| Literature DB >> 26347751 |
Qi Xie1, Jun Niu2, Xilin Xu3, Lixin Xu1, Yinbing Zhang1, Bo Fan1, Xiaohong Liang1, Lijuan Zhang4, Shuxia Yin1, Liebao Han1.
Abstract
Japanese lawngrass (Zoysia japonica Steud.) is an important warm-season turfgrass that is able to survive in a range of soils, from infertile sands to clays, and to grow well under saline conditions. However, little is known about the molecular mechanisms involved in its resistance to salt stress. Here, we used high-throughput RNA sequencing (RNA-seq) to investigate the changes in gene expression of Zoysia grass at high NaCl concentrations. We first constructed two sequencing libraries, including control and NaCl-treated samples, and sequenced them using the Illumina HiSeq™ 2000 platform. Approximately 157.20 million paired-end reads with a total length of 68.68 Mb were obtained. Subsequently, 100,800 unigenes with an N50 length of 1104 bp were assembled using Trinity, among which 70,127 unigenes were functionally annotated (E ≤ 10(-5)) in the non-redundant protein (NR) database. Furthermore, three public databases, the Kyoto Encyclopedia of Genes and Genomes (KEGG), Swiss-prot, and Clusters of Orthologous Groups (COGs), were used for gene function analysis and enrichment. The annotated genes included 46 Gene Ontology (GO) terms, 120 KEGG pathways, and 25 COGs. Compared with the control, 6035 genes were significantly different (false discovery rate ≤0.01, |log2Ratio|≥1) in the NaCl-treated samples. These genes were enriched in 10 KEGG pathways and 58 GO terms, and subjected to 25 COG categories. Using high-throughput next-generation sequencing, we built a database as a global transcript resource for Z. japonica Steud. roots. The results of this study will advance our understanding of the early salt response in Japanese lawngrass roots.Entities:
Keywords: RNA sequencing (RNA-Seq); Zoysia japonica Steud.; salt-stress; simple sequence repeats (SSRs); transcription factor
Year: 2015 PMID: 26347751 PMCID: PMC4542685 DOI: 10.3389/fpls.2015.00610
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Sample roots were treated with DAB to detect H. CK, Plants grown under normal conditions produced little H2O2; 10 min, in plants treated with salt for 10 min, the H2O2 level was slightly increased in lateral roots, while H2O2 was also detected in the main root; 20 min, in plants treated with salt for 20 min, H2O2 accumulation was detected in the entire root; 30 min, in plants treated with salt for 30 min, the roots were submerged in H2O2.
Summary of RNA-seq and .
| CK | 24905482 | 5028905784 | 55.93 | 0.02 | 89.12 | 100.00 | 80.76 |
| CASE | 27691310 | 5593229543 | 55.87 | 0.02 | 89.20 | 100.00 | 80.89 |
| Total length (nt) | 144,962,078 | 36,384,486 | |||||
| Total number (nt) | 719,182 | 32,849 | |||||
| N50 | 243 | 1781 | |||||
| Mean length (nt) | 201.56 | 1107 | |||||
| 100–200 bp | 592,688 (82.41%) | – | |||||
| 200–500 bp | 83,393 (11.59%) | 12,350 (37.59%) | |||||
| 500–1000 bp | 23,577 (3.27%) | 7276 (22.15%) | |||||
| 1000–1500 bp | 8688 (1.20%) | 4560 (13.88%) | |||||
| 1500–2000 bp | 4933 (0.68%) | 3439 (10.47%) | |||||
| 2000+ | 5903 (0.82%) | 5224 (15.90%) | |||||
Figure 2Random distribution of the assembled unigenes. The x-axis indicates the length of the unigenes. The y-axis indicates the number of unigenes.
Figure 3A homology search was conducted by BLASTx against the NR database. (A) E-value distribution of BLAST hits for matched unigene sequences. (B) Similarity distribution of top BLAST hits for each unigene. (C) Species distribution of the top BLAST hits.
Figure 4Identification of DEGs between the CK (control) and Case (salt-stressed) samples. (A) Volcano plot: The x-axis is the log of the fold change between the two conditions; the y-axis is the negative logarithm of the FDR. (B) MA plot: The x-axis is the average expression (log scale) level between the two conditions, indicating the basal expression level. The y-axis is the fold change (log scale), which indicates the difference between the two. (C) Each column represents a different sample. Each line represents a different gene. Each color represents a different gene expression level.
Figure 5GO classification of the unigenes. The results are summarized for three main categories: biological process, cellular component, and molecular function. In total, 1445 DEGs with BLAST matches to known proteins were assigned to GO categories.
List of some early salt stress response genes.
| comp233131_c0 | 0.00415129 | 1.960818589 | Up | CBL-interacting protein kinase 2-like |
| comp231679_c1 | 0.001561119 | −1.993658032 | Down | CBL-interacting protein kinase 4-like |
| comp236502_c0 | 9.83E-05 | 2.275044706 | Up | CBL-interacting protein kinase family protein |
| comp231679_c0 | 1.39E-05 | −2.762210406 | Down | CBL-interacting protein kinase 4-like |
| comp178769_c0 | 5.68E-07 | 2.7825971 | Up | Calcium-transporting ATPase 1, P-type |
| comp234684_c0 | 4.94E-06 | 2.613497363 | Up | Calcium-dependent protein kinase 1-like |
| comp228160_c0 | 0.003964679 | 1.830598862 | Up | Cation/calcium exchanger 1-like |
| comp225829_c0 | 1.78E-05 | 2.458344884 | Up | Calcium-dependent protein kinase family protein |
| comp194938_c0 | 0.001820331 | 1.918099652 | Up | Calcium-binding protein CML17-like |
| comp231687_c2 | 5.96E-06 | 2.50954593 | Up | Calcium-binding protein CML50-like |
| comp213844_c0 | 0.00044765 | 2.078606714 | Up | Calcium-binding protein CML22-like |
| comp212368_c0 | 1.19E-06 | 2.650783423 | Up | Calcium-binding protein CML21-like |
| comp173119_c0 | 0.000123406 | −2.291632589 | Down | Monothiol glutaredoxin-S2-like |
| comp210008_c0 | 0.000147098 | −2.492488837 | Down | Glutaredoxin-C7-like |
| comp232265_c1 | 0.009041204 | −1.834919614 | Down | Thioredoxin-like 3-3-like |
| comp225387_c1 | 6.84E-05 | −2.644699895 | Down | TPR repeat-containing thioredoxin TTL1-like |
| comp164920_c0 | 0.008757985 | −1.962508223 | Down | Glutathione S-transferase GSTU1-like |
| comp216567_c0 | 0.007836816 | −3.16530996 | Down | Glutathione S-transferase-like |
| comp209678_c1 | 0.004344984 | 1.813487744 | Up | Peroxidase 52-like |
| comp209678_c0 | 5.06E-05 | 2.760100381 | Up | Peroxidase 52-like |
| comp217804_c1 | 0.002697057 | 1.943654018 | Up | Peroxidase 2 |
| comp214494_c0 | 0.004313804 | −3.727528392 | Down | Peroxidase 2-like |
| comp207315_c0 | 0.005024896 | −2.972862742 | Down | Peroxidase 57-like |
| comp128226_c0 | 9.69E-05 | −3.107721456 | Down | Peroxidase 1-like |
| comp231079_c5 | 0.001558903 | −2.054544569 | Down | Peroxidase 5-like |
| comp215050_c0 | 1.60E-05 | −3.32765436 | Down | Peroxidase 2-like |
Comparison of salt response genes identified in this study with those in C4 model-plant.
| Balery-1 | Leaf, root | 92 | 62 | 67.39 | 200 | 1, 24 | Ueda et al., |
| Balery-2 | Leaf, root | 48 | 47 | 97.91 | 200 | 1, 24 | Ueda et al., |
| Maize | Leaf, root | 296 | 27 | 9.12 | 100 | 5, 24, 48, 72 | Qing et al., |
| Rice | Leaf, root | 42 | 33 | 78.57 | 150 | 1, 24 | Ueda et al., |
| Foxtail Millet | Whole plant | 160 | 86 | 53.75 | 250 | 6 | Puranik et al., |
Unigene against TF database.
| 1E-5 to 1E-50 | 2305 (61.45) | 75–80 | 57 (1.51) |
| 1E-50 to 1E-100 | 575 (15.33) | 80–85 | 816 (21.75) |
| 1E-100 to 1E-150 | 322 (8.58) | 85–90 | 1397 (37.24) |
| 1E-150 to 0 | 118 (3.14) | 90–95 | 942 (25.11) |
| 0 | 431 (11.49) | 95–100 | 539 (14.37) |
| 200–300 bp | 641 (17.08%) | ||
| 300–400 bp | 385 (10.26%) | ||
| 400–500 bp | 281 (7.49%) | ||
| 500–600 bp | 221 (5.89%) | ||
| 600–700 bp | 181 (4.82%) | ||
| 700–800 bp | 169 (4.50%) | ||
| 800–900 bp | 155 (4.13%) | ||
| 900–1000 bp | 103 (2.74%) | ||
| >1000 bp | 1615 (43.05%) | ||
| Minimum length | 201 | ||
| Maximum length | 11427 | ||
| Average length | 1224 | ||
| Total TF numbers | 3751 |
Figure 6The fold changes in the DEGs as determined using RNA-seq and RT-qPCR are shown. (A) The first line represents the unigene ID; the second line represents the fold change in the DEG; the third line represents the RT-qPCR result; the fourth line represents the length of the unigene; and the fifth line represents the FDR of the unigene. (B) The x-axis represents the unigene ID while the y-axis represents the fold change in expression of the unigenes.