Cited by 31Genetically Modified Organisms ResearchAgricultural Innovations and PracticesCrop Yield and Soil Fertility

Development, Adoption, and Management of Drought-Tolerant Corn in the United States

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McFadden, Jonathan, Smith, David, Wechsler, Seth, Wallander, Steven, McFadden, Jonathan, Smith, David, Wechsler, Seth, Wallander, Steven·2019·Unknown

Abstract

Drought, a recurring source of crop yield losses and crop failure, often prompts Federal natural disaster and crop insurance payments to U.S. farmers. Few ways exist to substantially reduce yield losses due to drought, although a new tool has recently become available. Drought tolerance produced using conventional breeding methods was first commercially introduced in U.S. corn hybrids in 2011. Genetically engineered (GE) drought tolerance was introduced in hybrids in 2012 but did not become broadly available until 2013. However, the vast majority of drought-tolerant (DT) corn planted in 2016 had one or more GE traits (e.g., herbicide tolerance and/or insect resistance). By 2016, 22 percent of total U.S. planted corn acreage was drought tolerant. Adoption is more concentrated in drought-prone regions of the United States, despite the hybrids’ limited abilities to protect against extreme-or-worse droughts. Significant DT corn acreage is also located in non-drought-prone regions and the broader Corn Belt. This report documents the development, adoption, and management of DT corn in the United States, emphasizing the roles of recent and frequent exposure to drought; moisture-conservation practices; GE seed traits and pricing; and irrigation.

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  • The iterative empirical-modelling framework is grounded and motivated by successful outcomes achieved from applications to coordinate the development of improved maize hybrids and agronomy for the heterogeneous environments of the US corn-belt.

    “Importantly, the iterative empirical-modelling framework is grounded and motivated by successful outcomes achieved from applications to coordinate the development of improved maize hybrids and agronomy for the heterogeneous environments of the US corn-belt (McFadden et al. 2019; Boyer et al. 2013; Cooper et al. 2014a, 2020; Gaffney et al. 2015).”

    From Tackling G × E × M interactions to close on-farm yield-gaps: creating novel pathways for crop improvement by predicting contributions of genetics and management to crop productivity (2021) · cites this paper as McFadden et al. 2019

    The section ‘Research Underlying the Development of Drought Tolerance in Corn’ says that several drought-tolerant hybrids were developed with the aid of experimental designs and crop and computational models. The Introduction and Conclusions also describe adoption alongside moisture-conservation practices in the Corn Belt. The paper does not establish that an iterative empirical-modelling framework coordinated hybrid development and agronomy, or attribute successful outcomes to that framework. (LLM, conf=0.84)

    Experimental — accuracy not yet measured
  • Practical strategies for implementing some of the predictions for the U.S. corn-belt maize target system have been successfully implemented.

    “Practical strategies for implementing some of the predictions for this target system have been successfully implemented (Cooper et al., 2014b;Gaffney et al., 2015;McFadden et al., 2019).”

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Research works printed but not linked: 47

  1. Abate, T., A. Tarekegne, M. Worku, B.M. Prasanna, A. Menkir, D. Wegary, and J. Gethi. 2015. "DT Maize: A Quarterly Bulletin of the Drought Tolerant Maize for Africa Project," Drought Tolerant Maize for Africa 4(4): 1-8. December. Available online.
  2. Berger, A., A. McDonald, and S. Riha. 2010. "A Coupled View of Above and Below-Ground Resource Capture Explains Different Weed Impacts on Soil Water Depletion and Crop Water Productivity in Maize," Field Crops Research 119(2-3): 314-21.
  3. Bruce, W.B., G.O. Edmeades, and T.C. Barker. 2002. "Molecular and Physiological Approaches to Maize Improvement for Drought Tolerance," Journal of Experimental Botany 53(366): 13-25.
  4. Campos, H., M. Cooper, G.O. Edmeades, C. Löffler, J.R. Schussler, and M. Ibañez. 2006. "Changes in Drought Tolerance in Maize Associated with Fifty Years of Breeding for Yield in the U.S. Corn Belt," Maydica 51(2): 369-81.
  5. Castiglioni, P., D. Warner, R.J. Bensen, D.C. Anstrom, J. Harrison, M. Stoecker, M. Abad, G. Kumar, S. Salvador, R. D'Ordine, S. Navarro, S. Back, M. Fernandes, J. Targolli, S. Dasgupta, C. Bonin, M.H. Luethy, and J.E. Heard. 2008. "Bacterial RNA Chaperones Confer Abiotic Stress Tolerance in Plants and Improved Grain Yield in Maize under Water-Limited Conditions," Plant Physiology 147(2): 446-55.
  6. Chang, J., D.E. Clay, S.A. Hansen, S.A. Clay, and T.E. Schumacher. 2014. "Water Stress Impacts on Transgenic Drought-Tolerant Corn in the Northern Great Plains," Agronomy Journal 106(1): 125-30.
  7. Claassen, M.M., and R.H. Shaw. 1970. "Water Deficit Effects on Corn. II. Grain Components," Agronomy Journal 62(5): 652-55.
  8. Cooper, M., C. Gho, R. Leafgren, T. Tang, and C. Messina. 2014. "Breeding Drought-Tolerant Maize Hybrids for the U.S. Corn Belt: Discovery to Product," Journal of Experimental Botany 65(21): 6191-204.
  9. Dao, T.H. 1993. "Tillage and Winter Wheat Residue Management Effects on Water Infiltration and Storage," Soil Science Society of America Journal 57(6): 1586-95.
  10. Dun, Z., P.D. Mitchell, and M. Agosti. 2010. "Estimating Diabrotica virgifera virgifera Damage Functions with Field Trial Data: Applying an Unbalanced Nested Error Component Model," Journal of Applied Entomology 134(5): 409-19.
  11. Edgerton, M.D., J. Fridgen, J.R. Anderson, Jr., J. Ahlgrim, M. Criswell, P. Dhungana, T. Gocken, Z. Li, S. Mariappan, C.D. Pilcher, A. Rosielle, and S.B. Stark. 2012. "Transgenic Insect Resistance Traits Increase Corn Yield and Yield Stability," Nature Biotechnology 30(6): 493-96.
  12. Edmeades, G.O., J. Bolaños, S.C. Chapman, H.R. Lafitte, and M. Bänziger. 1999. "Selection Improves Drought Tolerance in Tropical Maize Populations: I. Gains in Biomass, Grain Yield, and Harvest Index," Crop Science 39(5): 1306-15.
  13. Feder, G. 1980. "Farm Size, Risk Aversion and the Adoption of New Technology under Uncertainty," Oxford Economic Papers 32(2): 263-83.
  14. Fernandez-Cornejo, J., C. Hallahan, R. Nehring, and S. Wechsler. 2012. "Conservation Tillage, Herbicide Use, and Genetically Engineered Crops in the United States: The Case of Soybeans," AgBioForum 15(3): 231-41.
  15. Fisher, M., T. Abate, R.W. Lunduka, M. Asnake, Y. Alemayehu, and R.B. Madulu. 2015. "Drought Tolerant Maize for Farmer Adaptation to Drought in Sub-Saharan Africa: Determinants of Adoption in Eastern and Southern Africa," Climatic Change 133(2): 283-99.
  16. Gaffney, J., J. Schussler, C. Löffler, W. Cai, S. Paszkiewicz, C. Messina, J. Groeteke, J. Keaschall, and M. Cooper. 2015. "Industry-Scale Evaluation of Maize Hybrids Selected for Increased Yields in Drought-Stress Conditions of the US Corn Belt," Crop Science 55(4): 1608-18.
  17. Galvez, L., D.D. Douds, P. Wagoner, L.R. Longnecker, L.E. Drinkwater, and R.R. Janke. 1995. "An Overwintering Cover Crop Increases Inoculum of VAM Fungi in Agricultural Soil," American Journal of Alternative Agriculture 10(4): 152-6.
  18. Godfrey, L.D., J.M. Norman, and T.O. Holtzer. 1992. "Interactive Effects of European Corn Borer (Lepidoptera: Pyralidae) Tunneling and Drought Stress on Field Corn Water Relations," Environmental Entomology 21(5): 1060-71.
  19. Graff, G., G. Hochman, and D. Zilberman. 2013. "The Research, Development, Commercialization, and Adoption of Drought and Stress-Tolerant Crops," in Crop Improvement Under Adverse Conditions, N. Tuteja and S.S. Gill, eds. New York: Springer Science & Business Media.
  20. Habben, J.E., X. Bao, N.J. Bate, J.L. DeBruin, D. Dolan, D. Hasegawa, T.G. Helentjaris, R.H. Lafitte, N. Lovan, H. Mo, K. Reimann, and J.R. Schussler. 2014. "Transgenic Alteration of Ethylene Biosynthesis Increases Grain Yield in Maize under Field Drought-Stress Conditions," Plant Biotechnology Journal 12(6): 685-93.
  21. Hammer, G.L., Z. Dong, G. McLean, A. Doherty, C. Messina, J. Schussler, C. Zinselmeier, S. Paszkiewicz, and M. Cooper. 2009. "Can Changes in Canopy and/or Root System Architecture Explain Historical Maize Yield Trends in the U.S. Corn Belt?" Crop Science 49(1): 299-312.
  22. Heddinghaus, T.R., and P. Sabol. 1991. "A Review of the Palmer Drought Severity Index and Where Do We Go from Here?" Proceedings, 7th Conference on Applied Climatology, Boston, American Meteorological Society: 242-46.
  23. Heffner, E.L., M.E. Sorrells, and J. Jannink. 2009. "Genomic Selection for Crop Improvement," Crop Science 49(1): 1-12.
  24. Holden, S.T., and M. Fisher. 2015. "Subsidies Promote Use of Drought Tolerant Maize Varieties Despite Variable Yield Performance under Smallholder Environments in Malawi, Food Security 7(6): 1225-38.
  25. Hutchinson, W.D., E.C. Burkness, P.D. Mitchell, R.D. Moon, T.W. Leslie, S.J. Fleischer, M. Abrahamson, K.L. Hamilton, K.L. Steffey, M.E. Gray, R.L. Hellmich, L.V. Kaster, T.E. Hunt, R.J. Wright, K. Pecinovsky, T.L. Rabaey, B.R. Flood, and E.S. Raun. 2010. "Areawide Suppression of European Corn Borer with Bt Maize Reaps Savings to Non-Bt Maize Growers," Science 330(6001): 222-5.
  26. Klocke, N.L., R.S. Currie, and R.M. Aiken. 2009. "Soil Water Evaporation and Crop Residues," Transactions of the ASABE, American Society of Agricultural and Biological Engineers 52(1): 103-10.
  27. Li, Y., J.S. Sperry, and M. Shao. 2009. "Hydraulic Conductance and Vulnerability to Cavitation in Corn (Zea mays L.) Hybrids of Differing Drought Resistance," Environmental and Experimental Botany 66(2): 341-6.
  28. Lipiec, J., J. Kuś, A. Słowińska-Jurkiewicz, and A. Nosalewicz. 2006. "Soil Porosity and Water Infiltration as Influenced by Tillage Methods," Soil and Tillage Research 89(2): 210-20.
  29. Lybbert, T.J., and A. Bell. 2010. "Stochastic Benefit Streams, Learning, and Technology Diffusion: Why Drought Tolerance is Not the New Bt," AgBioForum 13(1): 13-24.
  30. Mahboubi, A.A., R. Lal, and N.R. Faussey. 1993. "Twenty-Eight Years of Tillage Effects on Two Soils in Ohio," Soil Science Society of America Journal 57(2): 506-12.
  31. Messina, C.D., T.R. Sinclair, G.L. Hammer, D. Curan, J. Thompson, Z. Oler, C. Gho, and M. Cooper. 2015. "Limited-Transpiration Trait May Increase Maize Drought Tolerance in the U.S. Corn Belt," Agronomy Journal 107(6): 1978-86.
  32. Mounce, R.B., S.A. O'Shaughnessy, B.C. Blaser, P.D. Colaizzi, and S.R. Evett. 2016. "Crop Response of Drought-Tolerant and Conventional Maize Hybrids in a Semiarid Environment," Irrigation Science 34(3): 231-44.
  33. Nemali, K.S., C. Bonin, F.G. Dohleman, M. Stephens, W.R. Reeves, D.E. Nelson, P. Castiglioni, J.E. Whitsel, B. Sammons, R.A. Silady, D. Anstrom, R.E. Sharp, O.R. Patharkar, D. Clay, M. Coffin, M.A. Nemeth, M.E. Leibman, M. Luethy, and M. Lawson. 2015. "Physiological Responses Related to Increased Grain Yield under Drought in the First Biotechnology-Derived Drought-Tolerant Maize," Plant, Cell & Environment 38(9): 1866-80.
  34. Oikeh, S., D. Ngonyamo-Majee, S.I.N. Mugo, K. Mashingaidze, V. Cook, and M. Stephens. 2014. "The Water Efficient Maize for Africa Project as an Example of a Public-Private Partnership," in Convergence of Food Security, Energy Security, and Sustainable Agriculture, D.D. Songstad, J.L. Hatfield, and D.T. Tomes, eds. Biotechnology in Agriculture and Forestry series, vol. 67. Berlin: Springer.
  35. Passioura, J.B. 1977. "Grain Yield, Harvest Index, and Water Use of Wheat," Journal of the Australian Institute of Agricultural Science 43: 117-20.
  36. Shapiro, C. 2012. "Competition and Innovation: Did Arrow Hit the Bull's Eye?" in The Rate and Direction of Inventive Activity Revisited, J. Lerner and S. Stern, eds. Chicago: University of Chicago Press.
  37. Shi, G., J.P. Chavas, and K. Stiegert. 2010. "An Analysis of the Pricing of Traits in the U.S. Corn Seed Market," American Journal of Agricultural Economics 92(5): 1324-28.
  38. Smit, B., and M.W. Skinner. 2002. "Adaptation Options in Agriculture to Climate Change: A Typology," Mitigation and Adaptation Strategies for Global Change 7(1): 85-114.
  39. Tadesse, T., B.D. Wardlow, J.F. Brown, M.D. Svoboda, M.J. Hayes, B. Fuchs, and D. Gutzmer. 2015. "Assessing the Vegetation Condition Impacts of the 2011 Drought across the U.S. Southern Great Plains Using the Vegetation Drought Response Index (VegDRI)," Journal of Applied Meteorology and Climatology 54(1): 153-69.
  40. Waltz, E. 2014. "Beating the Heat," News Feature, Nature Biotechnology 32(7): 610-13.
  41. Wechsler, S., J. McFadden, and D. Smith. 2018. "What Do Farmers' Weed Control Decisions Imply about Glyphosate Resistance? Evidence from Surveys of U.S. Corn Fields," Pest Management Science 74(5): 1143-54.
  42. Wechsler, S., and D. Smith. 2018. "Has Resistance Taken Root in U.S. Corn Fields? Demand for Insect Control," American Journal of Agricultural Economics 100(4): 1136-50.
  43. Williams, S.M., and R.R. Weil. 2004. "Crop Cover Root Channels May Alleviate Soil Compaction Effects on Soybean Crop," Soil Science Society of America Journal 68(4): 1403-09.
  44. Wossen, T., T. Abdoulaye, A. Alene, S. Feleke, A. Menkir, and V. Manyong. 2017. "Measuring the Impacts of Adaptation Strategies to Drought Stress: The Case of Drought Tolerant Maize Varieties," Journal of Environmental Management 203(1): 106-13.
  45. Wozniak, G.D. 1987. "Human Capital, Information, and the Early Adoption of New Technology," Journal of Human Resources 22(1): 101-12.
  46. Yu, T., and B.A. Babcock. 2010. "Are U.S. Corn and Soybeans Becoming More Drought Tolerant?" American Journal of Agricultural Economics 92(5): 1310-23.
  47. Zilberman, D., J. Zhao, and A. Heiman. 2012. "Adoption Versus Adaptation, with Emphasis on Climate Change," Annual Review of Resource Economics 4: 27-53.

Cited by

Sorted by citations

Authors
McFadden, J., Smith, D., Wechsler, S., Wallander, S., McFadden, J., Smith, D., Wechsler, S., & Wallander, S.
Venue
Unknown
Publisher
Unknown
Published
2019
OpenAlex
W2943533665
Cited by
31
References
2
Citations by year
2025: 3 · 2024: 5 · 2022: 8 · 2021: 6 · 2020: 8 · 2019: 1
Type
posted content
Language
en
Open access
Licence
cc-by-nc-nd
Locations
  • RePEc: Research Papers in Economics (submittedVersion)
  • AgEcon Search (University of Minnesota, USA) (submittedVersion, cc-by-nc-nd)
  • Economic Information Bulletin (submittedVersion)
  • AgEcon Search (University of Minnesota, USA)
Funders
  • U.S. Department of Agriculture
  • North Carolina State University
  • Farm Service Agency
  • National Agricultural Statistics Service
  • Economic Research Service
Topics
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Genetically Modified Organisms Research
  • Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agricultural Innovations and Practices
  • Life Sciences › Agricultural and Biological Sciences › Agronomy and Crop Science › Crop Yield and Soil Fertility
Keywords
drought tolerance, genetically modified crops, technology adoption, maize hybrids, drought-prone areas, irrigation, herbicide tolerance, insect resistance, seed pricing, crop yield loss, drought insurance

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