Abstract
Moringa oliefera is one of the most important horticultural tree crop with high medicinal value of each of its parts such as leaf, root, stem and pods. DNA based markers especially those based on expressed sequence tag (EST) based simple sequence repeat (SSR) (EST-SSRs) are proven surrogates of difficult-to-select traits in crops including Moringa. A total of 48 polymorphic EST-SSR markers with varying number of repeat motifs were mined from transcripts of leaf, root, stem and pods of a Moringa germplasm accession. These 48 EST-SSR-based markers were validated on a set of 32 genotypes selected based on horticulturally important traits from the germplasm. A total of 36 of the 48 EST-SSR markers successfully amplified with expected range of amplicon size as predicted from in-silico validation. About 485 alleles were detected with a mean of 13.5 alleles. Di- and Tri- nucleotide repeat motif based EST-SSRs exhibited better ability to discriminate the genotypes than those based on other motifs. A perceptibly higher estimates of observed heterozygosity (0.98) than that is expected (0.83) under Hardy- Weinberg equilibrium suggested higher rate of cross-pollination. The accessions could be grouped into three clusters. The pod length of the accessions grouped under the three clusters differed significantly. Considering the discriminating ability of the EST-SSR markers, they can be used in strategic and applied Moringa breeding research.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs13562-022-00807-z/MediaObjects/13562_2022_807_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs13562-022-00807-z/MediaObjects/13562_2022_807_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs13562-022-00807-z/MediaObjects/13562_2022_807_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs13562-022-00807-z/MediaObjects/13562_2022_807_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs13562-022-00807-z/MediaObjects/13562_2022_807_Fig5_HTML.png)
Similar content being viewed by others
Data availability
All the necessary data is available and is transparent.
Code availability
Software application or custom code.
Abbreviations
- EST:
-
Expressed sequence tag
- SSR:
-
Simple sequence repeat
- PIC:
-
Polymorphic information content
- MAS:
-
Marker assisted selection
References
Aggarwal RK, Hendre PS, Varshney RK, Bhat PR, Krishnakumar V, Singh L (2007) Identification, characterization and utilization of EST-derived genic microsatellite markers for genome analyses of coffee and related species. Theor Appl Genet. https://doi.org/10.1007/s00122-006-0440-x
Amao AO, Echeckwu CA, Aba DA, Katung MD, Odeseye AO (2017) Diversity study of drumstick (Moringa oleifera Lam.) using microsatellite markers. Int J Environ Agric Biotech 2(5):238916
Beier S, Thiel T, Münch T, Scholz U, Mascher M (2017) MISA-web: a web server for microsatellite prediction. Bioinformatics. https://doi.org/10.1093/bioinformatics/btx198
Bonin A, Ehrich D, Manel S (2007) Statistical analysis of amplified fragment length polymorphism data: a toolbox for molecular ecologists and evolutionists. Mol Ecol 16(18):3737–3758
Chen C, Zhou P, Choi YA, Huang S, Gmitter FG (2006) Mining and characterizing microsatellites from citrus ESTs. Theor Appl Genet. https://doi.org/10.1007/s00122-006-0226-1
Ganesan SK, Singh R, Roy Choudhury D, Bharadwaj J, Gupta V, Singode A (2014) Genetic diversity and population structure study of drumstick (Moringa oleifera Lam.) using morphological and SSR markers. Ind Crops Prod. https://doi.org/10.1016/j.indcrop.2014.06.033
Jiang Y, Xu S, Wang R, Zhou J, Dou J, Yin Q, Wang R (2020) Characterization, validation, and cross-species transferability of EST-SSR markers developed from Lycoris aurea and their application in genetic evaluation of Lycoris species. BMC Plant Biol 20(1):1–14
Kumar Yadav H, Ranjan A, Asif MH et al (2011) EST-derived SSR markers in Jatropha curcas L.: development, characterization, polymorphism, and transferability across the species/genera. Tree Genet Genomes. https://doi.org/10.1007/s11295-010-0326-6
Lebedev VG, Subbotina NM, Maluchenko OP, Lebedeva TN, Krutovsky KV, Shestibratov KA (2019) Transferability and polymorphism of SSR markers located in flavonoid pathway genes in Fragaria and Rubus species. Genes 11(1):11
Liang X, Chen X, Hong Y et al (2009) Utility of EST-derived SSR in cultivated peanut (Arachis hypogaea L.) and Arachis wild species. BMC Plant Biol 9:35. https://doi.org/10.1186/1471-2229-9-35
Lindqvist C, Scheen AC, Yoo MJ, Grey P, Oppenheimer DG, Leebens-Mack JH, Soltis DE, Soltis PS, Albert VA (2006) An expressed sequence tag (EST) library from develo** fruits of an Hawaiian endemic mint (Stenogyne rugose, Lamiaceae): Characterization and microsatellite markers. BMC Plant Biol. https://doi.org/10.1186/1471-2229-6-16
Maddox JD, Feldheim KA (2014) A cost-effective size standard for fragment analysis that maximizes throughput on five dye set platforms. Conservation Genet Resour 6(1):5–7
Mgendi MG, Manoko MK, Nyomora AM (2010) Genetic diversity between cultivated and non-cultivated Moringa oleifera Lam. provenances assessed by RAPD markers. J Cell Mol Biol. 8(2):95
Mughal M, Ali G, Srivastava P, Iqbal M (1999) Improvement of drumstick (Moringa pterygosperma Gaertn.)–a unique source of food and medicine through tissue culture. Hamdard Med 42(1):37–42
NCBI Resource Coordinators (2016) Database resources of the National center for biotechnology information. Nucleic Acids Res 44(D1):D7-19. https://doi.org/10.1093/nar/gkv1290
Pan L, **a Q, Quan Z, Liu H, Ke W, Ding Y (2010) Development of novel EST-SSRs from sacred lotus (Nelumbo nucifera Gaertn) and their utilization for the genetic diversity analysis of N. nucifera. J Heredity. https://doi.org/10.1093/jhered/esp070
Patil PG, Singh NV, Bohra A, Raghavendra KP, Mane R, Mundewadikar DM, Babu KD, Sharma J (2021) Comprehensive characterization and validation of chromosome-specific highly polymorphic SSR markers from Pomegranate (Punica granatum L.) cv Tunisia Genome. Front Plant Sci 12:337
Raji AA, Anderson JV, Kolade OA et al (2009) Gene-based microsatellites for cassava (Manihot esculenta Crantz): prevalence, polymorphisms, and cross-taxa utility. BMC Plant Biol 9:118. https://doi.org/10.1186/1471-2229-9-118
Ramesh S, Sowmya HR, Rao AM, Barathi S, Jayarame G (2015) RAPD marker-based genetic diversity among released finger millet (Eleusine coracana Gaertn.) cultivars with known pedigree. Bioscan 10:741–746
Ravi RSD, Siril EA, Nair BR (2020) The efficiency of Cytochrome P450 gene-based markers in accessing genetic variability of drumstick (Moringa oleifera Lam.) accessions. Mol Bio Reports. https://doi.org/10.1007/s11033-020-05391-w
Šarhanová P, Pfanzelt S, Brandt R, Himmelbach A, Blattner FR (2018) SSR-seq: Genoty** of microsatellites using next-generation sequencing reveals higher level of polymorphism as compared to traditional fragment size scoring. Ecol Evol 8(22):10817–10833
Untergasser A, Cutcutache I, Koressaar T, Ye J, Faircloth BC, Remm M, Rozen SG (2012) Primer3–new capabilities and interfaces. Nucleic Acids Res 40(15):e115. https://doi.org/10.1093/nar/gks596
Verma S, Rana TS (2011) Genetic diversity within and among the wild populations of Murraya koenigii (L.) Spreng., as revealed by ISSR analysis. Biochem Syst Ecol. https://doi.org/10.1016/j.bse.2011.01.017
Walter R, Epperson BK (2001) Geographic pattern of genetic variation in Pinus resinosa: Area of greatest diversity is not the origin of postglacial populations. Mol Ecol. https://doi.org/10.1046/j.1365-294X.2001.01177.x
Yuan S, Ge L, Liu C et al (2013) The development of EST-SSR markers in Lilium regale and their cross-amplification in related species. Euphytica. https://doi.org/10.1007/s10681-012-0788-8
Acknowledgements
The authors thank ICAR-IIHR, Bengaluru and ICAR for providing the basic infrastructural facilities and funding for successful conducts of the experiment. We would like to thank our Director and Head (Basic Sciences), ICAR-IIHR for their support in this work.
Funding
The research was supported by ICAR-IIHR, Bengaluru.
Author information
Authors and Affiliations
Contributions
Conceptualization and design: KNP, KVR and SR; Material for experiment: RS and KVR; Curation and analysis of data and tabulation of results: KNP and SR; Original draft manuscript writing: KNP and KVR; Editing and communication-ready manuscript version: KNP and SR.
Corresponding author
Ethics declarations
Conflict of interest
There are no Conflicts of interest/Competing interests for this research work.
Ethical approval
Not Applicable.
Consent to participate
Not Applicable.
Consent for publication
Not Applicable.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Poornima, K.N., Shankar, R., Ramesh, S. et al. De-novo development and validation of EST-SSRs in Moringa oliefera. J. Plant Biochem. Biotechnol. 32, 319–327 (2023). https://doi.org/10.1007/s13562-022-00807-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13562-022-00807-z