Czech J. Genet. Plant Breed., X:X | DOI: 10.17221/121/2025-CJGPB
Genetic diversity assessment of hydrogen cyanide, total carotenoid content, and dry matter content in biofortified cassava using trait-linked SNP markersOriginal Paper
- 1 International Institute of Tropical Agriculture (IITA), Ibadan, Oyo State, Nigeria
- 2 Departement of Crop Production and Landscape Management, University of Ebonyi State, Abakaliki, Nigeria
- 3 Pan African University Life and Earth Sciences Institute (including Health and Agriculture), Ibadan, Nigeria
- 4 Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, USA
- 5 Department of Crop Sciences, North-West University (Mahikeng Campus), Mmabatho, South Africa
- 6 Department of Plant Science, University of Cambridge, Cambridge, UK
- 7 Department of Agronomy, University of Ibadan, Ibadan, Nigeria
Assessing of genetic diversity is essential for identifying useful alleles for crop improvement. This study evaluated genetic diversity among two cassava breeding populations for total carotenoid content (TCC), dry matter content (DMC), and hydrogen cyanide (HCN) concentration using trait-linked single nucleotide polymorphism (SNP) markers. A total of 360 genotypes were analysed, including 261 from the IITA breeding programme (Population 1), 23 progenitor lines, and 76 from the University of Ibadan Cassava (UIC) breeding programme (Population 2). Minor allele frequency (MAF), gene diversity (GD), observed heterozygosity (He), and polymorphic information content (PIC) were computed. Principal component analysis (PCA) and hierarchical clustering were performed to examine genetic variation and population structure. Call rates were high (96–100%). MAF ranged from 0.00 to 0.50, with mean values of 0.28, 0.28, and 0.29 for Population 1, Population 2, and progenitors, respectively. GD averaged 0.36, 0.36, and 0.35 across these groups. Observed heterozygosity was 0.42, 0.41, and 0.43, while PIC values averaged 0.29, 0.27, and 0.27 for Population 1, Population 2, and progenitors, respectively. PCA and clustering analyses grouped the genotypes into three clusters containing 257, 88, and 15 genotypes. The first two principal components explained 39.1% of the total genetic variation. The results indicate substantial genetic diversity among the studied genotypes, suggesting strong potential for allele pyramiding and highlighting the informativeness of the SNP markers used.
Keywords: biofortification; cassava; dry matter content; genetic diversity; hydrogen cyanide; SNP markers; total carotenoid
Received: December 3, 2025; Revised: February 24, 2026; Accepted: March 5, 2026; Prepublished online: March 23, 2026
Supplementary files:
| Download file | 121-2025_CJGPB_Anokye_ESM.pdf File size: 901.03 kB |
| Download file | 121-2025_CJGPB_ESM_Table_S1.xlsx File size: 15.12 kB |
References
- Abadura N.S., Abebe A.T., Rabbi I.Y., Beyene T.M., Abtew W.G. (2025): DArTseq SNP-based genetic diversity analyses in cassava (Manihot esculenta Crantz) genotypes sourced from different regions revealed high levels of within-population diversity. PLoS ONE, 20: e0308027.
Go to original source...
Go to PubMed... - Adebayo W.G. (2023): Cassava production in africa: A panel analysis of the drivers and trends. Heliyon, 9: e19939.
Go to original source...
Go to PubMed... - Akinwale M., Aladesanwa R., Akinyele B., Dixon A., Odiyi A. (2010): Inheritance of ß carotene in cassava (Manihot esculenta Crantz). International Journal of Genetics and Molecular Biology, 2: 198-201.
- Alves A.A.C. (2002): Cassava botany and physiology. Chapter 5. In: Hillocks R.J., Thresh J.M., Bellotti A.C. (eds): Cassava: Biology, Production, and Utilization. Wallingford, CABI: 67-89.
Go to original source... - Alves-Pereira A., Zucchi M.I., Clement C.R., Viana J.P.G., Pinheiro J.B., Veasey E.A., de Souza A.P. (2022): Selective signatures and high genome-wide diversity in traditional Brazilian manioc (Manihot esculenta Crantz) varieties. Scientific Reports, 12: 1268.
Go to original source...
Go to PubMed... - Amoah P., Adetimirin V.O., Anokye B., llesanmi O.J., Unachukwu N., Aprova E.I. (2025): Characterization of carotenoid profiles and presence of functional markers in sub-tropical maize (Zea mays L.) inbred lines. Czech Journal of Genetics and Plant Breeding, 61: 86-99.
Go to original source... - Amesh P.A.R., Allikarjuna G.U.M., Ameena S.H.S., Umar A.N.K., Urulakshmi K.O.L.A.G., Eddy B.V.I.R., Eddy P.C.H.O.B.U.L.R., Ekhar A.K.C.H.S. (2020): Advancements in molecular marker technologies and their applications in diversity studies. Journal of Biosciences, 45: 123.
Go to original source... - Andrade E.K.V., Andrade J.V.C., Laia M.L., Fernandes J.S.C., Oliveira A.J.M., Azevedo A.M. (2017): Genetic dissimilarity among sweet potato genotypes using morphological and molecular descriptors. Acta Scientiarum. Agronomy, 39: 447-455.
Go to original source... - Bradbury P.J., Zhang Z., Kroon D.E., Casstevens T.M., Ramdoss Y., Buckler E.S. (2007): TASSEL: Software for association mapping of complex traits in diverse samples. Bioinformatics, 23: 2633-2635.
Go to original source...
Go to PubMed... - Byrne D. (1984): Breeding cassava. Chapter 3. In: Janick J. (ed.): Plant Breeding Reviews, Vol. 2, Westport, Avi Publishing Company: 73-133.
Go to original source... - Ceballos H., Kawuki R.S., Gracen V.E., Yencho G.C., Hershey C.H. (2015): Conventional breeding, marker-assisted selection, genomic selection and inbreeding in clonally propagated crops: A case study for cassava. Theoretical and Applied Genetics, 128: 1647-1667.
Go to original source...
Go to PubMed... - Choudhury B., Khan M.L., Dayanandan S. (2013): Genetic structure and diversity of indigenous rice varieties (Oryza sativa) in the Eastern Himalayan region of Northeast India. Springer Plus, 2: 228-237.
Go to original source...
Go to PubMed... - Daemo B.B., Yohannes D.B., Beyene T.M., Abtew W.G. (2023): Genetic variability and divergence analysis in cassava (Manihot esculenta Crantz) accessions for storage root yield and other agronomic characters. Journal of Agriculture and Food Research, 14: 100874.
Go to original source... - De Oliveira E.J., Vilela de Resende M.D., Da Silva Santos V., Fortes Ferreira C., Alvarenga Fachardo Oliveira G., Suzarte Da Silva M., Aguilar-Vildoso C.I. (2012): Genome-wide selection in cassava. Euphytica, 187: 263-276.
Go to original source... - Eyinla T.E., Maziya-Dixon B., Alamu O.E., Sanusi R.A. (2019): Retention of pro-vitamin A content in products from new biofortified cassava varieties. Foods, 8: 177.
Go to original source...
Go to PubMed... - Ferri L., Perrin E., Campana S., Tabacchioni S., Taccetti G., Cocchi P., Ravenni N., Dalmastri C., Chiarini L., Bevivino A., Manno G., Mentasti M., Fani R. (2010): Application of multiplex single nucleotide primer extension (mSNuPE) to the identification of bacteria: the Burkholderia cepacia complex case. Journal of Microbiological Methods, 80: 251-256.
Go to original source...
Go to PubMed... - Flores J.R., Lehtonen S., Hyvönen J. (2021): Exploring the impact of unstable terminals on branch support values in paleontological data. Paleobiology, 47: 432-445.
Go to original source... - Ganapathy K.N., Gomashe S.S., Rakshit S., Prabhakar B. (2012): Genetic diversity revealed the utility of SSR markers in classifying parental lines and elite genotypes of sorghum (Sorghum bicolour (L.) Moench). Australian Journal of Crop Sciences, 6: 1486-1493.
- Hernandez R.D., Uricchio L.H., Hartman K., Ye C., Dahl A., Zaitlen N. (2019): Ultrarare variants drive substantial cis heritability of human gene expression. Nature Genetics, 51: 1349-1355.
Go to original source...
Go to PubMed... - Ioannidis J.P.A. (2009): Population-wide generalizability of genome-wide discovered associations. Journal of the National Cancer Institute, 101: 1297-1299.
Go to original source...
Go to PubMed... - Ilona P., Bouis H.E., Palenberg M., Mourisi M., Oparinde A. (2017): Vitamin A cassava in Nigeria: Crop development and delivery. Chapter 9. African Journal of Food, Agriculture, Nutrition and Development, 17: 12000-12025.
Go to original source... - Kamara L., Kassoh F.A., Kamara E.G., Masssaquoi F.B., Yila K.M., Contech A.R. (2018): Evaluation of improved cassava genotypes for storage root yield and post traits in the Njala soil series. Journal of Interdisciplinary Biosciences, 2: 12-20.
Go to original source... - Kanaka K.K., Sukhija N., Goli R.C., Singh S., Ganguly I., Dixit S.P., Dash A., Malik A.A. (2023): On the concepts and measures of diversity in the genomics era. Current Plant Biology, 33: 100278.
Go to original source... - Karim K.Y., Ifie B., Dzidzienyo D., Danquah E.Y., Blay E.T., Whyte J.B.A., Kulakow P., Rabbi I., Parkes E.Y., Omoigui L., Norman E.P., Iluebbey P. (2020): Genetic characterization of cassava (Manihot esculenta Crantz) genotypes using agro-morphological and single nucleotide polymorphism markers. Physiology and Molecular Biology of Plants, 26: 8.
Go to original source...
Go to PubMed... - Kawuki R., Ferguson M., Labuschagne M., Herselman L., Kim D.J. (2009): Identification, characterization, and application of single nucleotide polymorphisms for diversity assessment in cassava (Manihot esculenta Crantz). Molecular Breeding, 23: 669-684.
Go to original source... - Kongsil P., Ceballos H., Siriwan W., Vuttipongchaikij S., Kittipadakul P., Phumichai C., Wannarat W., Kositratana W., Vichukit V., Sarobol E., Rojanaridpiched C. (2024): Cassava breeding and cultivation challenges in Thailand: Past, present, and future perspectives. Plants, 13: 1-29.
Go to original source...
Go to PubMed... - Machado R., Fernandes A.M., Leonel M., Figueiredo R.T.De., Antonio M., Rangel S., Ringenberg R., Oliveira L.A.De, Santos S., Vieira E.A. (2023): Measurement of dry matter and starch in modern cassava genotypes during long harvest cycles. Horticulturae, 9: 733.
Go to original source... - Makueti T.J., Gordon O., Zac T., Alice M., Alain T., Ebenezer A., Robert K. (2015): Genetic diversity of Dacryodes edulis provenances used in controlled breeding trials. Journal of Plant Breeding and Crop Sciences, 7: 327-339.
Go to original source... - Mohidin S.R.N.S.P., Moshawih S., Hermansyah A., Asmuni M.I., Shafqat N., Ming L.C. (2023): Cassava (Manihot esculenta Crantz): A systematic review for the pharmacological activities, traditional uses, nutritional values, and phytochemistry. Journal of Evidence-Based Integrative Medicine, 28: 1.
Go to original source...
Go to PubMed... - Mtunguja M.K., Beckles D.M., Laswai H.S., Ndunguru J.C., Sinha N.J. (2019): Opportunities to commercialize cassava production for poverty alleviation and improved food security in Tanzania. African Journal of Food Agriculture, Nutrition and Development, 19: 13928-13946.
Go to original source... - Nyaika J. (2024): Cyanide in cassava : Understanding the drivers, impacts of climate variability, and strategies for food security. Food and Energy Security, 13: e573.
Go to original source... - Ogbonna A.C., De Andrade L.R.B., Rabbi I.Y., Mueller L.A, De Oliveira E.J., Bauchet G. (2020): A large-scale genome-wide association study, using historical data, identifies the conserved genetic architecture of cyanogenic glucoside content in cassava (Manihot esculenta Crantz) root. Plant Journal, 105: 754-770.
Go to original source...
Go to PubMed... - Ogbonna A.C., De Andrade L.R.B., Mueller L.A, De Oliveira E.J., Bauchet J.G. (2021): Comprehensive genotyping of Brazilian cassava (Manihot esculenta Crantz) germplasm bank: Insights into diversification and domestication. Theoretical and Applied Genetics, 134: 1343-1362.
Go to original source...
Go to PubMed... - Okogbenin E., Egesi C.N., Olasanmi B., Ogundapo O., Kahya S., Hurtado P., Marin J., Akinbo O., Mba C., Gomez H., De Vicente C., Baiyeri S., Uguru M., Ewa F., Fregene M. (2012): Molecular marker analysis and validation of resistance to cassava mosaic disease in elite cassava genotypes in Nigeria. Crop Science, 52: 2576-2586.
Go to original source... - Olasanmi B., Kyallo M., Yao N. (2021): Marker-assisted selection complements phenotypic screening at the seedling stage to identify cassava mosaic disease-resistant genotypes in African cassava populations. Scientific Reports, 11: 2850.
Go to original source...
Go to PubMed... - Oliveira E.J., De Ferreira C.F., Santos V.S., Jesus O.N., Oliveira G.A.F., Silva M.S. (2014): Potential of SNP markers for the characterization of Brazilian cassava germplasm. Theoretical and Applied Genetics, 127: 1423-1440.
Go to original source...
Go to PubMed... - Ousmael K., Whetten R.W., Xu J. (2023): Identification and high-throughput genotyping of single nucleotide polymorphism markers in a non-model conifer (Abies nordmanniana (Steven) Spach). Scientific Reports, 13: 22488.
Go to original source...
Go to PubMed... - Paradis E., Claude J., Strimmer K. (2004): APE: Analyses of phylogenetics and evolution in R language. Bioinformatics, 20: 289-290.
Go to original source...
Go to PubMed... - Prakash J., Herlin M., Kumar J., Garg G., Åkesson K.E., Grabowski P.S., McGuigan F.E. (2019): Analysis of RAMP3 gene polymorphism with body composition and bone density in young and elderly women. Gene, 721: 100009.
Go to original source... - Prempeh R.N., Manu-Aduening J., Quain M.D., Asante I.K., Samuel Kwasi Offei S.K., Danquah E.Y. (2020): Assessment of genetic diversity among cassava landraces using single nucleotide polymorphic markers. African Journal of Biotechnology, 19: 383-391.
- R Core Team (2020): R: A language and environment for statistical computing. Vienna, R Foundation for Statistical Computing. Available at https://www.R-project.org/
- Rabbi I., Hamblin M., Gedil M., Kulakow P., Ferguson M., Kpan I., Delphine A.S., Jean-Luc J. (2014): Genetic mapping using genotyping-by-sequencing in the clonally propagated cassava. Crop Science, 54: 1384-1396.
Go to original source... - Rabbi I.Y., Kayondo S.I., Bauchet G., Yusuf M., Aghogho C.I., Ogunpaimo K., Uwugiaren R., Smith I.A., Peteti P., Agbona A., Parkes E., Ezenwaka L., Wolfe M., Jannink J-L., Egesi C., Kulakow P. (2020): Genome-wide association analysis reveals new insights into the genetic architecture of defensive, agro-morphological, and quality-related traits in cassava. Plant Molecular Biology, 109: 195-213.
Go to original source...
Go to PubMed... - Ren J., Sun D., Chen L., You F.M., Wang J., Peng Y., Nevo E., Sun D., Luo M.C., Peng J. (2013): Genetic diversity was revealed by single nucleotide polymorphism markers in a worldwide germplasm collection of durum wheat. International Journal of Molecular Sciences, 14: 7061-7088.
Go to original source...
Go to PubMed... - Suzuki R., Shimodaira H. (2006): Pvclust : An R package for assessing the uncertainty in hierarchical clustering. Bioinformatics, 12: 1540-1542.
Go to original source...
Go to PubMed... - Tiago A.V., Rossi A.A.B., Tiago P.V., Carpejani A.A., Silva B.M., Hoogerheide E.S.S., Yamashita O.M. (2016): Genetic diversity in cassava landraces grown on farms in Alta Floresta-MT, Brazil A.V. Genetics and Molecular Research, 15: 1-10.
Go to original source...
Go to PubMed... - Tumuhimbise R., Shanahan P., Melis R., Kawuki R. (2014): Combining ability analysis of storage root yield and related traits in cassava at the seedling evaluation stage of breeding. Journal of Crop Improvement, 28: 530-546.
Go to original source... - Udoh L.I., Maleku G., Parkes Y. E., Kulakow P., Adesoye A., Nwuba C., Rabbi Y. I. (2017): Candidate gene sequencing and validation of SNP markers linked to carotenoid content in cassava (Manihot esculenta Crantz). Molecular Breeding, 37: 123.
Go to original source... - Varshney R.K. (2010): Gene-based marker systems in plants: High throughput approaches for discovery and genotyping. Molecular Techniques in Crop Improvement, 2: 119-142.
Go to original source... - Wang H.Z., Wu Z.X., Lu J.J., Shi N.N., Zhao Y., Zhang Z.T., Liu J.J. (2009a): Molecular diversity and relationships among Cymbidium goeringii cultivars based on inter-simple sequence repeat (ISSR) markers. Genetica, 136: 391-399.
Go to original source...
Go to PubMed... - Wang H.-C., Susko E., Roger A.J. (2016): Split-specific bootstrap measures for quantifying phylogenetic stability and the influence of taxon selection. Molecular Phylogenetics and Evolution, 105: 114-125.
Go to original source...
Go to PubMed... - Wang S., Meyer E., McKay J.K., Matz M.V. (2009b): 2b-RAD: A simple and flexible method for genome-wide genotyping. PLoS ONE, 7: e37137.
- Welsch R., Arango J., Bär C., Salazar B., Al-Babili S., Beltrán J., Chavarriaga P., Ceballos H., Tohme J., Beyer P. (2010): Provitamin A accumulation in cassava (Manihot esculenta) roots is driven by a single nucleotide polymorphism in a phytoene synthase gene. Plant Cell, 22: 3348-3356.
Go to original source...
Go to PubMed... - Wolfe M.D., Rabbi I.Y., Egesi C., Hamblin M., Kawuki R., Kulakow P., Lozano R., Del Carpio D.P., Ramu P., Jannink J. (2016): Genome-wide association and prediction reveal genetic architecture of cassava mosaic disease resistance and prospects for rapid genetic improvement. Plant Genome, 9: 1-13.
Go to original source...
Go to PubMed... - Xiao L., Cheng D., Ou W., Chen X., Rabbi I.Y., Wang W., Li K., Yan H. (2025): Advancements and strategies of genetic improvement in cassava (Manihot esculenta Crantz): From conventional to genomic approaches. Horticulture Research, 12: uhae341.
Go to original source... - Zhang S., Chen X., Lu C., Ye J., Zou M., Lu K. (2018): Genome-wide association studies of 11 agronomic traits in cassava (Manihot esculenta Crantz). Frontiers in Plant Science, 9: 503.
Go to original source...
Go to PubMed... - Zhang X., Perez-Rodriguez P., Semagn K., Beyene Y., Babu R., Lopez-Cruz M.A.F., San Vicente O.M., Buckler E., Jannink J-L., Prasanna B.M., Crossa J. (2015): Genomic prediction in biparental tropical maize populations in water-stressed and well-watered environments using low-density and GBS SNPs. Heredity, 114: 291-299.
Go to original source...
Go to PubMed...
This is an open access article distributed under the terms of the Attribution-NonCommercial 4.0 International (CC BY-NC 4.0.), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.

ORCID...