Dataset Information

In silico identification of miRNAs and their target genes and analysis of gene co-expression network in saffron (Crocus sativus L.) stigma.

ABSTRACT: As an aromatic and colorful plant of substantive taste, saffron (Crocus sativus L.) owes such properties of matter to growing class of the secondary metabolites derived from the carotenoids, apocarotenoids. Regarding the critical role of microRNAs in secondary metabolic synthesis and the limited number of identified miRNAs in C. sativus, on the other hand, one may see the point how the characterization of miRNAs along with the corresponding target genes in C. sativus might expand our perspectives on the roles of miRNAs in carotenoid/apocarotenoid biosynthetic pathway. A computational analysis was used to identify miRNAs and their targets using EST (Expressed Sequence Tag) library from mature saffron stigmas. Then, a gene co- expression network was constructed to identify genes which are potentially involved in carotenoid/apocarotenoid biosynthetic pathways. EST analysis led to the identification of two putative miRNAs (miR414 and miR837-5p) along with the corresponding stem- looped precursors. To our knowledge, this is the first report on miR414 and miR837-5p in C. sativus. Co-expression network analysis indicated that miR414 and miR837-5p may play roles in C. sativus metabolic pathways and led to identification of candidate genes including six transcription factors and one protein kinase probably involved in carotenoid/apocarotenoid biosynthetic pathway. Presence of transcription factors, miRNAs and protein kinase in the network indicated multiple layers of regulation in saffron stigma. The candidate genes from this study may help unraveling regulatory networks underlying the carotenoid/apocarotenoid biosynthesis in saffron and designing metabolic engineering for enhanced secondary metabolites.

SUBMITTER: Zinati Z

PROVIDER: S-EPMC5326487 | biostudies-literature | 2016 Dec

REPOSITORIES: biostudies-literature

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In silico identification of miRNAs and their target genes and analysis of gene co-expression network in saffron (Crocus sativus L.) stigma.

Zinati Zahra Z Shamloo-Dashtpagerdi Roohollah R Behpouri Ali A

Molecular biology research communications 20161201 4

As an aromatic and colorful plant of substantive taste, saffron (Crocus sativus L.) owes such properties of matter to growing class of the secondary metabolites derived from the carotenoids, apocarotenoids. Regarding the critical role of microRNAs in secondary metabolic synthesis and the limited number of identified miRNAs in C. sativus, on the other hand, one may see the point how the characterization of miRNAs along with the corresponding target genes in C. sativus might e ...[more]

PMID: 28261627

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Project description:Polycystic ovary syndrome (PCOS) is a hormonal disorder that affects women of reproductive age, characterized by a range of symptoms, including irregular menstrual cycles, excess male hormones (androgens), metabolic abnormalities such as hyperinsulinemia, hyperlipidemia, and metabolic disturbances like glucose imbalance. Botanical supplements are perceived first and safe choice over available regimens to regulate PCOS. There are several reports available stating that apocarotenoids, carotenoids, and whole extracts of Crocus sativus were identified to have a potential role in the management of women health. This study aimed to propose a network pharmacology-based method to determine the potential therapeutic pathways of phytoconstituents (apocarotenoids and carotenoids) of UHPLC-PDA standardized stigma-based Crocus sativus extract (CSE) for the management of PCOS. Furthermore, to validate the potential targets and signaling pathways, these apocarotenoids, and carotenoids were screened for molecular docking and in silico absorption, distribution, metabolism, excretion, and toxicity (ADMET) predictions. The information regarding PCOS-related genes was retrieved from the PCOS knowledge database (PCOSKB), resulting in an established network between putative targets of PCOS and Crocus sativus extract phytochemicals to prevail the mechanism of action. Based on the screening conditions, 4 prominent targets namely, serine/threonine kinase 1 (AKT1), signal transducer and activator of transcription (STAT3), mitogen-activated protein kinase 3 (MAPK3), and mitogen-activated protein kinase 1 (MAPK1), were identified through network analysis. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis suggested that MAP kinase and serine-threonine pathways were found prominent targets in PCOS. Further, a molecular docking study shows that crocetin, picrocrocin, and safranal had the best binding affinity for the identified targets. In silico ADMET results revealed that carotenoids and apocarotenoids were found to have the maximum bioavailability and were able to cross the blood-brain barrier without any toxic effects. The combined results revealed that the apocarotenoids and carotenoids of Crocus sativus extract could act on various targets to regulate multiple pathways related to PCOS.

Project description:Saffron (Crocus sativus L.) is being embraced as the most important medicinal plant and the commercial source of saffron spice. Despite the beneficial economic and medicinal properties of saffron, the regulatory mechanism of the correlation of TFs and genes related to the biosynthesis of the apocarotenoids pathway is less obvious. Realizing these regulatory hierarchies of gene expression networks related to secondary metabolites production events is the main challenge owing to the complex and extensive interactions between the genetic behaviors. Recently, high throughput expression data have been highly feasible for constructing co-regulation networks to reveal the regulated processes and identifying novel candidate hub genes in response to complex processes of the biosynthesis of secondary metabolites. Herein, we performed Weighted Gene Co-expression Network Analysis (WGCNA), a systems biology method, to identify 11 regulated modules and hub TFs related to secondary metabolites. Three specialized modules were found in the apocarotenoids pathway. Several hub TFs were identified in notable modules, including MADS, C2H2, ERF, bZIP, HD-ZIP, and zinc finger protein MYB and HB, which were potentially associated with apocarotenoid biosynthesis. Furthermore, the expression levels of six hub TFs and six co-regulated genes of apocarotenoids were validated with RT-qPCR. The results confirmed that hub TFs specially MADS, C2H2, and ERF had a high correlation (P < 0.05) and a positive effect on genes under their control in apocarotenoid biosynthesis (CCD2, GLT2, and ADH) among different C. sativus ecotypes in which the metabolite contents were assayed. Promoter analysis of the co-expressed genes of the modules involved in apocarotenoids biosynthesis pathway suggested that not only are the genes co-expressed, but also share common regulatory motifs specially related to hub TFs of each module and that they may describe their common regulation. The result can be used to engineer valuable secondary metabolites of C. sativus by manipulating the hub regulatory TFs.

Dataset Information

In silico identification of miRNAs and their target genes and analysis of gene co-expression network in saffron (Crocus sativus L.) stigma.

Publications

In silico identification of miRNAs and their target genes and analysis of gene co-expression network in saffron (<i>Crocus sativus</i> L.<i>)</i> stigma.

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