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Genetic variation in Bambara ground nuts as revealed by agro-morphological and DArTseq markers and selection for improved yield performance

Published online by Cambridge University Press:  01 August 2023

Michael M. Chipeta*
Affiliation:
Lilongwe University of Agriculture and Natural Resources, Bunda College, P.O BOX 219, Lilongwe, Malawi
Davis Gimode
Affiliation:
International Crops Research Institute for the Semi-Arid Tropics- Kenya, PO BOX 39063-00623, Nairobi, Kenya
*
Corresponding author: Michael M. Chipeta; Email: chipetamichael@gmail.com

Abstract

Bambara groundnut (Vigna subterranea (L.) Verdc) has been neglected in terms of variety selection and development which has resulted in farmers growing a mixture of landraces that are not genetically characterized and are low yielding. With the need to set up a breeding programme in Malawi, it was necessary to thoroughly understand the genetic diversity (GD) present in the available germplasm. The objectives of the study were to assess Bambara genotypes GD using agro-morphological traits and SNP markers, and to identify and select high yielding Bambara genotypes. Field trials were conducted for two seasons at Bunda College. Later, genotypes were genotyped using DartSeqLD SNP markers. All data were analysed using R Package. Significant genetic variations (P < 0.001) were observed for most traits including grain yield, which suggests that genetic variability exists in Bambara groundnuts which can be exploited in breeding programmes aimed at developing high performing varieties. Based on grain yield, the study identified 18 top performing genotypes across the evaluation seasons which will be tested under farmers’ fields’ conditions. DArTseqLD grouped the genotypes into three clusters. It was noted that majority of the genotypes from the same origin clustered together. High genetic distances were observed between genotypes from Southern African and West African regions and this has important implications in parental selection for the genetic improvement of Bambara. Our results provide valuable insights about the extent of genetic variability and how parental lines can be selected for improved genetic gain in Bambara groundnuts.

Type
Research Article
Copyright
Copyright © The Author(s), 2023. Published by Cambridge University Press on behalf of National Institute of Agricultural Botany

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References

Abu, HB and Buah, JSS (2011) Characterization of Bambara groundnut landraces and their evaluation by farmers in the Upper West Region of Ghana. Journal of Developments in Sustainable Agriculture 6, 6474.Google Scholar
Ahmad, NS, Chai, HH, Basu, S, Sri Redjeki, E, Moreton, J, Mayes, K, Ho, WK, Massawe, F and Mayes, S (2016) Exploring the domestication of Bambara groundnut. In Proceedings of the XXIX International Horticultural Congress on Horticulture: Sustaining Lives, Livelihoods and Landscapes (IHC2014): IV International Symposium on Plant Genetic Resources, Brisbane, Australia, 17–22 August 2014; pp. 183–190.Google Scholar
Akpalu, MM, Sarkodie-Addo, J and Akpalu, SE (2012) Effect of spacing on growth and yield of five Bambara groundnut (Vigna subterranea (L) Verdc.) landraces. Journal of Science and Technology 32, 919.Google Scholar
Aliyu, S and Massawe, FJ (2013) Microsatellites based marker molecular analysis of Ghanaian Bambara groundnut (Vigna subterranea (L.) Verdc.) landraces alongside morphological characterization. Genetic Resources and Crop Evolution 60, 777787.Google Scholar
Aliyu, S, Massawe, F and Mayes, S (2016) Genetic diversity and population structure of Bambara groundnut (Vigna subterranea (L.) Verdc.): synopsis of the past two decades of analysis and implications for crop improvement programmes. Genetic Resources and Crop Evolution 63, 925943.CrossRefGoogle Scholar
Amadou, HI, Bebeli, PJ and Kaltsikes, PJ (2001) Genetic diversity in Bambara groundnut (Vigna subterranea L.) germplasm revealed by RAPD markers. Genome 44, 995999.CrossRefGoogle ScholarPubMed
Azam-Ali, S, Sesay, A, Karikari, S, Massawe, F, Aguilar-Manjarrez, J, Bannayan, M and Hampson, K (2001) Assessing the potential of an underutilized crop – a case study using Bambara groundnut. Experimental Agriculture 37, 433472.CrossRefGoogle Scholar
Basu, S, Roberts, JA, Azam-Ali, SN and Mayes, S (2007) Bambara groundnut. In Kole, C (ed.), Pulses, Sugar and Tuber Crops. Genome Mapping and Molecular Breeding in Plants. Berlin, Heidelberg: Springer, vol. 3, pp. 159173.CrossRefGoogle Scholar
Bates, D, Mächler, M, Bolker, B and Walker, S (2015) Fitting linear mixed-effects models using lme4. Journal of Statistical Software 67, 148.CrossRefGoogle Scholar
Berchie, JN, Dapaah, HA, Agyeman, A, Sarkodie-Addo, J, Addo, JK, Addy, S and Blankson, E (2016) Performance of five Bambara groundnut (Vigna subterranea (L.) Verdc.) landraces in the transition agroecology of Ghana under different Sowing Dates. Agricultural and Food Science Journal of Ghana 9, 718729.Google Scholar
Eltaher, S, Sallam, A, Belamkar, V, Emara, HA, Nower, AA, Salem K, FM, Poland, J and Baenziger, PS (2018) Genetic diversity and population structure of F3:6 nebraska winter wheat genotypes using genotyping-by-sequencing. Frontiers in Genetics 9, 76.CrossRefGoogle Scholar
Gbaguidi, AA, Dansi, A, Dossou-Aminon, I, Gbemavo, DSJC, Orobiyi, A, Sanoussi, F and Yedomonhan, H (2018) Agromorphological diversity of local Bambara groundnut (Vigna subterranea (L.) Verdc.) collected in Benin. Genetic Resources and Crop Evolution 65, 11591171.CrossRefGoogle Scholar
Goli, AE (1995) Characterization and evaluation of IITA's Bambara groundnut collection. In Begemann, JH and Mushonga, J (eds), Proceedings of the Workshop on Conservation and Improvement of Bambara Groundnut (Vigna subtarranea (L.) Verdc.). Zimbabwe: International Plant Genetic Resources Institute (IPGRI), pp. 410.Google Scholar
Granato, IS, Galli, G, de Oliveira Couto, EG, e Souza, MB, Mendonça, LF and Fritsche-Neto, R (2018) snpReady: a tool to assist breeders in genomic analysis. Molecular Breeding 38, 17.CrossRefGoogle Scholar
Gruber, B, Unmack, PJ, Berry, OF and Georges, A (2018) dartR: an R package to facilitate analysis of SNP data generated from reduced representation genome sequencing. Molecular Ecology Resources 18, 691699.CrossRefGoogle Scholar
Hillocks, RJ, Bennett, C and Mponda, OM (2012) Bambara nut: a review of utilisation, market potential and crop improvement. African Crop Science Journal 20, 116.Google Scholar
Intertek-Agritech (2016) Agri-Services CGIAR HTPG PROJECT Sampling Instructions for SNP verification and routine SNP Analysis. Laboratory Manual published by Excellence in Breeding (EiB) platform.Google Scholar
IPGRI/IITA/BAMNET (2000) Descriptors for Bambara groundnut (Vigna subterranea). International Plant Genetic Resources Institute, Rome, Italy; International Institute of Tropical Agriculture, Ibadan, Nigeria; The International Bambara groundnut Network, Germany. ISBN 9290434619.Google Scholar
Jaccoud, D, Peng, K, Feinstein, D and Kilian, A (2001) Diversity Arrays: a solid state technology for sequence information independent genotyping. Nucleic Acids Research 29, 17.CrossRefGoogle ScholarPubMed
Jombart, T, Kamvar, ZN, Collins, C, Lustrik, R, Beugin, M, Knaus, BJ and Jombart, MT (2020) Adegenet: exploratory analysis of genetic and genomic data. The Comprehensive R Archive Network; https://cran.r-project.org/web/packages/adegenet/.Google Scholar
Karikari, SK and Tabona, TT (2004) Constitutive traits and selective indices of Bambara groundnut (Vigna subterranea (L.) Verdc.) landraces for drought tolerance under Botswana conditions. Physics and Chemistry of the Earth 29, 10291034.CrossRefGoogle Scholar
Kilian, A, Wenzl, P, Huttner, E, Carling, J, Xia, L, Blois, H, Caig, V, Heller-Uszynska, K, Jaccoud, D, Hopper, C, Aschenbrenner-Kilian, M, Evers, M, Peng, K, Cayla, C, Hok, P and Uszynski, G (2012) Diversity arrays technology: a generic genome profiling technology on open platforms. Methods in Molecular Biology 888, 6789.CrossRefGoogle ScholarPubMed
Kunene, SP (2021) Evaluation of Bambara groundnut (Vigna subterranea (L) Verdc.) accessions for drought tolerant and yield performance using agro-morphological and physiological traits (PhD thesis). University of KwaZulu-Natal, Pietermaritzburg, South Africa.Google Scholar
, S, Josse, J and Husson, F (2008) FactoMineR: an R package for multivariate analysis. Journal of Statistical Software 25, 118.CrossRefGoogle Scholar
Maechler, M, Rousseeuw, P, Struyf, A, Hubert, M and Hornik, K (2019) cluster: Cluster Analysis Basics and Extensions. R Package Version 2.1.0.Google Scholar
Massawe, FJ, Dickinson, M, Roberts, JA and Azam-Ali, SN (2002) Genetic diversity in Bambara groundnut (Vigna subterranean (L.) Verdc.) landraces revealed by AFLP markers. Genome 45, 11751180.CrossRefGoogle Scholar
Massawe, FJ, Roberts, JA and Davey, MR (2003) Genetic diversity in Bambara groundnut (Vigna subterranea (L.) Verdc.) Landraces assessed by Random Amplified Polymorphic DNA (RAPD) markers. Genetic Resources and Crop Evolution 50, 737741.CrossRefGoogle Scholar
Massawe, FJ, Mwale, SS and Robert, JA (2005) Breeding in Bambara groundnut (Vigna subterranea (L.) Verdc.): strategic considerations. African Journal of Biotechnology 4, 463471.Google Scholar
Massawe, FJ, Mwale, SS, Azam-Ali, SN and Roberts, JA (2007) Towards genetic improvement of Bambara groundnut [Vigna subterranea (L.) Verdc.]. In Ochatt, S and Jain, SM (eds), Breeding of Neglected and Under-Utilized Crops: Spices and Herbs. Science Publishers, p. 468.Google Scholar
Mayes, S, Basu, SM, Molosiwa, O, Redjek, ES, Ahmad, NS, Khan, F, Zehra, S, Noah, S, Mayes, K, Roberts, J, Stadler, F, Massawe, F, Kilian, A and Azam-Ali, S (2013) Molecular analysis of Bambara Groundnut, an underutilized African Legume Crop as Part of the BAMLINK Project—What Lessons Can We Learn? In: Massawe F, Mayes S, Alderson P (eds) 2nd international symposium on underutilized species.CrossRefGoogle Scholar
Minnaar-Ontong, A, Gerrano, AS and Labuschagne, MT (2021) Assessment of genetic diversity and structure of Bambara groundnut [Vigna subterranea (L.) verdc.] landraces in South Africa. Science Reports 11, 7408.CrossRefGoogle ScholarPubMed
Mohammed, MS (2014) Pre-breeding of Bambara groundnut (Vigna subterranea (L.) Verdc.) (PhD thesis). University of KwaZulu-Natal, Pietermaritzburg, South Africa.Google Scholar
Molosiwa, OO, Aliyu, S, Stadler, F, Mayes, K, Massawe, F, Kilian, A and Mayes, S (2015) SSR marker development, genetic diversity and population structure analysis of Bambara groundnut [Vigna subterranea (L.) Verdc.] landraces. Genetics Resources and Crop Evolution 62, 12251243.CrossRefGoogle Scholar
Mubaiwa, J, Fogliano, V, Chidewe, C, Jan Bakker, E and Linnemann, AR (2018) Utilization of Bambara groundnut (Vigna subterranea (L.) Verdc.) for sustainable food and nutrition security in semi-arid regions of Zimbabwe. PLoS One 13, e0204817tt.CrossRefGoogle ScholarPubMed
National Research Council (2006) Lost Crops of Africa: Vegetables, Vol. II, Washington DC: National Academies Press.Google Scholar
Ntundu, WH, Bach, IC, Christiansen, JL and Andersen, SB (2004) Analysis of genetic diversity in bambara groundnut [Vigna subterranea (L.) Verdc.] landraces using amplified fragment length polymorphism (AFLP) markers. African Journal of Biotechnology 3, 220225.Google Scholar
Ntundu, WH, Shillah, SA, Marandu, WYF and Christiansen, JL (2006) Morphological diversity of Bambara groundnut (Vigna subterranea (L) Verdc.) landraces in Tanzania. Genetics Resources and Crop Evolution 53, 367378.CrossRefGoogle Scholar
Odongo, FO, Oyoo, ME, Wasike, V, Owuche, JO, Karanja, L and Korir, P (2015) Genetic diversity of Bambara groundnut (Vigna subterranea (L.) Verdc.) landraces in Kenya using microsatellite markers. African Journal of Biotechnology 14, 283291.Google Scholar
Ofori, I (1996) Correlation and path-coefficient analysis of components of seed yield in Bambara groundnut (Vigna subterranea). Euphytica 91, 103107.CrossRefGoogle Scholar
Olanrewaju, OS, Oyatomi, O, Babalola, OO and Abberton, M (2021) Genetic diversity and environmental influence on growth and Yield parameters of Bambara groundnut. Frontiers in Plant Science 12, 796352.CrossRefGoogle ScholarPubMed
Olukolu, BA, Mayes, S, Stadler, F, Ng, NQ, Fawole, I, Dominique, D, Azam-Ali, SN, Abbott, AG and Kole, C (2012) Genetic diversity in Bambara groundnut (Vigna subterranea (L.) Verdc.) As revealed by phenotypic descriptors and DArT marker analysis. Genetics Resources and Crop Evolution 59, 347358.CrossRefGoogle Scholar
Onwubiko, NC (2021) Genetic diversity in Bambara groundnut (Vigna subterranea (L) Verdc.). Agricultura tropica et subtropica 54, 8996.CrossRefGoogle Scholar
Ouedraogo, M, Ouedraogo, JT, Tignere, JB, Bilma, D, Dabire, CB and Konate, G (2008) Characterization and evaluation of accessions of Bambara groundnut (Vigna subterranea (L.) Verdcourt) from Burkina Faso. Sciences and Nature 5, 191197.CrossRefGoogle Scholar
Peakall, R and Smouse, P (2012) GenAlEx 6.5: genetic analysis in Excel. Population genetic software for teaching and research-an update. Bioinformatics (Oxford, England) 28, 25372539.Google ScholarPubMed
Pungulani, L, Kadyampakeni, D, Nsapato, L and Kachapila, M (2012) Selection of high yielding and farmers’ preferred genotypes of Bambara nut (Vigna subterranea (L.) Verdc) in Malawi. American Journal of Plant Science 3, 18021808.CrossRefGoogle Scholar
R Core Team (2021) R: A language and environment for statistical computing. Published online 2020.Google Scholar
Rungnoi, O, Suwanprasert, J, Somta, P and Srinives, P (2012) Molecular genetic diversity of Bambara groundnut (Vigna subterranea L. Verdc.) revealed by RAPD and ISSR marker analysis. SABRAO Journal of Breeding and Genetics 44, 87101.Google Scholar
Shegro, AG, Jansen Van Rensburg, WS and Adebola, PO (2013) Assessment of genetic variability in Bambara groundnut (Vigna subterranea (L.) Verdc.) using morphological quantitate traits. Academia Journal of Agricultural Research 1, 4551.Google Scholar
Somta, P, Chankaew, S, Rungnoi, O and Srinives, P (2011) Genetic diversity of the Bambara groundnut (Vigna subterranea (L.) Verdc.) as assessed by SSR markers. Genome 54, 898910.CrossRefGoogle ScholarPubMed
Stadler, F (2009) Analysis of differential gene expression under water-deficit stress and genetic diversity in Bambara groundnut [Vigna subterranea (L.) Verdc.] using novel high-throughput technologies. Ph.D. thesis, Technischen Universität München, Germany.Google Scholar
Tan, XL, Azam-Ali, S, Goh, EV, Mustafa, M, Chai, HH, Ho, WK, Mayes, S, Mabhaudhi, T, Azam-Ali, S and Massawe, F (2020) Bambara groundnut: an underutilized leguminous crop for global food security and nutrition. Frontiers in Nutrition 7, 116.CrossRefGoogle ScholarPubMed
Uba, CU, Oselebe, HO, Tesfaye, AA and Abtew, WG (2021) Genetic diversity and population structure analysis of Bambara groundnut (Vigna subterrenea L) landraces using DArT SNP markers. PLoS One 16, e0253600.CrossRefGoogle ScholarPubMed
Unigwe, AE, Gerrano, AS, Adebola, P, Pillay, M and Monrovia, L (2016) Morphological variation in selected accessions of Bambara groundnut (Vigna subterranea L. Verdc) in South Africa. Journal of Agricultural Science 8, 6980.CrossRefGoogle Scholar
Valombola, J, Akundabweni, L, Awala, S and Hove, K (2019) Agronomic and morphological diversity of Bambara groundnut (Vigna subterranea (L.) Verdc.) accessions in North-Central Namibia. Welwitschia International Journal of Agricultural Sciences 1, 8899.Google Scholar
Vurayai, R, Emongor, V and Moseki, B (2011) Physiological responses of Bambara groundnut (Vigna subterranea (L) Verdc.) to short periods of water stress during different developmental stages. Asian Journal of Agricultural Science 3, 3743.Google Scholar
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