| Literature DB >> 26941754 |
Sultana Rasheed1, Khurram Bashir2, Akihiro Matsui2, Maho Tanaka2, Motoaki Seki3.
Abstract
Drought stress has a negative impact on crop yield. Thus, understanding the molecular mechanisms responsible for plant drought stress tolerance is essential for improving this beneficial trait in crops. In the current study, a transcriptional analysis was conducted of gene regulatory networks in roots of soil-grown Arabidopsis plants in response to a drought stress treatment. A microarray analysis of drought-stressed roots and shoots was performed at 0, 1, 3, 5, 7, and 9 days. Results indicated that the expression of many drought stress-responsive genes and abscisic acid biosynthesis-related genes was differentially regulated in roots and shoots from days 3 to 9. The expression of cellular and metabolic process-related genes was up-regulated at an earlier time-point in roots than in shoots. In this regard, the expression of genes involved in oxidative signaling, chromatin structure, and cell wall modification also increased significantly in roots compared to shoots. Moreover, the increased expression of genes involved in the transport of amino acids and other solutes; including malate, iron, and sulfur, was observed in roots during the early time points following the initiation of the drought stress. These data suggest that plants may utilize these signaling channels and metabolic adjustments as adaptive responses in the early stages of a drought stress. Collectively, the results of the present study increases our understanding of the differences pertaining to the molecular mechanisms occurring in roots vs. shoots in response to a drought stress. Furthermore, these findings also aid in the selection of novel genes and promoters that can be used to potentially produce crop plants with increased drought tolerance.Entities:
Keywords: Arabidopsis thaliana; abiotic stresses; abscisic acid; drought; microarray; transcription factors
Year: 2016 PMID: 26941754 PMCID: PMC4763085 DOI: 10.3389/fpls.2016.00180
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Plants grown in ceramics soil under drought conditions, (A) Day 0, (B) Day 3, (C) Day 5, (D) Day 7, and (E) Day 9 of the drought stress treatment. (F) Venn diagram of the number of genes up-regulated by drought stress in roots. (G) Venn diagram of the number of genes up-regulated by drought stress in shoots. (H) Number of genes up-regulated in roots and shoots during a progressive drought stress. (A–E) Scale bar = 1cm. (F–H) Genes with at least a 2-fold increase in expression and having a FDR < 0.1 were considered to be up-regulated.
Figure 2Real time PCR analysis of the expression of Expression of RD29A gene in roots (A) and shoots (B), (C,D) Expression of NCED3 in roots (C) and shoots (D). Expression of NCED2 (E) and GolS4 (F) in roots. Actin 2 expression was used to normalize the expression of all genes. Column bars with an asterisk above are significantly different from Day 0 based on a t-test (p < 0.05).
.
| 1.0 | 0.8 | 1.0 | 1.0 | 1.0 | |||||
| 0.9 | 1.9 | 0.9 | 0.8 | 1.0 | |||||
| 1.5 | 1.1 | ||||||||
| 1.2 | 0.9 | 1.5 | 1.6 | ||||||
| 7.6 | |||||||||
| 3.0 | |||||||||
| 0.5 | 1.7 | ||||||||
| 1.5 | 1.5 | ||||||||
| 1.5 | 1.9 | 1.2 | 0.9 | 1.3 | |||||
| 1.1 | 1.4 | ||||||||
| 1.5 | 1.5 | 1.3 | |||||||
| 1.2 | 1.4 | ||||||||
| 1.1 | 0.9 | 1.0 | 1.0 | 1.0 | |||||
| 0.7 | 0.9 | 0.9 | 0.9 | 0.7 | |||||
| 1.5 | 0.5 | 0.7 | 0.5 | 0.5 | |||||
| 0.8 | 0.9 | ||||||||
| 1.1 | 1.3 | 1.1 | 1.1 | 1.2 | |||||
| 3.4 | |||||||||
| 1.4 | 2.0 | 1.5 | 1.5 | 0.8 | 1.0 | 1.4 | |||
| 2.2 | 1.1 | 1.4 | 0.7 | ||||||
| 1.3 | 0.5 | 0.7 | |||||||
| 1.2 | 1.1 | 1.4 | |||||||
| 1.5 | 1.1 | 0.5 | 0.6 | ||||||
| 3.1 | |||||||||
| 2.9 | |||||||||
| 1.3 | 1.3 | ||||||||
| 1.7 | 1.8 | ||||||||
| 0.7 | |||||||||
| 3.2 | |||||||||
| 3.5 | |||||||||
| 1.3 | 1.4 | ||||||||
| 1.6 | 1.7 | 1.6 | 1.1 | 1.0 | 0.9 | ||||
| 1.3 | 0.9 | 1.2 | 1.3 | ||||||
| 0.7 | 0.8 | 0.9 | 1.0 | ||||||
| 1.9 | 1.0 | 1.0 | 1.1 | 1.3 | 1.3 | 1.2 | |||
| 1.0 | 0.9 | 0.8 | 1.4 | ||||||
| 1.0 | 1.9 | ||||||||
| 1.3 | 1.0 | 1.1 | 1.0 | 1.0 | |||||
| 0.9 | 0.9 | 0.9 | 1.1 | ||||||
| 1.3 | |||||||||
| 1.8 | 1.5 | 1.5 | |||||||
| 1.7 | |||||||||
| 2.0 | 2.0 | 0.6 | |||||||
| 1.1 | 0.9 | 1.1 | |||||||
| 0.9 | 0.6 | 0.9 | 0.8 | 0.7 | |||||
| 1.0 | 0.8 | 1.1 | 1.2 | 1.0 | |||||
| 1.0 | 2.9 | ||||||||
| 0.9 | 1.8 | ||||||||
| 3.2 | 1.2 | 1.8 | 1.1 | 0.8 | 0.8 | 0.9 | |||
| 2.2 | 1.4 | 0.8 | 0.8 | 0.8 | 0.8 | ||||
| 1.7 | 1.1 | 1.9 | 0.9 | 0.5 | 0.5 | 1.0 | |||
| 4.9 | |||||||||
| 1.9 | 0.7 | 0.9 | 0.8 | 0.6 | 0.5 | ||||
| 1.0 | 0.6 | 1.3 | 0.5 | ||||||
| 2.3 | 1.9 | ||||||||
| 2.4 | |||||||||
| 1.2 | 1.5 | ||||||||
| 1.3 | 1.1 | 1.8 | |||||||
| 2.9 | 1.9 | 0.9 | 0.8 | 1.0 | 0.8 | ||||
| 0.7 | 0.6 | 0.8 | 1.6 | 1.1 | |||||
| 1.1 | 1.4 | ||||||||
Values shown in bold are significantly up or down-regulated (FDR < 0.1).
Figure 3Changes in the expression of genes by a progressive drought stress. The normalized log2 values were used to plot the expression of genes regulated by a progressive drought stress. (A) ABCG6, (B) ABCG16, (C) ALMT2, (D) ALMT3, (E) Arabinogalactan protein 19, (F) CESA4, (G) CESA7, (H) CESA8, (I) 2OG-Fe(II) oxygenase (AT4G10500), (J) MATE transporter (AT1G71140), (K) MATE transporter (AT5G17700), (L) MFS transporter (AT1G30560), (M) MFS transporter (AT1G33440), (N) OPT3, (O) Raffinose synthase 5, (P) SWEET 15. Error bars represent standard deviation.
Figure 4GO enrichment analysis of genes in roots and shoots of . Go functional classification was performed using the panther classification system maintained at http://pantherdb.org/.
Changes in expression of hormone related genes.
| 0.82 | 0.97 | 1.02 | 1.74 | 1.13 | 1.21 | ||||
| 1.19 | 1.65 | 1.87 | 1.23 | 1.24 | 1.04 | ||||
| 1.09 | 1.08 | 0.96 | 0.81 | 0.84 | 0.69 | 0.59 | 0.62 | ||
| 0.86 | 1.43 | 0.98 | 1.10 | 1.66 | |||||
| 1.80 | 1.11 | ||||||||
| 0.36 | 0.31 | 0.84 | 1.64 | 0.60 | |||||
| 0.90 | 1.15 | 1.58 | |||||||
| At3g14440 | 6.37 | 1.78 | 11.04 | ||||||
| 1.05 | 1.07 | 1.04 | 1.37 | 1.62 | 0.71 | 0.88 | |||
| 1.69 | 1.48 | 1.84 | 1.25 | 1.26 | 1.30 | 0.69 | |||
| 0.87 | 0.96 | 1.01 | 1.30 | 1.00 | 0.91 | 1.44 | 1.43 | ||
| 1.82 | 1.01 | 1.13 | 1.68 | 1.98 | |||||
| 2.29 | 1.66 | ||||||||
| 1.25 | 1.14 | 1.58 | 0.89 | ||||||
| 1.88 | 1.30 | 1.84 | |||||||
| 1.04 | 1.20 | 1.83 | 1.84 | 0.95 | 1.07 | ||||
| 1.57 | 1.52 | 1.94 | |||||||
| 1.73 | 1.77 | 1.27 | 1.65 | ||||||
| 1.84 | 0.83 | 0.71 | |||||||
| 1.34 | 1.69 | 1.50 | 0.79 | 0.79 | 0.64 | ||||
| 1.24 | 0.84 | 0.89 | 0.69 | 0.68 | |||||
| 1.56 | 1.81 | 1.69 | 1.07 | 1.00 | 1.07 | 0.97 | |||
| 1.08 | 1.69 | 0.77 | 0.99 | 0.80 | 0.89 | ||||
| 1.23 | 1.01 | 0.81 | 0.87 | 1.83 | |||||
| 0.98 | 1.07 | 1.14 | 0.97 | 1.19 | 1.12 | ||||
| 1.63 | 1.29 | 1.05 | 0.57 | 0.81 | |||||
| 1.50 | 1.40 | 1.34 | 0.37 | 0.13 | 0.08 | 0.33 | |||
| 0.94 | 1.11 | 0.98 | 1.05 | 1.02 | 0.91 | 0.97 | |||
| 0.84 | 1.44 | 0.94 | 1.73 | ||||||
| 1.50 | 0.78 | 1.12 | 1.11 | 1.06 | 1.07 | ||||
| 0.76 | 1.28 | 1.58 | 0.89 | 0.89 | 1.37 | ||||
| 1.20 | |||||||||
| 0.80 | 0.91 | 0.53 | 0.21 | 1.79 | 1.32 | 1.13 | |||
| 1.71 | 1.60 | 1.01 | 1.15 | 1.11 | 0.92 | ||||
| 1.29 | 1.99 | 1.15 | 0.96 | 1.60 | 1.51 | ||||
| 1.00 | 1.30 | 1.35 | 1.34 | 1.05 | |||||
| 1.04 | 1.67 | 1.24 | 1.28 | 0.67 | 0.69 | ||||
| 1.08 | 1.07 | 0.92 | 0.77 | 0.52 | 0.36 | 0.72 | |||
| 0.80 | 1.23 | 1.67 | 0.88 | 1.30 | 1.93 | 0.47 | |||
| 1.01 | 1.67 | 1.34 | 1.61 | 1.70 | 1.20 | ||||
| 0.65 | 0.74 | 0.98 | 1.08 | 1.08 | 1.18 | 1.39 | |||
| 0.90 | 1.81 | 1.76 | 1.79 | 0.94 | 1.17 | 1.40 | |||
| 1.35 | 1.53 | 1.59 | 0.81 | 0.87 | 1.00 | 1.17 | |||
| 0.84 | 0.81 | 1.16 | 0.43 | 1.05 | 1.51 | ||||
| 1.39 | 0.88 | 1.05 | |||||||
| 1.04 | 0.93 | 1.06 | 1.03 | 1.16 | 1.14 | 1.12 | |||
| 1.18 | 0.65 | 0.54 | 0.83 | 0.95 | 0.90 | 0.99 | |||
| 1.22 | 0.83 | 0.76 | 0.71 | 1.13 | 0.63 | 0.21 | |||
| 1.54 | 1.90 | 1.06 | 1.07 | 1.73 | |||||
| 1.41 | 1.22 | 1.78 | 1.02 | 0.83 | 1.54 | ||||
| 0.86 | 0.75 | 0.84 | 1.14 | 1.01 | 1.12 | 1.24 | |||
| 1.16 | 1.53 | 0.64 | 0.54 | 1.24 | |||||
| 1.22 | 0.83 | 0.76 | 0.71 | 1.13 | 0.63 | 0.21 | |||
Values shown in bold are significantly up or down-regulated (FDR < 0.1).
Transcription factors specifically up-regulated in roots or shoots.
| 0.77 | 0.87 | 1.44 | 2R3-MYB gene family (Stracke et al., | |||
| 1.08 | Negative regulator of drought stress (Gao et al., | |||||
| 1.50 | 1.50 | 1.80 | ABA hypersensitivity and drought tolerance (Park M. Y. et al., | |||
| 1.15 | 1.23 | 1.45 | Regulate lignin, xylan, and cellulose biosynthesis (Stracke et al., | |||
| Starch/nectar synthesis (Liu and Thornburg, | ||||||
| 2R3-MYB gene family (Stracke et al., | ||||||
| 1.18 | 1.54 | 1.78 | R2R3-MYB gene family (Stracke et al., | |||
| 1.05 | 1.22 | 1.60 | Controls cell expansion during leaf development by controlling ROS homeostasis. The mRNA is cell-to-cell mobile (Kwon et al., | |||
| 1.31 | 0.34 | 0.28 | H2O2 tolerance, regulates longevity (Wu et al., | |||
| 0.90 | 1.26 | 1.79 | Seed germination under high salinity, auxin signaling (Park J. et al., | |||
| 1.21 | 1.40 | 1.53 | Membrane bound (Kim S-G et al., | |||
| 1.19 | 0.94 | Expresses in female gametophyte (Wang et al., | ||||
| 1.72 | Targeted by miR164 and involved in boundary size control (Rhoades et al., | |||||
| 1.27 | 1.78 | Pollen development and function (Guan et al., | ||||
| 1.21 | 1.11 | 1.16 | Basal defense (Chen et al., | |||
| 1.43 | 1.24 | 1.63 | CRK2 and CRK3 phosphorylates WRKY14 (Nemoto et al., | |||
| 1.37 | 1.13 | 1.34 | Potentially interact with MAPK3 (Taj et al., | |||
| 0.69 | 0.67 | 0.49 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.49 | 1.53 | 1.35 | Seedling growth, Stomatal closure, Downstream of | |||
| 0.56 | 0.26 | 0.26 | ABA and GA signaling (Zhang et al., | |||
| 1.09 | 1.53 | Female gametophyte development (Pagnussat et al., | ||||
| 1.29 | 1.16 | Binds to PIF1, govern light induced seed germination (Shi et al., | ||||
| 1.63 | 1.87 | 1.64 | Non-DNA binding (Hyun and Lee, | |||
| 0.87 | 0.99 | 1.24 | Induces flowering (Ito et al., | |||
| 1.73 | Upstream of DREB1B (Denay et al., | |||||
| 1.17 | 1.32 | Regulates iron transport (Long et al., | ||||
| 1.54 | 1.02 | Nematode susceptibility (Jin et al., | ||||
| 0.97 | 1.19 | 1.22 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.25 | 1.82 | 1.61 | Phenylpropanoide pathway/Flavonol biosynthesis (Stracke et al., | |||
| 0.83 | 1.59 | Abiotic stress response/Drought, light, and wounding, ABA mediated (shoot morphogenesis) (Miséra and Bäumlein, | ||||
| 0.99 | Flower development, Induction by JA (Cheng et al., | |||||
| 1.22 | Flower specific (Cheng et al., | |||||
| 1.19 | 1.48 | 0.77 | ||||
| 1.26 | 1.69 | Phenylpropanoide pathway (Preston et al., | ||||
| 1.10 | 1.42 | 1.96 | Stamen/Anther development (Millar and Gubler, | |||
| 1.09 | 1.45 | 0.91 | Phenylpropanoide pathway/Lignin biosynthesis (fibers and vessels (Zhou et al., | |||
| 1.23 | 1.36 | Abiotic stress response/Phosphate starvation, GA mediated (Devaiah et al., | ||||
| 1.28 | 1.56 | 1.35 | Stamen/Anther development (Millar and Gubler, | |||
| 1.82 | 1.62 | |||||
| 1.04 | Metabolism Phenylpropanoide pathway/Anthocyanin biosynthesis (Borevitz et al., | |||||
| 1.79 | 1.99 | Stamen development/Anther development (tapetum) (Alves-Ferreira et al., | ||||
| 1.53 | Abiotic stress response/ABA sensitivity (Reyes and Chua, | |||||
| 0.89 | 1.25 | 0.84 | Cell wall thickening (Zhong et al., | |||
| 0.89 | 1.05 | 1.94 | ||||
| 0.96 | 1.07 | 1.49 | ||||
| 1.05 | 1.51 | 0.82 | Phenylpropanoide pathway/Flavonol biosynthesis (Stracke et al., | |||
| 1.03 | 1.39 | 1.48 | ||||
| 0.95 | 1.27 | 1.87 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.28 | 1.55 | 1.92 | Response to trehalose (Bae et al., | |||
| 1.03 | 1.14 | 1.69 | Controls organ size (Nguyen et al., | |||
| 0.94 | 0.72 | 0.80 | Potentially interact with MAPK3 (Taj et al., | |||
| 0.89 | 0.91 | 0.88 | Inhibition by small peptide (Seo et al., | |||
| 0.95 | 0.76 | 0.89 | Potentially interact with MAPK3 (Taj et al., | |||
| 0.92 | 1.36 | 1.45 | Secondary wall synthesis (Zhong et al., | |||
| 1.31 | 1.71 | 1.84 | Involved in phloem parenchyma transfer cell development (Arun Chinnappa et al., | |||
| Apparently under the control of male sterility 1, No phenotype (Alvarado et al., | ||||||
| 0.85 | Leaf senescence (Guo and Gan, | |||||
| 1.30 | 1.20 | 2nd wall thickness (Mitsuda et al., | ||||
| 1.33 | 1.45 | Interacts with RCD1 (Jaspers et al., | ||||
| 0.88 | 0.89 | 0.92 | Involved in phloem parenchyma transfer cell development (Arun Chinnappa et al., | |||
| 1.17 | 1.31 | 1.98 | ||||
| 1.26 | 1.53 | 1.43 | H2O2 responsive, controls senescence (Balazadeh et al., | |||
| 1.29 | 1.34 | 0.81 | 2nd wall thickness (Mitsuda et al., | |||
| 0.73 | 1.38 | Targeted by members of the miR164 and involved in boundary size control (Rhoades et al., | ||||
| 0.92 | 1.69 | 1.33 | ||||
| 0.83 | 0.89 | Potentially downstream of BZR1-BAM signaling pathway to control shoot growth and development (Reinhold et al., | ||||
| 0.97 | 0.95 | 1.07 | Defense response (Castrillo et al., | |||
| 1.15 | 1.71 | 1.27 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.22 | 0.33 | 1.10 | ABA signaling, may interact with AtWRKY40 to activate | |||
| 1.14 | 1.21 | 0.76 | ABA sensitivity, Salt tolerance (Jiang and Deyholos, | |||
| 1.00 | 1.01 | 1.37 | Heat stress (Li et al., | |||
| 0.55 | 0.60 | 0.79 | Same as WRKY1 | |||
| 1.10 | 1.41 | 1.58 | ||||
| 1.39 | 1.24 | 1.77 | ||||
| 1.30 | 1.48 | 1.39 | Interacts with RCD1 (Jaspers et al., | |||
| 1.61 | 0.80 | -ve regulator of JA signaling (Song et al., | ||||
| 1.42 | 1.29 | 1.95 | CRY2 dependent regulation of flowering time (Liu et al., | |||
| 1.01 | 0.94 | 1.01 | Regulates metal transport, IAA response (Rampey et al., | |||
| 1.15 | 1.22 | |||||
| 1.28 | Iron related (Yuan et al., | |||||
| 1.28 | Positive regulator of BRs (Poppenberger et al., | |||||
| 1.54 | Myrosin cell development, Defence against herbivores (Shirakawa et al., | |||||
| 1.18 | Iron transport, FIT independent (Sivitz et al., | |||||
| 0.87 | 0.84 | 0.86 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.19 | 1.44 | ABA induced, phloem specific (Zimmermann et al., | ||||
| 0.88 | 1.23 | 1.42 | Regulate chloroplast aspirate pathway under low energy conditions (Ufaz et al., | |||
| 1.07 | 1.01 | 1.01 | Salt tolerance (Yang et al., | |||
| 0.96 | 1.06 | 1.48 | Expresses in stamen, Allocation of nutrients (Weltmeier et al., | |||
| 1.04 | 1.05 | 1.10 | Heat stress response, BR signaling (Liu et al., | |||
| 1.17 | 1.37 | 1.29 | Potentially interact with MAPK3 (Taj et al., | |||
| 1.43 | Embryogenesis (Weltmeier et al., | |||||
| 1.33 | 1.66 | Developmental phase (Berger et al., | ||||
Values shown in bold are significantly up or down-regulated (FDR < 0.1).
Changes in expression of chromatin related genes.
| 0.72 | 0.90 | 1.33 | 1.04 | 1.13 | 1.28 | 1.30 | |||
| 1.06 | 1.64 | 1.70 | 1.09 | 1.27 | 1.30 | 0.59 | |||
| 0.84 | 1.15 | 1.01 | 1.01 | 1.30 | 1.55 | ||||
| 0.83 | 1.19 | 1.54 | 1.11 | 1.17 | 1.10 | 1.17 | |||
| 0.93 | 1.39 | 1.95 | 1.30 | 1.50 | 1.57 | 1.01 | |||
| 1.16 | 1.77 | 0.99 | 1.03 | 1.23 | |||||
| 1.30 | 1.50 | 1.71 | 1.32 | 1.37 | 1.73 | ||||
| 0.94 | 0.85 | 1.11 | 1.60 | 1.15 | 1.37 | 1.49 | |||
| 1.02 | 1.08 | 1.82 | 1.00 | 0.94 | 1.25 | ||||
| 0.79 | 0.95 | 1.33 | 1.10 | 1.29 | 1.46 | ||||
| 0.89 | 0.91 | 1.15 | 1.44 | 1.27 | 1.55 | 1.72 | |||
| 1.31 | |||||||||
| 1.26 | 1.01 | 0.90 | 0.50 | 1.50 | 1.79 | 1.46 | |||
| 0.99 | 1.00 | 1.50 | 1.38 | 1.16 | 1.08 | 1.54 | |||
| 1.53 | 1.11 | 0.91 | |||||||
| 1.86 | 0.96 | 0.93 | |||||||
| 1.15 | 1.12 | 0.94 | 1.02 | 1.02 | 1.41 | ||||
| 1.25 | 1.20 | 1.69 | 1.07 | 1.04 | 1.81 | ||||
| 1.08 | 0.89 | 0.51 | 1.00 | 0.82 | 0.51 | ||||
| 0.57 | 0.77 | 0.60 | |||||||
| 0.86 | 0.99 | 1.18 | 0.78 | ||||||
| 0.85 | 0.72 | 1.07 | 0.89 | 0.67 | |||||
| 1.01 | 0.89 | 0.59 | 0.86 | 0.58 | 0.68 | ||||
| 1.05 | 0.95 | 0.85 | 0.55 | ||||||
| 1.07 | 1.14 | 0.58 | 0.83 | 0.56 | |||||
| 0.83 | 0.80 | 0.56 | 0.76 | 0.59 | |||||
| 1.09 | 1.21 | 0.91 | 0.78 | ||||||
| 0.99 | 0.98 | 0.71 | 0.80 | 0.52 | |||||
| 0.94 | 0.87 | 0.68 | 0.81 | 0.53 | |||||
| 0.86 | 0.86 | 0.77 | 1.07 | 1.01 | 0.92 | ||||
| 0.98 | 0.98 | 0.87 | 0.86 | 0.64 | |||||
| 0.86 | 0.89 | 0.68 | 0.94 | 0.78 | 0.56 | ||||
| 0.95 | 0.98 | 0.76 | 0.80 | 0.61 | |||||
Values shown in bold are significantly up or down-regulated (FDR < 0.1).