially regulated nuclear genes in two cytoplasm-donor lines when compared with their nucleus-donor. They are expressed throughout plant development, in various tissues and organs. One-third of the 96 proteins have a human homolog, stressing their potential role in mitochondrial RS. We also identified syntenic orthologous genes in four other grasses and homologous genes in Arabidopsis thaliana. These findings contribute to the paradigm we use to describe the RS in plants. The 96 nuclear genes identified here are not differentially regulated as a result of mutation, or any kind of stress. They are rather key players of the organelle-to-nucleus communication in a normal state of the cell.
Collapse
Affiliation(s)
- Mihai Miclaus
- National Institute of Research and Development for Biological Sciences, Cluj-Napoca, Romania .,Interfaculty Bioinformatics Unit and Swiss Institute of Bioinformatics, University of Bern, Bern, Switzerland
| | - Ovidiu Balacescu
- The Oncology Institute "Prof Dr Ion Chiricuta", Cluj-Napoca, Romania.,Iuliu Hatieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Ioan Has
- Agricultural Research and Development Station, Turda, Romania
| | - Loredana Balacescu
- The Oncology Institute "Prof Dr Ion Chiricuta", Cluj-Napoca, Romania.,Iuliu Hatieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Voichita Has
- Agricultural Research and Development Station, Turda, Romania
| | - Dana Suteu
- National Institute of Research and Development for Biological Sciences, Cluj-Napoca, Romania
| | - Samuel Neuenschwander
- Interfaculty Bioinformatics Unit and Swiss Institute of Bioinformatics, University of Bern, Bern, Switzerland.,Vital-IT, Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Irene Keller
- Interfaculty Bioinformatics Unit and Swiss Institute of Bioinformatics, University of Bern, Bern, Switzerland.,Department of Clinical Research, University of Bern, Bern, Switzerland
| | - Rémy Bruggmann
- Interfaculty Bioinformatics Unit and Swiss Institute of Bioinformatics, University of Bern, Bern, Switzerland
| |
Collapse
|
49
|
Li W, Lu J, Lu K, Yuan J, Huang J, Du H, Li J. Cloning and Phylogenetic Analysis of Brassica napus L. Caffeic Acid O-Methyltransferase 1 Gene Family and Its Expression Pattern under Drought Stress. PLoS One 2016; 11:e0165975. [PMID: 27832102 PMCID: PMC5104432 DOI: 10.1371/journal.pone.0165975] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2016] [Accepted: 10/20/2016] [Indexed: 01/25/2023] Open
Abstract
For many plants, regulating lignin content and composition to improve lodging resistance is a crucial issue. Caffeic acid O-methyltransferase (COMT) is a lignin monomer-specific enzyme that controls S subunit synthesis in plant vascular cell walls. Here, we identified 12 BnCOMT1 gene homologues, namely BnCOMT1-1 to BnCOMT1-12. Ten of 12 genes were composed of four highly conserved exons and three weakly conserved introns. The length of intron I, in particular, showed enormous diversification. Intron I of homologous BnCOMT1 genes showed high identity with counterpart genes in Brassica rapa and Brassica oleracea, and intron I from positional close genes in the same chromosome were relatively highly conserved. A phylogenetic analysis suggested that COMT genes experience considerable diversification and conservation in Brassicaceae species, and some COMT1 genes are unique in the Brassica genus. Our expression studies indicated that BnCOMT1 genes were differentially expressed in different tissues, with BnCOMT1-4, BnCOMT1-5, BnCOMT1-8, and BnCOMT1-10 exhibiting stem specificity. These four BnCOMT1 genes were expressed at all developmental periods (the bud, early flowering, late flowering and mature stages) and their expression level peaked in the early flowering stage in the stem. Drought stress augmented and accelerated lignin accumulation in high-lignin plants but delayed it in low-lignin plants. The expression levels of BnCOMT1s were generally reduced in water deficit condition. The desynchrony of the accumulation processes of total lignin and BnCOMT1s transcripts in most growth stages indicated that BnCOMT1s could be responsible for the synthesis of a specific subunit of lignin or that they participate in other pathways such as the melatonin biosynthesis pathway.
Collapse
Affiliation(s)
- Wei Li
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
| | - Junxing Lu
- Chongqing Key Laboratory of Molecular Biology of Plants Environment Adaption, College of Life Sciences, Chongqing Normal University, Chongqing, 401331, PR China
| | - Kun Lu
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
| | - Jianglian Yuan
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
| | - Jieheng Huang
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
| | - Hai Du
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
| | - Jiana Li
- Chongqing Engineering Research Centre for Rapeseed, College of Agronomy and Biotechnology, Southwest University, Chongqing, 400715, PR China
- * E-mail:
| |
Collapse
|
50
|
Li L, Briskine R, Schaefer R, Schnable PS, Myers CL, Flagel LE, Springer NM, Muehlbauer GJ. Co-expression network analysis of duplicate genes in maize (Zea mays L.) reveals no subgenome bias. BMC Genomics 2016; 17:875. [PMID: 27814670 PMCID: PMC5097351 DOI: 10.1186/s12864-016-3194-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 10/22/2016] [Indexed: 01/08/2023] Open
Abstract
Background Gene duplication is prevalent in many species and can result in coding and regulatory divergence. Gene duplications can be classified as whole genome duplication (WGD), tandem and inserted (non-syntenic). In maize, WGD resulted in the subgenomes maize1 and maize2, of which maize1 is considered the dominant subgenome. However, the landscape of co-expression network divergence of duplicate genes in maize is still largely uncharacterized. Results To address the consequence of gene duplication on co-expression network divergence, we developed a gene co-expression network from RNA-seq data derived from 64 different tissues/stages of the maize reference inbred-B73. WGD, tandem and inserted gene duplications exhibited distinct regulatory divergence. Inserted duplicate genes were more likely to be singletons in the co-expression networks, while WGD duplicate genes were likely to be co-expressed with other genes. Tandem duplicate genes were enriched in the co-expression pattern where co-expressed genes were nearly identical for the duplicates in the network. Older gene duplications exhibit more extensive co-expression variation than younger duplications. Overall, non-syntenic genes primarily from inserted duplications show more co-expression divergence. Also, such enlarged co-expression divergence is significantly related to duplication age. Moreover, subgenome dominance was not observed in the co-expression networks – maize1 and maize2 exhibit similar levels of intra subgenome correlations. Intriguingly, the level of inter subgenome co-expression was similar to the level of intra subgenome correlations, and genes from specific subgenomes were not likely to be the enriched in co-expression network modules and the hub genes were not predominantly from any specific subgenomes in maize. Conclusions Our work provides a comprehensive analysis of maize co-expression network divergence for three different types of gene duplications and identifies potential relationships between duplication types, duplication ages and co-expression consequences. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-3194-0) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Lin Li
- Department of Agronomy and Plant Genetics, University of Minnesota, Saint Paul, MN, 55108, USA.,National Key Laboratory of Crop Genetic Improvement, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Roman Briskine
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Robert Schaefer
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, 55455, USA
| | | | - Chad L Myers
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Lex E Flagel
- Monsanto Company, Chesterfield, MO, 63017, USA.,Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN, 55108, USA
| | - Nathan M Springer
- Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN, 55108, USA
| | - Gary J Muehlbauer
- Department of Agronomy and Plant Genetics, University of Minnesota, Saint Paul, MN, 55108, USA. .,Department of Plant and Microbial Biology, University of Minnesota, Saint Paul, MN, 55108, USA.
| |
Collapse
|