| Literature DB >> 28503178 |
Delong Meng1,2,3, Xianghua Yu1,2, Liyuan Ma1,2, Jin Hu1,2, Yili Liang1,2, Xueduan Liu1,2, Huaqun Yin1,2, Hongwei Liu1,2, Xiaojia He4, Diqiang Li5.
Abstract
Taxus chinensis is a rare and endangered shrub, highly sensitive to temperature changes and widely known for its potential in cancer treatment. How gene expression of T. chinensis responds to low temperature is still unknown. To investigate cold response of the genus Taxus, we obtained the transcriptome profiles of T. chinensis grown under normal and low temperature (cold stress, 0°C) conditions using Illumina Miseq sequencing. A transcriptome including 83,963 transcripts and 62,654 genes were assembled from 4.16 Gb of reads data. Comparative transcriptomic analysis identified 2,025 differently expressed (DE) isoforms at p < 0.05, of which 1,437 were up-regulated by cold stress and 588 were down-regulated. Annotation of DE isoforms indicated that transcription factors (TFs) in the MAPK signaling pathway and TF families of NAC, WRKY, bZIP, MYB, and ERF were transcriptionally activated. This might have been caused by the accumulation of secondary messengers, such as reactive oxygen species (ROS) and Ca2+. While accumulation of ROS will have caused damages to cells, our results indicated that to adapt to low temperatures T. chinensis employed a series of mechanisms to minimize these damages. The mechanisms included: (i) cold-enhanced expression of ROS deoxidant systems, such as peroxidase and phospholipid hydroperoxide glutathione peroxidase, to remove ROS. This was further confirmed by analyses showing increased activity of POD, SOD, and CAT under cold stress. (ii) Activation of starch and sucrose metabolism, thiamine metabolism, and purine metabolism by cold-stress to produce metabolites which either protect cell organelles or lower the ROS content in cells. These processes are regulated by ROS signaling, as the "feedback" toward ROS accumulation.Entities:
Keywords: DE isoforms; ROS; Taxus chinensis; cold response; cold stress; transcriptome
Year: 2017 PMID: 28503178 PMCID: PMC5408010 DOI: 10.3389/fpls.2017.00468
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Enzyme activity of CAT, POD, and CAT in leaf tissues of . (A) Hydroperoxidase (CAT), (B) Peroxidase (POD), and (C) Superoxide Dismutase (SOD). Leaf tissues were sampled from plants grown under normal conditions and from plants that were subjected to 0°C for 1, 2, 4, 8, 12, 24, and 48 h. Results are means and SD for three replicates.
Figure 2Differently expressed transcripts between control and cold stressed samples. (A) MA plot, (B) Volcano plot, and (C) Number of transcripts that expressed most differently at different significant levels. The red dots in MA and volcano plots indicated the transcripts that were differently expressed at least a fold change ratio of four (|log2FC| > 2) between control and cold stressed samples.
Figure 3Classification of transcription factors (TFs) that were significant (. Others in cold up regulated include: AP2(1), ARR-B(1) B3(1), BES1(1), Dof(1), E2F/DP(1), G2-like(1) GATA HSF(1), LBD(1), M-type MADS(1), NF-YA(1), NF-YC(1), Nin-like(1), Trihelix(1), CO-like(1), ARF(2), and TALE(2); Others in cold: DBB(1), NF-YB(1), SBP(1), and CO-like(1). Up, cold up regulated; Down, cold down regulated.
Figure 4KEGG path way annotation for transcripts that were significantly (. (A) Overall classification and (B) sub-classification of metabolic pathways. Up, cold up-regulated transcripts; Down, cold down-regulated transcripts.
Figure 5Networks of GO terms enriched in DE ORFs at . (A) GO terms enriched from cold up regulated ORFs, (B) GO terms enrichd from cold down regulated ORFs. GO enrichment analysis were carried out using BinGo after ORFs annotated to Arabidopsis. The lines between GO terms indicated their parent-child relationships. Sizes of circles represent the size of GO terms in Arabidopsis annotation. Colors indicate p-values of Benjamini and Hochberg False Discovery Rate (FDR) correction. Detailed information of GO terms are list in Table 1.
Summary of gene ontology (GO) enrichment of differently expressed isoforms in .
| Up | (1)MF | ||||
| 3824 | (1.1)catalytic activity | 2.37E-05 | 348(36.21) | 8,943(29.37) | |
| 16787 | (1.1.1)hydrolase activity | 4.27E-03 | 130(13.53) | 3,152(10.35) | |
| 5488 | (1.2)binding | 1.62E-06 | 459(47.76) | 11,991(39.38) | |
| 3682 | (1.2.1)chromatin binding | 1.87E-05 | 18(1.87) | 149(0.49) | |
| 3676 | (1.2.2)nucleic acid binding | 1.21E-02 | 174(18.11) | 4,533(14.89) | |
| 3677 | (1.2.2.1)DNA binding | 2.90E-03 | 105(10.93) | 2,412(7.92) | |
| 5515 | (1.2.3)protein binding | 1.55E-02 | 141(14.67) | 3,613(11.87) | |
| 166 | (1.2.4)nucleotide binding | 1.53E-02 | 133(13.84) | 3,373(11.08) | |
| 5215 | (1.3)transporter activity | 1.65E-05 | 78(8.12) | 1,398(4.59) | |
| 6810 | (1.3.1)transport | 4.27E-03 | 108(11.24) | 2,536(8.33) | |
| 3700 | (1.4)transcription factor activity, sequence-specific DNA binding | 3.25E-02 | 72(7.49) | 1,727(5.67) | |
| (2)BP | |||||
| 6950 | (2.1)response to stress | 1.77E-03 | 145(15.09) | 3,473(11.41) | |
| 9628 | (2.2)response to abiotic stimulus | 2.60E-04 | 95(9.89) | 1,978(6.50) | |
| 9719 | (2.3)response to endogenous stimulus | 1.77E-03 | 81(8.43) | 1,727(5.67) | |
| 7275 | (2.4)multicellular organism development | 2.57E-02 | 112(11.65) | 2,833(9.31) | |
| 8152 | (2.5)metabolic process | 2.35E-05 | 447(46.51) | 11,939(39.2) | |
| 9058 | (2.5.1)biosynthetic process | 4.99E-02 | 197(20.50) | 5,437(17.86) | |
| 6629 | (2.5.2)lipid metabolic process | 4.99E-02 | 44(4.58) | 1,002(3.29) | |
| 6139 | (2.5.3)nucleobase-containing compound metabolic process | 3.94E-03 | 150(15.61) | 3,702(12.16) | |
| 9987 | (2.6)cellular process | 1.51E-04 | 470(48.91) | 12,880(42.30) | |
| 7165 | (2.6.1)signal transduction | 9.82E-03 | 86(8.95) | 1,998(6.56) | |
| 7154 | (2.6.1.1)cell communication | 4.56E-02 | 89(9.26) | 2,242(7.36) | |
| 30154 | (2.6.2)cell differentiation | 2.90E-03 | 42(4.37) | 774(2.54) | |
| 16043 | (2.6.3)cellular component organization | 4.56E-02 | 95(9.89) | 2,416(7.94) | |
| 6139 | (2.6.4)nucleobase-containing compound metabolic process | 3.94E-03 | 150(15.61) | 3,702(12.16) | |
| (3)CC | |||||
| 5623 | (3.1)cell | 1.31E-14 | 819(85.22) | 22,668(74.45) | |
| 5622 | (3.1.1)intracellular | 8.30E-10 | 746(77.63) | 20,724(68.07) | |
| 5634 | (3.1.1.1)nucleus | 3.40E-06 | 388(40.37) | 9,915(32.57) | |
| 5635 | (3.1.1.1.1)nuclear envelope | 4.56E-02 | 9(0.94) | 121(0.40) | |
| 5737 | (3.1.1.2)cytoplasm | 1.00E-03 | 479(49.84) | 13,400(44.01) | |
| 5773 | (3.1.1.2.1)vacuole | 1.11E-02 | 49(5.10) | 1,021(3.35) | |
| 5794 | (3.1.1.2.2)Golgi apparatus | 1.55E-02 | 54(5.62) | 1,181(3.88) | |
| 5829 | (3.1.1.2.3)cytosol | 1.15E-02 | 85(8.84) | 1,989(6.53) | |
| 16020 | (3.2)membrane | 1.18E-04 | 328(34.13) | 850427.93 | |
| 5886 | (3.2.1)plasma membrane | 2.27E-03 | 153(15.92) | 3,724(12.23) | |
| Down | (1)MF | ||||
| 3824 | (1.1)catalytic activity | 4.47E-03 | 130(24.95) | 8,942(29.37) | |
| (1.2)binding | |||||
| 19825 | (1.2.1)oxygen binding | 6.64E-04 | 12(2.30) | 2,34(077) | |
| (2)BP | |||||
| 9628 | (2.1)response to abiotic stimulus | 3.56E-02 | 35(6.72) | 1,978(6.50) | |
| 8152 | (2.2)metabolic process | 2.72E-02 | 159(30.52) | 11,938(39.21) | |
| 9056 | (2.2.1)catabolic process | 2.39E-03 | 33(6.33) | 1,433(4.71) | |
| 6629 | (2.2.2)lipid metabolic process | 3.27E-03 | 25(4.80) | 1,002(3.29) | |
| 19748 | (2.2.3)secondary metabolic process | 2.64E-02 | 13(2.50) | 469(1.54) | |
| (3)CC | |||||
| 5576 | (3.1)extracellular region | 2.83E-02 | 49(9.40) | 2,954(9.70) | |
| 5623 | (3.2)cell | 6.64E-04 | 287(55.09) | 22,667(74.45) | |
| 30312 | (3.2.1)external encapsulating structure | 2.64E-02 | 17(3.26) | 700(2.30) | |
| 5618 | (3.2.1.1)cell wall | 2.64E-02 | 17(3.26) | 700(2.30) | |
| 5622 | (3.2.2)intracellular | 4.97E-02 | 253(48.56) | 20,723(68.06) | |
| 5737 | (3.2.2.1)cytoplasm | 2.83E-02 | 175(33.59) | 13,399(44.01) | |
| 5777 | (3.2.2.1.1)peroxisome | 2.67E-03 | 11(2.11) | 247(0.81) |
All GO terms in the networks were presented. Numbers in the brackets indicated the parent-child relationship between the terms, e.g., “(1.1.1)hydrolase activity” is a child term of “(1.1)catalytic activity.” MF, molecular function; BP, biological process; and CC, cellular component.
Significance level of Benjamini and Hochberg False Discovery Rate (FDR) correction.
Percentage of the total classified up/down regulated isoforms (n = 961 and 341 for up and down regulated isoforms, respectively).
GO annotation of Arabidopsis thaliana (n = 30448).