Transcriptomic analysis of Eruca vesicaria subs. sativa lines with contrasting tolerance to polyethylene glycol-simulated drought stress
Eruca vesicaria subsp. sativa is one of the Cruciferae species most tolerant to drought stress. In our previous study some extremely drought-tolerant/sensitive Eruca lines were obtained. However little is known about the mechanism for drought tolerance in Eruca.
In this study two E. vesicaria subs. sativa lines with contrasting drought tolerance were treated with liquid MS/PEG solution. Total RNA was isolated from 7-day old whole seedlings and then applied to Illumina sequencing platform for high-throughput transcriptional sequencing.
KEGG pathway analysis indicated that differentially expressed genes (DEGs) involved in alpha-Linolenic acid metabolism, Tyrosine metabolism, Phenylalanine, Tyrosine and tryptophan biosynthesis, Galactose metabolism, Isoquinoline alkaloid biosynthesis, Tropane, Piperidine and pyridine alkaloid biosynthesis, Mineral absorption, were all up-regulated specifically in drought-tolerant (DT) Eruca line under drought stress, while DEGs involved in ribosome, ribosome biogenesis, Pyrimidine metabolism, RNA degradation, Glyoxylate and dicarboxylate metabolism, Aminoacyl-tRNA biosynthesis, Citrate cycle, Methane metabolism, Carbon fixation in photosynthetic organisms, were all down-regulated. 51 DEGs were found to be most significantly up-regulated (log2 ratio ≥ 8) specifically in the DT line under PEG treatment, including those for ethylene-responsive transcription factors, WRKY and bHLH transcription factors, calmodulin-binding transcription activator, cysteine-rich receptor-like protein kinase, mitogen-activated protein kinase kinase, WD repeat-containing protein, OPDA reductase, allene oxide cyclase, aquaporin, O-acyltransferase WSD1, C-5 sterol desaturase, sugar transporter ERD6-like 12, trehalose-phosphate phosphatase and galactinol synthase 4. Eight of these 51 DEGs wre enriched in 8 COG and 17 KEGG pathways.
DEGs that were found to be most significantly up-regulated specifically in the DT line under PEG treatment, up-regulation of DEGs involved in Arginine and proline metabolism, alpha-linolenic acid metabolism and down-regulation of carbon fixation and protein synthesis might be critical for the drought tolerance in Eruca. These results will be valuable for revealing mechanism of drought tolerance in Eruca and also for genetic engineering to improve drought tolerance in crops.
KeywordsEruca vesicaria subs. Sativa Genotypes Drought tolerance RNA-seq Gene expression
Bidirectional best hit method
Calmodulin-binding transcription activator
Clusters of Orthologous Groups of proteins
Cysteine-rich receptor-like kinases
Differentially expressed gene
Early responsive to dehydration
Ethylene-responsive transcription factors
False Discovery Rate
Fragments per Kilo base of transcript per Million mapped reads
KEGG Automatic Annotation Server
Kyoto Encyclopedia Of Genes and Genomes
Next generation sequencing
NCBI non-redundant database
Reactive oxygen species
Drought is one of the most important environmental stresses in the world [1, 2, 3]. Previous studies indicated that plant responses to drought stress is quite complicated and exploring drought tolerance mechanism in plants is still a challenge [4, 5, 6, 7]. Next generation sequencing (NGS) using Illumina HiSeq2000 covers the transcriptome many folds and allows quantification of the detected transcripts [8, 9]. By using next generation sequencing the gene expression is quantified, making it possible for quantitative comparisons . Many researchers have used transcriptome sequencing to study the responses to drought stress in crops [10, 11, 12, 13, 14, 15, 16].
Biological and genetic diversity exists among and within plant species regarding drought tolerance, however many of these adaptive mechanisms are not completely understood. Genome-wide identification of drought-responsive transcriptions using genotypes with contrasting drought-tolerance will help revealing interactions among metabolic pathways in response to drought stress . Eruca vesicaria subsp. sativa is one of the Cruciferae species most tolerant to drought stress [17, 18]. In our previous study some extremely drought-tolerant/sensitive Eruca lines were obtained . In this study, Illumina sequencing technology was used to identify the differentially expressed genes (DEGs) and their biochemical pathways related to drought tolerance in drought tolerant (DT) versus drought-susceptible (DS) Eruca genotypes. Expression level of some selected drought-responsive genes was validated by using quantitative RT-PCR. To our knowledge, this is the first report about the whole transcriptome analysis in E. vesicaria subsp. sativa. The results provide transcriptome data valuable for understanding drought tolerance mechanism in Eruca and the differentially expressed genes could be valuable for improving drought tolerance in crops.
Overview of Illumina RNA sequencing and de novo assembly of E. vesicaria subs. sativa transcriptome
Illumina RNA-Seq reads and de novo assembly statistics of Eruca transcriptome
Total number of raw reads
Total number of clean reads
Mean length of reads (bp)
Number of total unigenes
Mean length of unigenes (bp)
Minimum unigene length (bp)
Maximum unigene length (bp)
Unigenes annotated to Nr
Unigenes annotated to KEGG
Unigenes annotated to COG
Length distribution of the Unigenes
Number of Unigenes
COG annotation and enrichment
GO anotation and enrichment
GO (Gene ontology) with Nr annotation indicated that 4953 unigenes were classified into 69 groups that could be categorized into three main classifications: “biological process” (2859), “cellular component” (643) and “molecular function” (1451). In the “molecular function” class the largest number of unigenes (984) were involved in “catalytic activity”; in the “cellular component” class the largest number of unigenes (168) were involved in “cell part”; in the “biological process” class the largest number of unigenes (534) were involved in “metabolic process” (Additional file 1).
KEGG pathway annotation and unigene enrichment
In total 28,295 unigenes were annotated to 344 KEGG pathways (Additional file 2). The number of unigenes in different KEGG pathways ranged from 1 to 3245. The map with the highest unigene representation was Ribosome (ko03010, 3245 unigenes, 11.47%), followed by Carbon metabolism (ko01200, 1483 unigenes, 5.24%), Biosynthesis of amino acids (ko01230, 1360 unigenes, 4.81%), Protein processing in endoplasmic reticulum (ko04141, 1230 unigenes, 4.35%).
KEGG pathways and DEGs related to drought tolerance
In the DS-MS vs DS-PEG group, 646 DEGs were enriched in 14 KEGG pathways (Q value < 0.05), i.e., 405 in Ribosome, 32 in Drug metabolism-cytochrome P450, 32 in Plant-pathogen interaction, 26 in Tyrosine metabolism, 40 in Phenylalanine metabolism, 37 in Plant hormone signal transduction, 32 in Metabolism of xenobiotics by cytochrome P450, 30 in Chemical carcinogenesis, 36 in Phenylpropanoid biosynthesis, 47 in Glutathione metabolism, 54 in Lysosome, 7 in D-Glutamine and D-glutamate metabolism, 3 in Biosynthesis of siderophore group nonribosomal peptides and 1 in Atrazine degradation (Additional file 3).
In the DT-MS vs DT-PEG group, 395 DEGs were enriched in 8 KEGG pathways (Q value < 0.05), i.e., 257 in ribosome, 42 in Plant-pathogen interaction, 20 in Phenylalanine metabolism, 31 in Arginine and proline metabolism, 39 in Plant hormone signal transduction, 21 in Phenylpropanoid biosynthesis, 13 in alpha-Linolenic acid metabolism and 41 in D-Glutaminehe D-glutamate metabolism (Additional file 4).
Common pathways betweem DS-MS vs DS-PEG and DT-MS vs DT-PEG are Plant-pathogen interaction, Phenylalanine metabolism, Plant hormone signal transduction, Ribosome, Phenylpropanoid biosynthesis, D-Glutamine and D-glutamate metabolism; Pathways specifically in DS-MS vs DS-PEG are Drug metabolism-cytochrome P450, Atrazine degradation, Tyrosine metabolism, Metabolism of xenobiotics by cytochrome P450, Biosynthesis of siderophore group nonribosomal peptides, Chemical carcinogenesis, Glutathione metabolismand Lysosome; pathways specifically in DT-MS vs DT-PEG are Arginine and proline metabolism and alpha-Linolenic acid metabolism (Additional files 3 and 4).
Referring to Audic’s algorithm , FDR (False Discovery Rate) was calculated based on the P-value that corresponds to differential expression tests of transcripts. By using “FDR ≤ 0.05 and the absolute value of log2 Ratio ≥1” as the threshold, we identified in the DS-MS vs DS-PEG group 3287 unigenes up-regulated and 6318 down-regulated; in the DT-MS vs DT-PEG couple, 2299 unigenes up-regulated and 2355 down-regulated (Fig. 4). It was specifically in DT-MS vs DT-PEG but not in DS-MS vs DS-PEG that 2946 DEGs were detected, among which 1584 were up-regulated and 1362 down-regulated, 449 had Nr annotation and 552 annotated to 232 KEGG pathways (data not shown).
KEGG pathway analysis indicated that in DT-MS vs DT-PEG but not in DS-MS vs DS-PEG, DEGs involved in alpha-Linolenic acid metabolism, Tyrosine metabolism, Phenylalanine, tyrosine and tryptophan biosynthesis, Galactose metabolism, Isoquinoline alkaloid biosynthesis, Tropane, piperidine and pyridine alkaloid biosynthesis, Mineral absorption, were all up-regulated (log2 Ratio ≥ 1); DEGs involved in ribosome, ribosome biogenesis, Pyrimidine metabolism, RNA degradation, Glyoxylate and dicarboxylate metabolism, Aminoacyl-tRNA biosynthesis, Citrate cycle, Methane metabolism, Carbon fixation in photosynthetic organisms, were all down-regulated (log2 Ratio ≤ − 1). Most DEGs involved in Porphyrin and chlorophyll metabolism, Ubiquinone and other terpenoid-quinone biosynthesis, Arachidonic acid metabolism, Glutathione metabolism, glycerophospholipid metabolism, Phenylalanine metabolism, Plant-pathogen interaction, were up-regulated (log2 Ratio ≥ 1); Most DEGs involved in Cell cycle, Peroxisome, Carbon metabolism, protein processing in ER, Regulation of actin cytoskeleton, Arginine and proline metabolism, Pyruvate metabolism, Pentose phosphate pathway, Nitrogen metabolism, Spliceosome, Apoptosis, Lysine degradation, lysosome, calcium signaling pathway, MAPK signaling pathway, Propanoate metabolism, Valine, leucine and isoleucine degradation, Alanine, aspartate and glutamate metabolism, Proteasome, Purine metabolism, RNA transport, Oxidative phosphorylation, down-regulated (Additional file 5).
Among the 2946 DEGs detected specifically in DT-MS vs DT-PEG but not in DS-MS vs DS-PEG, 1890 had blast hits against the NCBI database (Additional file 6), among which 51 DEGs were most significantly up-regulated (log2 Ratio ≥ 8), including 3 DEGs for trehalose-phosphate phosphatase, 2 for allene oxide cyclase, 2 for ethylene-responsive transcription factor, 1 for aquaporin TIP1–1, 2 for sugar transporter ERD 6-like 12, 1 for transcription factor MYC3-like, 1 for senescence-associated carboxylesterase 101-like, 1 for calmodulin-binding transcription activator 2, 1 for cysteine-rich receptor-like protein kinase 17, 1 for galactinol synthase 4, 1 for mitogen-activated protein kinase kinase 4, 1 for transcription factor bHLH19-like, 1 for C5-sterol desaturase, 1 for WD repeat-containing protein, 1 for WRKY transcription factor, 1 for O-acyltransferase WSD1, 2 for low-temperature-induced 65 kDa protein; 275 unigenes were most significantly down-regulated (log2 Ratio ≤ − 8), including 38 DEGs for ribosomal protein. Fourteen of the 51 most significantly up-regulated DEGs were enriched in 8 COG pathways and 7 in 17 KEGG pathways (Additional file 7 and 8).
RNA-seq validation: qRT-PCR analysis
Comparative study using lines with contrasting drought-tolerance is a useful tool for identifying drought-responsive genes. Identification of DEGs exclusively in the tolerant genotype would be valuable for revealing the mechanisms responsible for stress tolerance . In the present study we provided detailed transcriptomic profiles of whole seedlings of two Eruca lines with contrasting drought tolerance.
ABA responses and stress signaling
Drought stress induces ABA accumulation, which in turn leads to stomatal closure to keep the water status in plants [22, 23, 24]. Evidence indicates that WRKY proteins, including those induced by ABA, are upregulated under drought stress in rice . OsWRKY45 overexpression increased drought tolerance , while activated expression of WRKY57 resulted in drought tolerance in Arabidopsis . In this study 19 of 26 DEGs for WRKY transcription factor were significantly up-regulated specifically in the drought tolerant Eruca line under drought stress (hereafter referred as significantly up-regulated), among which one for WRKY transcription factor 55-like (c195662 g1 i2) was most significantly up-regulated specifically in drought-tolerant Eruca line PI 426649 under PEG-simulated drought stress (hereafter referred as most significantly up-regulated).
Basic helix-loop-helix (bHLH) genes are important in phytohormone signaling. Rice OsbHLH148 confers drought tolerance by interacting with OsJAZ proteins . Arabidopsis bHLH122 and PebHLH35 from Populus euphratica are positive regulators of drought and salt tolerance and osmotic signaling [29, 30]. In this study 5 DEGs for transcription factor bHLH were down-regulated and 8 up-regulated, among which one for transcription factor bHLH19-like (c196938 g3 i6) was most significantly up-regulated (Additional file 6).
Ethylene-responsive transcription factors
Previous studies have indicated that Ethylene-responsive transcription factors (ERFs) participate in abiotic stress responses in plants . Transcription of GhERF4 was increased rapidly Gossypium hirsutum when plants were exposed to salt stress , and overexpression of ERF increased drought tolerance [33, 34, 35, 36]. In this study 17 of the 18 DEGs for ethylene-responsive transcription factor were up-regulated, among which two for ERF056 (c163592 g1 i1, c163592 g2 i1) were most significantly up-regulated (Additional file 6).
Antioxidants and ROS modulation
Reactive oxygen species (ROS) often acts as secondary messenger modulating stomatal closure in responses to different stimuli [22, 37]. In Arabidopsis, calmodulin-binding transcription activator 1 (AtCAMTA1) is involved in regulation of membrane integrity by inducing ABA responses to drought stress. The camta1 mutants are highly susceptible to drought stress . In this study 10 DEGs for calmodulin-binding protein were all up-regulated, among which one for calmodulin-binding transcription activator 2-like (c195596 g1 i7) was most significantly up-regulated (Additional file 6).
Mos Cysteine-rich receptor-like kinases (CRKs) are regulated by ROS . It was found that CRK45 positively regulated plant responses to drought and salt stresses by inducing expression of ABA-responsive and stress-inducible genes. CRK45 overexpression enhanced drought tolerance in plants . Overexpression of Arabidopsis CRK5 also increased ABA sensitivity and thus enhanced drought tolerance . In this study 10 of 12 DEGs for cysteine-rich receptor-like protein kinase were up-regulated, among which one for cysteine-rich receptor-like protein kinase 17 (c196393 g1 i2) was most significantly up-regulated (Additional file 6).
It has been shown that MAPKs are involved in plant signal transduction in responses to different environmental stimuli [42, 43, 44, 45, 46]. MAPK, MAPKK and MAPKK kinase constitute a functional MAPK cascade. Activation of MAPK helps its translocation to nucleus to phosphorylate and activate transcription factors . AtMKK1 in Arabidopsis activates AtMPK3 to transfer abiotic stess signals . NtMEK2 (MAPKK) activates WIPK and SIPK for drought signal transmission . Overexpression of GhMKK1 increased drought tolerance in Nicotiana benthamiana . Overexpression of AtMKK1 in Arabidopsis decreased ROS levels and increased drought tolerance, while AtMKK1 deficiency resulted in elevated ROS and increased sensitivity to drought tolerance . Plants over expressing AtMKK4 accumulated fewer ROS and showed less water-loss under drought stress ). In this study one DEG for mitogen-activated protein kinase kinase 4 (c198487 g1 i1) was most significantly up-regulated (Additional file 6).
NAC genes such as SNAC3 contributes to drought resistance and osmotic modulation independent of ABA . SNAC3 could interact with WD domain-containing protein to adjuste ROS in rice. In this study all 13 DEGs for NAC domain-containing protein were up-regulated and one DEG for WD repeat-containing protein 53 (c198319 g1 i2) was most significantly up-regulated (Additional file 6).
Alpha-linolenic acid, jasmonate signaling and cell membrane stability
Plants keep membrane fluidity and integrity by modulating oleic and linolenic acid levels during stresses . Alpha-linolenic acid is a major precursor for messengers including jasmonic acid generated by oxidative modifications [54, 55, 56]. Antisense expression of Arabidopsis omega-3 fatty acid desaturase gene led to reduced salt/drought tolerance in tobacco , while over-expression of FAD3 or FAD8 resulted in increased drought tolerance . Lenka et al.  found that eight enzymes involved in alpha-linolenic acid metabolism were significantly induced by drought stress in drought-tolerant rice. In this study we also found all DEGs involved in alpha-linolenic acid metabolism up-regulated (Additional file 5).
Jasmonic acid (JA) plays critical role in stomatal closure during drought stress . It is also involved in the production of antioxidants regulating ascorbate and glutathione metabolism . Based on the pathway established by Vick and Zimmerman , JA is produced from alpha-linolenic acid, and in this process allene oxide cyclase and OPDA reductase (OPR) play important roles [62, 63, 64, 65, 66]. In this study all four DEGs of OPDA reductase and 6 DEGs for allene oxide cyclase were up-regulated, among which two DEGs for allene oxide cyclase (c184414 g1 i1, c184414 g2 i1) were most significantly up-regulated (Additional file 6).
Previous studies indicated that Aquaporins (AQPs) played an important role in decreasing ion leakage (IL) and malondialdehyde (MDA), thus reducing membrane injury caused by abiotic stresses . Overexpression of banana Aquaporin gene MaPIP1;1 increased salt tolerance in Arabidopsis . In this study one DEG for aquaporin TIP1–1 (c194457 g2 i2) was most significantly up-regulated (Additional file 6).
Cuticular waxes play important roles in reducing non-stomatal water loss under stresses . C-5 sterol desaturase catalyzes the incorporation of C-5 double bond into D7-sterols to form D5, 7-sterols. Overexpression of fungal C-5 sterol desaturase increased wax deposition and drought tolerance in tomato . In this study one DEG for C-5 sterol desaturase (c201142 g1 i2) was most significantly up-regulated (Additional file 6).
O-acyltransferase WSD1 is also involved in cuticular wax biosynthesis . Zhang et al.  indicated that KCS and WSD, and their up-stream regulators, were upregulated under drought stress. In this study one DEG for O-acyltransferase WSD1-like (c175262 g2 i1) was most significantly up-regulated (Additional file 6).
Trehalose, galactinol and sugar transport
In plants various abiotic stresses lead to sugar accumulation in the vacuole [72, 73, 74], suggesting that sugar biosynthesis and vacuolar sugar transporters play important roles under these conditions. Sugar transporter ERD6 expression is induced by drought stress , while ERD6-like transporter (ESL1) expression is enhanced by drought and ABA treatment . In this study 2 DEGs for sugar transporter ERD 6-like 12 (c197650_g1_i3, c197650_g1_i5) were most significantly up-regulated (Additional file 6).
Trehalose is also important in protecting plants from stresses . Trehalose-6-phosphate (T6P) is suggested to act as signaling metabolite responsing to the environment . In plants T6P is dephosphorylated by trehalose-6-phosphate phosphatase to produce trehalose . In this study all 6 DEGs for trehalose-phosphate phosphatase were up-regulated, among which 3 were most-up-regulated (Additional file 6).
Galactinol synthase (GolS) plays important roles in carbon partitioning between sucrose and RFOs and the GolS gene products are reported to function in responses to abiotic stresses [80, 81, 82, 83]. Transgenic Arabidopsis and Brachypodium distachyon overexpressing AtGolS2 accumulated more galactinol and raffinose and showed enhanced drought tolerance [84, 85]. In this study one unigene for galactinol synthase 4 (c194151 g2 i3) was most significantly up-regulated (Additional file 6).
Down-regulation of carbon fixation and protein synthesis
Lenka et al.  found that under drought stress carbon fixation was up-regulated, while in this study we found that in the drought-tolerant Eruca line DEGs for carbon fixation in photosynthetic organisms were all down-regulated under drought stress (Additional file 5). Ribosomes are places where proteins are synthesized. Dhindsa and Bewley  found decline of amino acid incorporation and polysome population in the drought-tolerant moss Tortula ruralis under drought stress. In this study KEGG pathway analysis indicated that DEGs involved in ribosome, ribosome biogenesis, Aminoacyl-tRNA biosynthesis were all down-regulated in drought tolerant Eruca under PEG-simulated drought stress (Additional file 5); Blast analysis also indicated that 9 of 10 DEGs for translation initiation factor, 8 DEGs of ATP synthase, 6 DEGs for ribosomal RNA gene, 5 of 6 DEGs for eukaryotic translation initiation factor, 118 of 121 DEGs for ribosomal protein, were down regulated, among which 38 DEGs for ribosomal protein were most significantly down-regulated (Additional file 6), suggesting that Eruca might also respond to drought stress by down-regulation of protein synthesis and carbon fixation in photosynthetic organisms.
Other pathways and DEGs possibly related to drought tolerance
In this study it was found that two DEGs for low-temperature-induced 65 kDa protein-like (c183129 g1 i2, c183129 g3 i4), one for lipase ROG1 (c185493 g1 i1), one for disease resistance protein (c192485 g1 i11), one for amino-acid permease BAT1 (c205647 g1 i3), one for ankyrin repeat-containing protein (c201331 g1 i3), one for acyl-activating enzyme 19 (c188918 g1 i1), one for phospholipid hydroperoxide glutathione peroxidase 6 (c195141 g2 i3), one for potassium transporter 9-like (c197830 g3 i1), one for phosphoglycerate mutase-like protein 2 (c190346 g1 i4) were most significantly up-regulated (Additional file 6). Their roles in drought tolerance need to be further explored.
KEGG pathways in which all DEGs were up-regulated, such as Tyrosine metabolism, Phenylalanine, tyrosine and tryptophan biosynthesis, Galactose metabolism, Isoquinoline alkaloid biosynthesis, Tropane, piperidine and pyridine alkaloid biosynthesis, Mineral absorption; KEGG pathways in which most DEGs were up-regulated, such as Porphyrin and chlorophyll metabolism, Ubiquinone and other terpenoid-quinone biosynthesis, Arachidonic acid metabolism, Glutathione metabolism, glycerophospholipid metabolism, Phenylalanine metabolism, Plant-pathogen interaction, were up-regulated (Additional file 5). Blast analyses indicated that all 5 DEGs for dehydration-responsive element-binding protein, 9 of 10 DEGs for glutathione S-transferase, 8 of 10 DEGs for transcription factor MYB, 4 of 5 DEGs for calcineurin B-like protein, all 16 DEGs for receptor-like protein kinase, 15 of 17 DEGs for zinc finger CCCH domain-containing protein, all 14 DEGs for F-box protein, were up-regulated (Additional file 6). These up-regulated pathways and DEGs might also play important roles in drought tolerance in Eruca.
Based on the transcriptomic analyses we postulated that the most significantly up-regulated DEGs for Ethylene-responsive transcription factors, WRKY and bHLH transcription factors involved in stress signaling and ABA responses; DEGs for calmodulin-binding transcription activator, cysteine-rich receptor-like protein kinase, mitogen-activated protein kinase kinase and WD repeat-containing protein involved in antioxidants and ROS modulation; DEGs for OPDA reductase and allene oxide cyclase involved in JA production, C-5 sterol desaturase involved in producing D5, 7-sterols, aquaporin involved in decreasing ion leakage and malondialdehyde, O-acyltransferase WSD1 involved in cuticular wax biosynthesis; trehalose-phosphate phosphatase, galactinol synthase 4 and sugar transporter ERD 6-like 12 involved in osmoprotectant production, up-regulation of DEGs involved in alpha-linolenic acid metabolism, and down-regulation of carbon fixation and protein synthesis might be critical for the drought tolerance in Eruca line PI 426649. These results might be valuable for revealing mechanism of drought tolerance in Eruca and for improving drought tolerance in crops.
Materials and methods
In this work Eruca vesicaria subsp. sativa PI 426649 highly tolerant and PI 426652 highly sensitive to PEG-simulated drought stress  were used for transcriptomic analysis.
Tissue sampling, RNA extraction, library preparation and Illumina sequencing
Eruca seeds of PI 426649 and PI 426652 originally from the Agricultural Research Service, USDA were germinated on filter paper immersed in liquid MS medium  without sugar or organic components. Seven days later the seedlings were treated for 10 h with 20% PEG-6000/liquid MS and then harvested and frozen imediately in liquid nitrogen and then stored at − 80 °C. Drought-tolerant PI 426649 is denoted as ‘DT and Drought-sensitive PI 426652 is denoted as ‘DS’. Treatment with liquid MS medium is denoted as ‘MS’ while treatment with PEG is denoted as ‘PEG’. Four samples (DT-MS, DT-PEG, DS-MS, DS-PEG) each with two biological replicates were taken for the present study. Total RNA was isolated from the whole seedlings that had been stored at − 80 °C by using TRIZOL total RNA extraction reagent (TAKARA) according to the manufacturer’s protocol. RNA integrity was verified by 1.5% Agrose gel electrophoresis and confirmed using a 2100 Bioanalyzer analyzer (Agilent, CA, USA). The mRNA enrichment, RNA fragmentation, the first and second strand cDNA synthesis and purfying, sequencing adaptors ligation and PCR amplification were performed as described . The libraries were applied to Illumina sequencing platform (HiSeq 2000, SanDiego, CA, USA) for high-throughput sequencing using a paired-end read protocol with 100 bp of data collected per run.
De novo sequence assembly, clustering and homology search
After sequencing, the raw image data was transformed into sequence data by base calling using CASAVA package provided by Illumina and saved as raw reads of fastq format and then treated with Trimmomatic(v0.30) to get clean reads. Transcriptome de novo assembly was carried out with short reads assembling program-Trinity (r2013-02-25) . Unigenes from each sample’s assembly were taken into further process of sequence splicing and redundancy removing to acquire non-redundant unigenes as long as possible by TGICL .
Blastx alignment (E-value < 0.00001) between unigenes and protein databases like Nr (NCBI non-redundant database), KEGG (Kyoto Encyclopedia Of Genes and Genomes, www.genome.jp/kegg/) and COG (Clusters of Orthologous Groups of proteins, http://www.ncbi.nlm.nih.gov/COG/) is performed as described . After Nr annotation, Blast2GO program was used to get GO annotation for the unigenes. WEGO software was used to do GO functional classification for all unigenes and to understand the species distribution of gene functions at the macro level . KEGG pathway annotation was carried out by using bidirectional best hit method (BBH) at KEGG Automatic Annotation Server (KAAS).
Analysis of differentially expressed genes (DEGs), GO and KEGG pathway enrichment
Reads of the drought tolerant and sensitive Eruca accessions with PEG/MS treatment were mapped back to our de novo assembling results using RSEM . To evaluate the gene expression, the number of unique match reads was calculated and then normalized to FPKM (Fragments per Kilo base of transcript per Million mapped reads) and then used to calculate the unigene expression with restrictive conditions of | log2 Ratio | ≥1.0 and FDR ≤ 0.05. GO enrichment analysis of these DEGs was performed using blast2GO with P-value ≤1 and pathway enrichment analysis was carried out using Path finder software against the KEGG database with Q-value ≤1.
Validation of the differentially expressed genes by qRT-PCR
To confirm the RNA-Seq result some transcript tags were selected for quantitative RT-PCR (qRT-PCR) analysis. The qRT-PCRs were performed in triplicate according to the Bioer (Hangzhou, China) manufacturer instructions and relative gene expression levels were determined by the 2-ΔΔCT method . Primers listed in Additional file 9 for some DEGs were disgned and synthesized by GenScript (Nanjing) Co, Ltd. for qRT-PCR.
Thanks to GENEWIZ at Suzhou, China, for helping with the transcriptional analysis.
HB, LZ and ZX conceived the experiments and finalized the paper, HB-L performed most of the experiments and prepared the draft manuscript, LX, LP, ML and WW helped with material preparation, RNA isolation, qRT-PCR and data analyses. All authors read and approved the final manuscript.
Material collection and drought tolerance evaluation in this study were financially supported by the National Key Research and Development Program of China (2016YFD0100202–23; 2017YFD0101701); transcriptomic sequencing and data analyses were supported by the National Natural Science Foundation of China (31771829).
Ethics approval and consent to participate
Consent for publication
The authors declare that they have no competing interests.
- 17.Sun W, Yang Q, Zhang J, Zhang T, Yun Z. Assessment on drought tolerance of Eruca sativa genotypes from northwestern China. Proc GCIRC 10th Int. Rapeseed Congr. 1999; 4: 628.Google Scholar
- 18.Prakash S, Bhat SR. Contribution of wild crucifers in Brassica improvement: past accomplishment and future perspectives. Proc. GCIRC 12th Int. Rapeseed Congr 2007; 1: 213–215.Google Scholar
- 19.Huang B, Su J, Zhang G, Luo X, Wang H, Gao Y, et al. Screening for Eruca genotypes tolerant to polyethylene glycol-simulated drought stress based on the principal component and cluster analyses of seed germination and early seedling growth. Plant Genetic Resour. 2017;15(2):187–93.CrossRefGoogle Scholar
- 29.Liu W, Tai H, Li S, Gao W, Zhao M, Xie C, et al. bHLH122 is important for drought and osmotic stress resistance in Arabidopsis and in the repression of ABA catabolism. New Phytol. 2013;2:1–7.Google Scholar
- 48.Mizoguchi T, Ichimura K, Irie K, Morris P, Giraudat J, Matsumoto K, et al. Identification of a possible MAP kinase cascade in Arabidopsis thaliana based on pairwise yeast two hybrid analysis and functional complementation tests of yeast mutants. FEBS Lett. 1998;437:56–60.PubMedCrossRefPubMedCentralGoogle Scholar
- 52.Fang Y, Liao K, Du H, Xu Y, Song H, Li X, Xiong LA. Stress-responsive NAC transcription factor SNAC3 confers heat and drought tolerance through modulation of reactive oxygen species in rice. J Exp Bot. 2015;25:3472–90.Google Scholar
- 55.Gfeller A, Dubugnon L, Liechti R, Farmer EE. Jasmonate biochemical pathway. Sci Signal. 2010;3:3.Google Scholar
- 58.Zhang M, Barg R, Yin M, Gueta-Dahan Y, Leikin-Frenkel A, Salts Y, et al. Modulated fatty acid desaturation via overexpression of two distinct omega-3 desaturases differentially alters tolerance to various abiotic stresses in transgenic tobacco cells and plants. Plant J. 2005;44:361–71.PubMedCrossRefPubMedCentralGoogle Scholar
- 78.Lunn JE, Feil R, Hendriks JH, Gibon Y, Morcuende R, Osuna D, et al. Sugar-induced increases in trehalose 6-phosphate are correlated with redox activation of ADPglucose pyrophosphorylase and higher rates of starch synthesis in Arabidopsis thaliana. Biochem J. 2006;397:139–48.PubMedPubMedCentralCrossRefGoogle Scholar
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