Population Structure and Diversity in Finger Millet (Eleusine coracana) Germplasm

A genotypic analysis of 79 finger millet accessions (E. coracana subsp. coracana) from 11 African and five Asian countries, plus 14 wild E. coracana subsp. africana lines collected in Uganda and Kenya was conducted with 45 SSR markers distributed across the finger millet genome. Phylogenetic and population structure analyses showed that the E. coracana germplasm formed three largely distinct subpopulations, representing subsp. africana, subsp. coracana originating from Africa and subsp. coracana originating from Asia. A few lines showed admixture between the African and Asian cultivated germplasm pools and were the result of either targeted or accidental intercrossing. Evidence of gene flow was also seen between the African wild and cultivated subpopulations, indicating that hybridizations among subspecies occur naturally where both species are sympatric. The genotyping, combined with phylogenetic and population structure analyses proved to be very powerful in predicting the origin of breeding materials. The genotypic study was complemented by a phenotypic evaluation. The wild and cultivated accessions differed by a range of domestication-related characters, such as tiller number, plant height, peduncle length, seed color and grain yield. Significant differences in plant architecture and yield were also identified between the Asian and African subpopulations. The observed population structure within cultivated finger millet is consistent with the theory that, after the introduction of finger millet from Africa into India via the trade routes some 3000 years ago, the two germplasm pools remained largely isolated until recent times. The significantly lower diversity present within the Asian subpopulation also suggests that it arose from a relatively small number of founder plants.     

Efficiency of RAPD, SSR and Cytochrome P450 gene based markers in accessing genetic variability amongst finger millet (Eleusine coracana) accessions

Finger millet (Eleusine coracana L.) is an important crop used for food, forage, and industrial products. Three DNA marker techniques, random amplified polymorphic DNA (RAPD), simple sequence repeat (SSR) and cytochrome P₄₅₀ gene based markers were used for the detection of genetic polymorphism in 83 accessions of finger millet collected from various geographical regions of India and Africa. A total of 18 RAPD, 10 SSR and 10 pairs of cytochrome P₄₅₀ gene based markers were generated 56.17, 70.19 and 54.29% polymorphism, respectively. Mean polymorphism information content (PIC) for each of these marker systems (0.280 for RAPD, 0.89 for SSR and 0.327 for cytochrome P₄₅₀ gene based markers) suggested that SSR marker were highly effective in determining polymorphism. The phenograms based on the three markers data indicate that genotypes from different geographical regions are clearly distinguishable as separate clusters. Mantel test employed for detection of goodness of fit established cophenetic correlation values above 0.90 for all the three marker systems. The dendrograms and PCA plots derived from the binary data matrices of the three marker systems are highly concordant. High bootstrap values were obtained at major nodes of phenograms through WINBOOT software. Based on the results of present study, SSR and cytochrome P₄₅₀ gene based markers appear to be particularly useful for the estimation of genetic diversity. This study reveals the potential of RAPD, SSR and gene based markers for characterizing germplasm of Eleusine coracana and narrow down the vast germplasm into distinct core groups.     

Development and characterization of simple sequence repeat (SSR) markers in the water lotus (Nelumbo nucifera)

Simple sequence repeat (SSR) markers were developed in the water lotus (Nelumbo nucifera Gaertn.) from an SSR-enriched genomic library. Of the SSR markers tested, 11 primer pairs produced clearly distinguishable DNA banding patterns. Forty-three alleles were detected with the 11 markers. The allele number per locus ranged from 2 to 5 with an average of 3.9. Polymorphism values ranged from 0.11 to 0.66 with an average of 0.51. These primers were also applicable to another Nelumbo species, Nelumbo lutea (Willd.) Pers. (American lotus) and hybrids between N. nucifera and N. lutea. These results indicate that the SSR markers developed in this study are informative and will be useful for genetic analysis in Nelumbo species.     

Multiple methods for the identification of polymorphic simple sequence repeats (SSRs) in sorghum [Sorghum bicolor (L.) Moench]

Simple sequence repeats (SSRs), also known as microsatellites, are highly variable DNA sequences that can be used as markers for the genetic analysis of plants. Three approaches were followed for the development of PCR primers for the amplification of DNA fragments containing SSRs from sorghum [Sorghum bicolor (L.) Moench]: a search for sorghum SSRs in public DNA databases; the use of SSR-specific primers developed in the Poaceae species maize (Zea mays L.) and seashore paspalum grass (Paspalum vaginatum Swartz); and the screening of sorghum genomic libraries by hybridization with SSR oligonucleotides. A total of 49 sorghum SSR-specific PCR primer pairs (two designed from GenBank SSR-containing sequences and 47 from the sequences of genomic clones) were screened on a panel of 17 sorghum and one maize accession. Ten primer pairs from paspalum and 90 from maize were also screened for polymorphism in sorghum. Length polymorphisms among amplification products were detected with 15 of these primer pairs, yielding diversity values ranging from 0.2 to 0.8 with an average diversity of 0.56. These primer pairs are now available for use as markers in crop improvement and conservation efforts.     

Development and evaluation of microsatellite markers in Phoenix dactylifera L. and their transferability to other Phoenix species

Forty one simple sequence repeats were isolated from two microsatellite enriched libraries of date palm (Phoenix dactylifera L.). After screening, 17 selected microsatellite loci were characterized and evaluated on a set of 31 cultivars and clones from Algerian and Californian germplasm. All primer pairs produced an amplification product of the expected size and detected high polymorphism among the analysed samples. These nuclear simple sequence repeat (SSR) markers are expected to be a very effective tool for evaluating genetic diversity in date palm germplasm. Acrosstaxa amplification showed the usefulness of most SSR markers in 14 other species across the genus Phoenix.     

Simple sequence repeat (SSR) analysis in relation to calcium transport and signaling genes reveals transferability among grasses and a conserved behavior within finger millet genotypes

Being an excellent source of calcium, finger millet crop has nutraceutical importance. Mineral accumulation, being a polygenic trait, becomes essential to target potential candidate genes directly or indirectly involved in the regulation of calcium transport and signaling in cereals and might have influence on grain calcium accumulation. In view of this, genic microsatellite markers were developed from the coding and non-coding sequences of calcium signaling and transport genes viz. calcium transporters (channels; ATPases and antiporters), calcium-binding proteins and calcium-regulated protein kinases available in rice and sorghum. In total, 146 genic "simple sequence repeat" (SSR) primers were designed and evaluated for cross-transferability across a panel of nine grass species including finger millet. The average transferability of genic SSR markers from sorghum to other grasses was highest (73.2 %) followed by rice (63.4 %) with an overall average of 68.3 % which establishes the importance of these major crops as a useful resource of genomic information for minor crops. The transfer rate of SSR markers was also correlated with the phylogenetic relationship (or genetic relatedness) of the species. Primers with successful amplification in finger millet were further used to screen for polymorphism across a set of high and low calcium containing genotypes. The results reveal a conserved behavior across the finger millet genotypes indicating that the mineral transport and the storage machinery largely remain conserved in plants and even SSR variations in them remain suppressed during the course of evolution. Single nucleotide polymorphism and differential expression patterns of candidate genes, therefore, might be a plausible reason to explain variations in grain calcium contents among finger millet genotypes.     

Genetic Diversity Analysis of Elite Pearl Millet Inbred Lines using RAPD and SSR Markers

Pearl millet [Pennisetum glaucum (L) R Br] is one of the widely grown cereal crops in the arid and semi-arid regions of Africa and India. We undertook a study to ascertain the genetic diversity in 21 elite inbreds (parental lines of 13 pearl millet hybrids in India) using 20 Random Amplified Polymorphic DNA (RAPD) and 21 Simple Sequence Repeat (SSR) markers. Based on Polymorphism Information Content (PIC) and unique banding profiles, 6 RAPD primers OPD12, OPA16, OPB6, OPA19, OPB5 and OPB1, and 3 SSR markers Xpsmp2208, Xpsmp2223 and Xpsmp2220, were found to be highly discriminative. The PIC values ranged from 0.28 to 0.48 for the RAPD and from 0.24 to 0.60 for the SSR markers. Cluster analysis and principal component analysis of the combined dataset of RAPD and SSR markers indicated moderate genetic divergence among the elite pearl millet germplasm, besides unraveling the genetic relationships among the male sterile lines and the restorers.     

The genetic map of finger millet, Eleusine coracana

Restriction fragment length polymorphism (RFLP), amplified fragment length polymorphism (AFLP), expressed-sequenced tag (EST), and simple sequence repeat (SSR) markers were used to generate a genetic map of the tetraploid finger millet (Eleusine coracana subsp. coracana) genome (2n = 4x = 36). Because levels of variation in finger millet are low, the map was generated in an inter-subspecific F₂ population from a cross between E. coracana subsp. coracana cv. Okhale-1 and its wild progenitor E. coracana subsp. africana acc. MD-20. Duplicated loci were used to identify homoeologous groups. Assignment of linkage groups to the A and B genome was done by comparing the hybridization patterns of probes in Okhale-1, MD-20, and Eleusine indica acc. MD-36. E. indica is the A genome donor to E. coracana. The maps span 721 cM on the A genome and 787 cM on the B genome and cover all 18 finger millet chromosomes, at least partially. To facilitate the use of marker-assisted selection in finger millet, a first set of 82 SSR markers was developed. The SSRs were identified in small-insert genomic libraries generated using methylation-sensitive restriction enzymes. Thirty-one of the SSRs were mapped. Application of the maps and markers in hybridization-based breeding programs will expedite the improvement of finger millet. Electronic supplementary material Supplementary material is available in the online version of this article at and is accessible for authorized users.     

In-silico mining,type and frequency analysis of genic microsatellites of finger millet (Eleusine coracana (L.) Gaertn.): a comparative genomic analysis of NBS–LRR regions of finger millet with rice

In recent years, the increased availability of the DNA sequences has given the possibility to develop and explore the expressed sequence tags (ESTs) derived SSR markers. In the present study, a total of 1956 ESTs of finger millet were used to find the microsatellite type, distribution, frequency and developed a total of 545 primer pairs from the ESTs of finger millet. Thirty-two EST sequences had more than two microsatellites and 1357 sequences did not have any SSR repeats. The most frequent type of repeats was trimeric motif, however the second place was occupied by dimeric motif followed by tetra-, hexa- and penta repeat motifs. The most common dimer repeat motif was GA and in case of trimeric SSRs, it was CGG. The EST sequences of NBS-LRR region of finger millet and rice showed higher synteny and were found on nearly same positions on the rice chromosome map. A total of eight, out of 15 EST based SSR primers were polymorphic among the selected resistant and susceptible finger millet genotypes. The primer FMBLEST5 could able to differentiate them into resistant and susceptible genotypes. The alleles specific to the resistant and susceptible genotypes were sequenced using the ABI 3130XL genetic analyzer and found similarity to NBS–LRR regions of rice and finger millet and contained the characteristic kinase-2 and kinase 3a motifs of plant R-genes belonged to NBS–LRR region. The In-silico and comparative analysis showed that the genes responsible for blast resistance can be identified, mapped and further introgressed through molecular breeding approaches for enhancing the blast resistance in finger millet.     

Development and characterisation of simple sequence repeat (SSR) markers for white clover (Trifolium repens L.)

Highly informative molecular markers, such as simple sequence repeats (SSRs), can greatly accelerate breeding programs. The aim of this study was to develop and characterise a comprehensive set of SSR markers for white clover (Trifolium repens L.), which can be used to tag genes and quantitative trait loci controlling traits of agronomic interest. Sequence analysis of 1123 clones from genomic libraries enriched for (CA) _n repeats yielded 793 clones containing SSR loci. The majority of SSRs consisted of perfect dinucleotide repeats, only 7% being trinucleotide repeats. After exclusion of redundant sequences and SSR loci with less than 25 bp of flanking sequence, 397 potentially useful SSRs remained. Primer pairs were designed for 117 SSR loci and PCR products in the expected size range were amplified from 101 loci. These markers were highly polymorphic, 88% detecting polymorphism across seven white clover genotypes with an average allele number of 4.8. Four primer pairs were tested in an F₂ population revealing Mendelian segregation. Successful cross-species amplification was achieved in at least one out of eight legume species for 46 of 54 primer pairs. The rate of successful amplification was significantly higher for Trifolium species when compared to species of other genera. The markers developed in this study not only provide valuable tools for molecular breeding of white clover but may also have applications in related taxa. Received: 3 April 2000 / Accepted: 12 May 2000     

用于绿豆种质资源遗传多样性分析的SSR及STS引物的筛选

目前能够用于绿豆(Vigna radiate)种质资源遗传多样性分析的PCR引物极其有限。通过12份农艺性状差异较大的绿豆种质对绿豆以及小豆(Vigna angularis)、豇豆(Vigna unguiculata)、菜豆(Phaseolus vulgaris)等近缘食用豆中的PCR引物进行筛选,结果表明41对绿豆SSR引物中能够有效扩增的有35对,6对有多态性;28对绿豆STS引物中有23对能够有效扩增,2对有多态性;8对小豆SSR引物能够有效扩增的有6对,但均无多态性;27对豇豆SSR引物能够有效扩增的有17对,1对有多态性;24对菜豆SSR引物能够有效扩增的有9对,1对有多态性。这些多态性引物的获得将有助于中国绿豆种质资源的遗传多样性分析。     

Development of 5123 Intron-Length Polymorphic Markers for Large-Scale Genotyping Applications in Foxtail Millet

Generating genomic resources in terms of molecular markers is imperative in molecular breeding for crop improvement. Though development and application of microsatellite markers in large-scale was reported in the model crop foxtail millet, no such large-scale study was conducted for intron-length polymorphic (ILP) markers. Considering this, we developed 5123 ILP markers, of which 4049 were physically mapped onto 9 chromosomes of foxtail millet. BLAST analysis of 5123 expressed sequence tags (ESTs) suggested the function for ∼71.5% ESTs and grouped them into 5 different functional categories. About 440 selected primer pairs representing the foxtail millet genome and the different functional groups showed high-level of cross-genera amplification at an average of ∼85% in eight millets and five non-millet species. The efficacy of the ILP markers for distinguishing the foxtail millet is demonstrated by observed heterozygosity (0.20) and Nei''s average gene diversity (0.22). In silico comparative mapping of physically mapped ILP markers demonstrated substantial percentage of sequence-based orthology and syntenic relationship between foxtail millet chromosomes and sorghum (∼50%), maize (∼46%), rice (∼21%) and Brachypodium (∼21%) chromosomes. Hence, for the first time, we developed large-scale ILP markers in foxtail millet and demonstrated their utility in germplasm characterization, transferability, phylogenetics and comparative mapping studies in millets and bioenergy grass species.     

Mapping quantitative trait loci for important agronomic traits in finger millet (<Emphasis Type="Italic">Eleusine coracana</Emphasis>) mini core collection with genomic and genic SSR markers

Allele identification for agro-morphological traits and stress resistance is a major concern across the globe for improving productivity of finger millet. Here, we used 46 genomic and 58 genic simple sequence repeats (SSRs) markers in a set of 66 accessions used to constitute a global mini-core collection for analysing their genetic structure as a population and establishing association among markers and twenty morphological traits including resistance to finger blast. Phenotypic data revealed a wide range of variation for all traits except flag leaf width and flag leaf sheath width. We got amplification of 81 alleles by the 31 genomic SSRs at an average of 2.61 alleles per locus. Polymorphism information content (PIC) values varied from 0.21 to 0.75 and average gene diversity was 0.49. Structure analysis of the population using the genomic SSR data divided the accessions into two clusters where Indian and exotic accessions were grouped in separate clusters. Genic SSRs which were associated with blast resistance genes, amplified 36 alleles at an average of 2 alleles per locus. PIC values ranged from 0.32 to 0.37 and average gene diversity was 0.45. Population structure analysis using data from these SSRs grouped the accessions into three clusters, which broadly correspond to their reaction to blast disease. Twenty-two significant associations were found using the GLM approach for 20 agro-morphological traits both in 2012 and 2014, while, 7 and 5 significant marker-trait associations were identified using MLM in 2012 and 2014 respectively. The SSR markers FMBLEST35 and FMBLEST36 designed from the Pi21 gene sequence of rice were found to be associated with blast disease resistance in finger millet indicating that the gene homologues play a significant role in an important role for neck blast resistance.     

Development of novel polymerase chain reaction (PCR) based microsatellite markers in Armillaria gallica by cross‐species amplification and species‐specific cloning

Cross‐species PCR amplification of Armillaria mellea group taxa with previously reported A. ostoyae microsatellite markers, indicative of flanking sequence conservation, was exploited for the species‐specific isolation of simple sequence repeat (SSR) motifs from A. gallica. Six SSR motifs were sequence characterized from cloned PCR fragments generated with primers previously developed from A. ostoyae. Five novel primer pairs, designed from motif flanking regions, allowed for improved, efficient amplification in this species. One original A. ostoyae primer pair was used directly. Polymorphims were observed at wide geographical levels only. Relative cross‐species amplification intensities generally supported the currently accepted molecular phylogeny of this group.     

Construction of a genetic linkage map using simple sequence repeat markers from expressed sequence tags for cassava (<Emphasis Type="Italic">Manihot esculenta</Emphasis> Crantz)

Cassava (Manihot esculenta) is an economically important crop that is grown in tropical and sub-tropical regions. Use of molecular technology for genetic improvement of cassava has been limited by the lack of a large set of DNA markers and a genetic map. Therefore, the aims here were to develop additional simple sequence repeat (SSR) markers from the public expressed sequence tags (ESTs), and to construct a genetic linkage map. In this study, we designed 425 EST-SSR markers from sequences obtained from the cassava EST database in GenBank, and integrated them with 667 SSR markers from a microsatellite-enriched genomic sequence received from the International Center for Tropical Agriculture (CIAT). Of these, 107 EST-SSR and 500 genomic SSR primer pairs showed polymorphic patterns when screened in two cassava varieties, Hauy Bong 60 and Hanatee, which were used as female and male parental lines, respectively. Within the 107 and 500 primer pairs, 81 and 226 EST-SSR and SSR primer pairs were successfully genotyped with 100 samples of F₁ progeny, respectively. The results showed 20 linkage groups consisting of 211 markers—56 EST-SSR and 155 SSR markers—spanning 1,178 cM, with an average distance between markers of 5.6 cM and about 11 markers per linkage group. These novel EST-SSR markers provided genic PCR-based co-dominant markers that were useful, reliable and economical. The EST-SSRs were used together with SSR markers to construct the cassava genetic linkage map which will be useful for the identification of quantitative trait loci controlling the traits of interest in cassava breeding programs.     

Development and characterisation of simple sequence repeat (SSR) markers for perennial ryegrass (Lolium perenne L.)

Enrichment methods were optimised in order to isolate large numbers of simple sequence repeat (SSR) markers for perennial ryegrass (Lolium perenne L.), with the aim of developing a comprehensive set of loci for trait mapping and cultivar identification. Two libraries were constructed showing greater than 50% enrichment for a variety of SSR-motif types. Sequence characterisation of 1853 clones identified 859 SSR-containing clones, of which 718 were unique. Truncation of flanking sequences limited potential primer design to 366 clones. One-hundred selected SSR primer pairs were evaluated for amplification and genetic polymorphism across a panel of diverse genotypes. The efficiency of amplification was 81%. A relatively high level of SSR polymorphism was detected (67%), with a range of 2–7 alleles per locus. Mendelian segregation of alleles detected by selected SSR-locus primer pairs was demonstrated in the F₁ progeny of a pair cross. Cross-species amplification was detected in a number of related pasture and turfgrass species, with high levels of transfer to other Lolium species and members of the related genus Festuca. The identity of putative SSR ortholoci in these related species was confirmed by DNA sequence analysis. These loci constitute a valuable resource of ideal markers for the molecular breeding of ryegrasses and fescues. Received: 8 May 2000 / Accepted: 13 June 2000     

Characterization of the Kenaf (Hibiscus cannabinus) Global Transcriptome Using Illumina Paired-End Sequencing and Development of EST-SSR Markers

Kenaf (Hibiscus cannabinus L.) is an economically important natural fiber crop grown worldwide. However, only 20 expressed tag sequences (ESTs) for kenaf are available in public databases. The aim of this study was to develop large-scale simple sequence repeat (SSR) markers to lay a solid foundation for the construction of genetic linkage maps and marker-assisted breeding in kenaf. We used Illumina paired-end sequencing technology to generate new EST-simple sequences and MISA software to mine SSR markers. We identified 71,318 unigenes with an average length of 1143 nt and annotated these unigenes using four different protein databases. Overall, 9324 complementary pairs were designated as EST-SSR markers, and their quality was validated using 100 randomly selected SSR markers. In total, 72 primer pairs reproducibly amplified target amplicons, and 61 of these primer pairs detected significant polymorphism among 28 kenaf accessions. Thus, in this study, we have developed large-scale SSR markers for kenaf, and this new resource will facilitate construction of genetic linkage maps, investigation of fiber growth and development in kenaf, and also be of value to novel gene discovery and functional genomic studies.     

Development of eSSR-Markers in Setaria italica and Their Applicability in Studying Genetic Diversity,Cross-Transferability and Comparative Mapping in Millet and Non-Millet Species

Foxtail millet ( Setaria italica L.) is a tractable experimental model crop for studying functional genomics of millets and bioenergy grasses. But the limited availability of genomic resources, particularly expressed sequence-based genic markers is significantly impeding its genetic improvement. Considering this, we attempted to develop EST-derived-SSR (eSSR) markers and utilize them in germplasm characterization, cross-genera transferability and in silico comparative mapping. From 66,027 foxtail millet EST sequences 24,828 non-redundant ESTs were deduced, representing ~16 Mb, which revealed 534 (~2%) eSSRs in 495 SSR containing ESTs at a frequency of 1/30 kb. A total of 447 pp were successfully designed, of which 327 were mapped physically onto nine chromosomes. About 106 selected primer pairs representing the foxtail millet genome showed high-level of cross-genera amplification at an average of ~88% in eight millets and four non-millet species. Broad range of genetic diversity (0.02–0.65) obtained in constructed phylogenetic tree using 40 eSSR markers demonstrated its utility in germplasm characterizations and phylogenetics. Comparative mapping of physically mapped eSSR markers showed considerable proportion of sequence-based orthology and syntenic relationship between foxtail millet chromosomes and sorghum (~68%), maize (~61%) and rice (~42%) chromosomes. Synteny analysis of eSSRs of foxtail millet, rice, maize and sorghum suggested the nested chromosome fusion frequently observed in grass genomes. Thus, for the first time we had generated large-scale eSSR markers in foxtail millet and demonstrated their utility in germplasm characterization, transferability, phylogenetics and comparative mapping studies in millets and bioenergy grass species.