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    Comparative transcriptome profiling of two contrasting foxtail millet cultivars provides insights into molecular mechanisms underlying dehydration stress response
    (Springer Nature Publishing AG, 2023) Muthamilarasan, Mehanathan; Suresh, Bonthala Venkata; Singh, Roshan Kumar; Choudhary, Pooja; Aggarwal, Pooja Rani; Prasad, Manoj
    Foxtail millet (Setaria italica L.) has emerged as a model system to understand its adaptation to environmental stresses in the past decade. However, studies on understanding the molecular mechanism underlying the adaptation to dehydration stress and the regulatory network involved in the process remain elusive. In the present study, RNA-seq was performed during dehydration stress in the tolerant (IC4) and sensitive (IC41) cultivars at different time points (0, 6, and 12 h). A total of 2467 and 3318 differentially expressed genes (DEGs) were identified in IC4, and 2535 and 5572 in IC41 at 6 h and 12 h compared to control (0 h), respectively. Gene ontology (GO) analysis revealed that the DEGs were enriched in water transport, response to water deprivation, oxidative stress, amino acid and sugar transport, lipid biosynthesis, and regulation of stomatal opening. Pathway analysis suggested a significant modulation of genes involved in the metabolism of glutathione and tryptophan and biosynthesis of flavonoid, ascorbate, arginine, and proline in IC4 compared to IC41. Genes encoding for DIVARICATA, SBP family protein (teosinte glume architecture 1), and SRS family proteins (LATERAL ROOT PRIMORDIUM 1 and SHI-RELATED SEQUENCE 1) were found to be exclusively upregulated in IC4 during dehydration stress. Gene co-expression networks constructed based on the expression data showed the key modules and hubs that play critical roles during dehydration stress. Altogether, the present study has identified key genes, pathways, and regulatory modules that would serve as a base for further studies to gain insights into the dehydration-responsive molecular circuitry in foxtail millet.
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    Development of novel microRNA-based genetic markers in foxtail millet for genotyping applications in related grass species
    (Springer, 2014) Yadav, Chandra Bhan; Muthamilarasan, Mehanathan; Pandey, Garima; Khan, Yusuf; Prasad, Manoj
    DNA markers are important in molecular breeding, and, hence, considering its prominence, a variety of DNA-based molecular markers have been explored and developed for expediting crop improvement programs. microRNA (miRNA)-based molecular marker is a type of functional markers exploited predominantly in animal sciences, but reported in very few plants. Considering the efficacy, stability and transferability potential of the miRNA-based markers, the present study was conducted to develop these markers in the model crop foxtail millet. The pre-miRNA sequences of foxtail millet and other related grasses including rice, maize, wheat, sorghum and Brachypodium were retrieved and aligned for identifying the conserved regions. One hundred and seventy-six primer pairs were designed for these consensus sequences, and all these 176 miRNA-based markers were mapped onto foxtail millet genome. Of the 176 markers, 66 were chosen for further experimentations based on representing the nine chromosomes of foxtail millet and presence of highly conserved regions. All the 66 markers showed 100 % amplification in five cultivars of foxtail millet. Moreover, all the markers showed a higher level of cross-genera transferability potential with an average of ~67 % in millets and non-millet species. This is the first report on the development of novel miRNA-based markers in foxtail millet. Promisingly, these markers would serve as novel genotyping tool for various molecular breeding approaches aiming at crop improvement in millets and non-millet species.
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    Sequence based novel genomic microsatellite markers for robust genotyping purposes in foxtail millet [Setaria italica (L.) P. Beauv.]
    (Springer Science, 2012) Gupta, Sarika; Kumari, Kajal; Sahu, Pranav Pankaj; Vidapu, Sudhakar; Prasad, Manoj
    The unavailability of microsatellite markers and saturated genetic linkage map has restricted the genetic improvement of foxtail millet [Setaria italica (L.) P. Beauv.], despite the fact that in recent times it has been documented as a new model species for biofuel grasses. With the objective to generate a good number of microsatellite markers in foxtail millet cultivar 'Prasad', 690 clones were sequenced which generated 112.95 kb high quality sequences obtained from three genomic libraries each enriched with different microsatellite repeat motifs. Microsatellites were identified in 512 (74.2%) of the 690 positive clones and 172 primer pairs (pp) were successfully designed from 249 (48.6%) unique SSR-containing clones. The efficacies of the microsatellite containing genomic sequences were established by superior primer designing ability (69%), PCR amplification efficiency (85.5%) and polymorphic potential (52%) in the parents of F(2) mapping population. Out of 172 pp, functional 147 markers showed high level of cross-species amplification (~74%) in six grass species. Higher polymorphism rate and broad range of genetic diversity (0.30-0.69 averaging 0.58) obtained in constructed phylogenetic tree using 52 microsatellite markers, demonstrated the utility of markers in germplasm characterizations. In silico comparative mapping of 147 foxtail millet microsatellite containing sequences against the mapping data of sorghum (~18%), maize (~16%) and rice (~5%) indicated the presence of orthologous sequences of the foxtail millet in the respective species. The result thus demonstrates the applicability of microsatellite markers in various genotyping applications, determining phylogenetic relationships and comparative mapping in several important grass species.
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    Development and utilization of novel intron length polymorphic markers in foxtail millet [Setaria italica (L.) P. Beauv.]
    (NRC Res Press, 2011) Gupta, Sarika; Kumari, Kajal; Das, Jyotirmoy; Lata, Charu; Puranik, Swati; Prasad, Manoj
    Introns are noncoding sequences in a gene that are transcribed to precursor mRNA but spliced out during mRNA maturation and are abundant in eukaryotic genomes. The availability of codominant molecular markers and saturated genetic linkage maps have been limited in foxtail millet (Setaria italica (L.) P. Beauv.). Here, we describe the development of 98 novel intron length polymorphic (ILP) markers in foxtail millet using sequence information of the model plant rice. A total of 575 nonredundant expressed sequence tag (EST) sequences were obtained, of which 327 and 248 unique sequences were from dehydration- and salinity-stressed suppression subtractive hybridization libraries, respectively. The BLAST analysis of 98 EST sequences suggests a nearly defined function for about 64% of them, and they were grouped into 11 different functional categories. All 98 ILP primer pairs showed a high level of cross-species amplification in two millets and two nonmil- lets species ranging from 90% to 100%, with a mean of ∼97%. The mean observed heterozygosity and Nei’s average gene diversity 0.016 and 0.171, respectively, established the efficiency of the ILP markers for distinguishing the foxtail millet accessions. Based on 26 ILP markers, a reasonable dendrogram of 45 foxtail millet accessions was constructed, demonstrating the utility of ILP markers in germplasm characterizations and genomic relationships in millets and nonmillets species.