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Peixoto MA, Leach KA, Jarquin D, Flannery P, Zystro J, Tracy WF, Bhering L, Resende MFR. Utilizing genomic prediction to boost hybrid performance in a sweet corn breeding program. Front Plant Sci 2024; 15:1293307. [PMID: 38726298 PMCID: PMC11080654 DOI: 10.3389/fpls.2024.1293307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 03/26/2024] [Indexed: 05/12/2024]
Abstract
Sweet corn breeding programs, like field corn, focus on the development of elite inbred lines to produce commercial hybrids. For this reason, genomic selection models can help the in silico prediction of hybrid crosses from the elite lines, which is hypothesized to improve the test cross scheme, leading to higher genetic gain in a breeding program. This study aimed to explore the potential of implementing genomic selection in a sweet corn breeding program through hybrid prediction in a within-site across-year and across-site framework. A total of 506 hybrids were evaluated in six environments (California, Florida, and Wisconsin, in the years 2020 and 2021). A total of 20 traits from three different groups were measured (plant-, ear-, and flavor-related traits) across the six environments. Eight statistical models were considered for prediction, as the combination of two genomic prediction models (GBLUP and RKHS) with two different kernels (additive and additive + dominance), and in a single- and multi-trait framework. Also, three different cross-validation schemes were tested (CV1, CV0, and CV00). The different models were then compared based on the correlation between the estimated breeding values/total genetic values and phenotypic measurements. Overall, heritabilities and correlations varied among the traits. The models implemented showed good accuracies for trait prediction. The GBLUP implementation outperformed RKHS in all cross-validation schemes and models. Models with additive plus dominance kernels presented a slight improvement over the models with only additive kernels for some of the models examined. In addition, models for within-site across-year and across-site performed better in the CV0 than the CV00 scheme, on average. Hence, GBLUP should be considered as a standard model for sweet corn hybrid prediction. In addition, we found that the implementation of genomic prediction in a sweet corn breeding program presented reliable results, which can improve the testcross stage by identifying the top candidates that will reach advanced field-testing stages.
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Affiliation(s)
- Marco Antônio Peixoto
- Laboratório de Biometria, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
- Department of Horticultural Sciences, University of Florida, Gainesville, FL, United States
| | - Kristen A. Leach
- Department of Horticultural Sciences, University of Florida, Gainesville, FL, United States
| | - Diego Jarquin
- Department of Agronomy, University of Florida, Gainesville, FL, United States
| | - Patrick Flannery
- Department of Plant and Agroecosystem Sciences, University of Wisconsin-Madison, Madison, WI, United States
| | - Jared Zystro
- Organic Seed Alliance, Port Townsend, WA, United States
| | - William F. Tracy
- Department of Plant and Agroecosystem Sciences, University of Wisconsin-Madison, Madison, WI, United States
| | - Leonardo Bhering
- Laboratório de Biometria, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - Márcio F. R. Resende
- Department of Horticultural Sciences, University of Florida, Gainesville, FL, United States
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2
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Williams MM, Hausman NE, Saballos A, Landau CA, Brooks MD, Flannery P, Tracy WF, Thompson CJ. First report of severe tolpyralate sensitivity in corn (Zea mays) discovers a novel genetic factor conferring crop response to a herbicide. Pest Manag Sci 2024; 80:1645-1653. [PMID: 37986260 DOI: 10.1002/ps.7896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Revised: 11/15/2023] [Accepted: 11/21/2023] [Indexed: 11/22/2023]
Abstract
BACKGROUND Tolpyralate, a relatively new inhibitor of 4-hydroxyphenylpyruvate dioxygenase (HPPD), is registered for postemergence use in all types of corn (Zea mays L.) and has a record of excellent crop tolerance. A report of severe crop injury to sweet corn inbred (XSEN187) led to the following objectives: (i) determine whether sensitivity to tolpyralate in XSEN187 exists, and if confirmed, (ii) determine the genetic basis of tolpyralate sensitivity, and (iii) screen other corn germplasm for sensitivity to tolpyralate. RESULTS Inbred XSEN187 was confirmed sensitive to tolpyralate. Inclusion of methylated seed oil or nonionic surfactant in the spray volume was necessary for severe crop injury. Tolpyralate sensitivity in XSEN187 is not conferred by alleles at Nsf1, a cytochrome P450-encoding gene (CYP81A9) conferring tolerance to many corn herbicides. Evidence suggests that tolpyralate sensitivity in XSEN187 is conferred by a single gene mapped to the Chr05: 283 240-1 222 909 bp interval. Moreover, tolpyralate sensitivity was observed in 48 other sweet corn and field corn inbreds. CONCLUSIONS Severe sensitivity to tolpyralate exists in sweet corn and field corn germplasm when the herbicide is applied according to label directions. Whereas the corn response to several other herbicides, including HPPD-inhibitors, is conferred by the Nsf1 locus, corn sensitivity to tolpyralate is the result of a different locus. The use of tolpyralate should consider herbicide tolerance in inbred lines from which corn hybrids were derived, whereas alleles that render corn germplasm sensitive to tolpyralate should be eliminated from breeding populations, inbreds, and commercial cultivars. © 2023 Illinois Foundation Seeds, Inc and The Authors. Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. This article has been contributed to by U.S. Government employees and their work is in the public domain in the USA.
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Affiliation(s)
- Martin M Williams
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL, USA
| | - Nicholas E Hausman
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL, USA
| | - Ana Saballos
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL, USA
| | | | - Matthew D Brooks
- Global Change and Photosynthesis Research Unit, USDA-ARS, Urbana, IL, USA
| | - Pat Flannery
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI, USA
| | - William F Tracy
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI, USA
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3
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Rab A, Yang X, Tracy WF, Hong JS, Joshi D, Manfredi C, Ponnaluri SS, Kolykhalov AA, Qui M, Fu H, Du Y, Davies HML, Sorscher EJ. A Novel 7 H-[1,2,4]Triazolo[3,4- b]thiadiazine-based Cystic Fibrosis Transmembrane Conductance Regulator Potentiator Directed toward Treatment of Cystic Fibrosis. ACS Med Chem Lett 2023; 14:1338-1343. [PMID: 37849531 PMCID: PMC10577695 DOI: 10.1021/acsmedchemlett.3c00155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Accepted: 08/25/2023] [Indexed: 10/19/2023] Open
Abstract
Cystic fibrosis (CF) is an autosomal genetic disorder caused by disrupted anion transport in epithelial cells lining tissues in the human airways and digestive system. While cystic fibrosis transmembrane conductance regulator (CFTR) modulator compounds have provided transformative improvement in CF respiratory function, certain patients exhibit marginal clinical benefit or detrimental effects or have a form of the disease not approved or unlikely to respond using CFTR modulation. We tested hit compounds from a 300,000-drug screen for their ability to augment CFTR transepithelial transport alone or in combination with the FDA-approved CFTR potentiator ivacaftor (VX-770). A subsequent SAR campaign led us to a class of 7H-[1,2,4]triazolo[3,4-b][1,3,4]thiadiazines that in combination with VX-770 rescued function of G551D mutant CFTR channels to approximately 400% above the activity of VX-770 alone and to nearly wild-type CFTR levels in the same Fischer rat thyroid model system.
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Affiliation(s)
- Andras Rab
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
| | - Xun Yang
- Department
of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - William F. Tracy
- Department
of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - Jeong S. Hong
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
| | - Disha Joshi
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
| | - Candela Manfredi
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
| | - Sadhana S. Ponnaluri
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
| | | | - Min Qui
- Department
of Pharmacology and Chemical Biology, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
- Emory
Chemical Biology Discovery Center, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
| | - Haian Fu
- Department
of Pharmacology and Chemical Biology, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
- Emory
Chemical Biology Discovery Center, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
| | - Yuhong Du
- Department
of Pharmacology and Chemical Biology, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
- Emory
Chemical Biology Discovery Center, Emory
University School of Medicine, Atlanta, Georgia 30322, United States
| | - Huw M. L. Davies
- Department
of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - Eric J. Sorscher
- Department
of Pediatrics, Emory University School of
Medicine, Atlanta, Georgia 30322, United States
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4
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Bettencourt CJ, Krainz T, Chow S, Parr BT, Tracy WF, Bernhardt PV, Davies HML, Williams CM. Unearthing the Subtleties of Rhodium(II)-Catalyzed Carbenoid Cycloadditions to Furans with an N-Sulfonyl-1,2,3-triazole Probe. Org Lett 2022; 24:9290-9295. [PMID: 36512372 DOI: 10.1021/acs.orglett.2c03869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The rhodium(II)-catalyzed reaction of a model alkenyl donor/acceptor N-sulfonyltriazole with a wide selection of furans is reported. This investigation unearthed a range of structurally diverse carbocyclic and ring-opened products, in good to excellent yields. The products obtained are proposed to arise selectively via cyclopropanation or zwitterionic rearrangement pathways, which are highly dependent on both the structural and electronic features of the furan substrate.
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Affiliation(s)
- Christian J Bettencourt
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Tanja Krainz
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Sharon Chow
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Brendan T Parr
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States
| | - William F Tracy
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States
| | - Paul V Bernhardt
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Huw M L Davies
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States
| | - Craig M Williams
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Queensland 4072, Australia
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5
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Kubiak RW, Tracy WF, Alford JS, Davies HML. Asymmetric Cyclopropanation with 4-Aryloxy-1-sulfonyl-1,2,3-triazoles: Expanding the Range of Rhodium-Stabilized Donor/Acceptor Carbenes to Systems with an Oxygen Donor Group. J Org Chem 2022; 87:13517-13528. [PMID: 36264239 PMCID: PMC10290286 DOI: 10.1021/acs.joc.2c00978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Rhodium-catalyzed enantioselective synthesis of 1-phenoxycyclopropane-1-carbaldehydes by intermolecular cyclopropanation of terminal alkenes followed by imine hydrolysis is described. This methodology utilizes 4-aryloxy-1-sulfonyl-1,2,3-triazoles as the carbene precursors and the chiral dirhodium(II) tetracarboxylates Rh2(S-NTTL)4 or Rh2(S-DPCP)4 as the catalysts. These reactions are considered to proceed via rhodium-stabilized donor/acceptor carbene intermediates, and these studies demonstrate that a heteroatom donor group is compatible with an enantioselective transformation.
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Affiliation(s)
- Robert W Kubiak
- Department of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - William F Tracy
- Department of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - Joshua S Alford
- Department of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
| | - Huw M L Davies
- Department of Chemistry, Emory University, 1515 Dickey Dr., Atlanta, Georgia 30329, United States
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6
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Finegan C, Boehlein SK, Leach KA, Madrid G, Hannah LC, Koch KE, Tracy WF, Resende MFR. Genetic Perturbation of the Starch Biosynthesis in Maize Endosperm Reveals Sugar-Responsive Gene Networks. Front Plant Sci 2022; 12:800326. [PMID: 35211133 PMCID: PMC8861272 DOI: 10.3389/fpls.2021.800326] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 12/27/2021] [Indexed: 05/28/2023]
Abstract
In maize, starch mutants have facilitated characterization of key genes involved in endosperm starch biosynthesis such as large subunit of AGPase Shrunken2 (Sh2) and isoamylase type DBE Sugary1 (Su1). While many starch biosynthesis enzymes have been characterized, the mechanisms of certain genes (including Sugary enhancer1) are yet undefined, and very little is understood about the regulation of starch biosynthesis. As a model, we utilize commercially important sweet corn mutations, sh2 and su1, to genetically perturb starch production in the endosperm. To characterize the transcriptomic response to starch mutations and identify potential regulators of this pathway, differential expression and coexpression network analysis was performed on near-isogenic lines (NILs) (wildtype, sh2, and su1) in six genetic backgrounds. Lines were grown in field conditions and kernels were sampled in consecutive developmental stages (blister stage at 14 days after pollination (DAP), milk stage at 21 DAP, and dent stage at 28 DAP). Kernels were dissected to separate embryo and pericarp from the endosperm tissue and 3' RNA-seq libraries were prepared. Mutation of the Su1 gene led to minimal changes in the endosperm transcriptome. Responses to loss of sh2 function include increased expression of sugar (SWEET) transporters and of genes for ABA signaling. Key regulators of starch biosynthesis and grain filling were identified. Notably, this includes Class II trehalose 6-phosphate synthases, Hexokinase1, and Apetala2 transcription factor-like (AP2/ERF) transcription factors. Additionally, our results provide insight into the mechanism of Sugary enhancer1, suggesting a potential role in regulating GA signaling via GRAS transcription factor Scarecrow-like1.
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Affiliation(s)
- Christina Finegan
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Susan K. Boehlein
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Kristen A. Leach
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Gabriela Madrid
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - L. Curtis Hannah
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Karen E. Koch
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - William F. Tracy
- Department of Agronomy, University of Wisconsin- Madison, Madison, WI, United States
| | - Marcio F. R. Resende
- Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
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7
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Baseggio M, Murray M, Wu D, Ziegler G, Kaczmar N, Chamness J, Hamilton JP, Buell CR, Vatamaniuk OK, Buckler ES, Smith ME, Baxter I, Tracy WF, Gore MA. Genome-wide association study suggests an independent genetic basis of zinc and cadmium concentrations in fresh sweet corn kernels. G3 (Bethesda) 2021; 11:6287658. [PMID: 34849806 PMCID: PMC8496296 DOI: 10.1093/g3journal/jkab186] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 05/25/2021] [Indexed: 01/05/2023]
Abstract
Despite being one of the most consumed vegetables in the United States, the elemental profile of sweet corn (Zea mays L.) is limited in its dietary contributions. To address this through genetic improvement, a genome-wide association study was conducted for the concentrations of 15 elements in fresh kernels of a sweet corn association panel. In concordance with mapping results from mature maize kernels, we detected a probable pleiotropic association of zinc and iron concentrations with nicotianamine synthase5 (nas5), which purportedly encodes an enzyme involved in synthesis of the metal chelator nicotianamine. In addition, a pervasive association signal was identified for cadmium concentration within a recombination suppressed region on chromosome 2. The likely causal gene underlying this signal was heavy metal ATPase3 (hma3), whose counterpart in rice, OsHMA3, mediates vacuolar sequestration of cadmium and zinc in roots, whereby regulating zinc homeostasis and cadmium accumulation in grains. In our association panel, hma3 associated with cadmium but not zinc accumulation in fresh kernels. This finding implies that selection for low cadmium will not affect zinc levels in fresh kernels. Although less resolved association signals were detected for boron, nickel, and calcium, all 15 elements were shown to have moderate predictive abilities via whole-genome prediction. Collectively, these results help enhance our genomics-assisted breeding efforts centered on improving the elemental profile of fresh sweet corn kernels.
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Affiliation(s)
- Matheus Baseggio
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Matthew Murray
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Di Wu
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Gregory Ziegler
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA
| | - Nicholas Kaczmar
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - James Chamness
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - John P Hamilton
- Department of Plant Biology, Michigan State University, East Lansing, MI 48824, USA
| | - C Robin Buell
- Department of Plant Biology, Michigan State University, East Lansing, MI 48824, USA
| | - Olena K Vatamaniuk
- Soil and Crop Sciences Section, Plant Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Edward S Buckler
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.,Institute for Genomic Diversity, Cornell University, Ithaca, NY 14853, USA.,US Department of Agriculture-Agricultural Research Service, Robert W. Holley Center for Agriculture and Health, NY 14853, USA
| | - Margaret E Smith
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Ivan Baxter
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA
| | - William F Tracy
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Michael A Gore
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
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8
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Baseggio M, Murray M, Magallanes-Lundback M, Kaczmar N, Chamness J, Buckler ES, Smith ME, DellaPenna D, Tracy WF, Gore MA. Natural variation for carotenoids in fresh kernels is controlled by uncommon variants in sweet corn. Plant Genome 2020; 13:e20008. [PMID: 33016632 DOI: 10.1002/tpg2.20008] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 10/30/2019] [Indexed: 06/11/2023]
Abstract
Sweet corn (Zea mays L.) is highly consumed in the United States, but does not make major contributions to the daily intake of carotenoids (provitamin A carotenoids, lutein and zeaxanthin) that would help in the prevention of health complications. A genome-wide association study of seven kernel carotenoids and twelve derivative traits was conducted in a sweet corn inbred line association panel ranging from light to dark yellow in endosperm color to elucidate the genetic basis of carotenoid levels in fresh kernels. In agreement with earlier studies of maize kernels at maturity, we detected an association of β-carotene hydroxylase (crtRB1) with β-carotene concentration and lycopene epsilon cyclase (lcyE) with the ratio of flux between the α- and β-carotene branches in the carotenoid biosynthetic pathway. Additionally, we found that 5% or less of the evaluated inbred lines possessing the shrunken2 (sh2) endosperm mutation had the most favorable lycE allele or crtRB1 haplotype for elevating β-branch carotenoids (β-carotene and zeaxanthin) or β-carotene, respectively. Genomic prediction models with genome-wide markers obtained moderately high predictive abilities for the carotenoid traits, especially lutein, and outperformed models with less markers that targeted candidate genes implicated in the synthesis, retention, and/or genetic control of kernel carotenoids. Taken together, our results constitute an important step toward increasing carotenoids in fresh sweet corn kernels.
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Affiliation(s)
- Matheus Baseggio
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - Matthew Murray
- Dep. of Agronomy, Univ. of Wisconsin-Madison, Madison, WI, 53706, USA
| | | | - Nicholas Kaczmar
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - James Chamness
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - Edward S Buckler
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
- Institute for Genomic Diversity, Cornell Univ., Ithaca, NY, 14853, USA
- US Department of Agriculture-Agricultural Research Service, Robert W. Holley Center for Agriculture and Health, Ithaca, NY, 14853, USA
| | - Margaret E Smith
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - Dean DellaPenna
- Dep. of Biochemistry and Molecular Biology, Michigan State Univ., East Lansing, MI, 48824, USA
| | - William F Tracy
- Dep. of Agronomy, Univ. of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Michael A Gore
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
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9
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Boehlein SK, Liu P, Webster A, Ribeiro C, Suzuki M, Wu S, Guan JC, Stewart JD, Tracy WF, Settles AM, McCarty DR, Koch KE, Hannah LC, Hennen-Bierwagen TA, Myers AM. Effects of long-term exposure to elevated temperature on Zea mays endosperm development during grain fill. Plant J 2019; 99:23-40. [PMID: 30746832 DOI: 10.1111/tpj.14283] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2018] [Revised: 01/22/2019] [Accepted: 01/23/2019] [Indexed: 05/28/2023]
Abstract
Cereal yields decrease when grain fill proceeds under conditions of prolonged, moderately elevated temperatures. Endosperm-endogenous processes alter both rate and duration of dry weight gain, but underlying mechanisms remain unclear. Heat effects could be mediated by either abnormal, premature cessation of storage compound deposition or accelerated implementation of normal development. This study used controlled environments to isolate temperature as the sole environmental variable during Zea mays kernel-fill, from 12 days after pollination to maturity. Plants subjected to elevated day, elevated night temperatures (38°C day, 28°C night (38/28°C])) or elevated day, normal night (38/17°C), were compared with those from controls grown under normal day and night conditions (28/17°C). Progression of change over time in endosperm tissue was followed to dissect contributions at multiple levels, including transcriptome, metabolome, enzyme activities, product accumulation, and tissue ultrastructure. Integrated analyses indicated that the normal developmental program of endosperm is fully executed under prolonged high-temperature conditions, but at a faster rate. Accelerated development was observed when both day and night temperatures were elevated, but not when daytime temperature alone was increased. Although transcripts for most components of glycolysis and respiration were either upregulated or minimally affected, elevated temperatures decreased abundance of mRNAs related to biosynthesis of starch and storage proteins. Further analysis of 20 central-metabolic enzymes revealed six activities that were reduced under high-temperature conditions, indicating candidate roles in the observed reduction of grain dry weight. Nonetheless, a striking overall resilience of grain filling in the face of elevated temperatures can be attributed to acceleration of normal endosperm development.
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Affiliation(s)
- Susan K Boehlein
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Peng Liu
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Ashley Webster
- Department of Agronomy, University of Wisconsin, Madison, WI, 53706, USA
| | - Camila Ribeiro
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Masaharu Suzuki
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Shan Wu
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Jiahn-Chou Guan
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Jon D Stewart
- Department of Chemistry, University of Florida, Gainesville, FL, 32611, USA
| | - William F Tracy
- Department of Agronomy, University of Wisconsin, Madison, WI, 53706, USA
| | - A Mark Settles
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Donald R McCarty
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Karen E Koch
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Larkin C Hannah
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Tracie A Hennen-Bierwagen
- Roy J. Carver Department of Biochemistry, Biophysics, and Molecular Biology, Iowa State University, Ames, IA, 50011, USA
| | - Alan M Myers
- Roy J. Carver Department of Biochemistry, Biophysics, and Molecular Biology, Iowa State University, Ames, IA, 50011, USA
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Gage JL, Vaillancourt B, Hamilton JP, Manrique-Carpintero NC, Gustafson TJ, Barry K, Lipzen A, Tracy WF, Mikel MA, Kaeppler SM, Buell CR, de Leon N. Multiple Maize Reference Genomes Impact the Identification of Variants by Genome-Wide Association Study in a Diverse Inbred Panel. Plant Genome 2019; 12:180069. [PMID: 31290926 DOI: 10.3835/plantgenome2018.09.0069] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Use of a single reference genome for genome-wide association studies (GWAS) limits the gene space represented to that of a single accession. This limitation can complicate identification and characterization of genes located within presence-absence variations (PAVs). In this study, we present the draft de novo genome assembly of 'PHJ89', an 'Oh43'-type inbred line of maize ( L.). From three separate reference genome assemblies ('B73', 'PH207', and PHJ89) that represent the predominant germplasm groups of maize, we generated three separate whole-seedling gene expression profiles and single nucleotide polymorphism (SNP) matrices from a panel of 942 diverse inbred lines. We identified 34,447 (B73), 39,672 (PH207), and 37,436 (PHJ89) transcripts that are not present in the respective reference genome assemblies. Genome-wide association studies were conducted in the 942 inbred panel with both the SNP and expression data values to map (SCMV) resistance. Highlighting the impact of alternative reference genomes in gene discovery, the GWAS results for SCMV resistance with expression values as a surrogate measure of PAV resulted in robust detection of the physical location of a known resistance gene when the B73 reference that contains the gene was used, but not the PH207 reference. This study provides the valuable resource of the Oh43-type PHJ89 genome assembly as well as SNP and expression data for 942 individuals generated from three different reference genomes.
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11
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Gage JL, Vaillancourt B, Hamilton JP, Manrique-Carpintero NC, Gustafson TJ, Barry K, Lipzen A, Tracy WF, Mikel MA, Kaeppler SM, Buell CR, de Leon N. Multiple Maize Reference Genomes Impact the Identification of Variants by Genome-Wide Association Study in a Diverse Inbred Panel. Plant Genome 2019; 12. [PMID: 31290926 DOI: 10.3835/plantgenome2018.09.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Use of a single reference genome for genome-wide association studies (GWAS) limits the gene space represented to that of a single accession. This limitation can complicate identification and characterization of genes located within presence-absence variations (PAVs). In this study, we present the draft de novo genome assembly of 'PHJ89', an 'Oh43'-type inbred line of maize ( L.). From three separate reference genome assemblies ('B73', 'PH207', and PHJ89) that represent the predominant germplasm groups of maize, we generated three separate whole-seedling gene expression profiles and single nucleotide polymorphism (SNP) matrices from a panel of 942 diverse inbred lines. We identified 34,447 (B73), 39,672 (PH207), and 37,436 (PHJ89) transcripts that are not present in the respective reference genome assemblies. Genome-wide association studies were conducted in the 942 inbred panel with both the SNP and expression data values to map (SCMV) resistance. Highlighting the impact of alternative reference genomes in gene discovery, the GWAS results for SCMV resistance with expression values as a surrogate measure of PAV resulted in robust detection of the physical location of a known resistance gene when the B73 reference that contains the gene was used, but not the PH207 reference. This study provides the valuable resource of the Oh43-type PHJ89 genome assembly as well as SNP and expression data for 942 individuals generated from three different reference genomes.
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12
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Baseggio M, Murray M, Magallanes-Lundback M, Kaczmar N, Chamness J, Buckler ES, Smith ME, DellaPenna D, Tracy WF, Gore MA. Genome-Wide Association and Genomic Prediction Models of Tocochromanols in Fresh Sweet Corn Kernels. Plant Genome 2019; 12. [PMID: 30951088 DOI: 10.3835/plantgenome2018.3806.0038] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Sweet corn ( L.), a highly consumed fresh vegetable in the United States, varies for tocochromanol (tocopherol and tocotrienol) levels but makes only a limited contribution to daily intake of vitamin E and antioxidants. We performed a genome-wide association study of six tocochromanol compounds and 14 derivative traits across a sweet corn inbred line association panel to identify genes associated with natural variation for tocochromanols and vitamin E in fresh kernels. Concordant with prior studies in mature maize kernels, an association was detected between γ-tocopherol methyltransferase (vte4) and α-tocopherol content, along with () and () for tocotrienol variation. Additionally, two kernel starch synthesis genes, () and (), were associated with tocotrienols, with the strongest evidence for in combination with fixed, strong and alleles, accounting for the greater amount of tocotrienols in and lines. In prediction models with genome-wide markers, predictive abilities were higher for tocotrienols than tocopherols, and these models were superior to those that used marker sets targeting a priori genes involved in the biosynthesis and/or genetic control of tocochromanols. Through this quantitative genetic analysis, we have established a key step for increasing tocochromanols in fresh kernels of sweet corn for human health and nutrition.
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13
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Baseggio M, Murray M, Magallanes-Lundback M, Kaczmar N, Chamness J, Buckler ES, Smith ME, DellaPenna D, Tracy WF, Gore MA. Genome-Wide Association and Genomic Prediction Models of Tocochromanols in Fresh Sweet Corn Kernels. Plant Genome 2019; 12:180038. [PMID: 30951088 DOI: 10.3835/plantgenome2018.06.0038] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Sweet corn ( L.), a highly consumed fresh vegetable in the United States, varies for tocochromanol (tocopherol and tocotrienol) levels but makes only a limited contribution to daily intake of vitamin E and antioxidants. We performed a genome-wide association study of six tocochromanol compounds and 14 derivative traits across a sweet corn inbred line association panel to identify genes associated with natural variation for tocochromanols and vitamin E in fresh kernels. Concordant with prior studies in mature maize kernels, an association was detected between γ-tocopherol methyltransferase (vte4) and α-tocopherol content, along with () and () for tocotrienol variation. Additionally, two kernel starch synthesis genes, () and (), were associated with tocotrienols, with the strongest evidence for in combination with fixed, strong and alleles, accounting for the greater amount of tocotrienols in and lines. In prediction models with genome-wide markers, predictive abilities were higher for tocotrienols than tocopherols, and these models were superior to those that used marker sets targeting a priori genes involved in the biosynthesis and/or genetic control of tocochromanols. Through this quantitative genetic analysis, we have established a key step for increasing tocochromanols in fresh kernels of sweet corn for human health and nutrition.
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14
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Gustin JL, Boehlein SK, Shaw JR, Junior W, Settles AM, Webster A, Tracy WF, Hannah LC. Ovary abortion is prevalent in diverse maize inbred lines and is under genetic control. Sci Rep 2018; 8:13032. [PMID: 30158664 PMCID: PMC6115450 DOI: 10.1038/s41598-018-31216-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Accepted: 08/14/2018] [Indexed: 11/23/2022] Open
Abstract
Crop improvement programs focus on characteristics that are important for plant productivity. Typically genes underlying these traits are identified and stacked to create improved cultivars. Hence, identification of valuable traits for plant productivity is critical for plant improvement. Here we describe an important characteristic for maize productivity. Despite the fact mature maize ears are typically covered with kernels, we find that only a fraction of ovaries give rise to mature kernels. Non-developed ovaries degenerate while neighboring fertilized ovaries produce kernels that fill the ear. Abortion occurs throughout the ear, not just at the tip. We show that the fraction of aborted ovaries/kernels is genetically controlled and varies widely among maize lines, and low abortion genotypes are rare. Reducing or eliminating ovary abortion could substantially increase yield, making this characteristic a new target for selection in maize improvement programs.
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Affiliation(s)
- Jeffery L Gustin
- Program in Plant Molecular and Cellular Biology, Genetics Institute and Department of Horticultural Sciences, University of Florida, Gainesville, FL, 32611, USA.
| | - Susan K Boehlein
- Program in Plant Molecular and Cellular Biology, Genetics Institute and Department of Horticultural Sciences, University of Florida, Gainesville, FL, 32611, USA
| | - Janine R Shaw
- Program in Plant Molecular and Cellular Biology, Genetics Institute and Department of Horticultural Sciences, University of Florida, Gainesville, FL, 32611, USA
| | - Weschester Junior
- Florida Agricultural and Mechanical University, Tallahassee, FL, 32301, USA
| | - A Mark Settles
- Program in Plant Molecular and Cellular Biology, Genetics Institute and Department of Horticultural Sciences, University of Florida, Gainesville, FL, 32611, USA
| | - Ashley Webster
- Department of Agronomy, University of Wisconsin, Madison, WI, 53706, USA
| | - William F Tracy
- Department of Agronomy, University of Wisconsin, Madison, WI, 53706, USA
| | - L Curtis Hannah
- Program in Plant Molecular and Cellular Biology, Genetics Institute and Department of Horticultural Sciences, University of Florida, Gainesville, FL, 32611, USA
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Olukolu BA, Bian Y, De Vries B, Tracy WF, Wisser RJ, Holland JB, Balint-Kurti PJ. The Genetics of Leaf Flecking in Maize and Its Relationship to Plant Defense and Disease Resistance. Plant Physiol 2016; 172:1787-1803. [PMID: 27670817 PMCID: PMC5100796 DOI: 10.1104/pp.15.01870] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2015] [Accepted: 09/22/2016] [Indexed: 05/20/2023]
Abstract
Physiological leaf spotting, or flecking, is a mild-lesion phenotype observed on the leaves of several commonly used maize (Zea mays) inbred lines and has been anecdotally linked to enhanced broad-spectrum disease resistance. Flecking was assessed in the maize nested association mapping (NAM) population, comprising 4,998 recombinant inbred lines from 25 biparental families, and in an association population, comprising 279 diverse maize inbreds. Joint family linkage analysis was conducted with 7,386 markers in the NAM population. Genome-wide association tests were performed with 26.5 million single-nucleotide polymorphisms (SNPs) in the NAM population and with 246,497 SNPs in the association population, resulting in the identification of 18 and three loci associated with variation in flecking, respectively. Many of the candidate genes colocalizing with associated SNPs are similar to genes that function in plant defense response via cell wall modification, salicylic acid- and jasmonic acid-dependent pathways, redox homeostasis, stress response, and vesicle trafficking/remodeling. Significant positive correlations were found between increased flecking, stronger defense response, increased disease resistance, and increased pest resistance. A nonlinear relationship with total kernel weight also was observed whereby lines with relatively high levels of flecking had, on average, lower total kernel weight. We present evidence suggesting that mild flecking could be used as a selection criterion for breeding programs trying to incorporate broad-spectrum disease resistance.
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Affiliation(s)
- Bode A Olukolu
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - Yang Bian
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - Brian De Vries
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - William F Tracy
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - Randall J Wisser
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - James B Holland
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.)
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.)
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.)
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
| | - Peter J Balint-Kurti
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina 27695-7616 (B.A.O., P.J.B.-K.);
- Department of Crop Science, North Carolina State University, Raleigh, North Carolina 27695-7620 (B.A.O., Y.B., J.B.H.);
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706 (B.D.V., W.F.T.);
- Department of Plant and Soil Sciences, University of Delaware, Newark, Delaware 19716 (R.J.W.); and
- United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, North Carolina 27695 (J.B.H., P.J.B.-K.)
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16
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Olukolu BA, Tracy WF, Wisser R, De Vries B, Balint-Kurti PJ. A Genome-Wide Association Study for Partial Resistance to Maize Common Rust. Phytopathology 2016; 106:745-51. [PMID: 27003507 DOI: 10.1094/phyto-11-15-0305-r] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Quantitative resistance to maize common rust (causal agent Puccinia sorghi) was assessed in an association mapping population of 274 diverse inbred lines. Resistance to common rust was found to be moderately correlated with resistance to three other diseases and with the severity of the hypersensitive defense response previously assessed in the same population. Using a mixed linear model accounting for the confounding effects of population structure and flowering time, genome-wide association tests were performed based at 246,497 single-nucleotide polymorphism loci. Three loci associated with maize common rust resistance were identified. Candidate genes at each locus had predicted roles, mainly in cell wall modification. Other candidate genes included a resistance gene and a gene with a predicted role in regulating accumulation of reactive oxygen species.
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Affiliation(s)
- Bode A Olukolu
- First author: Department of Plant Pathology and Department of Horticulture, North Carolina State University, Raleigh 27695; second and fourth authors: Department of Agronomy, University of Wisconsin-Madison, Madison 53706; third author: Department of Plant & Soil Sciences, University of Delaware, Newark 19716; and fifth author: Department of Plant Pathology, North Carolina State University, and United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, NC 27695
| | - William F Tracy
- First author: Department of Plant Pathology and Department of Horticulture, North Carolina State University, Raleigh 27695; second and fourth authors: Department of Agronomy, University of Wisconsin-Madison, Madison 53706; third author: Department of Plant & Soil Sciences, University of Delaware, Newark 19716; and fifth author: Department of Plant Pathology, North Carolina State University, and United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, NC 27695
| | - Randall Wisser
- First author: Department of Plant Pathology and Department of Horticulture, North Carolina State University, Raleigh 27695; second and fourth authors: Department of Agronomy, University of Wisconsin-Madison, Madison 53706; third author: Department of Plant & Soil Sciences, University of Delaware, Newark 19716; and fifth author: Department of Plant Pathology, North Carolina State University, and United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, NC 27695
| | - Brian De Vries
- First author: Department of Plant Pathology and Department of Horticulture, North Carolina State University, Raleigh 27695; second and fourth authors: Department of Agronomy, University of Wisconsin-Madison, Madison 53706; third author: Department of Plant & Soil Sciences, University of Delaware, Newark 19716; and fifth author: Department of Plant Pathology, North Carolina State University, and United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, NC 27695
| | - Peter J Balint-Kurti
- First author: Department of Plant Pathology and Department of Horticulture, North Carolina State University, Raleigh 27695; second and fourth authors: Department of Agronomy, University of Wisconsin-Madison, Madison 53706; third author: Department of Plant & Soil Sciences, University of Delaware, Newark 19716; and fifth author: Department of Plant Pathology, North Carolina State University, and United States Department of Agriculture-Agricultural Research Service Plant Science Research Unit, Raleigh, NC 27695
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17
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Floros JD, Newsome R, Fisher W, Barbosa-Cánovas GV, Chen H, Dunne CP, German JB, Hall RL, Heldman DR, Karwe MV, Knabel SJ, Labuza TP, Lund DB, Newell-McGloughlin M, Robinson JL, Sebranek JG, Shewfelt RL, Tracy WF, Weaver CM, Ziegler GR. Feeding the World Today and Tomorrow: The Importance of Food Science and Technology: An IFT Scientific Review. Compr Rev Food Sci Food Saf 2010; 9:572-599. [PMID: 33467827 DOI: 10.1111/j.1541-4337.2010.00127.x] [Citation(s) in RCA: 118] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
by Philip E. Nelson, 2007 World Food Prize Laureate; Professor Emeritus, Food Science Dept., Purdue Univ. Just as society has evolved over time, our food system has also evolved over centuries into a global system of immense size and complexity. The commitment of food science and technology professionals to advancing the science of food, ensuring a safe and abundant food supply, and contributing to healthier people everywhere is integral to that evolution. Food scientists and technologists are versatile, interdisciplinary, and collaborative practitioners in a profession at the crossroads of scientific and technological developments. As the food system has drastically changed, from one centered around family food production on individual farms and home food preservation to the modern system of today, most people are not connected to their food nor are they familiar with agricultural production and food manufacturing designed for better food safety and quality. The Institute of Food Technologists-a nonprofit scientific society of individual members engaged in food science, food technology, and related professions in industry, academia, and government-has the mission to advance the science of food and the long-range vision to ensure a safe and abundant food supply contributing to healthier people everywhere. IFT convened a task force and called on contributing authors to develop this scientific review to inform the general public about the importance and benefits of food science and technology in IFT's efforts to feed a growing world. The main objective of this review is to serve as a foundational resource for public outreach and education and to address misperceptions and misinformation about processed foods. The intended audience includes those who desire to know more about the application of science and technology to meet society's food needs and those involved in public education and outreach. It is IFT's hope that the reader will gain a better understanding of the goals or purposes for various applications of science and technology in the food system, and an appreciation for the complexity of the modern food supply. Abstract: This Institute of Food Technologists scientific review describes the scientific and technological achievements that made possible the modern production-to-consumption food system capable of feeding nearly 7 billion people, and it also discusses the promising potential of ongoing technological advancements to enhance the food supply even further and to increase the health and wellness of the growing global population. This review begins with a historical perspective that summarizes the parallel developments of agriculture and food technology, from the beginnings of modern society to the present. A section on food manufacturing explains why food is processed and details various food processing methods that ensure food safety and preserve the quality of products. A section about potential solutions to future challenges briefly discusses ways in which scientists, the food industry, and policy makers are striving to improve the food supply for a healthier population and feed the future. Applications of science and technology within the food system have allowed production of foods in adequate quantities to meet the needs of society, as it has evolved. Today, our production-to-consumption food system is complex, and our food is largely safe, tasty, nutritious, abundant, diverse, convenient, and less costly and more readily accessible than ever before. Scientific and technological advancements must be accelerated and applied in developed and developing nations alike, if we are to feed a growing world population.
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Affiliation(s)
- John D Floros
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Rosetta Newsome
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - William Fisher
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Gustavo V Barbosa-Cánovas
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Hongda Chen
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - C Patrick Dunne
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - J Bruce German
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Richard L Hall
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Dennis R Heldman
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Mukund V Karwe
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Stephen J Knabel
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Theodore P Labuza
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Daryl B Lund
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Martina Newell-McGloughlin
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - James L Robinson
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Joseph G Sebranek
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Robert L Shewfelt
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - William F Tracy
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Connie M Weaver
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
| | - Gregory R Ziegler
- Institute of Food Technologists, 525 W. Van Buren St., Suite 1000, Chicago, IL 60607. Direct inquiries to author Newsome (E-mail: )
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18
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Abstract
Many leaf characteristics vary with position along the culm in maize (Zea mays L.) due to the existence of vegetative phase change and heteroblasty. The objective of this work was to determine if differences in cell wall composition exist among developmental phases and between Cg1, a developmental mutant, and wild-type maize. In one experiment, the middle third of fully elongated leaf blades from lower and upper regions of the shoot was harvested (midribs removed) and analyzed for several cell wall components. Averaged over five inbreds (De811, Ia5125, Mo17, P39, and Wh8584), lower leaf blades had higher levels of xylose and lower levels of total uronosyls, glucose, arabinose, and galactose (P < 0.05) than did upper leaf blades. With the exception of glucose, upper and lower leaves of Cg1 plants varied in the same manner as their near-isogenic siblings, except cell walls of Cg1 plants were more "juvenile" than cell walls of wild-type siblings at the same leaf stage. These data support the hypothesis that Cg1 delays but does not eliminate the transition from juvenile-vegetative to adult-vegetative phase. In a second experiment, juvenile (leaves 3 and 5), transition (leaf 7), and adult (leaves 9 and 11) leaves from inbreds B73 and De811 were harvested and analyzed as in the first experiment. As leaf number rose, total cell wall content of sample dry matter, total neutral sugars, glucose, xylose, and ester-linked monomers of p-coumaric acid and total ferulates including ferulate dimers increased linearly while total uronosyls acids, arabinose, and galactose declined linearly (P < 0.05). Glucose and xylose are major cell wall components released from cellulose and xylans after acid hydrolysis. Pectin, a minor component of grass cell walls, is composed of galacturonosyls, arabinose, and galactose. Secondary cell wall deposition increased between leaves 3 and 11 in a heteroblastic series, due to either increased cell wall content concomitant with decreased cell lumen size, changes in proportion of cell types (i.e., sclerenchyma), or a combination of these factors.
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Affiliation(s)
- Bruce G Abedon
- Department of Agronomy, University of Wisconsin, Madison, Wisconsin 53706, USA
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19
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Revilla P, Malvar RA, Velasco P, Butrón A, Tracy WF, Abedon BG, Ordás A. Effects of selection for the timing of vegetative phase transition on corn borer (Lepidoptera: Noctuidae and Crambidae) damage. J Econ Entomol 2005; 98:982-7. [PMID: 16022330 DOI: 10.1603/0022-0493-98.3.982] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
In maize, Zea mays L., the timing of vegetative phase transition from juvenile to adult vegetative phases can be modified through selection. A reduction in the juvenile vegetative phase has been associated with resistance to diseases and pests. The major maize pest in temperate areas is Ostrinia nubilalis (Hübner) and in Europe Sesamia nonagrioides Lefebvre. The objective of our study was to determine the effects of divergent selection for the timing of vegetative phase transition in maize on resistance to corn borers. Three cycles of divergent selection for early and late phase transition in a field corn synthetic and in a sweet corn population were evaluated separately under S. nonagrioides and O. nubilalis artificial infestation. For the field corn experiment, yield and moisture improved with selection for phase transition in both directions, but improvement was due to artifacts of selection, rather than to the change in phase transition. There were no correlated responses for corn borer damage, yield, or grain moisture due to selection for the timing of vegetative phase transition. In the sweet corn experiment, selection for the timing of vegetative phase transition had no significant effects on corn borer damage in sweet corn harvested at the fresh stage. Our results do not support the use of phase transition as an indirect criterion for improving resistance to corn borers in maize. The relationship between phase transition and pest resistance reported by other studies could depend on the genotypes or could be too weak to be detected in a selection program with wild-type maize.
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Affiliation(s)
- Pedro Revilla
- Misión Biológica de Galicia, Spanish Council for Scientific Research, Apartado 28, 36080 Pontevedra, Spain.
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Pataky JK, Tracy WF. Widespread Occurrence of Common Rust, Caused by Puccinia sorghi, on Rp-Resistant Sweet Corn in the Midwestern United States. Plant Dis 1999; 83:1177. [PMID: 30841153 DOI: 10.1094/pdis.1999.83.12.1177d] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Single, dominant resistance genes have been used successfully for the past 15 years to control common rust, caused by Puccinia sorghi, on sweet corn in the United States. Most sweet corn hybrids grown in the Midwest for mid- to late-season processing have Rp resistance, which is expressed as hypersensitive reactions resulting in chlorotic or necrotic flecks with little or no formation of urediniospores. Many, but not all, Rp-resistant sweet corn hybrids carry the gene Rp1D. Biotypes of P. sorghi in North America have been avirulent on plants with the Rp1D gene, except for an isolate collected in Kansas in 1990 (1). In a sweet corn nursery in Urbana, IL, in 1997, small uredinia of P. sorghi occurred on 27 of 79 Rp-resistant sweet corn hybrids that also were infected severely with southern rust caused by P. polysora (2). During August and September 1999, small uredinia or fully susceptible reactions to common rust were observed on several Rp-resistant sweet corn hybrids grown in an area bounded by Mendota, IL, Ripon, WI, and Le Sueur, MN. Southern rust also was prevalent and frequently severe in the area. Isolates of P. sorghi from Rp-resistant corn were collected during September 1999 from Mendota, Rock Falls, and Dekalb, IL; Sun Prairie, Madison, and Ripon, WI; and Rochester, Stanton, and Le Sueur, MN. Ten two-leaved seedlings of one susceptible sweet corn hybrid and five Rp-resistant hybrids, including hybrids known to carry the gene Rp1D, were inoculated in greenhouse trials. Each location (collection) was a separate trial. Inocula were prepared from several uredinia of P. sorghi per location. One set of seedlings also was inoculated with P. polysora. Susceptible reactions (uredinia with urediniospores) were observed on all inoculated seedlings. Uredinia and urediniospores of P. sorghi and P. polysora from seedlings inoculated in the greenhouse were compared directly. All isolates of P. sorghi were confirmed based on 6- to 7-day latent periods, formation of uredinia on both leaf surfaces, and urediniospores that were mostly spherical, cinnamon colored, and moderately echinulate. This is the first widespread occurrence in North America of a biotype of P. sorghi that is virulent on Rp-resistant sweet corn. References: (1) S. H. Hulbert et al. Plant Dis. 75:1130, 1991. (2) J. K. Pataky et al. Purdue Univ. AES Bull. No. 758:99, 1997.
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Affiliation(s)
- J K Pataky
- Department of Crop Sciences, University of Illinois, Urbana 61801
| | - W F Tracy
- Department of Agronomy, University of Wisconsin, Madison 53706
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Pataky JK, du Toit LJ, Revilla P, Tracy WF. Reactions of Open-Pollinated Sweet Corn Cultivars to Stewart's Wilt, Common Rust, Northern Leaf Blight, and Southern Leaf Blight. Plant Dis 1998; 82:939-944. [PMID: 30856927 DOI: 10.1094/pdis.1998.82.8.939] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Over 800 open-pollinated (OP) varieties of sweet corn were grown and named in the century prior to the development of hybrids, but only a few of the historically important OP cultivars exist today. Alleles that could improve disease resistance of modern sweet corn may be present in the OP cultivars still in existence. The objectives of this research were to compare 36 OP sweet corn cultivars to modern commercial hybrids for reactions to Stewart's wilt, common rust, northern leaf blight (NLB), and southern leaf blight (SLB), and to classify the OP cultivars based on phenotypic reactions to these four diseases. Plants were inoculated in 1994, 1995, and 1996 with Erwinia stewartii, Puccinia sorghi, Exserohilum turcicum, or Bipolaris maydis. Symptoms were rated on a whole-plot basis, and ratings were analyzed by analysis of variance (ANOVA). Means were separated by Bayesian least significant difference values. Some of the OP cultivars had phenotypes that were intermediate to moderately resistant to Stewart's wilt, common rust, NLB, or SLB, but none of the cultivars were more resistant than the best commercial hybrids. Distributions of ratings for rust, NLB, and SLB were less disperse for the OP cultivars than for commercial hybrids. Hence, the resistance of modern sweet corn germ plasm to Stewart's wilt, rust, and NLB appears to be greater than that of the OP cultivars. OP cultivars and four standard hybrids were placed into groups based on a hierarchical cluster analysis of disease reactions. The seven groups formed from the cluster analysis of disease ratings were considerably different than those formed from isozyme variation and morphological characteristics. The partial resistance of some cultivars, e.g., Golden Sunshine, Country Gentleman, Stowell's Evergreen, and Red, may be relatively diverse since these cultivars were placed in different groups based on isozyme and morphological variation. OP cultivars with moderate levels of resistance may be sources of resistance alleles not present in commercial hybrids.
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Affiliation(s)
- J K Pataky
- Department of Crop Sciences, University of Illinois, Urbana 61801
| | - L J du Toit
- Department of Crop Sciences, University of Illinois, Urbana 61801
| | - P Revilla
- Department of Agronomy, University of Wisconsin, Madison 53706
| | - W F Tracy
- Department of Agronomy, University of Wisconsin, Madison 53706
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Guse RA, Coors JG, Drolsom PN, Tracy WF. Isozyme marker loci associated with cold tolerance and maturity in maize. Theor Appl Genet 1988; 76:398-404. [PMID: 24232204 DOI: 10.1007/bf00265340] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/1987] [Accepted: 03/09/1988] [Indexed: 06/02/2023]
Abstract
Two maize (Zea mays L.) populations, AS1(S) and ECR-A, were evaluated for allozyme frequency changes associated with selection for improved seedling emergence, early season vigor and early maturity. Eleven marker loci were examined and four loci were used for indirect selection in an attempt to modify cold tolerance and maturity. Allozyme-selected divergent subpopulations were produced by compositing selected S1 progeny from cycle one (C1) of AS1(S) and from C2 of ECR-A. These subpopulations and S1 generations from all cycles resulting from phenotypic selection, ECR-A C1 through C7 and AS1(S) CO through C6, were tested in cold tolerance and agronomic performance trials over five environments in 1986. Seedling emergence and seedling dry weight did not improve with phenotypic selection in ECR-A, while plant height, ear height, grain yield, grain moisture, days to mid-silk and days to mid-pollen were reduced significantly. Contrasts between divergent allozyme-selected subpopulations from ECR-A were significant for grain moisture and mid-pollen date. For AS1(S), seeding emergence increased, while plant and ear height decreased with phenotypic selection. Contrasts between allozyme-selected subpopulations were significant for plant and ear height. Changes associated with marker-based selection for AS1(S) were not in the same direction as with phenotypic selection. Selection for favorable allozyme genotypes may be effective in changing certain traits in populations that have been modified by direct selection, however results may not be predictable.
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Affiliation(s)
- R A Guse
- Research Department, Garst Seed Company, 50244, Slater, IA, USA
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