Submitted:
06 June 2023
Posted:
06 June 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction

2. Materials and Methods
2.1. Plant Material
2.2. Planting Arrangements and Observations
2.3. Statistical Analysis
3. Results
3.1. Distance
3.2. Wind Speed and Direction
4. Discussion
4.1. Why Outcrossing was Low?
4.1.1. Floral Synchrony
4.1.2. Density of Pollinators
4.1.3. Genotypic Differences
4.1.4. Plant Density
4.2. Future Studies
5. Conclusions
Funding
Conflicts of Interest
References
- Duc, G., Faba bean (Vicia faba L.). Field Crops Research, 1997. 53(1): p. 99-109.
- Matthews, P. and H. Marcellos, Faba Bean Agfact, NSW Agriculture, 2003. P4.2.7(164).
- Duc, G., et al., Diversity maintenance and use of Vicia faba L. genetic resources. Field Crops Research, 2010. 115(3): p. 270-278.
- Drayner, J.M. Self- and cross-fertility in field beans (Vicia faba Linn.). The Journal of Agricultural Science 1959, 53, 387-403. https://doi.org/10.1017/S0021859600020815. [CrossRef]
- Bishop, J.; Jones, H.E.; O’Sullivan, D.M.; Potts, S.G. Elevated temperature drives a shift from selfing to outcrossing in the insect-pollinated legume, faba bean (Vicia faba). Journal of Experimental Botany 2016, 68, 2055-2063. https://doi.org/10.1093/jxb/erw430. [CrossRef]
- Suso, M.J.; Moreno, M.T.; Melchinger, A.E. Variation in outcrossing rate and genetic structure on six cultivars of Vicia faba L. as affected by geographic location and year. Plant Breeding 1999, 118, 347-350. https://doi.org/10.1046/j.1439-0523.1999.00389.x. [CrossRef]
- Link, W. Autofertility and rate of cross-fertilization: crucial characters for breeding synthetic varieties in faba beans (<i>Vicia faba</i> L.). TAG Theoretical and Applied Genetics 1990, 79, 713-717. https://doi.org/10.1007/bf00226888. [CrossRef]
- Pope, M.; Bond, D.A. Influence of isolation distance on genetic contamination of field bean (Vicia faba L.) seed produced in small plots. The Journal of Agricultural Science 1975, 85, 509-513. https://doi.org/10.1017/S0021859600062389. [CrossRef]
- Bond, D.A.; Poulsen, M.H. Pollination. In: Hebblethwaite, P.D., Ed., The Faba Bean (Vicia faba L.), Butterworths, London 1983, 77-101.
- Gottschalk, W. The breeding system of Vicia faba. Legume Research 1978, 1, 69–76.
- Suso, M.J.; Pierre, J.; Moreno, M.T.; Esnault, R.; Le Guen, J. Variation in outcrossing levels in faba bean cultivars: role of ecological factors. The Journal of Agricultural Science 2001, 136, 399-405. https://doi.org/10.1017/S0021859601008851. [CrossRef]
- Barrett, S.C.H.; Eckert, C.G. Variation and evolution of mating systems in seed plants. In S. Kawano, ed. Biological approaches and evolutionary trends in plants. Academic Press Limited. 1990, 229-254.
- Adhikari, K.N.; Campbell, C.G. Natural outcrossing in common buckwheat. Euphytica 1998, 102, 233-237. [CrossRef]
- Adhikari, K., B. Buirchell, and K. Stefanova, Outcrossing and isolation distance in yellow lupins. In 11th International Lupins Conference. Canterbury: International Lupin Association, 2006: p. 47-49.
- Suso, M.J.; Maalouf, F. Direct and correlated responses to upward and downward selection for outcrossing in Vicia faba. Field Crops Research 2010, 116, 116-126. https://doi.org/10.1016/j.fcr.2009.12.001. [CrossRef]
- Aouar-sadli, M.; Louadi, K.; Doumandji, S.-E. Pollination of the broad bean (Vicia faba L.var. major) (Fabaceae) by wild bees and honey bees (Hymenoptera: Apoidea) and its impact on the seed production in the Tizi-Ouzou area (Algeria). African Journal of Agriculture 2008, Vol.3(4) 266-272.
- Garratt, M.P.D.; Coston, D.J.; Truslove, C.L.; Lappage, M.G.; Polce, C.; Dean, R.; Biesmeijer, J.C.; Potts, S.G. The identity of crop pollinators helps target conservation for improved ecosystem services. Biological Conservation 2014, 169, 128-135. https://doi.org/10.1016/j.biocon.2013.11.001. [CrossRef]
- Robertson, L.D.; Cardona, C. Studies on bee activity and outcrossing in increase plots of Vicia faba L. Field Crops Research 1986, 15, 157-164. https://doi.org/10.1016/0378-4290(86)90084-5. [CrossRef]
- Marcellos, H.; Perryman, T. Controls over pollination and ovule fertilization in Vicia faba. Euphytica 1990, 49, 5-13. https://doi.org/10.1007/BF00024125. [CrossRef]
- Cunningham, S.A.; Le Feuvre, D. Significant yield benefits from honeybee pollination of faba bean (Vicia faba) assessed at field scale. Field Crops Research 2013, 149, 269-275. https://doi.org/10.1016/j.fcr.2013.05.019. [CrossRef]
- Sommerville, D. Honey bees in faba bean pollination. In Agnote DAI-128, ISSN 1034-6848., 2nd ed.; Agriculture, N., Ed. 2002; pp 1-4.
- Stoddard, F. Pollen vectors and pollination of faba beans in southern Australia. Australian Journal of Agricultural Research 1991, 42, 1173-1178. https://doi.org/10.1071/AR9911173. [CrossRef]
- Bishop, J.; Nakagawa, S. Quantifying crop pollinator dependence and its heterogeneity using multi-level meta-analysis. Journal of Applied Ecology 2021, 58, 1030-1042. https://doi.org/10.1111/1365-2664.13830. [CrossRef]
- Bishop, J.; Garratt, M.P.D.; Breeze, T.D. Yield benefits of additional pollination to faba bean vary with cultivar, scale, yield parameter and experimental method. Sci Rep 2020, 10, 2102. https://doi.org/10.1038/s41598-020-58518-1. [CrossRef]
- Adcock, M.E.; Lawes, D.A. Self-fertility and the distribution of seed yield in Vicia faba L. Euphytica 1976, 25, 89-96. https://doi.org/10.1007/BF00041532. [CrossRef]
- Robertson, L.D.; El-Sherbeeny, M.H. Autofertility in a pure line faba bean (Vicia faba L.) germplasm collection. Genetic Resources and Crop Evolution 1995, 42, 157-163. https://doi.org/10.1007/BF02539519. [CrossRef]
- Pedersen, J.F.; Toy, J.J.; Johnson, B. Natural Outcrossing of Sorghum and Sudangrass in the Central Great Plains. Crop Science 1998, 38, cropsci1998.0011183X003800040009x. https://doi.org/10.2135/cropsci1998.0011183X003800040009x. [CrossRef]
- Crofts, H.J.; Evans, L.E.; McVetty, P.B.E. INHERITANCE, CHARACTERIZATION AND SELECTION OF TANNIN-FREE FABABEANS (VICIA FABA L.). Canadian Journal of Plant Science 1980, 60, 1135-1140. https://doi.org/10.4141/cjps80-165. [CrossRef]
- Rowlands, D.G.; Corner, J.J. Genetics of pigmentation in broad beans (Vicia faba L.). Proc. of 3rd Congress of Eucarpia, Paris 1962, 229–234.
- Stoddard, F.L.; Bond, D.A. The Pollination Requirements of the Faba Bean. Bee World 1987, 68, 144-152. https://doi.org/10.1080/0005772X.1987.11098923. [CrossRef]
- Picard, J. Aperc¸u sur l’he´redite´ du caracte`re absence de tannins dans les graines de fe´verole (Vicia faba L.). . Ann Ame´lio Plantes 1976, 26, 101–106.
- Khazaei, H.; O’Sullivan, D.M.; Sillanpää, M.J.; Stoddard, F.L. Genetic analysis reveals a novel locus in Vicia faba decoupling pigmentation in the flower from that in the extra-floral nectaries. Molecular Breeding 2014, 34, 1507-1513. https://doi.org/10.1007/s11032-014-0100-9. [CrossRef]
- Wilkinson, G.N.; Rogers, C.E. Symbolic Description of Factorial Models for Analysis of Variance. Journal of the Royal Statistical Society. Series C (Applied Statistics) 1973, 22, 392-399. https://doi.org/10.2307/2346786. [CrossRef]
- Verbyla, A.P.; Cullis, B.R.; Kenward, M.G.; Welham, S.J. The analysis of designed experiments and longitudinal data by using smoothing splines. Journal of the Royal Statistical Society: Series C (Applied Statistics) 1999, 48, 269-311.
- Breslow, N.E.; Clayton, D.G. Approximate Inference in Generalized Linear Mixed Models. Journal of the American Statistical Association 1993, 88, 9-25. https://doi.org/10.2307/2290687. [CrossRef]
- Butler, D.; Cullis, B.; Gilmour, A.; Gogel, B.; Thompson, R.A.-R. reference manual version 4. VSN International Ltd.: Hemel Hempstead, UK 2017.
- Nelder, J.A.; Wedderburn, R.W.M. Generalized Linear Models. Journal of the Royal Statistical Society. Series A (General) 1972, 135, 370-384. https://doi.org/10.2307/2344614. [CrossRef]
- Anonymous. Burau of Meteorology. . Availabe online: (accessed on August 13, 2022).
- Palmer, R.G.; Perez, P.T.; Ortiz-Perez, E.; Maalouf, F.; Suso, M.J. The role of crop-pollinator relationships in breeding for pollinator-friendly legumes: from a breeding perspective. Euphytica 2009, 170, 35-52. https://doi.org/10.1007/s10681-009-9953-0. [CrossRef]
- Dyer, F.C. Memory and sun compensation by honey bees. Journal of Comparative Physiology A 1987, 160, 621-633. https://doi.org/10.1007/BF00611935. [CrossRef]
- Dyer, F.C.; Gould, J.L. Honey bee orientation: a backup system for cloudy days. Science 1981, 214, 1041-1042. https://doi.org/10.1126/science.214.4524.1041. [CrossRef]
- Evangelista, C.; Kraft, P.; Dacke, M.; Labhart, T.; Srinivasan, M.V. Honeybee navigation: critically examining the role of the polarization compass. Philos Trans R Soc Lond B Biol Sci 2014, 369, 20130037. https://doi.org/10.1098/rstb.2013.0037. [CrossRef]
- Chang, J.J.; Crall, J.D.; Combes, S.A. Wind alters landing dynamics in bumblebees. J Exp Biol 2016, 219, 2819-2822. https://doi.org/10.1242/jeb.137976. [CrossRef]
- Hennessy, G.; Harris, C.; Eaton, C.; Wright, P.; Jackson, E.; Goulson, D.; Ratnieks, F.F.L.W. Gone with the wind: effects of wind on honey bee visit rate and foraging behaviour. Animal Behaviour 2020, 161, 23-31. https://doi.org/10.1016/j.anbehav.2019.12.018. [CrossRef]
- Quinet, M.; Jacquemart, A.-L. Cultivar placement affects pollination efficiency and fruit production in European pear (Pyrus communis) orchards. European Journal of Agronomy 2017, 91, 84-92. https://doi.org/10.1016/j.eja.2017.09.015. [CrossRef]
- Matthews, P.; Marcellos, H. Faba bean. Division of Plant Industries, N., Ed. NSW Agriculture: Agfact, 2003; p P4.2.7.
- Taber III, S. Beekeeping in the United States (1st ed.). Tuscon: USDA. 1980, 33-38.
- Gealy, D.R.; Burgos, N.R.; Yeater, K.M.; Jackson, A.K. Outcrossing Potential between U.S. Blackhull Red Rice and Indica Rice Cultivars. Weed Science 2015, 63, 647-657. https://doi.org/10.1614/WS-D-14-00150.1. [CrossRef]
- Zuo, J.; Zhang, L.; Song, X.; Dai, W.; Qiang, S. Innate factors causing differences in gene flow frequency from transgenic rice to different weedy rice biotypes. Pest Manag Sci 2011, 67, 677-690. https://doi.org/10.1002/ps.2108. [CrossRef]
- Jing, X.; Hong, L.; Rui, Q. Unexpectedly high outcrossing rate in both dense and sparse patches in self-compatible Pedicularis rex (Orobanchaceae). Plant Systematics and Evolution 2013, 299, 49-56. https://doi.org/10.1007/s00606-012-0701-x. [CrossRef]
- Adhikari, K.N.; Khazaei, H.; Ghaouti, L.; Maalouf, F.; Vandenberg, A.; Link, W.; O'Sullivan, D.M. Conventional and Molecular Breeding Tools for Accelerating Genetic Gain in Faba Bean (Vicia Faba L.). Frontiers in Plant Science 2021, 12. https://doi.org/10.3389/fpls.2021.744259. [CrossRef]
- Fisogni, A.; Cristofolini, G.; Rossi, M.; Galloni, M. Pollinator directionality as a response to nectar gradient: promoting outcrossing while avoiding geitonogamy. Plant Biol (Stuttg) 2011, 13, 848-856. https://doi.org/10.1111/j.1438-8677.2011.00453.x. [CrossRef]







| Term | # Effects | PQL (% of total) |
|---|---|---|
| Site | 2 | 1.61 |
| Site:Direction | 8 | 0.25 |
| spl(r) | 26 | 19.58 |
| spl(r):Theta | 104 | 0.27 |
| Site:Direction:Distance | 124 | 25.9 |
| units!R | - | 52.39 |
| Term | Degree of freedom | Wald statistic | Pr (Chisq) |
|---|---|---|---|
| (Intercept) | 1 | 352.29 | 0 |
| r | 1 | 4.64 | 0.031 |
| Theta | 3 | 3.86 | 0.277 |
| r:Theta | 3 | 2.23 | 0.525 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).