1
|
Andorf CM, Haley OC, Hayford RK, Portwood JL, Harding S, Sen S, Cannon EK, Gardiner JM, Kim HS, Woodhouse MR. PanEffect: a pan-genome visualization tool for variant effects in maize. Bioinformatics 2024; 40:btae073. [PMID: 38337024 PMCID: PMC10881103 DOI: 10.1093/bioinformatics/btae073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 01/30/2024] [Accepted: 02/06/2024] [Indexed: 02/12/2024] Open
Abstract
SUMMARY Understanding the effects of genetic variants is crucial for accurately predicting traits and functional outcomes. Recent approaches have utilized artificial intelligence and protein language models to score all possible missense variant effects at the proteome level for a single genome, but a reliable tool is needed to explore these effects at the pan-genome level. To address this gap, we introduce a new tool called PanEffect. We implemented PanEffect at MaizeGDB to enable a comprehensive examination of the potential effects of coding variants across 50 maize genomes. The tool allows users to visualize over 550 million possible amino acid substitutions in the B73 maize reference genome and to observe the effects of the 2.3 million natural variations in the maize pan-genome. Each variant effect score, calculated from the Evolutionary Scale Modeling (ESM) protein language model, shows the log-likelihood ratio difference between B73 and all variants in the pan-genome. These scores are shown using heatmaps spanning benign outcomes to potential functional consequences. In addition, PanEffect displays secondary structures and functional domains along with the variant effects, offering additional functional and structural context. Using PanEffect, researchers now have a platform to explore protein variants and identify genetic targets for crop enhancement. AVAILABILITY AND IMPLEMENTATION The PanEffect code is freely available on GitHub (https://github.com/Maize-Genetics-and-Genomics-Database/PanEffect). A maize implementation of PanEffect and underlying datasets are available at MaizeGDB (https://www.maizegdb.org/effect/maize/).
Collapse
Affiliation(s)
- Carson M Andorf
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
- Department of Computer Science, Iowa State University, Ames, IA 50011, United States
| | - Olivia C Haley
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
| | - Rita K Hayford
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
| | - John L Portwood
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
| | - Stephen Harding
- USDA-ARS, Mycotoxin Prevention and Applied Microbiology Research Unit, National Center for Agricultural Utilization Research, Peoria, IL 61604, United States
| | - Shatabdi Sen
- Department of Plant Pathology & Microbiology, Iowa State University, Ames, IA 50011, United States
| | - Ethalinda K Cannon
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
| | - Jack M Gardiner
- Division of Animal Sciences, University of Missouri, Columbia, MO 65211, United States
| | - Hye-Seon Kim
- USDA-ARS, Mycotoxin Prevention and Applied Microbiology Research Unit, National Center for Agricultural Utilization Research, Peoria, IL 61604, United States
| | - Margaret R Woodhouse
- USDA-ARS, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, United States
| |
Collapse
|
2
|
Park YS, Borrego EJ, Gao X, Christensen SA, Schmelz E, Lanubile A, Drab DA, Cody W, Yan H, Shim WB, Kolomiets MV. Fusarium verticillioides Induces Maize-Derived Ethylene to Promote Virulence by Engaging Fungal G-Protein Signaling. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2021; 34:1157-1166. [PMID: 34165327 DOI: 10.1094/mpmi-09-20-0250-r] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Seed maceration and contamination with mycotoxin fumonisin inflicted by Fusarium verticillioides is a major disease concern for maize producers worldwide. Meta-analyses of quantitative trait loci for Fusarium ear rot resistance uncovered several ethylene (ET) biosynthesis and signaling genes within them, implicating ET in maize interactions with F. verticillioides. We tested this hypothesis using maize knockout mutants of the 1-aminocyclopropane-1-carboxylate (ACC) synthases ZmACS2 and ZmACS6. Infected wild-type seed emitted five-fold higher ET levels compared with controls, whereas ET was abolished in the acs2 and acs6 single and double mutants. The mutants supported reduced fungal biomass, conidia, and fumonisin content. Normal susceptibility was restored in the acs6 mutant with exogenous treatment of ET precursor ACC. Subsequently, we showed that fungal G-protein signaling is required for virulence via induction of maize-produced ET. F. verticillioides Gβ subunit and two regulators of G-protein signaling mutants displayed reduced seed colonization and decreased ET levels. These defects were rescued by exogenous application of ACC. We concluded that pathogen-induced ET facilitates F. verticillioides colonization of seed, and, in turn, host ET production is manipulated via G-protein signaling of F. verticillioides to facilitate pathogenesis.[Formula: see text] Copyright © 2021 The Author(s). This is an open access article distributed under the CC BY-NC-ND 4.0 International license.
Collapse
Affiliation(s)
- Yong-Soon Park
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Eli J Borrego
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Xiquan Gao
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Shawn A Christensen
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
- Chemistry Unit, Center of Medical, Agricultural, and Veterinary Entomology, United States Department of Agriculture, Gainesville, FL 32608, U.S.A
| | - Eric Schmelz
- Chemistry Unit, Center of Medical, Agricultural, and Veterinary Entomology, United States Department of Agriculture, Gainesville, FL 32608, U.S.A
| | - Alessandra Lanubile
- Department of Sustainable Crop Production, Università Cattolica del Sacro Cuore, Piacenza, Italy
| | - Dillon A Drab
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Will Cody
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Huijuan Yan
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Won-Bo Shim
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| | - Michael V Kolomiets
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843-2132, U.S.A
| |
Collapse
|
3
|
The unusual dRemp retrotransposon is abundant, highly mutagenic, and mobilized only in the second pollen mitosis of some maize lines. Proc Natl Acad Sci U S A 2020; 117:18091-18098. [PMID: 32661148 DOI: 10.1073/pnas.2010234117] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The frequent mutations recovered recently from the pollen of select maize lines resulted from the meiotic mobilization of specific low-copy number long-terminal repeat (LTR) retrotransposons, which differ among lines. Mutations that arise at male meiosis produce kernels with concordant mutant phenotypes in both endosperm and embryo because the two sperms that participate in double fertilization are genetically identical. Those are in a majority. However, a small minority of kernels with a mutant endosperm carry a nonconcordant normal embryo, pointing to a postmeiotic or microgametophytic origin. In this study, we have identified the basis for those nonconcordant mutations. We find that all are produced by transposition of a defective LTR retrotransposon that we have termed dRemp (defective retroelement mobile in pollen). This element has several unique properties. Unlike the mutagenic LTR retrotransposons identified previously, dRemp is present in hundreds of copies in all sequenced lines. It seems to transpose only at the second pollen mitosis because all dRemp insertion mutants are nonconcordant yet recoverable in either the endosperm or the embryo. Although it does not move in most lines, dRemp is highly mobile in the Corn Belt inbred M14, identified earlier by breeders as being highly unstable. Lastly, it can be recovered in an array of structures, ranging from solo LTRs to tandem dRemp repeats containing several internal LTRs, suggestive of extensive recombination during retrotransposition. These results shed further light on the spontaneous mutation process and on the possible basis for inbred instability in maize.
Collapse
|
4
|
Portwood JL, Woodhouse MR, Cannon EK, Gardiner JM, Harper LC, Schaeffer ML, Walsh JR, Sen TZ, Cho KT, Schott DA, Braun BL, Dietze M, Dunfee B, Elsik CG, Manchanda N, Coe E, Sachs M, Stinard P, Tolbert J, Zimmerman S, Andorf CM. MaizeGDB 2018: the maize multi-genome genetics and genomics database. Nucleic Acids Res 2020; 47:D1146-D1154. [PMID: 30407532 PMCID: PMC6323944 DOI: 10.1093/nar/gky1046] [Citation(s) in RCA: 172] [Impact Index Per Article: 34.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Accepted: 10/16/2018] [Indexed: 01/12/2023] Open
Abstract
Since its 2015 update, MaizeGDB, the Maize Genetics and Genomics database, has expanded to support the sequenced genomes of many maize inbred lines in addition to the B73 reference genome assembly. Curation and development efforts have targeted high quality datasets and tools to support maize trait analysis, germplasm analysis, genetic studies, and breeding. MaizeGDB hosts a wide range of data including recent support of new data types including genome metadata, RNA-seq, proteomics, synteny, and large-scale diversity. To improve access and visualization of data types several new tools have been implemented to: access large-scale maize diversity data (SNPversity), download and compare gene expression data (qTeller), visualize pedigree data (Pedigree Viewer), link genes with phenotype images (MaizeDIG), and enable flexible user-specified queries to the MaizeGDB database (MaizeMine). MaizeGDB also continues to be the community hub for maize research, coordinating activities and providing technical support to the maize research community. Here we report the changes MaizeGDB has made within the last three years to keep pace with recent software and research advances, as well as the pan-genomic landscape that cheaper and better sequencing technologies have made possible. MaizeGDB is accessible online at https://www.maizegdb.org.
Collapse
Affiliation(s)
- John L Portwood
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| | - Margaret R Woodhouse
- Department of Ecology, Evolution and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Ethalinda K Cannon
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| | - Jack M Gardiner
- Division of Animal Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Lisa C Harper
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| | - Mary L Schaeffer
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Jesse R Walsh
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| | - Taner Z Sen
- USDA-ARS Crop Improvement and Genetics Research Unit, Albany, CA 94710, USA.,Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA 50011, USA
| | - Kyoung Tak Cho
- Department of Computer Science, Iowa State University, Ames, IA 50011, USA
| | - David A Schott
- Department of Computer Science, Iowa State University, Ames, IA 50011, USA
| | - Bremen L Braun
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| | - Miranda Dietze
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA 50011, USA
| | - Brittney Dunfee
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA 50011, USA
| | - Christine G Elsik
- Division of Animal Sciences, University of Missouri, Columbia, MO 65211, USA.,Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Nancy Manchanda
- Department of Ecology, Evolution and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Ed Coe
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Marty Sachs
- USDA/ARS/MWA Soybean/Maize Germplasm, Pathology & Genetics Research Unit, Urbana, IL, 61801, USA
| | - Philip Stinard
- USDA/ARS/MWA Soybean/Maize Germplasm, Pathology & Genetics Research Unit, Urbana, IL, 61801, USA
| | - Josh Tolbert
- USDA/ARS/MWA Soybean/Maize Germplasm, Pathology & Genetics Research Unit, Urbana, IL, 61801, USA
| | - Shane Zimmerman
- USDA/ARS/MWA Soybean/Maize Germplasm, Pathology & Genetics Research Unit, Urbana, IL, 61801, USA
| | - Carson M Andorf
- USDA-ARS Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| |
Collapse
|
5
|
Turner-Hissong SD, Mabry ME, Beissinger TM, Ross-Ibarra J, Pires JC. Evolutionary insights into plant breeding. CURRENT OPINION IN PLANT BIOLOGY 2020; 54:93-100. [PMID: 32325397 DOI: 10.1016/j.pbi.2020.03.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Revised: 01/20/2020] [Accepted: 03/04/2020] [Indexed: 06/11/2023]
Abstract
Crop domestication is a fascinating area of study, as shown by a multitude of recent reviews. Coupled with the increasing availability of genomic and phenomic resources in numerous crop species, insights from evolutionary biology will enable a deeper understanding of the genetic architecture and short-term evolution of complex traits, which can be used to inform selection strategies. Future advances in crop improvement will rely on the integration of population genetics with plant breeding methodology, and the development of community resources to support research in a variety of crop life histories and reproductive strategies. We highlight recent advances related to the role of selective sweeps and demographic history in shaping genetic architecture, how these breakthroughs can inform selection strategies, and the application of precision gene editing to leverage these connections.
Collapse
Affiliation(s)
- Sarah D Turner-Hissong
- Center for Population Biology, University of California, Davis, CA, USA; Department of Evolution and Ecology, University of California, Davis, CA, USA.
| | - Makenzie E Mabry
- Bond Life Science Center and Division of Biological Sciences, University of Missouri, Columbia, MO, USA
| | - Timothy M Beissinger
- Division of Plant Breeding Methodology, Department of Crop Science, Georg-August-Universtät, Göttingen, Germany; Center for Integrated Breeding Research, Georg-August-Universtät, Göttingen, Germany
| | - Jeffrey Ross-Ibarra
- Center for Population Biology, University of California, Davis, CA, USA; Department of Evolution and Ecology, University of California, Davis, CA, USA
| | - J Chris Pires
- Bond Life Science Center and Division of Biological Sciences, University of Missouri, Columbia, MO, USA
| |
Collapse
|
6
|
Gu L, Jiang T, Zhang C, Li X, Wang C, Zhang Y, Li T, Dirk LMA, Downie AB, Zhao T. Maize HSFA2 and HSBP2 antagonistically modulate raffinose biosynthesis and heat tolerance in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2019; 100:128-142. [PMID: 31180156 DOI: 10.1111/tpj.14434] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Revised: 05/28/2019] [Accepted: 05/30/2019] [Indexed: 05/13/2023]
Abstract
Raffinose is thought to play an important role in plant tolerance of abiotic stress. We report here that maize HEAT SHOCK FACTOR A2 (ZmHSFA2) and HEAT SHOCK BINDING PROTEIN 2 (ZmHSBP2) physically interact with each other and antagonistically modulate expression of GALACTINOL SYNTHASE2 (ZmGOLS2) and raffinose biosynthesis in transformed maize protoplasts and Arabidopsis plants. Overexpression of ZmHSFA2 in Arabidopsis increased the expression of Arabidopsis AtGOLS1, AtGOLS2 and AtRS5 (RAFFINOSE SYNTHASE), increased the raffinose content in leaves and enhanced plant heat stress tolerance. Contrary to ZmHSFA2, overexpression of ZmHSBP2 in Arabidopsis decreased expression of AtGOLS1, AtGOLS2 and AtRS5, decreased the raffinose content in leaves and reduced plant heat stress tolerance. ZmHSFA2 and ZmHSBP2 also interact with their Arabidopsis counterparts AtHSBP and AtHSFA2 as determined using bimolecular fluorescence complementation assays. Furthermore, endogenous ZmHSBP2 and Rluc, controlled by the ZmHSBP2 promoter, are transcriptionally activated by ZmHSFA2 and inhibited by ZmHSBP2 in maize protoplasts. These findings provide insights into the transcriptional regulation of raffinose biosynthetic genes, and the tolerance their product confers to plant heat stress.
Collapse
Affiliation(s)
- Lei Gu
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Tao Jiang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Chunxia Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Xudong Li
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Chunmei Wang
- Biology Experimental Teaching Center, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Yumin Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Tao Li
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| | - Lynnette M A Dirk
- Department of Horticulture, Seed Biology, College of Agriculture, Food, and Environment, University of Kentucky, Lexington, KY, 40546, USA
| | - A Bruce Downie
- Department of Horticulture, Seed Biology, College of Agriculture, Food, and Environment, University of Kentucky, Lexington, KY, 40546, USA
| | - Tianyong Zhao
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712100, China
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture, Northwest A&F University, Yangling, Shaanxi, 712100, China
| |
Collapse
|
7
|
Lunde C, Kimberlin A, Leiboff S, Koo AJ, Hake S. Tasselseed5 overexpresses a wound-inducible enzyme, ZmCYP94B1, that affects jasmonate catabolism, sex determination, and plant architecture in maize. Commun Biol 2019; 2:114. [PMID: 30937397 PMCID: PMC6433927 DOI: 10.1038/s42003-019-0354-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Accepted: 02/13/2019] [Indexed: 12/26/2022] Open
Abstract
Maize is monecious, with separate male and female inflorescences. Maize flowers are initially bisexual but achieve separate sexual identities through organ arrest. Loss-of-function mutants in the jasmonic acid (JA) pathway have only female flowers due to failure to abort silks in the tassel. Tasselseed5 (Ts5) shares this phenotype but is dominant. Positional cloning and transcriptomics of tassels identified an ectopically expressed gene in the CYP94B subfamily, Ts5 (ZmCYP94B1). CYP94B enzymes are wound inducible and inactivate bioactive jasmonoyl-L-isoleucine (JA-Ile). Consistent with this result, tassels and wounded leaves of Ts5 mutants displayed lower JA and JA-lle precursors and higher 12OH-JA-lle product than the wild type. Furthermore, many wounding and jasmonate pathway genes were differentially expressed in Ts5 tassels. We propose that the Ts5 phenotype results from the interruption of JA signaling during sexual differentiation via the upregulation of ZmCYP94B1 and that its proper expression maintains maize monoecy.
Collapse
Affiliation(s)
- China Lunde
- University of California, Berkeley, CA 94720 USA
- Plant Gene Expression Center, U.S. Department of Agriculture-Agricultural Research Service, 800 Buchanan Street, Albany, CA 94710 USA
| | - Athen Kimberlin
- Department of Biochemistry, University of Missouri, Columbia, MO 65211 USA
- Interdisciplinary Plant Group, University of Missouri, Columbia, MO 65211 USA
| | - Samuel Leiboff
- University of California, Berkeley, CA 94720 USA
- Plant Gene Expression Center, U.S. Department of Agriculture-Agricultural Research Service, 800 Buchanan Street, Albany, CA 94710 USA
| | - Abraham J. Koo
- Department of Biochemistry, University of Missouri, Columbia, MO 65211 USA
- Interdisciplinary Plant Group, University of Missouri, Columbia, MO 65211 USA
| | - Sarah Hake
- University of California, Berkeley, CA 94720 USA
- Plant Gene Expression Center, U.S. Department of Agriculture-Agricultural Research Service, 800 Buchanan Street, Albany, CA 94710 USA
| |
Collapse
|
8
|
Dzievit MJ, Li X, Yu J. Dissection of Leaf Angle Variation in Maize through Genetic Mapping and Meta-Analysis. THE PLANT GENOME 2019; 12:180024. [PMID: 30951086 DOI: 10.3835/plantgenome2018.05.0024] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Maize ( L.) hybrids have transitioned to upright leaf angles (LAs) over the last 50 yr as maize yields and planting densities increased concurrently. Genetic mapping and a meta-analysis were conducted in the present study to dissect genetic factors controlling LA variation. We developed mapping populations using inbred lines B73 (Iowa Stiff Stalk Synthetic), PHW30 (Iodent, expired plant variety protection inbred), and Mo17 (Non-Stiff Stalk) that have distinct LA architectures and represent three important heterotic groups in the United States. These populations were genotyped using genotyping-by-sequencing (GBS), and phenotyped for LA in the F and F generation. Inclusive composite interval mapping across the two generations of the mapping populations revealed 12 quantitative trait loci (QTL), and a consistent QTL on chromosome 1 explained 10 to 17% of the phenotypic variance. To gain a comprehensive understanding of natural variations underlying LA variation, these detected QTL were compared with results from 19 previous studies. In total, 495 QTL were compiled and mapped into 143 genomic bins. A meta-analysis revealed that 58 genomic bins were associated with LA variation. Thirty-three candidate genes were identified in these genomic bins. Together, these results provide evidence of QTL controlling LA variation from inbred lines representing three important heterotic groups in the United States and a useful resource for future research into the molecular variants underlying specific regions of the genome associated with LA variation.
Collapse
|
9
|
Buchanan-Wollaston V, Wilson Z, Tardieu F, Beynon J, Denby K. Harnessing diversity from ecosystems to crops to genes. Food Energy Secur 2017. [DOI: 10.1002/fes3.106] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Affiliation(s)
| | - Zoe Wilson
- School of Biosciences; University of Nottingham; Sutton Boningon Campus Sutton Bonington, Leicestershire LE12 5RD U.K
| | - François Tardieu
- INRA Laboratoire d'Ecophysiologie des Plantes sous Stress Environnementaux (LEPSE); Montpellier France
| | - Jim Beynon
- School of Life Sciences; University of Warwick; Gibbet Hill, Coventry CV4 7AL U.K
| | - Katherine Denby
- Department of Biology; University of York; Heslington, York YO10 5DD U.K
| |
Collapse
|
10
|
Abstract
MaizeGDB is the community database for biological information about the crop plant Zea mays. Genomic, genetic, sequence, gene product, functional characterization, literature reference, and person/organization contact information are among the datatypes stored at MaizeGDB. At the project's website ( http://www.maizegdb.org ) are custom interfaces enabling researchers to browse data and to seek out specific information matching explicit search criteria. In addition, pre-compiled reports are made available for particular types of data and bulletin boards are provided to facilitate communication and coordination among members of the community of maize geneticists.
Collapse
Affiliation(s)
- Lisa Harper
- Maize Genetics and Genomics Database, USDA-ARS, Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA, 50011, USA.
| | - Jack Gardiner
- Maize Genetics and Genomics Database, USDA-ARS, Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA, 50011, USA
| | - Carson Andorf
- Maize Genetics and Genomics Database, USDA-ARS, Corn Insects and Crop Genetics Research Unit, Iowa State University, Ames, IA, 50011, USA
| | - Carolyn J Lawrence
- Department of Genetics, Development and Cell Biology, Roy J Carver Co-Laboratory, Iowa State University, Ames, IA, 50010, USA
| |
Collapse
|
11
|
Hilscher J, Kapusi E, Stoger E, Ibl V. Cell layer-specific distribution of transiently expressed barley ESCRT-III component HvVPS60 in developing barley endosperm. PROTOPLASMA 2016; 253:137-53. [PMID: 25796522 PMCID: PMC4712231 DOI: 10.1007/s00709-015-0798-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2014] [Accepted: 03/09/2015] [Indexed: 05/29/2023]
Abstract
The significance of the endosomal sorting complexes required for transport (ESCRT)-III in cereal endosperm has been shown by the identification of the recessive mutant supernumerary aleurone layer1 (SAL1) in maize. ESCRT-III is indispensable in the final membrane fission step during biogenesis of multivesicular bodies (MVBs), responsible for protein sorting to vacuoles and to the cell surface. Here, we annotated barley ESCRT-III members in the (model) crop Hordeum vulgare and show that all identified members are expressed in developing barley endosperm. We used fluorescently tagged core ESCRT-III members HvSNF7a/CHMP4 and HvVPS24/CHMP3 and the associated ESCRT-III component HvVPS60a/CHMP5 for transient localization studies in barley endosperm. In vivo confocal microscopic analyses show that the localization of recombinantly expressed HvSNF7a, HvVPS24 and HvVPS60a differs within barley endosperm. Whereas HvSNF7a induces large agglomerations, HvVPS24 shows mainly cytosolic localization in aleurone and subaleurone. In contrast, HvVPS60a localizes strongly at the plasma membrane in aleurone. In subaleurone, HvVPS60a was found to a lesser extent at the plasma membrane and at vacuolar membranes. These results indicate that the steady-state association of ESCRT-III may be influenced by cell layer-specific protein deposition or trafficking and remodelling of the endomembrane system in endosperm. We show that sorting of an artificially mono-ubiquitinated Arabidopsis plasma membrane protein is inhibited by HvVPS60a in aleurone. The involvement of HvVPS60a in different cell layer-specific trafficking pathways, reflected by localization of HvVPS60a at the plasma membrane in aleurone and at the PSV membrane in subaleurone, is discussed.
Collapse
Affiliation(s)
- Julia Hilscher
- Department of Applied Genetics and Cell Biology, Division of Molecular Cell Biology and Glycobiotechnology, University of Natural Resources and Life Sciences, Muthgasse 18, 1190, Vienna, Austria
| | - Eszter Kapusi
- Department of Applied Genetics and Cell Biology, Division of Molecular Cell Biology and Glycobiotechnology, University of Natural Resources and Life Sciences, Muthgasse 18, 1190, Vienna, Austria
| | - Eva Stoger
- Department of Applied Genetics and Cell Biology, Division of Molecular Cell Biology and Glycobiotechnology, University of Natural Resources and Life Sciences, Muthgasse 18, 1190, Vienna, Austria
| | - Verena Ibl
- Department of Applied Genetics and Cell Biology, Division of Molecular Cell Biology and Glycobiotechnology, University of Natural Resources and Life Sciences, Muthgasse 18, 1190, Vienna, Austria.
| |
Collapse
|
12
|
Zambrano JL, Jones MW, Brenner E, Francis DM, Tomas A, Redinbaugh MG. Genetic analysis of resistance to six virus diseases in a multiple virus-resistant maize inbred line. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2014; 127:867-80. [PMID: 24500307 DOI: 10.1007/s00122-014-2263-5] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Accepted: 01/03/2014] [Indexed: 05/11/2023]
Abstract
Novel and previously known resistance loci for six phylogenetically diverse viruses were tightly clustered on chromosomes 2, 3, 6 and 10 in the multiply virus-resistant maize inbred line, Oh1VI. Virus diseases in maize can cause severe yield reductions that threaten crop production and food supplies in some regions of the world. Genetic resistance to different viruses has been characterized in maize populations in diverse environments using different screening techniques, and resistance loci have been mapped to all maize chromosomes. The maize inbred line, Oh1VI, is resistant to at least ten viruses, including viruses in five different families. To determine the genes and inheritance mechanisms responsible for the multiple virus resistance in this line, F1 hybrids, F2 progeny and a recombinant inbred line (RIL) population derived from a cross of Oh1VI and the virus-susceptible inbred line Oh28 were evaluated. Progeny were screened for their responses to Maize dwarf mosaic virus, Sugarcane mosaic virus, Wheat streak mosaic virus, Maize chlorotic dwarf virus, Maize fine streak virus, and Maize mosaic virus. Depending on the virus, dominant, recessive, or additive gene effects were responsible for the resistance observed in F1 plants. One to three gene models explained the observed segregation of resistance in the F2 generation for all six viruses. Composite interval mapping in the RIL population identified 17 resistance QTLs associated with the six viruses. Of these, 15 were clustered in specific regions of chr. 2, 3, 6, and 10. It is unknown whether these QTL clusters contain single or multiple virus resistance genes, but the coupling phase linkage of genes conferring resistance to multiple virus diseases in this population could facilitate breeding efforts to develop multi-virus resistant crops.
Collapse
Affiliation(s)
- Jose Luis Zambrano
- Department of Horticulture and Crop Science, The Ohio State University-Ohio Agriculture Research and Development Center (OSU-OARDC), Wooster, OH, 44691, USA
| | | | | | | | | | | |
Collapse
|
13
|
Nelissen H, Moloney M, Inzé D. Translational research: from pot to plot. PLANT BIOTECHNOLOGY JOURNAL 2014; 12:277-85. [PMID: 24646295 DOI: 10.1111/pbi.12176] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2013] [Revised: 01/02/2014] [Accepted: 01/27/2014] [Indexed: 05/08/2023]
Abstract
Plant molecular biology has been the key driver to elucidate molecular pathways underlying plant growth, development and stress responses during the past decades. Although this has led to a plethora of available data, the translation to crop improvement is lagging behind. Here, we argue that plant scientists should become more involved in converting basic knowledge into applications in crops to sustainably support food security and agriculture. As the translatability from model species to crops is rather poor, this kind of translational research requires diligence and a thorough knowledge of the investigated trait in the crop. In addition, the robustness of a trait depends on the genotype and environmental conditions, demanding a holistic approach, which cannot always be evaluated under growth chamber and greenhouse conditions. To date, the improved resolution of many genome-wide technologies and the emerging expertise in canopy imaging, plant phenotyping and field monitoring make it very timely to move from the pathway specifics to important agronomical realizations, thus from pot to plot. Despite the availability of scientific know-how and expertise, the translation of new traits to applications using a transgene approach is in some regions of the world, such as Europe, seriously hampered by heavy and nontranslucent legislation for biotech crops. Nevertheless, progress in crop improvement will remain highly dependent on our ability to evaluate improved varieties in field conditions. Here, we plead for a network of protected sites for field trials across the different European climates to test improved biotech traits directly in crops.
Collapse
Affiliation(s)
- Hilde Nelissen
- Department of Plant Systems Biology, VIB, Gent, Belgium; Department of Plant Biotechnology and Bioinformatics, Ghent University, Gent, Belgium
| | | | | |
Collapse
|
14
|
Peng FY, Weselake RJ. Genome-wide identification and analysis of the B3 superfamily of transcription factors in Brassicaceae and major crop plants. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2013; 126:1305-19. [PMID: 23377560 DOI: 10.1007/s00122-013-2054-4] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2012] [Accepted: 01/09/2013] [Indexed: 05/04/2023]
Abstract
The plant-specific B3 superfamily of transcription factors has diverse functions in plant growth and development. Using a genome-wide domain analysis, we identified 92, 187, 58, 90, 81, 55, and 77 B3 transcription factor genes in the sequenced genome of Arabidopsis, Brassica rapa, castor bean (Ricinus communis), cocoa (Theobroma cacao), soybean (Glycine max), maize (Zea mays), and rice (Oryza sativa), respectively. The B3 superfamily has substantially expanded during the evolution in eudicots particularly in Brassicaceae, as compared to monocots in the analysis. We observed domain duplication in some of these B3 proteins, forming more complex domain architectures than currently understood. We found that the length of B3 domains exhibits a large variation, which may affect their exact number of α-helices and β-sheets in the core structure of B3 domains, and possibly have functional implications. Analysis of the public microarray data indicated that most of the B3 gene pairs encoding Arabidopsis-rice orthologs are preferentially expressed in different tissues, suggesting their different roles in these two species. Using ESTs in crops, we identified many B3 genes preferentially expressed in reproductive tissues. In a sequence-based quantitative trait loci analysis in rice and maize, we have found many B3 genes associated with traits such as grain yield, seed weight and number, and protein content. Our results provide a framework for future studies into the function of B3 genes in different phases of plant development, especially the ones related to traits in major crops.
Collapse
Affiliation(s)
- Fred Y Peng
- Agricultural Lipid Biotechnology Program, Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada
| | | |
Collapse
|
15
|
Tako E, Hoekenga OA, Kochian LV, Glahn RP. High bioavailability iron maize (Zea mays L.) developed through molecular breeding provides more absorbable iron in vitro (Caco-2 model) and in vivo (Gallus gallus). Nutr J 2013; 12:3. [PMID: 23286295 PMCID: PMC3545989 DOI: 10.1186/1475-2891-12-3] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2012] [Accepted: 12/30/2012] [Indexed: 01/30/2023] Open
Abstract
BACKGROUND Iron (Fe) deficiency is the most common micronutrient deficiency worldwide. Iron biofortification is a preventative strategy that alleviates Fe deficiency by improving the amount of absorbable Fe in crops. In the present study, we used an in vitro digestion/Caco 2 cell culture model as the guiding tool for breeding and development of two maize (Zea mays L.) lines with contrasting Fe bioavailability (ie. Low and High). Our objective was to confirm and validate the in vitro results and approach. Also, to compare the capacities of our two maize hybrid varieties to deliver Fe for hemoglobin (Hb) synthesis and to improve the Fe status of Fe deficient broiler chickens. METHODS We compared the Fe-bioavailability between these two maize varieties with the presence or absence of added Fe in the maize based-diets. Diets were made with 75% (w/w) maize of either low or high Fe-bioavailability maize, with or without Fe (ferric citrate). Chicks (Gallus gallus) were fed the diets for 6 wk. Hb, liver ferritin and Fe related transporter/enzyme gene-expression were measured. Hemoglobin maintenance efficiency (HME) and total body Hb Fe values were used to estimate Fe bioavailability from the diets. RESULTS DMT-1, DcytB and ferroportin expressions were higher (P<0.05) in the "Low Fe" group than in the "High Fe" group (no added Fe), indicating lower Fe status and adaptation to less Fe-bioavailability. At times, Hb concentrations (d 21,28,35), HME (d 21), Hb-Fe (as from d 14) and liver ferritin were higher in the "High Fe" than in the "Low Fe" groups (P<0.05), indicating greater Fe absorption from the diet and improved Fe status. CONCLUSIONS We conclude that the High Fe-bioavailability maize contains more bioavailable Fe than the Low Fe-bioavailability maize, presumably due to a more favorable matrix for absorption. Maize shows promise for Fe biofortification; therefore, human trials should be conducted to determine the efficacy of consuming the high bioavailable Fe maize to reduce Fe deficiency.
Collapse
Affiliation(s)
- Elad Tako
- USDA-ARS Robert W, Holley Center for Agriculture and Health, 538 Tower Road, Cornell University, Ithaca, NY 14853, USA.
| | | | | | | |
Collapse
|
16
|
Cannon EKS, Cannon SB. Chromosome visualization tool: a whole genome viewer. INTERNATIONAL JOURNAL OF PLANT GENOMICS 2011; 2011:373875. [PMID: 22220167 PMCID: PMC3246742 DOI: 10.1155/2011/373875] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2011] [Accepted: 11/04/2011] [Indexed: 05/08/2023]
Abstract
CViT (chromosome visualization tool) is a Perl utility for quickly generating images of features on a whole genome at once. It reads GFF3-formated data representing chromosomes (linkage groups or pseudomolecules) and sets of features on those chromosomes. It can display features on any chromosomal unit system, including genetic (centimorgan), cytological (centiMcClintock), and DNA unit (base-pair) coordinates. CViT has been used to track sequencing progress (status of genome sequencing, location and number of gaps), to visualize BLAST hits on a whole genome view, to associate maps with one another, to locate regions of repeat densities to display syntenic regions, and to visualize centromeres and knobs on chromosomes.
Collapse
Affiliation(s)
- Ethalinda K. S. Cannon
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA 50011, USA
- *Ethalinda K. S. Cannon:
| | - Steven B. Cannon
- United States Department of Agriculture-Agricultural Research Service, Corn Insects and Crop Genetics Research Unit, Ames, IA 50011, USA
| |
Collapse
|