Scientia Agricultura Sinica ›› 2019, Vol. 52 ›› Issue (22): 4002-4015.doi: 10.3864/j.issn.0578-1752.2019.22.006

• MOLECULAR GENETICS • Previous Articles     Next Articles

Comparative Transcriptome Analysis of Different Salt Tolerance Sorghum (Sorghum bicolor L. Moench) Under Salt Stress

ZHANG Fei,WANG YanQiu,ZHU Kai,ZHANG ZhiPeng,ZHU ZhenXing,LU Feng(),ZOU JianQiu()   

  1. Sorghum Institute, Liaoning Academy of Agricultural Sciences, Shenyang 110161
  • Received:2019-06-14 Accepted:2019-08-12 Online:2019-11-16 Published:2019-11-16
  • Contact: Feng LU,JianQiu ZOU E-mail:lufeng740202023@163.com;jianqiuzou@126.com

Abstract:

【Objective】Soil salinization is one of the important abiotic stress factors that restricts crop production. Understanding the salt-tolerant mechanism of sorghum may provide a novel avenue to utilize saline soil for sorghum production. The objective of this study was to explore gene regulation mechanisms and metabolic pathways that related to salt tolerance of sorghum by transcriptome sequencing. 【Method】 The salt-tolerant genotype Bayeqi and salt-sensitive genotype PL212 were planted in plastic pots. At five-leaf stage (20 days after sowing), plants were treated with 180 mmol L -1 NaCl. Forty-eight hours after treatment, leaves treated by NaCl and unstressed control were sampled and were used for RNA extraction and transcriptome sequencing. Sequencing results were verified by qRT-PCR. 【Result】 Results showed that a total of 1 338 deferentially expressed genes, including 819 up-regulated and 519 down-regulated genes were detected. Cluster analysis revealed that in response to salt stress, five dependent oxygenase superfamily proteins, four cysteine-rich RLKs, three Glutathione S-transferase and three heavy metal transport/detoxification superfamily protein-related genes were significant up-regulated and/or down-regulated, and one K + ion transporter gene was also found to play an important role in salt-tolerance regulation. GO analysis found that 4 528 valid GO annotation entries were obtained from 15 418 genes, and salt-tolerant and salt-sensitive materials showed significant difference in biological processes, cellular components and molecular functions under salt stress treatment. The salt-tolerant materials exhibited obviously higher metabolic processes and cellular processes than salt-sensitive materials. Compared with salt-sensitive materials, multiple biological processes and localization processes were increased in salt-tolerant genotype, which might be the reasons of salt-tolerance. KEGG analysis showed that the salt-tolerant and salt-sensitive materials had more differential gene expression in phenylpropanoid biosynthesis, phenylalanine metabolism and flavonoid biosynthesis under control and salt stress conditions, which may be an important reason for the weak salt tolerance of sensitive materials. 【Conclusion】 The expression of salt-tolerant genes in sorghum is involved in many aspects of biological processes, cellular components and molecular functions. The gene expression in multiple processes and localization processes contributes to the salt tolerance, while excessive gene expression in phenylpropanoid biosynthesis, phenylalanine metabolism, and flavonoid biosynthesis likely contributes to the damage under salt stress.

Key words: sorghum, salt tolerance, transcriptome, differential gene expression, physiological regulation

Table 1

Sequencing data quality statistics"

样品
Sample
序列长度
Length (bp)
Bases
(Billion)
Q20比例
Q20 percentage (%)
Q30比例
Q30 percentage (%)
G和C占总碱基数量百分比
GC(%)
CK-耐盐 CK-tolerant 147.45 64.89 96.09 90.20 52.18
CK-盐敏感 CK-sensitive 147.57 61.35 95.85 89.74 53.44
Salt-耐盐 Salt-tolerant 147.64 61.72 95.85 89.73 52.38
Salt-盐敏感 Salt-sensitive 147.41 61.95 95.93 89.89 53.28

Table 2

Statistics on the number and proportion of genes in different expression levels"

项目
Item
样品
Sample
RPKMRPKM value
0—0.1 0.1—1 1—3 3—15 15—60 >60
基因数量
Number of genes
CK-耐盐CK-tolerant 2125 6815 4570 8046 4345 1371
CK-盐敏感CK-sensitive 2392 6985 4621 9605 3890 1377
Salt-耐盐Salt-tolerant 2075 6687 4537 8024 4436 1364
Salt-盐敏感Salt-sensitive 2258 6864 4625 7811 3927 1281
基因表达比例
Gene expression ratio (%)
CK-耐盐CK-tolerant 7.79 24.98 16.75 29.49 15.96 5.03
CK-盐敏感CK-sensitive 8.90 26.00 17.20 28.30 14.48 5.03
Salt-耐盐Salt-tolerant 7.65 24.65 16.73 29.58 16.36 5.03
Salt-盐敏感Salt-sensitive 8.44 25.64 17.28 29.18 14.67 4.79

Fig. 1

Volcano map of differential gene"

Table 3

Differentially expressed genes between four sorghum samples under salt stress"

样品比较 Sample-VS-Sample 上调基因 Up-regulated genes 下调基因 Down-regulated genes
CK-耐盐VS CK-盐敏感 CK-tolerant VS CK-sensitive 346 134
Salt-耐盐VS Salt-盐敏感 Salt-tolerant VS Salt-sensitive 353 200
Salt-耐盐VS CK-耐盐 Salt-tolerant VS CK-tolerant 62 122
Salt-盐敏感VS CK-盐敏感 Salt-sensitive VS CK-sensitive 58 63

Fig. 2

Venn diagram of differential gene expression of sorghum cultivars under salt treatment and control"

Fig. 3

Sorghum differentially expressed genes associated with salt stress"

Table 4

Sorghum salt tolerance related genes and functional description"

基因ID Gene_ID log2FC KOG KEGG/ec Best-hit-Arabi-name Arabi-symbol 功能描述 Arabi-decline
Sobic.001G314300.v3.1 2.29 KOG0143 1.14.11.9 AT5G24530.1 DMR6 铁离子转运蛋白
Fe ion transport protein
Sobic.006G190000.v3.1 1.91 KOG0143 1.14.11.9 AT5G24530.1 DMR6 铁离子转运蛋白
Fe ion transport protein
Sobic.001G526900.v3.1 1.40 KOG0143 1.14.11.9 AT5G24530.1 DMR6 铁离子转运蛋白
Fe ion transport protein
Sobic.001G166401.v3.1 1.27 KOG0143 AT3G19000.1 铁离子转运蛋白
Fe ion transport protein
Sobic.009G044400.v3.1 1.19 KOG0143 1.14.17.4 AT1G77330.1 铁离子转运蛋白
Fe ion transport protein
Sobic.001G215900.v3.1 1.29 KOG1187 2.7.11.1 AT1G70520.1 CRK2 富含半胱氨酸的蛋白激酶
Cysteine-rich protein kinase
Sobic.002G327700.v3.1 1.18 KOG1187 2.7.11.1 AT4G23310.1 CRK23 富含半胱氨酸的蛋白激酶
Cysteine-rich protein kinase
Sobic.002G327800.v3.1 1.23 KOG1187 2.7.11.1 AT4G05200.1 CRK25 富含半胱氨酸的蛋白激酶
Cysteine-rich protein kinase
Sobic.008G099300.v3.1 1.72 2.7.11.1 AT4G00970.1 CRK41 富含半胱氨酸的蛋白激酶
Cysteine-rich protein kinase
Sobic.003G164800.v3.1 1.33 KOG0867 2.5.1.18 AT3G62760.1 ATGSTF13 谷胱甘肽S-转移酶家族蛋白
Glutathione S-transferase family protein
Sobic.001G318900.v3.1 2.12 KOG0406 2.5.1.18 AT1G10360.1 ATGSTU18,GST29, GSTU18 谷胱甘肽S-转移酶TAU 18
Glutathione S-transferase TAU 18
Sobic.001G318200.v3.1 2.02 KOG0406 2.5.1.18 AT1G10360.1 ATGSTU18,GST29,GSTU18 谷胱甘肽S-转移酶TAU 18
Glutathione S-transferase TAU 18
Sobic.006G113800.v3.1 2.24 AT5G48290.1 重金属运输/解毒超家族蛋白
Heavy metal transport/detoxification superfamily protein
Sobic.006G114200.v3.1 1.93 AT5G48290.1 重金属运输/解毒超家族蛋白
Heavy metal transport/detoxification superfamily protein
Sobic.006G257700.v3.1 1.53 KOG1603 AT1G01490.1 重金属运输/解毒超家族蛋白
Heavy metal transport/detoxification superfamily protein
Sobic.002G220600.v3.1 1.09 AT2G30070.1 ATKT1,ATKT1P,ATKUP1,KT1,KUP1 钾转运蛋白
Potassium transport protein
Sobic.002G416600.v3.1 1.97 1.11.1.7 过氧化物酶超家族蛋白
Peroxidase superfamily protein

Fig. 4

Histogram of sorghum salt tolerance gene GO analysis"

Table 5

Sorghum salt tolerance gene distribution and annotation to genes"

基因本体
Gene ontology term
集群频率
(出现集群/总集群数量)
Cluster frequency(Appears number/total number)
基因组使用频率
Genome frequency of use
修正P
Corrected P-value
注释到基因集群
Annotated gene cluster

Membrane
12 /14
85.7%
1862/15418,
12.1%
5.37e-09 Sobic.004G073400.v3.1, Sobic.002G329600.v3.1, Sobic.007G210500.v3.1, Sobic.004G182300.v3.1, Sobic.006G003700.v3.1, Sobic.002G339100.v3.1, Sobic.002G367700.v3.1, Sobic.005G037300.v3.1, Sobic.002G220600.v3.1, Sobic.006G021900.v3.1, Sobic.002G201900.v3.1, Sobic.010G146100.v3.1
膜部分
Membrane part
9/14
64.3%
1043 /15418
6.8%
3.37e-07 Sobic.002G201900.v3.1, Sobic.006G021900.v3.1, Sobic.005G037300.v3.1, Sobic.004G182300.v3.1, Sobic.007G210500.v3.1, Sobic.002G329600.v3.1, Sobic.004G073400.v3.1, Sobic.002G339100.v3.1, Sobic.006G003700.v3.1
膜整体
Integral to membrane
8 /14
57.1%
829 /15418
5.4%
1.21e-06 Sobic.004G182300.v3.1, Sobic.004G073400.v3.1, Sobic.007G210500.v3.1, Sobic.002G339100.v3.1, Sobic.006G003700.v3.1, Sobic.006G021900.v3.1, Sobic.002G201900.v3.1, Sobic.005G037300.v3.1
膜固有
Intrinsic to membrane
8 /14
57.1%
841 /15418
5.5%
1.35e-06 Sobic.002G201900.v3.1, Sobic.006G021900.v3.1, Sobic.005G037300.v3.1, Sobic.004G182300.v3.1, Sobic.007G210500.v3.1, Sobic.004G073400.v3.1, Sobic.002G339100.v3.1, Sobic.006G003700.v3.1

Fig. 5

KEGG enrichment scatter plot of differential gene The ordinate is the enriched GO term, and the abscissa is the number of the differential genes. Different colors are used to distinguish biological processes, cellular components, and molecular functions"

Fig. 6

qRT-PCR validation of partially selected gene expression ** indicate P < 0.01, *indicate P < 0.05. The difference is not significant, so it is not marked in the figure"

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