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Article

Transcriptome Analysis in Pyrus betulaefolia Roots in Response to Short-Term Boron Deficiency

College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou 225009, China
*
Author to whom correspondence should be addressed.
Genes 2023, 14(4), 817; https://doi.org/10.3390/genes14040817
Submission received: 1 February 2023 / Revised: 24 March 2023 / Accepted: 27 March 2023 / Published: 29 March 2023
(This article belongs to the Special Issue Abiotic Stress in Land Plants: Molecular Genetics and Genomics)

Abstract

:
Boron (B) deficiency stress is frequently observed in pear orchards and causes a considerable loss of productivity and fruit quality. Pyrus betulaefolia is one of the most important rootstocks that has been widely used in pear production. The present study confirmed that the boron form of different tissues showed various changes, and the free boron content was significantly decreased under the short-term B deficiency condition. Moreover, the ABA and JA content also significantly accumulated in the root after short-term B deficiency treatment. A comprehensive transcriptome analysis of 24 h B deficiency treatment P. betulaefolia root was performed in this study. Transcriptome results revealed a total of 1230 up-regulated and 642 down-regulated differentially expressed genes (DEGs), respectively. B deficiency significantly increased the expression of the key aquaporin gene NIP5-1. In addition, B deficiency also increased the expression of ABA (ZEP and NCED) and JA (LOX, AOS and OPR) synthesis genes. Several MYB, WRKY, bHLH and ERF transcription factors were induced by B deficiency stress, which may relate to the regulation of B uptake and plant hormone synthesis. Overall, these findings suggested that P. betulaefolia root had adaptive responses to short-term B deficiency stress by improved boron absorption ability and hormone (JA and ABA) synthesis. The transcriptome analysis provided further information for understanding the mechanism of the pear rootstock responses to B deficiency stress.

1. Introduction

Boron (B) is an essential micronutrient for the growth of all vascular plants. More than 100 crops had been reported to suffer from B deficiency in past years [1]. Due to the narrow suitable concentration of B that can be absorbed and the low abundance of B in the soil [2,3], plants are very easily exposed to B deficiency. B plays a significant role in plant growth, including the structure and function of the cell wall, membrane integrity and carbohydrate transport and distribution [4]. B deficiency symptoms in trees can be divided into two main groups. One is the inhibition of growing points, such as the root tip, bud, flower and young leaf. The other type of symptom is the deformity of some organs, such as the shoot, leaf and fruit. Relevant anatomical studies demonstrated that B deficiency could severely damage the vascular tissues and induce hypertrophy at the tissue/cellular level [4,5,6,7]. The efficiency of B uptake, transport and utilization are closely related to B forms existing in plant tissues. Generally, B forms can be divided into two B pools: the soluble B pool (cell sap), which is a mixture of intracellular and apoplasmic fluids, and the insoluble B pool (water insoluble residue) that is mainly bound to cell wall structures. Soluble B includes free B and semi-bound B. Previous studies have suggested that the forms of B reserves may be limited to free B and semi-bound B because bound B for cell wall construction is not retranslocated [8,9]. To date, many B transporters are reported to be involved in B uptake and utilization. Generally, two types of B transporters have been identified: BORs, which perform a B export role in plant cells, and major intrinsic proteins (MIPs), including some boric acid channels. Both types of B transporters contribute to B uptake by roots, xylem loading and B distribution and utilization within the plant under B-limited conditions [4,10,11].
Acting as regulatory factors, the phytohormone is involved in the adjustment of the plant in response to nutrient stress. Many studies had reported that the phytohormone metabolism and related gene expression are associated with B deficiency. Using whole genome Affymetrix Gene Chip to give insight into the global gene expression in response to short- and long-term B deficiency in Arabidopsis showed that a large number of genes associated with phytohormone synthesis, transport and signal transduction were induced, especially the genes of jasmonic acid (JA), and showed the most prominent response under B deficiency [12]. Physiological and transcriptional analyses in Brassica napus seedlings responding to B deficiency showed that the auxin biosynthesis and efflux gene expression were affected and the indole-3-acetic acid (IAA) concentration was reduced, meanwhile, the concentration of jasmonates (JAs) and abscisic acid (ABA) were increased along with the ABA biosynthesis and sensor gene being induced to express in the shoot [13]. With the increasing concentration of B supply in B. napus seedlings, the concentration of ABA and IAA were reduced along with the enhancement of cytokinin (CTK) and gibberellin (GA) biosynthesis [14].
Previous studies found many transcription factors respond to B deficiency. For instance, the expression of MYB14, MYB15, MYB78, WRKY38, WRKY40 and WRKY46 genes were upregulated, while bZIP34 and bZIP61 gene expressions were lower in Arabidopsis plants subjected to B deprivation after 24h [15]. Transcriptome analysis found expression of bHLH and WRKY transcription factors were upregulated in the Beta vulgaris seedlings [16]. Kasajima et al. established that WRKY6 is a low B-induced transcription factor gene that is essential for Arabidopsis normal root growth under low B conditions [17]. Moreover, ERF018 is a transcription factor regulating JA synthesis, which directly binds to the promoter regions of AOC1 and AOC3. Low B promotes JA synthesis and negatively regulates the root growth of A. thaliana by inducing the expression of ERF018 [18].
Pear is the most important fruit in the world and the phenomenon of B deficiency often occurs in pear cultivation, greatly affecting the plant’s growth and fruit quality. Rootstocks are often used to enhance the resistance of trees and improve fruit quality and yield in pear cultivation. P. betulaefolia is one of the most important rootstocks that had been widely used with deep root distribution, excellent resistance to cold, waterlogging and salt. However, the response to short-term B deficiency in P. betulaefolia roots had not been conducted. Therefore, the investigation of responses of P. betulaefolia to B deficiency may provide new insights into its regulation and adaptation mechanisms. Large-scale transcriptomic analyses provided an effective tool to identify new genes that respond to the stress and biosynthesis. In this study, RNA-Seq technology was used to explore the internal changes of the molecular mechanisms of P. betulaefolia roots regarding the response to short-term B deficiency.

2. Materials and Methods

2.1. Plant Materials

Seeds of P. betulaefolia with similar size were soaked in 1% (v/v) sodium hypochlorite solution for 5 min and then washed three times with ultrapure water (18.25 MΩ·cm). Surface-sterilized seeds were sowed on gauze moister with ultrapure water to germination for 10 days. Thereafter, uniformly sized seedlings were sowed in nutritional substrate until three to five leaves expanded.
Subsequently, all the plants were washed with tap water to remove surface impurities after two-day starvation of tap water, and then transplanted into 15 L black plastic box (five plants per box) filled with nutrient solution. The black box had been washed with 3% hydrochloric acid (HCl) for two days and then rinsed thoroughly with deionized water before the transplantation. The composition and concentration of salt of the nutrient solution were as follows: 5 mM KNO3, 5 mM Ca(NO3)2·4H2O, 2 mM MgSO4·7H2O, 1 mM KH2PO4, 0.01 mM MnCl2·4H2O, 0.8 µM ZnSO4·7H2O, 0.3 µM CuSO4·5H2O, 0.4 µM Na2MoO4·2H2O, 0.02 µM FeSO4·7H2O and 0.02 µM EDTA-Na2. Treatment with 0.045 mM and 0 mM B were considered as control and B deficiency, respectively. All seedings were supplied with one-quarter nutrient strength and one-half nutrient-strength nutrient solution (each for 7 days) for adaptive training in sequence along with 10 min aeration to nutrient solution per day. The nutrient solution was renewed every 7 days. All plants were grown under identical conditions. The pH of all nutrient solutions was adjusted to 6.5 using 1 M NaOH. Finally, five plants from each treatment were randomly harvested after 24 h treatment.
The leaves, roots, petioles and stem (divided into stem top and stem base) were harvested separately. All samples were immediately washed up with sterile water, frozen in liquid nitrogen and stored at −80 ℃ for further analysis.

2.2. Analysis of Boron Forms

Different forms of B were extracted as described by Du et al. [19] with slight modifications. For each part, 3 g samples were cut into pieces of approximately 1 mm2, put into a plastic bottle with 15 ML of ultrapure water, and shaken at 28 °C for 24 h at 150 rpm. The sample centrifuged at 25 °C for 10 min at 10,000 rpm and then filtered through filter paper (maximum aperture: 20~25 µm). The supernatant was collected as free B. The residue was then successively extracted with 15 mL of NaCl (1 mol/L) and 15 mL of HCl (1 mol/L) solution following the same steps as above, and the supernatants were collected as semi-bound B and bound B, respectively. Three forms of B concentration of the extract were determined by the colorimetric curcumin method [19].

2.3. Analysis of JA and ABA

The content of ABA and JA were measured using the plant hormone abscisic acid (ABA) ELISA Kit and Plant Jasmonic acid (JA) ELISA Kit (Shanghai Enzyme-linked Biotechnology). In detail, 0.1 g root tip were thoroughly ground in liquid nitrogen and homogenized with 900 μL PBS buffer at 2–8 °C. The composition of PBS buffer was as follows: 2 mM KH2PO4, 8 mM Na2HPO4, 136 mM NaCl, 2.6 mM KCL and the pH of that was 7.4. After fully homogenizing, the sample was centrifuged at 25 °C for 20 min at 3000 rpm and the supernatant was collected to analyze the content of ABA and JA. The standard density was performed using 50 μL of different content of standard plant hormone following the manufacturer’s synopsis. For blank wells, no supernatant and HRP-conjugate reagent were added and other steps were the same as the testing sample wells. For testing sample wells, 40 μL sample dilution and 10 μL supernatant were added (the supernatant dilution is 5-fold) and gently mixed. Then, 100 μL of HRP-conjugate reagent was added to each testing sample well and incubated for 60 min at 37 °C. After that, the liquid was discarded, 700 μ L1-fold washing buffer to wash the testing sample wells was added (20-fold wash solution diluted 1-fold washing buffer with distilled water), it was allowed to stand for 30 s and the washing buffer was discarded. The step of washing was repeated 5 times. Then, 50 μL Chromogen Solution A and B was added and preserved for 15 min at 37 °C under no light conditions. Finally, 50 μL of stop solution was added to stop the reaction and the absorbance was read at 450 nm within 15 min.

2.4. RNA-Seq Analisis

2.4.1. Library Preparation for RNA Sequencing

To gain insight into root cell transcriptomic dynamics, RNA-seq analyses was performed using root tips collected from the control roots and 24 h B deficiency roots in triplicates. Total RNA of each sample was extracted using the Trizol kit (Promega, MA, USA) following the manufacturer’s synopsis. A total amount of 1 μg RNA per sample was used as input material for the RNA sample preparations. Sequencing libraries were generated using NEBNext® Ultra™ RNA Library Prep Kit for Illumina® following the manufacturer’s recommendations, and index codes were added to attribute sequences to each sample. Briefly, mRNA was purified from total RNA using poly-T oligo-attached magnetic beads. Fragmentation was carried out using divalent cations under elevated temperature in NEBNext First Strand Synthesis Reaction Buffer (5X). First strand cDNA was synthesized using random hexamer primer and RNase H. Second strand cDNA synthesis was subsequently performed using buffer, dNTPs, DNA polymerase I and RNase H. The library fragments were purified with QiaQuick PCR kits and elution with EB buffer, then terminal repair, A-tailing and adapter added were implemented. The aimed products were retrieved, and PCR was performed, then the library was completed.

2.4.2. Library Clustering and Sequencing

The clustering of the index-coded samples was performed on a cBot cluster generation system using HiSeq PE Cluster Kit v4-cBot-HS (Illumina) according to the manufacturer’s instructions. After cluster generation, the libraries were sequenced on an Illumina platform by Benagen Technology Co., Ltd., Wuhan, China and 150 bp paired-end reads were generated.

2.4.3. RNA-Seq Data Analysis

The raw data were first processed with FastQC (Version: 0.11.9, default) to filter out adapters and low-quality sequences. Then, the clean reads were mapped to the Pyrus bretschneideri genome (https://www.ncbi.nlm.nih.gov/genome/12793) using Star (Version: 2.7.9a, default). In order to obtain the comprehensive functional information of the genes, we also annotated the gene functions of uniprot database by BlastP. RSEM (Version: 1.3.3, default) was used to calculate gene expression level for each sample expressed as fragments per kilobase of transcript per million fragments mapped (FPKM). The gene expression levels in stressed samples were compared with those in control samples in order to identify the differentially expressed genes (DEG) by DESeq2 (Version: 1.34.0, default). The DEGs were detected as previously described based on the parameters: |log2 foldchange| ≥ 1 and corrected p < 0.05 based on the three biological replicates. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses for the DEGs were performed using the clusterProfiler version 3.8. All RNA-seq data have been uploaded to the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) database (GEO accession number: GSE218373). All DEG data were listed in Table S1.

2.5. cDNA Synthesis and Quantitative Real-Time (qRT)-PCR Analysis

First-strand cDNA was synthesized using the HiScript® III RT SuperMix for qPCR (+gDNA wiper) (Vazyme Biotechnolog, Nanjing, China). To validate the reliability of RNA-seq data, several genes were randomly selected for qRT-PCR analysis. qRT-PCR was determined with a Bio-Rad CFX96 instrument (Bio-Rad, Waltham, MA, USA) by using ChamQ SYBR qPCR Master Mix (Vazyme Biotechnology, Nanjing, China). In order to validate the accuracy of DEGs, the DEGs from the aquaporins and hormone metabolism were analyzed by qRT-PCR. Gene-specific primers were designed using the software Primer5 (Table S2), and the specificity and quality of each primer pair were checked by melting curve analysis and sequencing. The amplification reactions were as follows: a pre-denaturation step of 95 °C for 3 min, 40 cycles of 95 °C for 5 s and 65 °C for 5 s and a melting curve analysis according to Vazyme Biotechnology’s analysis instructions. The Livak [20] method was used to calculate gene relative expression levels.

2.6. Statistical Analysis

Error bars indicate standard error (SE) of the means. Data were compared by one-way analysis of variance (SPSS for Windows 17.0; SPSS Inc., Chicago, IL, USA). Differences were determined by Tukey test (p < 0.05) and indicated by different letters. Bar graphs were drawn using the GraphPad Prism 7.0 scientific software (San Diego, CA, USA).

3. Results

3.1. Subsection

3.1.1. Boron Concentration in Various Plant Parts under the Short B Deficiency Treatment

After 24 h B deficiency treatment, the concentration of total B in roots and stem base were significantly decreased, whereas the leaves, petiole and stem top showed no remarkable differences (Figure 1A). In detail, the free B concentration in roots, leaves, petiole and stem base were significantly decreased, whereas there were no remarkable differences in the stem top (Figure 1B–E). Moreover, the bound B concentration significantly increased in leaves and decreased in stem top and stem base, respectively (Figure 1C,E,F). Semi-bound B concentration had no significant differences in all plant parts (Figure 1).

3.1.2. Analysis the Content of JA and ABA in Root Tips under the Short B Deficiency Treatment

After short-term treatment of B deficiency, the content of JA and ABA was significantly increased in root tips (Figure 2).

3.1.3. RNA-Seq Transcriptome and Analysis of Differentially Expressed Genes

Considering the free B concentration was sharply decreased in roots, RNA-Seq libraries were established from the root tips after 24 h B deficiency treatment. RNA-Seq generated more than 36.04 million raw reads for each sample. After quality control, a larger number of clean reads from 35.81 to 39.81 million were generated and the Q30 percentage was over 93.00% (Table 1). Among all the libraries, the GC content was approximately 46.50%, and 91.39–91.90% of unique reads were mapped to the P. bretschneideri genome (Table 1). A total of 1230 genes in B deficiency root tips were up-regulated and 642 genes were down-regulated (Figure 3A).
All DEGs from the libraries were subjected to GO functional annotation and KEGG pathway enrichment analysis. In the GO database, signal transduction was the most enriched in the “biological process” category; cell wall and apoplast were the most enriched in the “cellular component” category; and heme binding and oxidoreductase were the most enriched in the “molecular function” category (Figure 3B). In the KEGG pathway analysis, the DEGs were involved in five enriched pathways: phenylpropanoid biosynthesis, plant–pathogen interaction, MAPK signaling pathway-plant, glutathione metabolism, and pentose and glucuronate interconversions (Figure 3C).
To confirm the accuracy of the libraries, DEGs from Table 2, Table 3 and Table 4 were selected to analyze expression by qRT-PCR. The result of qRT-PCR analysis showed the expression of DEGs were consistent with that obtained from high-throughput sequencing (Figure S1).

3.1.4. The Expression of Aquaporin Genes under B Deficiency

As shown in Table 2, several TIP and NIP genes were identified, the expression of TIP4-1-like (LOC103937833) and NIP5-1 (LOC103962656) were significantly up-regulated.

3.1.5. The Gene Expression in ABA Biosynthesis Pathway under B Deficiency

After short B deficiency treatment, the gene expression of two ZEP (LOC103937745 and LOC103945929) and one NCED (LOC103957334) genes were up-regulated (Figure 4, Table 3). The expression of BCH, VDE, ABA2 and AAO genes had no significant changes after B deficiency treatment.

3.1.6. The Gene Expression in JA Biosynthesis Pathway under B Deficiency

The gene expression of LOX, AOS and OPR, which are involved in the JA biosynthesis pathway, were changed after short B deficiency treatment. In detail, the expression of LOX 3-1 (LOC103941411), LOX 3-1-like (LOC125471779), AOS 3-like (LOC103942464) and OPR 11 (LOC103952517) were up-regulated (Figure 5, Table 4). The expression of AOC genes had no significant changes after B deficiency treatment.

3.1.7. The Differentially Expressed Transcription Factor Genes Response to Short Term B Deficiency

As showed in Table 5, the transcription factor genes of 9 MYB genes (LOC103953105, LOC103941953, LOC103946050, LOC103937539, LOC103959532, LOC125472789, LOC125477110, LOC103944477 and LOC103931986), 14 WRKY genes (LOC103958164, LOC103952502, LOC103964384, LOC103943771, LOC103940628, LOC125473081, LOC125469162, LOC103953687, LOC103956875, LOC103951248, LOC103945359, LOC103953663, LOC125468857 and LOC103941856), 5 bHLH genes (LOC103929974, LOC103941211, LOC103945773, LOC103958789 and LOC125475930) and 10 ERF genes (LOC103947947, LOC103950248, LOC103955515, LOC103932979, LOC103929680, LOC103928186, LOC103941900, LOC103935996, LOC103959790 and LOC103953878) were significantly up-regulated under the short B deficiency treatment.

4. Discussion

Boron (B) is an important micronutrient for higher plants, and B deficiency is a worldwide nutrition problem [1]. Previous studies have shown that B deficiency severely alters plant morphology and physiology processes. B deficiency inhibits the root growth and leaf expansion and affects photosynthesis, carbohydrate metabolism and protein synthesis, influences the stabilization of the cell membrane and cell wall and decreases the pectin content [2]. B forms can be divided into three B pools: free B, which exists extracellularly, semi-bound B that is mainly combined with entocyte, and bound B that is mainly bound to cell wall structures [8]. In this study, we found the leaves contain more bound B than other parts because of a higher pectin content that combined with B which involved in cell wall construction in leaves. The roots, stem base and petiole have high free B due to these organs are the main part of B absorption, transport and allocation, respectively. In whole plant, the bound B has the highest concentration (more than 50%) and followed by free B and semi-bound B. Moreover, Wang et al. suggest that B efficient rootstock enhanced the transport of available B (free B and semi-bound B) into leaves, and that scion employed more available B to be involved in metabolism and to synthesize the cell wall under B-limited conditions [8]. In the current study, the concentration of free B was significantly decreased in roots after short B deficiency treatment, it suggested that the roots are the most sensitive to B deficiency, and free B content decreased first while compared with other B forms, the free B may transport to the aboveground organization.
Roots uptake B from environment and transport it to the aerial part. The process of uptake can take place passively under B efficiency or through active transport under B deficiency. Belonging to the major intrinsic protein families (MIPs), aquaporins are a kind of specific protein that can mediate the passive diffusion of water and the transport of some small molecules [21,22]. NIP5-1, which belongs to NOD26-like intrinsic proteins, which is a kind of aquaporin, had been confirmed to be involved in B absorption. The AtNIP5-1 localizes in the epidermis, cortex and endodermis in roots, which are over expressed in the apical elongation zones and root hair regions under B deficiency to enhance B absorption. Mutants of AtNIP5-1 showed a decrease in B absorption, suggesting the AtNIP5-1 is a major B absorption channel [23,24]. As shown in Table 2, we found the NIP5-1 expression was up-regulated after 24 h B deficiency, suggesting the NIP5-1 in P. betulaefolia may play an important role in B absorption under B deficiency. To date, some regulated B transport-related genes have been reported in plants. For instance, the expression of WRKY transcription factors was up-regulated, which is consist with the expression of NIP5;1 in the B. vulgaris seedlings under the B deficiency condition [16]. Low B induced the promoter activity of WRKY6 around the root tip, and functional loss of WRKY6 decreased root elongation under B deficiency in Arabidopsis [17]. In B. napus, transcription factor BnaA9.WRKY47 contributes to the adaptation of B. napus to low boron stress by up-regulating the boric acid channel gene BnaA3.NIP5-1 [25]. Moreover, Feng et al. found that repression of transcription factor AtWRKY47 confers tolerance to boron toxicity in A. thaliana [26]. In this study, some PbWRKYs were identified; however, whether they can regulate PbNIP5-1 expression to improve the B uptake in pear rootstock needs further study in the future.
A change in phytohormones is one of the most significantly adaptive strategies used by plants in their response to adverse conditions. Levels of JA often increase following exposure to a number of biotic and abiotic stresses, which is consistent with the role of JA in mediating various defense responses [27]. Jasmonate-mediated growth inhibition promotes plant adaptation to B deficiency. Transcriptomic studies have revealed that B deficiency activates the transcription of JA biosynthesis and signaling genes in Arabidopsis [12], B. napus [13] and Pisum sativum [28]. The JA signaling pathway is activated in response to the accumulation of ROS under B deficiency stress [12]. Several sources of oxidative stress stimulate JA accumulation and JA signaling, which are considered to be involved in the containment of lesions that form in response to ROS [12]. Moreover, ABA is a major player in mediating plant adaptation to stress and is induced by a number of abiotic stresses. Peng et al. also found the key enzyme genes ZEP and NCED were significantly induced by boron deficiency [12]. ABA can accelerate cell senescence, thereby promoting nutrient recycling, which relieves the inhibition of boron deficiency on plant growth. In the current study, some JA and ABA synthesis genes were also up-regulated by B deficiency, which is consistent with the increased content of JA and ABA. Additionally, Gomez-Soto reported that ABA treatment increased AtNIP5-1 activity and induced B uptake [29]. Taken together, it suggests that P. betulaefolia may improve its adaptive ability to boron deficiency by increasing JA and ABA synthesis to promote boron uptake and relieve ROS damage.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/genes14040817/s1. Figure S1: qRT-PCR validation of DEGs; Table S1: List of all DEGs; Table S2: List of primers.

Author Contributions

X.L. and C.-L.W. designed the experiment. J.L. and T.C. performed the experiment and analyzed the data. X.L. and J.L. wrote the manuscript. All authors revised and approved the final manuscript. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by Postgraduate Research & Practice Innovation Program of Jiangsu Province (Yangzhou University) (No. SJCX21_1615).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Transcriptome data were published on NCBI (Accession number: GSE218373).

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Total B concentration in P. betulaefolia under B-deficient conditions. (A) Total B concentration in different tissues. (BF) refer to three B forms in different tissues. Values are means of three replicates ± SE. Bars with different letters indicate significant differences for the same B level at p < 0.05.
Figure 1. Total B concentration in P. betulaefolia under B-deficient conditions. (A) Total B concentration in different tissues. (BF) refer to three B forms in different tissues. Values are means of three replicates ± SE. Bars with different letters indicate significant differences for the same B level at p < 0.05.
Genes 14 00817 g001
Figure 2. JA (A) and ABA (B) content in P. betulaefolia root under B-deficient conditions. Values are means of three replicates ± SE. Bars with different letters indicate significant differences at p < 0.05.
Figure 2. JA (A) and ABA (B) content in P. betulaefolia root under B-deficient conditions. Values are means of three replicates ± SE. Bars with different letters indicate significant differences at p < 0.05.
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Figure 3. Transcriptome sequencing analysis of different expressed genes (DEGs) in P. betulaefolia root under 24 h B-deficiency treatment. (A) refer to volcano plot of DEGs; (B,C) refer to GO and KEGG analysis.
Figure 3. Transcriptome sequencing analysis of different expressed genes (DEGs) in P. betulaefolia root under 24 h B-deficiency treatment. (A) refer to volcano plot of DEGs; (B,C) refer to GO and KEGG analysis.
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Figure 4. Differentially expressed genes involved in ABA synthesis. Red refers to the significantly up-regulated genes. BCH/CrtZ (β–Carotene hydroxylase); ZEP (Zeaxanthin epoxidase); VDE (Violaxanthin de-epoxidase); NCED (9–cis–epoxycarotenoid dioxygenase); ABA2 (Xanthoxin dehydrogenase); AAO (Abscisic-aldehyde oxidase).
Figure 4. Differentially expressed genes involved in ABA synthesis. Red refers to the significantly up-regulated genes. BCH/CrtZ (β–Carotene hydroxylase); ZEP (Zeaxanthin epoxidase); VDE (Violaxanthin de-epoxidase); NCED (9–cis–epoxycarotenoid dioxygenase); ABA2 (Xanthoxin dehydrogenase); AAO (Abscisic-aldehyde oxidase).
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Figure 5. Differentially expressed genes involved in JA synthesis. Red refers to the significantly up-regulated genes. LOX (lipoxygenase); AOS (allene oxide synthase); AOC (allene oxide cyclase); OPR (12−oxophytodienoic acid reductase).
Figure 5. Differentially expressed genes involved in JA synthesis. Red refers to the significantly up-regulated genes. LOX (lipoxygenase); AOS (allene oxide synthase); AOC (allene oxide cyclase); OPR (12−oxophytodienoic acid reductase).
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Table 1. Summary of transcriptome sequencing data of all libraries. B1–B3 refer to three B-deficient replicates; CK1-CK3 refer to three B-adequate replicates.
Table 1. Summary of transcriptome sequencing data of all libraries. B1–B3 refer to three B-deficient replicates; CK1-CK3 refer to three B-adequate replicates.
SamplesRaw ReadsClean ReadsQ20 (%)Q30 (%)GC Content (%)Total Map
B136,056,31635,817,08897.4892.8346.7019,854,248 (91.74%)
B236,047,72035,884,38697.9393.8246.9019,901,778 (91.90%)
B340,023,66839,819,65897.9893.9946.7019,905,043 (91.79%)
CK139,896,46039,708,49697.9293.8146.6517,908,544 (91.39%)
CK240,025,27639,803,55697.6793.2546.6717,942,193 (91.83%)
CK340,046,24839,810,08697.7593.4246.6719,909,829 (91.57%)
Table 2. Expression levels of aquaporin genes.
Table 2. Expression levels of aquaporin genes.
Gene DescriptionLog2Fold ChangeID
TIP2.18LOC103937833
0.11LOC103930013
−0.48LOC103930703
−0.24LOC103938012
0.10LOC103941273
0.34LOC103944840
−0.14LOC103948949
0.26LOC103957101
0.60LOC103966432
NIP2.60LOC103962656
−0.72LOC103944046
0.67LOC103950753
−0.34LOC125477097
Table 3. Expression levels of ABA synthesis genes. NE refer to not expressed.
Table 3. Expression levels of ABA synthesis genes. NE refer to not expressed.
Gene DescriptionLog2Fold ChangeID
ZEP1.44LOC103937745
1.17LOC103945929
−0.02LOC103956812
NELOC125470765
NCED1.55LOC103957334
−0.16LOC125476311
−0.15LOC103935979
NELOC103955326
BCH−0.14LOC103958212
0.34LOC103964324
NELOC103953392
VDE0.11LOC103968091
ABA2−0.17LOC103957656
−0.60LOC125478256
NELOC103945571
NELOC125478257
AAO−0.75LOC103937039
NDLOC103929500
Table 4. Expression levels of JA synthesis genes. NE refer to not expressed.
Table 4. Expression levels of JA synthesis genes. NE refer to not expressed.
Gene DescriptionLog2Fold ChangeID
LOX 1.23LOC103941411
1.24LOC125471779
NELOC103931981
NELOC103944208
OPR2.69LOC103952517
−0.64LOC103951930
0.23LOC103952512
−0.74LOC103952514
0.06LOC103952519
−0.14LOC103952523
−0.21LOC125478814
AOS−0.19LOC103954131
0.10LOC103955456
2.44LOC103942464
NELOC103930300
AOC0.07LOC103929185
−0.17LOC103947146
−0.93LOC103947801
Table 5. Expression levels of transcription factor genes.
Table 5. Expression levels of transcription factor genes.
FunctionLog2Fold ChangeID
MYB3.53LOC103953105
2.58LOC103941953
1.65LOC103946050
1.61LOC103937539
1.49LOC103959532
1.47LOC125472789
1.24LOC125477110
1.19LOC103944477
1.02LOC103931986
WRKY3.52LOC103958164
3.37LOC103952502
2.59LOC103964384
2.56LOC103943771
2.08LOC103940628
1.93LOC125473081
1.58LOC125469162
1.55LOC103953687
1.53LOC103956875
1.35LOC103951248
1.33LOC103945359
1.31LOC103953663
1.15LOC125468857
1.06LOC103941856
bHLH2.20LOC103929974
1.28LOC103941211
1.55LOC103945773
2.69LOC103958789
1.29LOC125475930
ERF3.90LOC103947947
3.54LOC103950248
3.26LOC103955515
2.84LOC103932979
2.83LOC103929680
2.35LOC103928186
2.22LOC103941900
2.13LOC103935996
1.63LOC103959790
1.28LOC103953878
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Liu, J.; Chen, T.; Wang, C.-L.; Liu, X. Transcriptome Analysis in Pyrus betulaefolia Roots in Response to Short-Term Boron Deficiency. Genes 2023, 14, 817. https://doi.org/10.3390/genes14040817

AMA Style

Liu J, Chen T, Wang C-L, Liu X. Transcriptome Analysis in Pyrus betulaefolia Roots in Response to Short-Term Boron Deficiency. Genes. 2023; 14(4):817. https://doi.org/10.3390/genes14040817

Chicago/Turabian Style

Liu, Jing, Tao Chen, Chun-Lei Wang, and Xiao Liu. 2023. "Transcriptome Analysis in Pyrus betulaefolia Roots in Response to Short-Term Boron Deficiency" Genes 14, no. 4: 817. https://doi.org/10.3390/genes14040817

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