Abstract
Stevia rebaudiana (S. rebaudiana) is a herbaceous and perennial plant belonging to Asteraceae family. The genus stevia is well known as a natural producer of sweetener comprising non-caloric and non-carcinogenic steviol glycosides. In recent years, the capability in producing natural sweetner has increased the demand for S. rebaudiana as substitute of processed sugars. Flowering phase of S. rebaudiana has shown to affect the content of steviol glycosides in the leaves. Steviol glycosides level is the highest at the time of flower bud formation and lowest at time preceding and following flower bud formation. Therefore, sequencing and analysing the genes that are involved in flowering phase will provide platform for gene manipulation in increasing steviol glycosides content. The Stevia transcriptome data that include two stages of growth (before flowering and after flowering), were obtained using Illumina RNA-seq technology and can be accessed at NCBI Sequence Read Archive under Accession No. SRX6362785 and SRX6362784.
Keywords: RNA-Seq, Transcriptome, Stevia rebaudiana, Flowering genes
Specifications
| Subject | Agricultural and Biological Sciences |
| Specific subject area | Plant Science |
| Type of data | Transcriptome data |
| How data were acquired | Paired end transcriptome of Stevia rebaudiana was sequenced using Illumina at 1st Base Laboratory Sdn Bhd (Malaysia). De novo transcriptome assembly was performed by using Trinity RNA-Seq v2.4.0. |
| Data format | Raw sequences (FASTQ) |
| Experimental factors | Samples were collected at two different stages of plant growth, (before and after flowering of Stevia). |
| Experimental features | S. rebaudiana leaf samples were collected from plants grown in Glasshouse and Nursery Complex (GNC) IIUM Kuantan Campus. |
| Data source location | Kuantan, Pahang, Malaysia. |
| Data accessibility | Raw FASTQ files were deposited in NCBI SRA database with the accession number SRX6362785 (https://www.ncbi.nlm.nih.gov/sra/SRX6362785) and SRX6362784 (https://www.ncbi.nlm.nih.gov/sra/SRX6362784) |
Value of the Data
|
1. Data
The dataset contains raw sequencing data obtained through the transcriptome sequencing of leaf samples of S. rebaudiana (accession number MS007) collected at two different stages of plant growth, (i) 1 week before flowering and (ii) after flowering. The plant was grown at Glasshouse and Nursery Complex in IIUM Kuantan Campus. The bam files that obtained from transcriptome libraries have been deposited to NCBI SRA database with accession number SRX6362784 and SRX6362785. The statistic of RNA-seq generated and overview of the number of transcripts are described in Table 1, Table 2, respectively.
Table 1.
Statistic RNA-seq generated from two different libraries.
| Sample | Before flowering Raw Reads | After flowering Clean reads |
|---|---|---|
| Raw Reads | 62737178 | 53452080 |
| Clean reads | 44277294 | 47676660 |
| Clean bases | 7.2G | 6.6G |
| GC (%) | 45.06 | 45.24 |
Table 2.
Overview of the number of transcripts from assembly using Trinity RNA-Seq v2.4.0.
| Attributes | Transcripts | Unigenes |
|---|---|---|
| Min Length | 201 | 201 |
| Mean Length | 976 | 976 |
| Median Length | 618 | 618 |
| Max Length | 131182 | 131182 |
| N50 | 1380 | 1380 |
| Total Nucleotides | 105718330 | 105717560 |
2. Experimental design, materials, and methods
2.1. Sample preparation
S. rebaudiana accession MS007 was cultivated through shoot cutting method, in order to grow sufficient number of plants required. A healthy S. rebaudiana accession MS007 was obtained from Glasshouse and Nursery Complex in IIUM, Kuantan Campus as a mother plant. Healthy shoot with at least 2 leaves were selected for shoot propagation [1]. No additional chemical or organic fertilizer was added and the plants were allowed to grow for 40 days until flowering [2].
2.2. RNA isolation and library preparation
RNA was isolated from the samples using Plant Total RNA Mini Kit (Geneaid). Transcriptome data were generated from the total RNA extracted from these two samples collected at two different developmental stages. NanoDrop ND-1000 Spectrophotometer (NanoDrop Technologies, USA) and Bioanalyzer RNA 6000 chips system (Agilent Technologies, USA) were used to determine the quality and integrity of total RNA.
2.3. RNA-seq data analysis
The raw reads generated from S. rebaudiana samples were trimmed using Solexa QA++ with Phred score Q20. By using FastQ file, the FastQC was ran at default parameter. De novo assembly of S. rebaudiana data was done using Trinity RNA-Seq 2.0 with default settings [3]. The details of sequencing and assembly data is given in Table 1, Table 2.
Acknowledgments
This work was supported by the International Islamic University Malaysia [RIGS17-022-0597], Universiti Malaysia Pahang [RDU1703249] and Fundamental Research Grant Scheme by Ministry of Higher Education [FRGS15-255-0496]. We also like to thank to Apical Scientific Sdn. Bhd. for technical assistance.
Conflict of Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
References
- 1.Yadav S.K., Guleria P. Steviol glycosides from stevia: biosynthesis pathway review and their application in foods and medicine. Crit. Rev. Food Sci. Nutr. 2012;52(11):988–998. doi: 10.1080/10408398.2010.519447. [DOI] [PubMed] [Google Scholar]
- 2.Runkle E. Technically speaking: providing long days. Greenh. Product News. 2007;17(1):66. [Google Scholar]
- 3.Grabherr M.G., Haas B.J., Yassour M., Levin J.Z., Thompson D.A., Amit I., Adiconis X., Fan L., Raychowdhury R., Zeng Q., Chen Z. Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat. Biotechnol. 2011;29(7):644. doi: 10.1038/nbt.1883. [DOI] [PMC free article] [PubMed] [Google Scholar]
