Hostname: page-component-8448b6f56d-42gr6 Total loading time: 0 Render date: 2024-04-19T21:04:49.130Z Has data issue: false hasContentIssue false

Incorporating environmental factors to describe wild radish (Raphanus raphanistrum) seedling emergence and plant phenology

Published online by Cambridge University Press:  26 August 2020

Theresa Reinhardt Piskackova
Affiliation:
Graduate Research Assistant, Department of Crop and Soil Sciences, North Carolina State University, Raleigh, NC, USA
S. Chris Reberg-Horton
Affiliation:
Professor, Department of Crop and Soil Sciences, North Carolina State University, Raleigh, NC, USA
Robert J. Richardson
Affiliation:
Professor, Department of Crop and Soil Sciences, North Carolina State University, Raleigh, NC, USA
Katie M. Jennings
Affiliation:
Associate Professor, Department of Horticulture Science, North Carolina State University, Raleigh, NC, USA
Ramon G. Leon*
Affiliation:
Associate Professor, Department of Crop and Soil Sciences, North Carolina State University, Raleigh, NC, USA
*
Author for correspondence: Ramon G. Leon, Department of Crop and Soil Sciences, North Carolina State University, 4402C Williams Hall, Raleigh, NC27695. Email: rleon@ncsu.edu

Abstract

Wild radish (Raphanus raphanistrum L.) is a weed found globally in agricultural systems. The facultative winter annual nature of this plant and high genetic variability makes modeling its growth and phenology difficult. In the present study, R. raphanistrum natural seedbanks exhibited a biphasic pattern of emergence, with emergence peaks occurring in both fall and spring. Traditional sigmoidal models were inadequate to fit this pattern, regardless of the predictive environmental variable, and a corresponding biphasic model (sigmoidal + Weibull) was used to describe emergence based on the best parameters. Each best-fit chronological, thermal, and hydrothermal model accounted for at least 85% of the variation of the validation data. Observations on phenology progression from four cohorts were used to create a common model that described all cohorts adequately. Different phenological stages were described using chronological, thermal, hydrothermal, daylength-dependent thermal time, and daylength-dependent hydrothermal time. Integrating daylength and temperature into the models was important for predicting reproductive stages of R. raphanistrum.

Type
Research Article
Copyright
© The Author(s), 2020. Published by Cambridge University Press on behalf of the Weed Science Society of America

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Footnotes

Associate Editor: Vipan Kumar, Kansas State University

References

Akyuz, FA, Kandel, H, Morlock, D (2017) Developing a growing degree day model for North Dakota and northern Minnesota soybean. Agric For Meteorol 239:134140 CrossRefGoogle Scholar
Asaduzzaman, M, Pratley, JE, Luckett, D, Lemerle, D, Hanwen, W (2019) Weed management in canola (Brassica napus L): a review of current constraints and future strategies for Australia. Arch Agron Soil Sci 66:427444 CrossRefGoogle Scholar
Ashworth, MB, Walsh, MJ, Flower, KC, Vila-Aiub, MM, Powles, SB (2016) Directional selection for flowering time leads to adaptive evolution in Raphanus raphanistrum (wild radish). Evol Appl 9:619629 CrossRefGoogle Scholar
Blackshaw, RE, Lemerle, D, Mailer, R, Young, KR (2002) Influence of wild radish on yield and quality of canola. Weed Sci 50:344349 CrossRefGoogle Scholar
Boyd, EW, Dom, LA, Weining, S, Schmitt, J (2007) Maternal effects and germination timing mediate the expression of winter and spring annual life histories in Arabidopsis thaliana . Int J Plant Sci 168:205214 CrossRefGoogle Scholar
Byers, DL, Platenkamp, GAJ, Shaw, RG (1997) Variation in seed characters in Nemophila menziesii: evidence of a genetic basis for maternal effect. Evolution 51:14451456 Google ScholarPubMed
Cahoon, C (2016) Wild Mustard and Wild Radish. https://blogs.ext.vt.edu/ag-pest-advisory/files/2016/11/Problem-Weed-Mustard-and-Radish.pdf. Accessed: November 7, 2019Google Scholar
Campbell, LG, Parker, RJ, Blakelock, G, Pirimova, N, Mercer, KL (2015) Maternal environment influences propagule pressure of an invasive plant, Raphanus raphanistrum (Brassicaceae). Int J Plant Sci 176:393403 CrossRefGoogle Scholar
Chancellor, RJ (1986) Decline of arable weed seeds during 20 years in soil under grass and the periodicity of seedling emergence after cultivation. J Appl Ecol 23:631637 CrossRefGoogle Scholar
Charbonneau, A, Tack, D, Lale, A, Goldston, J, Caple, M, Conner, E, Barazani, O, Ziffer-Berger, J, Dworkin, I, Conner, JK (2017) Weed evolution: genetic differentiation among wild, weedy, and crop radish. Evol Appl 11:19641974 CrossRefGoogle Scholar
Cici, SZH, Van Acker, RC (2009) A review of the recruitment biology of winter annual weeds in Canada. Can J Plant Sci 89:575589 CrossRefGoogle Scholar
Cornell Climate Smart Solutions Program (2019) CSF Growing Degree Day Calculator. Ithaca, NY: Cornell University. http://climatesmartfarming.org/tools/csf-growing-degree-day-calculator. Accessed: August 16, 2019Google Scholar
Cousens, RD, Young, KR, Tadyyon, A (2010) The role of the persistent fruit wall in seed water regulation in Raphanus raphanistrum (Brassicaceae). Ann Bot 105:101108 CrossRefGoogle Scholar
Culpepper, S (2009) Managing Wild Radish in Wheat. University of Georgia Cooperative Extension Circular 839. https://athenaeum.libs.uga.edu/bitstream/handle/10724/12202/C839.pdf?sequence=1. Accessed: August 30, 2019Google Scholar
Eslami, SV, Gill, GS, Bellotti, B, McDonald, G (2006) Wild radish (Raphanus raphanistrum) interference in wheat. Weed Sci 54:749756 CrossRefGoogle Scholar
Eslami, SV, Gill, GS, McDonald, G (2010) Effect of water stress during seed development on morphometric characteristics and dormancy of wild radish (Raphanus raphanistrum L.) seeds. Weed Sci 54:749756 Google Scholar
Forcella, F (1993) Seedling emergence model for velvetleaf. Agron J 85:929933 CrossRefGoogle Scholar
Forcella, F, Benech Arnold, RL, Sanchez, R, Ghersa, CM (2000) Modeling seedling emergence. Field Crops Res 67:123139 CrossRefGoogle Scholar
Ghersa, CM, Holt, JS (1995) Using phenology prediction in weed management: a review. Weed Res 35:461470 CrossRefGoogle Scholar
Goplen, JJ, Sheaffer, CC, Becker, RL, Moon, RD, Coulter, JA, Breitenbach, FR, Behnken, LM, Gunsolus, JL (2018) Giant ragweed (Ambrosia trifida) emergence model performance evaluated in diverse cropping systems. Weed Sci 66:3646 Google Scholar
Grundy, AC, Phelps, K, Reader, RJ, Burton, S (2000) Modelling the germination of Stellaria media using the concept of hydrothermal time. New Phytol 148:433444 CrossRefGoogle Scholar
Han, Q, Higashi, H, Mitsui, Y, Setoguchi, H (2016) Lineage isolation in the face of active gene flow in the coastal plant wild radish is reinforced by differentiated vernalisation responses. BMC Evol Biol 16:655657 CrossRefGoogle ScholarPubMed
Hill, EC, Renner, KA, Sprague, CL (2014) Henbit (Lamium amplexicaule), common chickweed (Stellaria media), shepherd’s purse (Capsella bursa-pastoris), and field pennycress (Thlaspi arvense): fecundity, seed dispersal, dormancy, and emergence. Weed Sci 62:97106 CrossRefGoogle Scholar
Holdsworth, MJ, Bentsink, L, Soppe, WJ (2008) Molecular networks regulating Arabidopsis seed maturation, after-ripening, dormancy and germination. New Phytol 179:3354 CrossRefGoogle ScholarPubMed
Holm, L, Doll, J, Holm, E, Pancho, J, Herberger, J (1997) Raphanus raphanistrum L. Pages 672682 in World Weeds Natural Histories and Distribution. New York: Wiley Google Scholar
Jha, P, Norsworthy, JK, Riley, MB, Bridges, WB (2010) Shade and plant location effects on germination and hormone content of Palmer amaranth (Amaranthus palmeri). Weed Sci 58:1621 CrossRefGoogle Scholar
Kercher, S, Conner, JK (1996) Patterns of genetic variability within and among populations of wild radish, Raphanus raphanistrum (Brassicaceae). Am J Bot 83:14161421 CrossRefGoogle Scholar
Leon, RG, Dunne, JC, Gould, F (2020) The role of population and quantitative genetics and modern sequencing technologies to understand evolved herbicide resistance and weed fitness. Pest Manag Sci. doi: 10.1002/ps.5988 CrossRefGoogle ScholarPubMed
Leon, RG, Izquierdo, J, Gonzalez-Andujar, JL (2015) Characterization and modeling of itchgrass (Rottboellia cochinchinensis) biphasic seedling emergence patterns in the tropics. Weed Sci 63:623630 Google Scholar
Leon, RG, Owen, MDK (2004) Artificial and natural seed banks differ in seedling emergence patterns. Weed Sci 52:531537 Google Scholar
Masin, R, Zuin, MC, Archer, DW, Forcella, F, Zanin, G (2005) WEEDTURF: a predictive model to aid control of annual summer weeds in turf. Weed Sci 53:193201 CrossRefGoogle Scholar
McHargue, JS (1921) Some points of interest concerning the cocklebur and its seeds. Ecology 2:110119 CrossRefGoogle Scholar
Mekenian, MR, Willemsen, RW (1975) Germination characteristics of Raphanus raphanistrum. I. Laboratory studies. Bull Torrey Bot Club 102:243252 10.2307/2484141CrossRefGoogle Scholar
Norsworthy, JK, Malik, MS, Riley, MB, Bridges, W Jr (2010) Time of emergence affects survival and development of wild radish (Raphanus raphanistrum) in South Carolina. Weed Sci 58:402407 CrossRefGoogle Scholar
Onofri, A, Benincasa, P, Mesgaran, MB, Ritz, C (2018) Hydrothermal-time-to-event models for seed germination. Eur J Agron 101:129139 CrossRefGoogle Scholar
Piper, EL, Boote, KJ, Jones, JW, Grimm, SS (1996) Comparison of two phenology models for predicting flowering and maturity date of soybean. Crop Sci 36:16061614 10.2135/cropsci1996.0011183X003600060033xCrossRefGoogle Scholar
Reeves, TG, Code, GR, Piggin, CM (1981) Seed production and longevity, seasonal emergence, and phenology of wild radish, (Raphanus raphanistrum L.). Austral J Exp Agric 21:524530 CrossRefGoogle Scholar
Ridley, CE, Ellstrand, NC (2009) Rapid evolution of morphology and adaptive life history in the invasive California wild radish (Raphanus sativus) and the implications for management. Evol Appl 3:6476 CrossRefGoogle ScholarPubMed
Sampson, DR (1964) A one-locus self-incompatibility system in Raphanus raphanistrum . Can J Genet Cytol 6:435445 CrossRefGoogle Scholar
Schatzki, J, Allam, M, Kloppel, C, Nagel, M, Borner, A, Mollers, C (2013) Genetic variation for secondary seed dormancy and seed longevity in a set of black-seeded European winter oilseed rape cultivars. Plant Breed 132:174179 CrossRefGoogle Scholar
Schreiber, MM (1982) Modeling the biology of weeds for integrated weed management. Weed Sci 30:1316 Google Scholar
Schutte, BJ, Regnier, EE, Harrison, SK, Schmoll, JT, Spokas, K, Forcella, F (2008) A hydrothermal seedling emergence model for giant ragweed (Ambrosia trifida). Weed Sci 56:555560 CrossRefGoogle Scholar
Seepaul, R, Small, IM, Mulvaney, MJ, George, S, Leon, RG, Paula-Moraes, SV, Geller, D, Marois, JJ, Wright, DL (2018) Carinata, the Sustainable Crop for a Bio-based Economy: 2018–2019 Production Recommendations for the Southeastern United States. UF IFAS Extension, University of Florida SS-AGR-384. https://edis.ifas.ufl.edu/pdffiles/AG/AG38900.pdf. Accessed: October 2, 2019Google Scholar
Taghizadeh, MS, Nicolas, ME, Cousens, RD (2012) Effective relative emergence time and water deficit on the timing of fruit dispersal in Raphanus raphanistrum L. Crop Pasture Sci 63:10181025 CrossRefGoogle Scholar
Tang, J, Korner, C, Muraoka, H, Piao, S, Shen, M, Thackeray, SJ, Yang, X (2016) Emerging opportunities and challenges in phenology: a review. Ecosphere 7:e01436 CrossRefGoogle Scholar
Tricault, Y, Matejicek, A, Darmency, H (2017) Variation of seed dormancy and longevity in Raphanus raphanistrum L. Seed Sci Res 28:3440 CrossRefGoogle Scholar
Walsh, M, Forcella, F, Archer, D, Eklund, J (2002) WEEDEM: turning information into action. Pages 446449 in Spafford Jacob, H, Dodd, J, Moore, JH, eds. WEEDS: Threats Now & Forever? 13th Australian Weeds Conference Papers and Proceedings. Perth: Council of Australian Weed Science Societies Google Scholar
Werle, R, Bernards, ML, Arkebauer, TJ, Lindquist, JL (2014a) Environmental triggers of winter annual weed emergence in the midwestern United States. Weed Sci 62:8396 CrossRefGoogle Scholar
Werle, R, Sandell, LD, Buhler, DD, Hartzler, RG, Lindquist, JL (2014b) Predicting emergence of 23 summer annual weed species. Weed Sci 62:267279 CrossRefGoogle Scholar
Williams, JL, Conner, JK (2001) Sources of phenotypic variation in floral traits in wild radish, Raphanus raphanistrum (Brassicaceae). Am J Bot 88:15771581 CrossRefGoogle Scholar