- Research article
- Open Access
Comparative RNA-seq based transcriptome profiling of waterlogging response in cucumber hypocotyls reveals novel insights into the de novo adventitious root primordia initiation
BMC Plant Biology volume 17, Article number: 129 (2017)
Waterlogging is a serious abiotic stress to plant growth because it results in the decline in the supplement of oxygen to submerged tissues. Although cucumber (Cucumis sativus L.) is sensitive to waterlogging, its ability to generate adventitious roots (ARs) facilitates gas diffusion and increases plant survival when the oxygen concentration is decreased. To gain a better understanding of the molecular mechanisms that enable de novo AR primordia emergence upon waterlogging, the RNA sequencing-based transcriptomic responses of two contrasting cucumber genotypes, Zaoer-N (waterlogging tolerant) and Pepino (waterlogging sensitive), which differed in their abilities to form AR were compared.
More than 27,000 transcripts were detected in cucumber hypocotyls, from which 1494 and 1766 genes in ‘Zaoer-N’ and ‘Pepino’, respectively, were differentially expressed 2 days after waterlogging. The significant positive correlation between RNA sequencing data and a qPCR analysis indicated that the identified genes were credible. A comparative analysis revealed that genes functioning in carbohydrate mobilization, nitrate assimilation, hormone production and signaling pathways, transcription factors and cell division might contribute to the waterlogging-triggered AR primordia initiation. Ethylene was determined to be an important plant hormone responsible for the cucumber ARs initiation. Additionally, genes encoding cytochrome P450, ankyrin repeat-containing proteins and sulfite oxidases were determined as important in waterlogging acclimation.
This research broadens our understanding of the mechanism underlying waterlogging-triggered ARs emergence, and provides valuable information for the breeding of cucumber with enhanced waterlogging tolerance.
Waterlogging occurs in many regions worldwide because of poor drainage and/or excessive rainfall [1, 2]. The major plant symptoms caused by waterlogging include loss of plasma membrane integrity, leaf wilting, chlorosis and necrosis . In addition, decreased growth rates and yields have been attributed to the lack of available oxygen required to support aerobic respiration, and the associated increase in temperature causes more damage . To adapt to a waterlogging environment, some tolerant plants have evolved morphological adaptations, such as the formation of adventitious roots (ARs), formation of aerenchyma in existing tissues, and elongation of shoots, all of which improve the ability to supply oxygen to hypoxic tissues [5, 6].
ARs production is an important adaptive trait of waterlogging tolerance , because it allows the submerged tissues to obtain oxygen directly from the air. This characteristic has been reported in rice , Rumex , barley , maize , soybean  and Solanum dulcamara . In most species, the waterlogging-induced ARs also contain highly porous tissues, such as extensive aerenchyma. AR formation is usually divided into four key steps: (i) cell dedifferentiation, (ii) cell division, (iii) AR primordia outgrowth and (iv) AR elongation . In rice and S. dulcamara, AR primordia formed at the nodes as a part of the normal developmental program and grow at a very slow rate, resulting in larger root initials as the nodes age . These dormant primordia become activated and emerge from the stem node within 8–10 h of partial waterlogging . In case of deep-water rice, ethylene is released upon waterlogging, inducing the formation of the reactive oxygen species (ROS). This results in the death of cell in the epidermal cell layer that covers the AR primordia at the nodes, thereby facilitating their emergence [14, 16]. A global gene expression study in S. dulcamara indicated that multiple hormones signaling pathways are likely to be involved by flooding and, therefore, may activate the dormant AR primordia . However, in most dicotyledons, such as cucumber and tomato, no cells are specified to form ARs in hypocotyls or stems before induction . In this case, continuous cell division, growth, and differentiation are essential to produce the AR primordia inside the hypocotyls . To date, the mechanism responsible for waterlogging’s effects on de novo AR primordia initiation and further development remain unclear.
Cucumber, Cucumis sativus L., is an economically important vegetable crop . Cucumber has a shallow root system and strict oxygen requirement [19, 20]. Thus, cucumber is generally considered as waterlogging sensitive, and is easily affected by heavy rain and subsequent periods of soil waterlogging . In our screening of germplasm, we identified a cucumber landrace, ‘Zaoer-N’ that exhibited a high level of waterlogging tolerance . In greenhouse waterlogging experiments, Zaoer-N produced large numbers of ARs on its hypocotyl, while almost no ARs were generated in the waterlogging-sensitive line Pepino. To further our understanding of the molecular mechanisms that enable de novo AR primordia emergence and to improve gas exchange upon an abiotic stress trigger, we analyzed the transcriptomic changes of these two contrasting cucumber genotypes that differed in waterlogging tolerance and in ARs formation capabilities . Our findings will allow the identification of important genes involved in waterlogging-trigged AR formation in cucumber hypocotyls, resulting in important molecular resources for the further breeding of cucumber with an enhanced tolerance to waterlogging.
Plant materials and stress conditions
The waterlogging tolerant line Zaoer-N is a cucumber landrace originally collected from South China, and has been maintained in our laboratory for more than 20 years. The waterlogging sensitive ‘Pepino’ is a North American processing market-type cucumber cultivar, which was kindly provided by U.S. National Plant Germplasm System (https://npgsweb.ars-grin.gov/gringlobal/search.aspx?). ‘Zaoer-N’ and ‘Pepino’ were grown in 8-cm-wide pots containing vermiculite, peat and perlite (1:3:1, v/v/v) in a greenhouse with a relative humidity ranging from 70 to 85% and 28 °C/20 °C (14 h/10 h) day/night temperature. Upon the emergence of the third true leaves (21 d after germination), the seedlings were transferred into plastic containers filled with water (pH 7.03, dissolved oxygen level 7.17 mg/L and electrical conductivity of 0.34 dS m−1) to the top of hypocotyls (~4 cm above the soil surface with a soil redox potential of 272 ± 4.5 mV). Water was kept constant throughout the experiment. For control treatments, plants were placed in containers with no water. Hypocotyls (below the water surface) were harvested from the ‘Zaoer-N’ and ‘Pepino’ seedlings 2 d after treatment, frozen in liquid nitrogen, ground into powder and stored at −80 °C. There were three biological replicates for each sample, which consisted of 15 hypocotyls from 15 seedlings of the same line.
Abscisic acid (ABA), indole-3-acetic acid (IAA) and ethylene determinations
The endogenous ABAand IAA contents were extracted and analyzed according to the methods of Großkinsky et al.  and Kim et al. . Briefly, 0.8 g of frozen powder were extracted twice with 4 mL of extraction solution. After shaken for 30 min at 4 °C, dichloromethane (8 mL) was added, and the mixture was further shaken at 4 °C for 30 min and centrifuged in an Eppendorf 5415D centrifuge (Eppendorf, Hamburg, Germany) for 5 min at 13,000 rpm. The lower organic phase was protected from light, dried under nitrogen, dissolved in methane acid and filtered using a 0.45-μm membrane. The filtrated extract was then subjected to HPLC–MS/MS analysis using a reversed-phase ZORBAX SB-C18 (Agilent Technologies, Santa Clara, CA, USA) column (150 × 2.1 mm; 3.5 μm particle size). The mobile phase A solvent consisted of 0.1% methanoic acid /methanol, and the mobile phase B solvent consisted of 0.1% methanoic acid/ultrapure water.
The fresh hypocotyl samples used in the ethylene analysis were from the same batches (before being frozen) used for the RNA-seq experiment. The washed samples were kept in 30-mL dark glass bottles for 30 min. Then, 1 mL gas samples were injected into a gas chromatograph device equipped with a TRB-5 capillary column. Injection, detector and heat chamber temperatures were set at 150 °C, 150 °C and 100 °C, respectively. The gas chromatograph was calibrated with standard ethylene to determine the exact retention time before each endogenous ethylene determination.
RNA extraction, library construction and Illumina sequencing
Total RNA was extracted from the hypocotyls of treatment and control seedlings of both lines using TRIzol reagent (Invitrogen, Carlsbad, CA, USA). We confirmed the RNA integrity using the 2100 Bioanalyzer (Agilent Technologies, USA). We measured the RNA concentration in a Qubit 2.0 fluorometer by the Qubit RNA Assay Kit (Life Technologies, Carlsbad, CA, USA). We prepared the Libraries from 100 ng of total RNA using an Illumina TruSeq RNA Sample Prep Kit (San Diego, CA, USA) following the manufacturer’s protocol. In total, 12 libraries were sequenced using the Illumina Hiseq 2500 platform (San Diego, CA, USA). We pre-processed the raw reads by our in-house quality control pipeline. The clean sequence reads were then blasted to the 9930 reference genome (http://www.icugi.org/cgi-bin/ICuGI/index.cgi), and then, the mRNA abundance levels of the unigenes identified using TopHat v2.0.9 and Cufflinks  were normalized by the Fragments Per Kilobase of exon model per Million mapped reads (FPKM) ,and the log2 fold changes between two samples were tested statistically to determine whether an individual gene’s expression was altered significantly. We used the criteria of false discovery rate (FDR) < 0.01 and fold changes <0.5 or >2.0 (< −1 or >1 in log2 ratio value) to identify the differentially expressed genes (DEGs).
Quantitative PCR (qPCR) analysis
To validate the RNA-seq results, a subset of DEGs were verified by qPCR. An independent set of samples was harvested at 48 h after waterlogging, and a corresponding control was used for the expression analysis. Sequences for each gene from the 9930 genome database (http://www.icugi.org/cgi-bin/ICuGI/index.cgi) were used to design primers with the online Primer 3 tool (http://bioinfo.ut.ee/primer3-0.4.0/; Additional file 1: Table S1). The expression levels of 15 cucumber genes were tested using the RealMasterMix (SYBR Green) kit (Tiangen, China) following the manufacturer’s protocol with an iQ™ 5 Multicolor real-time PCR detection system (Bio-RAD, USA). To verify the presence of specific products, melting curve analyses of amplification products were executed following each PCR reaction.
Results and discussion
‘Zaoer-N’ and ‘Pepino’ have contrasting responses, reflecting their waterlogging tolerance difference
Extended waterlogging periods result in the survival of selected cultivars or species . The waterlogging-tolerant line ‘Zaoer-N’ is a landrace collected from South China where crop plants are subjected to frequent waterlogging or flooding events. The high frequency and long duration of waterlogging stress experienced by ‘Zaoer-N’ has led to a strongly selected for plants with greater levels of low oxygen and waterlogging tolerance compared with those of ‘Pepino’. A visual contrasting survival strategy adopted during the seedling stage is the capacity for AR formation in hypocotyls, which is shown in Fig. 1 and Additional file 2: Fig. S1. No AR primordia were observed in either genotype before the waterlogging treatment (Fig. 1a, b), which was different from previous reports on rice and S. dulcamara [6, 26]. In these species, AR primordia were constitutively present on the stem or internodes before waterlogging. Here, AR primordia were visible only on the hypocotyl surfaces of ‘Zaoer-N’ 2 days after waterlogging, compared with control plants and waterlogged ‘Pepino’ (Fig. 1c, d). Seven days after treatment, the average AR numbers protruding from the basal parts of ‘Zaoer-N’ and ‘Pepino’ hypocotyls were 30.4 and 2.8, respectively (Additional file 2: Fig. S1). To elucidate the molecular changes that occurred during AR emergence in cucumber, plants were waterlogged for 2 days and the hypocotyls tissues were then dissected separately from ‘Zaoer-N’ and ‘Pepino’ for RNA-seq analysis.
Waterlogging causes extensive transcriptomic reprogramming
After removing the unknown (the proportion of undetermined bases >10%), low-quality and adaptor-containing reads, at least 28.3 million clean reads were obtained for each sample (Table 1). The clean reads were subsequently mapped to the cucumber 9930 genome assembly Ver. 2 . In total, the expression of 27,058 transcripts was detected. Approximately 87% of the clean reads were mapped to the reference genome, with more than 83% of them being uniquely mapped (Table 1). Using a fold change ≥2 and FDR ≤ 0.01 as cut-offs, 1494 (Additional file 3: Table S2) and 1766 (Additional file 4: Table S3) DEGs were identified in the pairwise comparisons of ‘Zaoer-N’ waterlogging vs. ‘Zaoer-N’ control and ‘Pepino’ waterlogging vs. ‘Pepino’ control, respectively, indicating that a large number of genes were waterlogging responsive. In total, 993 DEGs (579 up-regulated and 414 down-regulated in abundance) were shared between the two lines. Additionally, 499 DEGs (281 up-regulated and 218 down-regulated) were only identified in ‘Zaoer-N’, and 771 DEGs (318 up-regulated and 453 down-regulated) were only identified in ‘Pepino’. Only two DEGs (Csa5G153010 and Csa5G305760) showed opposite regulatory states in the two lines (Fig. 2). To validate the RNA-seq data, 15 randomly selected DEGs were subjected to qPCR analyses. As shown in Fig. 3, there was a strong positive correlation (two tailed, R2 = 0.96) between the RNA-seq data and qPCR data, indicating that the RNA-seq data were credible.
Functional annotation of waterlogging-responsive DEGs
To dissect the processes taking place during the AR primordia emergence under waterlogging conditions, we peformed a gene ontology (GO) enrichment analysis. The top five most significantly enriched GO terms are shown in Fig. 2. The GO terms ‘response to chemical stimulus’ and ‘oxidoreductase activity’ were highly enriched in the DEGs that were commonly up-regulated in ‘Zaoer-N’ and ‘Pepino’, whereas ‘regulation of cellular process’ and ‘regulation of metabolic process’ were highly enriched in the DEGs that were commonly down-regulated in the two lines. The physical challenge of oxygen deprivation under waterlogging is reflected in these metabolic changes, in which both lines appear to activate reserve mobilization and down-regulate energy-consuming processes. The GO term ‘peroxidase activity’ was highly enriched in the DEGs that were specifically up-regulated in ‘Zaoer-N’, but ‘cell death’ was dramatically enriched in those specifically up-regulated in ‘Pepino’. The impairment of photosynthesis under waterlogging generally leads to metabolic imbalances and, thus, the production of ROS and toxic byproducts . The overrepresentation of GO terms associated with peroxidase activity in ‘Zaoer-N’ suggested enhanced ROS scavenging during AR emergence. ROS at lower concentrations may act as signaling molecules involved in the acclimation to environmental stress, but high levels of these compounds are also harmful to plant cells, which was reflected in the additional activation of the ‘cell death’ GO term in ‘Pepino’ . The GO term ‘external encapsulating structure’, which refers to a structure that lies outside the plasma membrane and surrounds the entire cell, was also highly enriched in the genes that were specifically up-regulated in ‘Zaoer-N’ . This enrichment suggested that AR emergence in ‘Zaoer-N’ hypocotyls was associated with cell reconstruction. Furthermore, there was a strong overrepresentation of the GO term ‘nitrogen compound metabolic process’ in the down-regulated DEGs of ‘Pepino’. The beneficial effects of the metabolism of nitrogen-containing compounds in plants under waterlogging conditions involve NAD+ regeneration, ATP synthesis and cytosolic acidification . Compromising the expression of genes involved in the nitrogen compound-related metabolic processes could further block the ATP supply and reduce the cytoplasmic pH in ‘Pepino’ hypocotyls.
Differential regulation of genes associated with energy production
Because oxygen-dependent mitochondrial respiration is greatly limited under waterlogging conditions, the acceleration of carbohydrate metabolism is functionally conserved among both sensitive and tolerant plants, and is critical for plant survival . As expected, we found that several DEGs, such as glucose-6-phosphate 1-epimerase (Csa4G050850), pyruvate kinase (Csa5G580610 and Csa6G449830), 6-phosphogluconate dehydrogenase (Csa5G642720), triose phosphate isomerase (Csa4G598000) and phosphofructokinase (Csa4G664520), which are involved in glycolysis, and alcohol dehydrogenase (ADH; Csa7G320050) and pyruvate decarboxylase (PDC; Csa3G730980 and Csa6G518930), which are involved in ethanol fermentation were significantly accumulated in both ‘Zaoer-N’ and ‘Pepino’, suggesting the common regulation of energy generation in waterlogged cucumber hypocotyls.
The maintenance of the adenylated energy charge is dependent on the availability of substrates for the glycolytic and fermentative pathway, such as glucose, fructose or pyruvate. Sucrose synthase is a key enzyme for the hydrolysis of sucrose, and it plays a important role in providing an adequate sugar supply during waterlogging . Ricard et al.  found that maize sucrose synthase mutants are less tolerant to oxygen deficits than the wild-type. Wang et al.  reported that the overexpression of sucrose synthase in cucumber confers tolerance to hypoxic conditions. Here, the gene (Csa1G597800) encoding sucrose synthase was highly up-regulated in tolerant ‘Zaoer-N’ but remained unchanged in susceptible ‘Pepino’. In addition to sucrose synthase, genes encoding aspartate aminotransferase (EC184.108.40.206, Csa3G889160) and alanine aminotransferase (EC220.127.116.11, Csa3G646610), which are involved in pyruvate regeneration by affecting the amount of oxaloacetic acid , were also induced at higher levels in hypocotyl cells of ‘Zaoer-N’ than ‘Pepino’ seedlings under waterlogging conditions. Consequently, ‘Zaoer-N’, which sustained adequate supplies of readily useable sugars and additional pyruvate generation from amino acid metabolism, had a greater energy state and chance of survival than ‘Pepino’, which was lacking in these areas.
Stoimenova et al.  found that plant mitochondria are capable of anaerobic ATP synthesis with NADH and NADPH as electron donors and nitrite as a terminal electron acceptor, replacing oxygen in the respiratory chain. Nitrate is the main nitrogen source for most plants, and its application increased the survival of tomato and Hevea brasiliensis subjected to waterlogging [31, 38]. Plants take up nitrate from the soil using transporters in the plasma membrane of root epidermal and cortical cells. In waterlogged cucumber hypocotyls, 11 and 12 DEGs encoding nitrate transporters (NRTs) were identified respectively in ‘Zaoer-N’ and ‘Pepino’, emphasizing the roles of nitrate in waterlogging acclimation. Because seven of the 11 NRTs in ‘Zaoer-N’ were up-regulated, while eight of the 12 NRTs in ‘Pepino’ were down-regulated (Table 2), nitrate may be assimilated to a greater degree in waterlogged ‘Zaoer-N’ hypocotyls (Table 2). The extra assimilated nitrate could be used as NADH acceptors, providing an alternative to fermentation during waterlogging. The denitrification has some advantages for survival and AR emergence if it operates in conjunction with a means of removing the toxic byproduct nitric oxide (NO), an important factor in cell death induction . The non-symbiotic hemoglobins (nsHBs) could function in this regard. Perazzolli et al.  found that Arabidopsis AtnsHB1, scavenges NO through the production of S-nitrosohemoglobin and reduces NO emission under hypoxic stress, indicating its role in NO detoxification. Here, we observed that two nsHBs (Csa2G238880 and Csa2G375770) were commonly upregulated in both genotypes and their expression levels were greater higher in the waterlogged ‘Zaoer-N’ hypocotyls (Table 2). Thus, ‘Zaoer-N’, with its efficient metabolic mechanisms associated with carbohydrate mobilization and nitrogen assimilation, may be more suited to face oxygen deprivation and generate AR primordia. This speculation is in accordance with our previous measurements in which a 2-d waterlogging treatment led to greater increases in PDC and ADH activities, as well as ethanol concentrations, in the hypocotyls of ‘Zaoer-N’ than in those of ‘Pepino’ . However, additional biochemical testing is needed to confirm the importance of nitrogen assimilation on plant survival under waterlogging stress.
Hormonal regulation of AR emergence in waterlogged cucumber
Ethylene is a major hormone of waterlogging-induced AR emergence . In the submergence-tolerant species S. dulcamara, submergence for 24 h induces a significantly increase in ethylene emission that in turn promotes the activation of AR primordia, which can be delayed by a pretreatment with the ethylene-perception inhibitor 1-methylcyclopropene (1-MCP) . Accordingly, we measured the endogenous ethylene production of the waterlogged hypocotyls. Increase in ethylene release 48 h after waterlogging of ~5.7-fold and 2.3-fold were observed in ‘Zaoer-N’ and ‘Pepino’, respectively (Fig. 4). In our previous study, we found that the AR primordia generated on ‘Zaoer-N’ hypocotyls after waterlogging were significantly inhibited when pretreated with 100 mg/L 1-MCP as an inhibitor of ethylene action , indicating the importance of ethylene in waterlogging-triggered cucumber AR production. Ethylene is biosynthesized from methionine, and it is produced by the activation of 1-aminocyclopropane-1-carboxylicacid synthase (ACS) and ACC oxidase (ACO) . The transcriptome-wide analysis showed that transcripts of an ACS (Csa4G049610) and three ACO (Csa2G000520, Csa4G056660 and Csa6G421630) accumulated in both lines, but the gene inductions in ‘Zaoer-N’ were greater, which was in line with the observed difference in ethylene production. Ivanchenko et al.  also found that enhanced ethylene synthesis promotes the initiation of Arabidopsis lateral root primordia.
The environmental stress-associated hormone ABA is a known inhibitor of lateral roots development that acts at the post-emergence stage [12, 45]. Contrary to the case of ethylene, ABA responses were down-regulated upon waterlogging according to our transcriptome analysis. Two DEGs (Csa4G064690 and Csa6G523440) encoding 9-cis epoxycarotenoid dioxygenase (NCED) were especially repressed in ‘Zaoer-N’. NCED catalyzes the cis-violaxanthin to xanthoxin, a direct precursor of ABA synthesis  and, therefore, may contribute to a reduction in ABA, providing conditions favorable for AR induction. A strong decrease in carotenoid cleavage dioxygenase (Csa4G056640), which may also include NCEDs, was observed in ‘Zaoer-N’ only. To confirm this, the endogenous ABA content 2 days after waterlogging treatment were determined, and the ABA level in waterlogged ‘Zaoer-N’ hypocotyls decreased approximately 63.9% in comparison with the control, whereas there was no significant difference in ‘Pepino’ (Fig. 4). This indicates that the maintenance of ABA levels could facilitate AR growth suppression in ‘Pepino’. The decrease in the ABA levels in ‘Zaoer-N’ may result from the ethylene accumulation, which has been reported in plant species such as soybean  and Rumex palustris .
Based on functional annotations, there were 29 (17 down-regulated and 11 up-regulated) and 30 (17 down-regulated and 13 up-regulated) DEGs in ‘Zaoer-N’ and ‘Pepino’, respectively, that were involved in auxin metabolism (Table 3). These included transcripts encoding IAA-amido synthetases (GH3s), auxin efflux carrier components (PIN), indole-3-pyruvate monooxygenase YUCCA (YUC), auxin response factors (ARF) and auxin-induced or -responsive proteins. GH3 is of special interest because it is an adenylate-forming enzyme in plants that conjugates amino acids to auxin, providing a negative feedback loop to control auxin homoeostasis . The overexpression mutants GH3–6/DFL1  and GH3–2/YDK1  display dwarf phenotypes consistent with decreased levels of free auxin in these plants. A strong induction of GH3s (Csa6G493310, Csa4G007100 and Csa3G198490) was found in both genotypes under waterlogging stress, indicating that the mechanisms associated with auxin storage were important negative regulatory genes for AR initiation in cucumber hypocotyls. Auxin directs plant morphogenesis through the differential accumulation within tissues, which depends largely on the activity of PIN proteins that mediate the auxin efflux from cells and thus directional cell-to-cell transport . The Arabidopsis triple mutant PIN1PIN3PIN4 displays defects in primary root development . The PIN2-RNA interference lines in S. dulcamara delayed AR emergence upon flooding . Among the four PINs (Csa1G025070, Csa1G042820, Csa4G430820 and Csa5G576590) identified in our transcriptome data, Csa1G025070 and Csa1G042820 were commonly down-regulated in both genotypes, while Csa4G430820 was specifically accumulated in ‘Zaoer-N’, and Csa5G576590 was specifically decreased in ‘Pepino’. We hypothesized that the up-regulation of PIN (Csa4G430820) in ‘Zaoer-N’ may contribute to basipetal auxin transport to the hypocotyl meristem, thereby, promoting AR primordia emergence. Additionally, the crucial gene YUC4 (Csa2G379350) for auxin biosynthesis was down-regulated in the hypocotyls of ‘Pepino’. There are 11 YUC family genes in the Arabidopsis genome . The overexpression of each YUC in transgenic Arabidopsis plants leads to auxin overproduction, but the disruption of these YUC genes leads to defects in embryogenesis, seedling growth, flower development, and vascular pattern formation [54, 55]. The down-regulation of YUC4 in ‘Pepino’ may at least partially account for the compromised ability to induce AR. However, not all auxin-induced genes act as positive regulators during AR formation, and many of them were also found to be down-regulated in ‘Zaoer-N’, especially those genes encoding ARFs (Csa7G329330, Csa6G518210 and Csa6G291920) and auxin transporters (Table 3). de Jong et al.  found that SlARF9 negatively controls cell division during early tomato fruit growth. A transgenic line that over-expressed SlARF9 formed smaller fruits than wild-type, whereas a transgenic line that had a reduced SlARF9 mRNA expression level showed the opposite phenotype. Wang et al.  found a large number of genes involved in auxin transport were downregulated during indole-3-butyric acid-induced AR formation in softwood cuttings of Catalpa bungei. An in-depth functional analysis of these downregulated auxin metabolism-related DEGs is required to further reveal their exact roles in AR formation.
Responses of transcription factors (TFs) to waterlogging
TFs are a group of DNA-binding proteins that control target gene expression by specifically binding to cis-acting elements in their promoters and, as such, play essential roles in multiple cellular processes, such as development, cell cycle regulation, transcription regulation and responses to environmental stress . In total 214 waterlogging-regulated TFs were identified according to their assigned gene families, which accounted for ~10% of the total DEGs (Additional file 5: Table S4). Of these, 107 TFs (66 up-regulated and 41 down-regulated) were commonly regulated in ‘Zaoer-N’ and ‘Pepino’, whereas 41 TFs (19 up-regulated and 22 down-regulated) were regulated in ‘Zaoer-N’ only, and 66 TFs (28 up-regulated and 38 down-regulated) were regulated in ‘Pepino’ only. Remarkably, ethylene response factor (ERFs, 32 DEGs) and WRKYs (17 DEGs) were included in the up-regulated group, while DNA-binding with one finger (Dof, 8 DEGs) was included in the down-regulated group (Fig. 5a). These data strongly suggested the essence of transcriptional regulation in response to waterlogging. An in-depth analysis of these waterlogging-responsive TFs is required to further provide candidate genes for improving waterlogging tolerance in cucumber.
Plant-specific group VII ERFs have emerged as pivotal modulators of the anaerobic responses under waterlogging conditions . For example, the rice SUBMERGENCE 1A gene confers prolonged submergence tolerance . A HMMER-based search against the cucumber genome using the AP2/ERF domain (IPR001471) and N-end motif [MCGAII(A/S)] as queries identified five group VII ERF genes (Csa4G001970, Csa7G448110, Csa3G646560, Csa6G318160 and Csa3G164580) (Fig. 5b). Consistent with activated ethylene synthesis, four group VII ERFs were induced at higher levels in ‘Zaoer-N’ than in ‘Pepino’ (Fig. 5c), which indicates that the increased transcription of these genes could mechanistically explain hypoxic priming by ethylene . Hypoxia responsive ERF 1 (HRE1), HRE2 and RAP2.12, three Arabidopsis ERF-VII genes, improved waterlogging tolerance by directly activating the low oxygen responsive marker gene ADH [61, 62]. Whether the protein-to-protein interaction effect also existed in cucumber hypocotyls when waterlogged has yet to be further validated.
Increased cellular activity upon waterlogging
Here, the transcriptome profiling confirmed the activation of cell division during the initial stage of AR emergence in waterlogged ‘Zaoer-N’, but not ‘Pepino’, hypocotyls. In plants, A and B-type cyclins act in the G2-to-M transition, while D-type cyclins have been implicated in the G1-to-S transition [63, 64]. Four genes encoding mitotic A- and B-type cyclins (Csa7G071600, Csa4G664480, Csa4G658580 and Csa4G664480) were clearly accumulated in ‘Zaoer-N’, specifically. These findings corroborate those of Arabidopsis, in which the cyclin-dependent kinase activity required for mitosis was regulated by redundant genes encoding CYCLINB and CYCLINA2 .
DEGs encoding microtubules (MTs) and MT-associated proteins, such as kinesins, had different expression levels during adventitious rooting. MTs play important roles in cell elongation and division, and they indirectly regulate morphogenesis . Several genes encoding MT and MT-associated proteins, such as Csa5G169090, Csa1G033010, Csa4G101270, Csa3G062600, Csa4G293320 and Csa6G382990, were highly expressed in ‘Zaoer-N’ hypocotyls only, and coincided with the activation of cell division. An increase in the ability to form AR after a subtle perturbation of the MTs has been previously shown for Eucalyptus grandis cuttings .
Furthermore, a strong induction of DEGs encoding specific histone variants (Csa7G390230, Csa7G390240, Csa6G193590 and Csa4G290220) were found in ‘Zaoer-N’, whereas two tandemly arrayed DEGs encoding histone deacetylase (Csa6G150540 and Csa6G150550) were induced only in ‘Pepino’. In Arabidopsis, the histone variant H3.3 is associated with active genes and shows a positive correlation with their expression levels, suggesting that histone variant replacement may contribute to the reprogramming at the developmental transitions in ‘Zaoer-N’ . By contrast, the Arabidopsis histone deacetylases HDA6 and HDA19 redundantly regulate embryonic genes and negatively affect callus formation from the hypocotyls . Thus, we speculated that an accumulation of histone deacetylases in ‘Pepino’ may be one of the reasons why the emergence of AR primordia was compromised.
Other identified DEGs
Our focus on genes with significant roles in AR primordia initiation under waterlogging conditions may provide a restricted view of the large numbers of genes illuminated in this study. Therefore, in this section, other subsets of interesting DEGs are considered to provide a broader view of the molecular mechanisms involved in the waterlogging response.
First, 28 and 26 DEGs encoding cytochrome P450 (CYP) proteins in ‘Zaoer-N’ and ‘Pepino’, respectively, were identified. Le Provost et al.  also reported the differentially regulation of CYP proteins in the stems of oak seedlings subjected to waterlogging. The gene (Csa5G153010) encoding CYP86A7 showed a peculiar behavior. It was up-regulated in the tolerant genotype ‘Zaoer-N’ but dramatically down-regulated in the sensitive genotype ‘Pepino’. Even though plant CYPs contribute to the biosynthesis and/or catabolism of all phytohormones, pigments, fragrances, flavours, antioxidants, allelochemicals and defense compounds, the eight members of the Arabidopsis CYP86A (from 1 to 8) subfamily have been functionally defined as fatty acid ω-hydroxylases . Increase in free fatty acids have been reported in waterlogged oat and cotton seedlings [71, 72]. The total level of free fatty acids might increased in waterlogged ‘Zaoer-N’ hypocotyls because of the significant accumulation of GDSL esterases/lipases, a subclass of lipolytic enzymes that can break down lipids into free fatty acids . The increase in the free fatty acids was presumably due, in part at least, to the synthesis of lipids for new membranes of the AR primordia. However, increased levels of free fatty acids from lipid catabolism might also cause the disruption of membrane structures and decreased membrane stability . The expression of the CYP86A gene may thus be involved in prevention of the redundant accumulation of the toxic levels of free fatty acids in waterlogged ‘Zaoer-N’ hypocotyls. However, the precise roles of other CYPs in the adaptation to the waterlogged conditions remain to be uncovered.
Second, 14 DEGs encoding ankyrin repeat-containing proteins were identified. Among these genes, eight DEGs (Csa1G058080, Csa5G409690, Csa1G058090, Csa3G847090, Csa1G058110, Csa6G363020, Csa1G058660 and Csa7G390740) were commonly regulated in both genotypes, while the other six DEGs (Csa3G457650, Csa3G696850, Csa6G008010, Csa1G058160, Csa2G010200 and Csa3G822290) were differentially regulated in ‘Pepino’ only. Du and Chye  reported that both of the Arabidopsis ankyrin repeat-containing proteins AtACBP2 and AtACBP4 interact with the group VII ERF protein RAP2.3. Prasad et al.  reported that another Arabidopsis ankyrin repeat-containing protein, XBAT32, plays an essential role in ethylene biosynthesis as a negative regulator of ACS protein abundance, and a deletion mutant of XBAT32 led to an increased ethylene production. Thus, the overrepresentation of ankyrin repeat-containing proteins transcripts in ‘Pepino’ may account for the lack of ACS gene regulation and the relatively lower production of ethylene in this genotype.
A gene (Csa2G406690) encoding sulfite oxidase (SO; EC 18.104.22.168) was observed to be up-regulated in ‘Zaoer-N’ hypocotyls only. SO oxidizes sulfite to sulfate and, through cytochrome c, transfers the electrons produced to the electron transport chain, allowing for the generation of ATP in oxidative phosphorylation . We hypothesized that the up-regulation of the SO gene might benefit to energy production. Two SOs, CO499223 and CO498687, are also up-regulated in waterlogged cotton roots .
The present comparative RNA-seq study provides new insights into waterlogging-triggered AR primordia initiation in cucumber. The initiation of AR upon waterlogging may be explained in several different ways. First, our results indicate that ‘Zaoer-N’ maintained a more efficient carbohydrate metabolism and regeneration of ATP and NAD+ than the waterlogging-sensitive ‘Pepino’ to cope with energy crises imposed by waterlogging, thereby favoring greater cell differentiation. Second, ethylene was implicated as a major hormone involved in the cucumber AR primordia initiation. In light of this, and the importance of ethylene responses in the waterlogging phenotypes of other crops, group VII ethylene-responsive TFs are promising candidates for manipulating the waterlogging response. Third, several DEGs related to cell remolding and division were specifically up-regulated in the immersed ‘Zaoer-N’ hypocotyls cells, while the DEGs that negatively affected callus formation were significantly accumulated only in ‘Pepino’, coinciding with the different capabilities of the two lines to initiate de novo AR primordia. Upcoming work will aim to characterize the identified individual DEGs to understand their specific functions in waterlogging acclimation and AR formation.
Auxin response factors
Differentially expressed genes
DNA-binding with one finger
Ethylene Response Factor
False discovery rate
Fragments Per Kilobase of exon model per Million mapped reads
indole-3-acetic acid-amido synthetases
9-cis epoxycarotenoid dioxygenase
Auxin efflux carrier components
Reactive oxygen species
indole-3-pyruvate monooxygenase YUCCA
Zhou J, Qi AG, Zhang YC, Wan SW, Qin P. Adventitious root growth and relative physiological responses to waterlogging in the seedlings of seashore mallow (Kosteletzkya virginica), a biodiesel plant. Aust J Crop Sci. 2012;6(1):73.
Xu X, Ji J, Ma X, Xu Q, Qi X, Chen X. Comparative proteomic analysis provides insight into the key proteins involved in cucumber (Cucumis sativus L.) adventitious root emergence under waterlogging stress. Front Plant Sci. 2016;(7):1515.
Crawford RMM. Oxygen availability as an ecological limit to plant distribution. Adv Ecol Res. 1992;23:93–185.
Khatoon A, Rehman S, Oh MW, Woo SH, Komatsu S. Analysis of response mechanism in soybean under low oxygen and flooding stresses using gel-base proteomics technique. Mol Biol Rep. 2012;39(12):10581–94.
Bailey-Serres J, Voesenek LACJ. Flooding stress: acclimations and genetic diversity. Annu Rev Plant Biol. 2008;59:313–39.
Dawood T, Yang X, Visser EJ, te Beek TA, Kensche PR, Cristescu SM, Lee S, Floková K, Nguyen D, Mariani C, Rieu I. A co-opted hormonal cascade activates dormant adventitious root primordia upon flooding in Solanum Dulcamara. Plant Physiol. 2016;170(4):2351–64.
Zhang X, Shabala S, Koutoulis A, Shabala L, Johnson P, Hayes D, Zhou M. Waterlogging tolerance in barley is associated with faster aerenchyma formation in adventitious roots. Plant Soil. 2015;394:355–72.
Armstrong W, Justin SHFW, Beckett PM, Lythe S. Root adaptation to soil waterlogging. Aquat Bot. 1991;39:57–73.
Blom CW, Voesenek LA, Banga M, Engelaar WM, Rijnders JH, Van de Steeg HM, Visser EJ. Physiological ecology of riverside species: adaptive responses of plants to submergence. Ann Bot. 1994;74(3):253–63.
Stanca AM, Romagosa I, Takeda K, Lundborg T, Terzi V, Cattivelli L. Diversity in abiotic stress tolerances. Dev Plant Genet Breed. 2003;7:179–99.
Mano Y, Omori F, Loaisiga CH, Bird R. QTL mapping of above-ground adventitious roots during flooding in maize × teosinte “Zea Nicaraguensis” backcross population. Plant Root. 2009;3:3–9.
Kim YH, Hwang SJ, Waqas M, Khan AL, Lee JH, Lee JD, Nguyen HT, Lee IJ. Comparative analysis of endogenous hormones level in two soybean (Glycine max L.) lines differing in waterlogging tolerance. Front. Plant Sci. 2015;6:714.
de Klerk GJ, van der Krieken W, de Jong JC. Review the formation of adventitious roots: new concepts, new possibilities. In Vitro Cell Dev Biol. 1999;35(3):189–99.
Mergemann H, Sauter M. Ethylene induces epidermal cell death at the site of adventitious root emergence in rice. Plant Physiol. 2000;124:609–14.
Lorbiecke R, Sauter M. Adventitious root growth and cell-cycle induction in deepwater rice. Plant Physiol. 1999;119:21–30.
Voesenek LA, Bailey-Serres J. Flood adaptive traits and processes: an overview. New Phytol. 2015;206:57–73.
Lin Y, Zhang W, Qi F, Cui W, Xie Y, Shen W. Hydrogen-rich water regulates cucumber adventitious root development in a heme oxygenase-1/carbon monoxide-dependent manner. J Plant Physiol. 2014;171:1–8.
Ma J, Aloni R, Villordon A, Labonte D, Kfir Y, Zemach H, Schwartz A, Althan L, Firon N. Adventitious root primordia formation and development in stem nodes of ‘Georgia jet’ sweetpotato, Ipomoea batatas. Am J Bot. 2015;102(7):1040–9.
Xu X, Wang H, Qi X, Xu Q, Chen X. Waterlogging-induced increase in fermentation and related gene expression in the root of cucumber (Cucumis sativus L.). Scientia Horticulturae. 2014;179:388–95.
Qi XH, Xu XW, Lin XJ, Zhang WJ, Chen XH. Identification of differentially expressed genes in cucumber (Cucumis sativus L.) root under waterlogging stress by digital gene expression profile. Genomics. 2012;99:160–8.
Qi XH, Chen RF, Xu Q, Chen XH. Preliminary analysis of submergence tolerance of cucumber at seedling stage. China Vegetables. 2011;4:23–8.
Groβkinsky DK, Albacete A, Jammer A, Krbez P, van der Graaff E, Pfeifhofer H, Roitsch T. A rapid phytohormone and phytoalexin screening method for physiological phenotyping. Mol Plant. 2014;7(6):1053–6.
Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, Pimentel H, Salzberg SL, Rinn JL, Pachter L. Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and cufflinks. Nat Protoc. 2012;7(3):562–78.
Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, Van Baren MJ, Salzberg SL, Wold BJ, Pachter L. Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotec. 2010;28(5):511–5.
Voesenek LA, Rijnders JH, Peeters AJ, Van de Steeg HM, De Kroon H. Plant hormones regulate fast shoot elongation under water: from genes to communities. Ecology. 2004;85:16–27.
Steffens B, Sauter M. Epidermal cell death in rice is confined to cells with a distinct molecular identity and is mediated by ethylene and H2O2 through an auto amplified signal pathway. Plant Cell. 2009;21(1):184–96.
Huang S, Li R, Zhang Z, Li L, Gu X, Fan W, Lucas WJ, Wang X, Xie B, Ni P, Ren Y. The genome of the cucumber, Cucumis sativus L. Nat Genet. 2009;41(12):1275–81.
van Veen H, Mustroph A, Barding GA, Vergeer-van Eijk M, Welschen-Evertman RA, Pedersen O, Visser EJ, Larive CK, Pierik R, Bailey-Serres J, Voesenek LA. Two Rumex species from contrasting hydrological niches regulate flooding tolerance through distinct mechanisms. Plant Cell. 2013;25(11):4691–707.
Cheng XX, Yu M, Zhang N, Zhou ZQ, Xu QT, Mei FZ, Qu LH. Reactive oxygen species regulate programmed cell death progress of endosperm in winter wheat (Triticum aestivum L.) under waterlogging. Protoplasma. 2016;253(2):311–27.
Ma Q, Zhou W, Zhang P. Transition from somatic embryo to friable embryogenic callus in cassava: dynamic changes in cellular structure, physiological status, and gene expression profiles. Front Plant Sci. 2015;6:824.
de Carvalho PA, de Oliveira LEM, Sodek L, de Carvalho JN. Nitrogen metabolism in the roots of rubber tree (Hevea brasiliensis) plants supplied with nitrate or ammonium as nitrogen source during hypoxia. Aust J Crop Sci. 2015;9(12):1278.
Narsai R, Rocha M, Geigenberger P, Whelan J, Van Dongen JT. Comparative analysis between plant species of transcriptional and metabolic responses to hypoxia. New Phytol. 2011;190(2):472–87.
Kumutha D, Sairam RK, Ezhilmathi K, Chinnusamy V, Meena RC. Effect of waterlogging on carbohydrate metabolism in pigeon pea (Cajanus cajan L.): upregulation of sucrose synthase and alcohol dehydrogenase. Plant Sci. 2008;175(5):706–16.
Ricard B, Van Toai T, Chourey P, Saglio P. Evidence for the critical role of sucrose synthase for anoxic tolerance of maize roots using a double mutant. Plant Physiol. 1998;116(4):1323–31.
Wang H, Sui X, Guo J, Wang Z, Cheng J, Ma S, Li X. Zhang, Z. Antisense suppression of cucumber (Cucumis sativus L.) sucrose synthase 3 (CsSUS3) reduces hypoxic stress tolerance. Plant Cell Environ. 2014;37(3):795–810.
Sousa CA, Sodek L. The metabolic response of plants to oxygen deficiency. Braz J Plant Physiol. 2002;14(2):83–94.
Stoimenova M, Igamberdiev AU, Gupta KJ, Hill RD. Nitrite-driven anaerobic ATP synthesis in barley and rice root mitochondria. Planta. 2007;226(2):465–74.
Horchani F, Aschi-Smiti S, Brouquisse R. Involvement of nitrate reduction in the tolerance of tomato (Solanum lycopersicum L.) to prolonged root hypoxia. Acta Physiol Plant. 2010;32:1113–23.
Huang X, von Rad U, Durner J. Nitric oxide induces transcriptional activation of the nitric oxide-tolerant alternative oxidase in Arabidopsis suspension cells. Planta. 2002;215(6):914–23.
Perazzolli M, Dominici P, Romero-Puertas MC, Zago E, Zeier J, Sonoda M, Lamb C, Delledonne M. Arabidopsis nonsymbiotic hemoglobin AHb1 modulates nitric oxide bioactivity. Plant Cell. 2004;16(10):2785–94.
Sasidharan R, Voesenek LA. Ethylene-mediated acclimations to flooding stress. Plant Physiol. 2015;169(1):3–12.
Xu XW, Ji J, Lu L, Qi XH, Chen XH. Cloning and expression analysis of Cucumis Sativus calcium-dependent protein kinase 5 gene (CsCDPK5) under waterlogging stress. Acta Horticulturae Sinica. 2016;43:704–14.
Yang SF, Oetiker JH. The role of ethylene in fruit ripening. Postharvest Physiol Fruits. 1994;398:167–78.
Ivanchenko MG, Muday GK, Dubrovsky JG. Ethylene–auxin interactions regulate lateral root initiation and emergence in Arabidopsis Thaliana. Plant J. 2008;55(2):335–47.
De Smet I, Signora L, Beeckman T, Inzé D, Foyer CH, Zhang H. An abscisic acid-sensitive checkpoint in lateral root development of Arabidopsis. Plant J. 2003;33:543–55.
Schwartz SH, Tan BC, Gage DA, Zeevaart JAD, McCarty DR. Specific oxidative cleavage of carotenoids by VP14 of maize. Science. 1997;276:1872–4.
Cox MC, Benschop JJ, Vreeburg RA, Wagemaker CA, Moritz T, Peeters AJ, Voesenek LA. The roles of ethylene, auxin, abscisic acid, and gibberellin in the hyponastic growth of submerged Rumex Palustris petioles. Plant Physiol. 2004;136(2):2948–60.
Ding X, Cao Y, Huang L, Zhao J, Xu C, Li X, Wang S. Activation of the indole-3-acetic acid–amido synthetase GH3-8 suppresses expansin expression and promotes salicylate-and jasmonate-independent basal immunity in rice. Plant Cell. 2008;20(1):228–40.
Nakazawa M, Yabe N, Ichikawa T, Yamamoto YY, Yoshizumi T, Hasunuma K, Matsui M. DFL1, an auxin-responsive GH3 gene homologue, negatively regulates shoot cell elongation and lateral root formation, and positively regulates the light response of hypocotyl length. Plant J. 2001;25(2):213–21.
Takase T, Nakazawa M, Ishikawa A, Kawashima M, Ichikawa T, Takahashi N, Shimada H, Manabe K, Matsui M. ydk1-D, an auxin-responsive GH3 mutant that is involved in hypocotyl and root elongation. Plant J. 2004;37(4):471–83.
Blilou I, Xu J, Wildwater M, Willemsen V, Paponov I, Friml J, Heidstra R, Aida M, Palme K, Scheres B. The PIN auxin efflux facilitator network controls growth and patterning in Arabidopsis roots. Nature. 2005;433(7021):39–44.
Weijers D, Jürgens G. Auxin and embryo axis formation: the ends in sight? Curr Opin Plant Biol. 2005;8(1):32–7.
Yamamoto Y, Kamiya N, Morinaka Y, Matsuoka M, Sazuka T. Auxin biosynthesis by the YUCCA genes in rice. Plant Physiol. 2007;143(3):1362–71.
Dai X, Mashiguchi K, Chen Q, Kasahara H, Kamiya Y, Ojha S, DuBois J, Ballou D, Zhao Y. The biochemical mechanism of auxin biosynthesis by an Arabidopsis YUCCA flavin-containing monooxygenase. J Biol Chem. 2013;288(3):1448.
Cheng Y, Dai X, Zhao Y. Auxin biosynthesis by the YUCCA flavin monooxygenases controls the formation of floral organs and vascular tissues in Arabidopsis. Genes Dev. 2006;20(13):1790–9.
de Jong M, Wolters-Arts M, Schimmel BC, Stultiens CL, de Groot PF, Powers SJ, Tikunov YM, Bovy AG, Mariani C, Vriezen WH, Rieu I. Solanum Lycopersicum AUXIN RESPONSE FACTOR 9 regulates cell division activity during early tomato fruit development. J Exp Bot. 2015;66(11):3405–16.
Wang P, Ma L, Li Y, Wang SA, Li L, Yang R, Ma Y, Wang Q. Transcriptome profiling of indole-3-butyric acid-induced adventitious root formation in softwood cuttings of the Catalpa Bungei variety ‘YU-1’at different developmental stages. Genes Genomics. 2016;38(2):145–62.
Yamaguchi-Shinozaki K, Shinozaki K. Transcriptional regulatory networks in cellular responses and tolerance to dehydration and cold stresses. Annu Rev Plant Biol. 2006;57:781–803.
VEEN H, Akman M, Jamar DC, Vreugdenhil D, Kooiker M, TIENDEREN P, Voesenek LA, SCHRANZ M, Sasidharan R. Group VII ethylene response factor diversification and regulation in four species from flood-prone environments. Plant Cell Enriron. 2014;37(10):2421–32.
Xu K, Xu X, Fukao T, Canlas P, Maghirang-Rodriguez R, Heuer S, Ismail AM, Bailey-Serres J, Ronald PC, Mackill DJ. Sub1A is an ethylene-response-factor-like gene that confers submergence tolerance to rice. Nature. 2006;442(7103):705–8.
Licausi F, Van Dongen JT, Giuntoli B, Novi G, Santaniello A, Geigenberger P, Perata P. HRE1 and HRE2, two hypoxia-inducible ethylene response factors, affect anaerobic responses in Arabidopsis Thaliana. Plant J. 2010;62(2):302–15.
Licausi F, Kosmacz M, Weits DA, Giuntoli B, Giorgi FM, Voesenek LA, Perata P, van Dongen JT. Oxygen sensing in plants is mediated by an N-end rule pathway for protein destabilization. Nature. 2011;479(7373):419–22.
Schnittger A, Schöbinger U, Stierhof YD, Hülskamp M. Ectopic B-type cyclin expression induces mitotic cycles in endoreduplicating Arabidopsis trichomes. Curr Biol. 2002;12(5):415–20.
Dewitte W, Scofield S, Alcasabas AA, Maughan SC, Menges M, Braun N, Collins C, Nieuwland J, Prinsen E, Sundaresan V, Murray JA. Arabidopsis CYCD3 D-type cyclins link cell proliferation and endocycles and are rate-limiting for cytokinin responses. Proc Natl Acad Sci U S A. 2007;104(36):14537–42.
Landrein B, Hamant O. How mechanical stress controls microtubule behavior and morphogenesis in plants: history, experiments and revisited theories. Plant J. 2013;75(2):324–38.
Abu-Abied M, Szwerdszarf D, Mordehaev I, Yaniv Y, Levinkron S, Rubinstein M, Riov J, Ophir R, Sadot E. Gene expression profiling in juvenile and mature cuttings of Eucalyptus grandis reveals the importance of microtubule remodeling during adventitious root formation. BMC Genomics. 2014;15(1):826.
Wollmann H, Holec S, Alden K, Clarke ND, Jacques P, Berger F. Dynamic deposition of histone variant H3.3 accompanies developmental remodeling of the Arabidopsis transcriptome. PLoS Genet. 2012;8(5):e1002658.
Tanaka M, Kikuchi A, Kamada H. The Arabidopsis histone deacetylases HDA6 and HDA19 contribute to the repression of embryonic properties after germination. Plant Physiol. 2008;146:149–61.
Le Provost G, Lesur I, Lalanne C, Da Silva C, Labadie K, Aury JM, Leple JC, Plomion C. Implication of the suberin pathway in adaptation to waterlogging and hypertrophied lenticels formation in pedunculate oak (Quercus robur L.). Tree Physiol. 2016; tpw056.
Renault H, Bassard JE, Hamberger B, Werck-Reichhart D. Cytochrome P450-mediated metabolic engineering: current progress and future challenges. Curr Opin Plant Biol. 2014;19:27–34.
Liljenberg C. M. Kates. An effect of water stress on lipid composition of oat seedling root cell membranes. In: developments in plant biology, biochemistry and metabolism of plant lipids, Vol. 8, (ed. J.F.G.W. Wintermans and P.J.C. Kuiper), pp. 441-444. Elsevier biomedial. Press BV.
Sheikh SA, Shahnawaz M, Baloch SK. 2010. Effect of waterlogging on fatty acid composition of cotton (Gossipium Hirsytum L.) seedling roots. Pak J Agri, Agril Engg Vet Sci. 2010;26(2):1–10.
Du ZY, Chye ML. Interactions between Arabidopsis acyl-CoA-binding proteins and their protein partners. Planta. 2013;238(2):239–45.
Prasad ME, Schofield A, Lyzenga W, Liu H, Stone SL. Arabidopsis RING E3 ligase XBAT32 regulates lateral root production through its role in ethylene biosynthesis. Plant Physiol. 2010;153(4):1587–96.
Hänsch R, Lang C, Rennenberg H, Mendel RR. Significance of plant sulfite oxidase. Plant Biol. 2007;9(05):589–95.
Christianson JA, Llewellyn DJ, Dennis ES, Wilson IW. Global gene expression responses to waterlogging in roots and leaves of cotton (Gossypium hirsutum L.). Plant Cell Physiol. 2010;51(1):21–37.
The authors thank Dr. Axel O. Ramírez-Madera for English language polishing.
This research was funded by the National Natural Science Foundation of China (31372087). The authors thank China scholarship council and foundation of excellent doctoral dissertation of Yangzhou University for financial support.
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Availability of data and materials
The raw RNA-seq reads have been deposited in NCBI Sequence Read Archive (SRA) under accession PRJNA328916. The plant material: ‘Zaoer-N’ and ‘Pepino’ are homozygous cucumber inbred lines and available upon request. The phylogenetic tree, sequence data and alignments in Fig. 5 b have been deposited to the TreeBASE with the study number 21003. The TreeBase generated URL to access the deposition is http://purl.org/phylo/treebase/phylows/study/TB2:S21003.
Ethics approval and consent to participate
The cucumber landrace Zaoer-N was collected from Fujian, China. The collection of this plant materials comply seriously with the Chinese and international guidelines. Cucumber (Cucumis sativus L.) has not been listed in the appendices I, II and III of the Convention on the Trade in Endangered Species of Wild Fauna and Flora which was validated from Jan 2th, 2017 (https://cites.org/eng/app/appendices.php). The initial collector had deposited the voucher specimen in the Chinese Virture Herbarium in Sep 11th, 1986 with barcode ID: 01178418 (http://www.cvh.ac.cn/spm/PE/01178418). Zhang ZY undertook the formal identification.
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Detailed primer sequences for qPCR confirmation. (XLS 9 kb)
Comparison of the adventitious root numbers generated in Zaoer-N (left) and Pepino (right) hypocotyls 7 days after waterlogging treatment. (JPEG 977 kb)
Functional annotation of differentially expressed genes identified by RNA-seq in Zaoer-N hypocotyls 48 h after waterlogging treatment. ‘FC’ represents fold change of the gene. (XLS 852 kb)
Functional annotation of differentially expressed genes identified by RNA-seq in Pepino hypocotyls 48 h after waterlogging treatment. ‘FC’ represents fold change of the gene. (XLS 1012 kb)
List of differentially expressed genes annotated as transcription factors. (XLS 43 kb)
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Xu, X., Chen, M., Ji, J. et al. Comparative RNA-seq based transcriptome profiling of waterlogging response in cucumber hypocotyls reveals novel insights into the de novo adventitious root primordia initiation. BMC Plant Biol 17, 129 (2017) doi:10.1186/s12870-017-1081-8
- Adventitious root primordia