Antioxidant enzymes activities change under Cd stress and/or elevated CO2
Under Cd stress, compared with AC, SOD, POD and GR activities increased, CAT and MDAR activities decreased significantly, APX and DHAR activities showed no significant change; CAT, APX and DHAR activities increased, SOD, POD, MDAR and GR activities decreased significantly under EC, compared with AC; Under EC + Cd, compared with AC, POD, DHAR and GR activities increased, SOD, CAT and MDAR activities decreased and APX activity show no significant change; Under EC + Cd, compared with Cd, DHAR and GR activities increased, SOD, POD, CAT and MDAR activities decreased significantly, APX activity showed no significant change. (Fig. 1)
Respiratory rates change under Cd stress and/or elevated CO2
Compared with AC, respiratory rate increased significantly under Cd, but decreased significantly under EC and EC + Cd. Compared with Cd stress, it also decreased significantly under EC + Cd. (Fig. 2)
Metabolic changes under Cd stress and/or elevated CO2
Principal component analysis (PCA) was used to determine the factors influencing metabolite differences. The first principal component (PC1) explained 76.20% of the variance, indicating metabolic changes between leaves of under Cd and no Cd stress (Fig. 3a). The main metabolites contributing to PC1 were alanine, glucose, L-allothreonine, serine, proline, citric acid, valine, aspartic acid, isoleucine, asparagine, succinic acid and oxalic acid (Fig. 3b; Table S2). The samples under atmospheric CO2 and elevated CO2 treatments were almost separated by the second principal component (PC2), which represented 8.05% of the total variation (Fig. 3a). Alanine, asparagine, oxalic acid, proline, isoleucine and succinic acid were the main factors contributing to PC2 (Fig. 3b; Table S2). Obvious differences in responses to the Cd stress and/or elevated CO2 concentration of metabolite levels in metabolic pathways in leaves were shown by the PCA and loading plots (Fig. 3). Total of 41 contents of metabolites changed significantly under different treatments. These differential metabolites consisted of 10 sugars and polyols, 15 amino acids, 12 organic acids, 1 fatty acid, and 3 others (Table 2).
Table 2
Difference of metabolite profiles in rice seedlings under Cd stress and /or elevated CO2.
Metabolite’s names
|
AC
|
Cd
|
EC
|
EC + Cd
|
Fold changes log2 /AC
|
Fold changes log2 /Cd
|
Cd
|
EC
|
EC + Cd
|
EC + Cd
|
Sugars and polyols
|
|
|
|
|
|
|
|
|
Glucose
|
79.49 ± 6.71
|
181.02 ± 28.84
|
84.84 ± 7.72
|
169.56 ± 14.71
|
1.19**
|
0.09
|
1.09**
|
-0.09
|
Glucose-6-P
|
3.28 ± 0.52
|
4.96 ± 0.77
|
3.35 ± 0.53
|
4.25 ± 0.83
|
0.68**
|
0.03
|
-0.37*
|
-0.22
|
Glucose-1-P
|
8.00 ± 0.86
|
19.92 ± 2.67
|
11.36 ± 2.42
|
14.90 ± 3.10
|
1.32**
|
0.51**
|
0.90**
|
-0.42*
|
Raffinose
|
8.58 ± 1.10
|
29.44 ± 6.81
|
11.12 ± 2.46
|
32.14 ± 4.05
|
1.78**
|
0.37*
|
1.90**
|
0.13
|
Myo-inositol
|
98.27 ± 9.21
|
150.03 ± 27.37
|
73.92 ± 7.51
|
128.12 ± 18.28
|
0.61**
|
-0.41**
|
0.38**
|
-0.23
|
Trehalose
|
3.03 ± 0.62
|
15.47 ± 1.37
|
2.24 ± 0.26
|
10.03 ± 1.24
|
2.35**
|
-0.44**
|
1.73**
|
-0.63**
|
Melibiose
|
1.65 ± 0.31
|
4.57 ± 0.82
|
2.42 ± 0.69
|
3.91 ± 0.43
|
1.47**
|
0.55**
|
1.24**
|
-0.22
|
Maltose
|
0.39 ± 0.08
|
1.26 ± 0.21
|
0.41 ± 0.07
|
0.96 ± 0.14
|
1.68**
|
0.07
|
1.30**
|
-0.38*
|
Galactinol
|
6.23 ± 0.85
|
12.53 ± 2.63
|
9.03 ± 0.86
|
17.64 ± 3.45
|
1.01**
|
0.54**
|
1.50**
|
0.49*
|
Cellobiose
|
0.25 ± 0.06
|
0.93 ± 0.07
|
0.26 ± 0.07
|
0.54 ± 0.06
|
1.89**
|
0.05
|
1.09**
|
-0.79**
|
Amino acids
|
|
|
|
|
|
|
|
|
Alanine
|
213.47 ± 47.72
|
434.45 ± 50.86
|
329.40 ± 37.70
|
520.21 ± 62.93
|
1.03**
|
0.63**
|
1.29**
|
0.26*
|
Phenylalanine
|
10.79 ± 2.11
|
21.98 ± 3.86
|
4.08 ± 0.76
|
34.06 ± 5.71
|
1.03**
|
-1.40**
|
1.66**
|
0.63**
|
Glutamic acid
|
29.48 ± 4.26
|
50.18 ± 7.86
|
22.83 ± 2.51
|
57.59 ± 0.09
|
0.77**
|
-0.37**
|
0.97**
|
0.20
|
Oxoproline
|
87.60.00 ± 4.34
|
117.90 ± 15.97
|
70.68 ± 8.08
|
114.12 ± 13.23
|
0.43**
|
-0.31**
|
0.38**
|
-0.05
|
Proline
|
47.02 ± 4.87
|
151.77 ± 49.35
|
21.13 ± 3.24
|
315.29 ± 73.29
|
1.69**
|
-1.15**
|
2.75**
|
1.05**
|
L-allothreonine
|
40.74 ± 5.24
|
191.33 ± 17.07
|
20.83 ± 4.38
|
178.89 ± 30.97
|
2.23**
|
-0.97**
|
2.13**
|
-0.10
|
Aspartic acid
|
222.71 ± 26.59
|
313.21 ± 26.63
|
184.21 ± 29.05
|
306.99 ± 30.53
|
0.49**
|
-0.27*
|
0.46**
|
-0.03
|
Asparagine
|
384.81 ± 84.83
|
338.87 ± 55.04
|
94.59 ± 2.99
|
661.37 ± 56.15
|
-0.18
|
-2.02**
|
0.78**
|
0.96**
|
Valine
|
56.97 ± 11.77
|
142.40 ± 7.49
|
34.90 ± 4.69
|
179.74 ± 26.18
|
1.32**
|
-0.71**
|
1.66**
|
0.34**
|
Serine
|
102.03 ± 24.51
|
328.21 ± 58.25
|
75.07 ± 4.16
|
338.53 ± 34.52
|
1.69**
|
-0.44*
|
1.73**
|
0.04
|
Glycine
|
30.73 ± 5.37
|
48.28 ± 4.82
|
16.98 ± 1.57
|
44.41 ± 4.53
|
0.65**
|
-0.86**
|
0.53**
|
-0.12
|
Isoleucine
|
19.03 ± 6.07
|
39.01 ± 2.92
|
5.56 ± 0.86
|
87.71 ± 5.83
|
1.04**
|
-1.77**
|
2.20**
|
1.17**
|
L-cysteine
|
0.43 ± 0.04
|
1.51 ± 0.23
|
0.44 ± 0.08
|
2.15 ± 0.44
|
1.82**
|
0.05
|
2.34**
|
0.52**
|
Lysine
|
4.27 ± 0.80
|
16.33 ± 2.80
|
3.48 ± 0.81
|
31.52 ± 8.81
|
1.93**
|
-0.29
|
2.88**
|
0.95**
|
Tyrosine
|
5.73 ± 0.78
|
12.94 ± 2.17
|
5.61 ± 0.88
|
21.44 ± 6.15
|
1.18**
|
-0.03
|
1.90**
|
0.73**
|
Organic acids
|
|
|
|
|
|
|
|
|
Oxalic acid
|
810.46 ± 59.66
|
220.17 ± 56.14
|
326.80 ± 33.78
|
104.54 ± 14.58
|
-1.88**
|
-1.31**
|
-2.95**
|
-1.07**
|
Citric acid
|
114.61 ± 26.47
|
211.99 ± 24.66
|
91.63 ± 6.96
|
212.76 ± 18.01
|
0.89**
|
-0.32
|
0.89**
|
0.01
|
Succinic acid
|
119.94 ± 21.81
|
61.83 ± 6.73
|
110.37 ± 32.62
|
87.28 ± 8.41
|
-0.96**
|
-0.12
|
-0.46**
|
0.50**
|
L-malic acid
|
164.40 ± 18.22
|
223.11 ± 20.24
|
166.43 ± 8.65
|
160.78 ± 41.04
|
0.44**
|
0.02
|
-0.03*
|
-0.47**
|
Aconitic acid
|
0.32 ± 0.06
|
0.78 ± 0.09
|
0.20 ± 0.03
|
0.60 ± 0.04
|
1.28**
|
-0.67**
|
0.89**
|
-0.38**
|
Fumaric acid
|
5.04 ± 0.79
|
3.79 ± 0.59
|
3.53 ± 0.40
|
3.02 ± 0.61
|
-0.41*
|
-0.51**
|
-0.74**
|
-0.33*
|
Quinic acid
|
20.49 ± 2.87
|
47.46 ± 6.93
|
27.24 ± 4.98
|
25.79 ± 6.53
|
1.21**
|
0.41*
|
0.33
|
-0.88**
|
Salicylic acid
|
13.80 ± 2.47
|
18.43 ± 2.35
|
10.29 ± 1.46
|
13.48 ± 3.15
|
0.42**
|
-0.42*
|
-0.03
|
-0.45*
|
D-glyceric acid
|
15.42 ± 3.71
|
27.68 ± 6.12
|
11.14 ± 2.23
|
18.44 ± 3.51
|
0.84**
|
-0.47*
|
0.26
|
-0.59**
|
Shikimic acid
|
56.08 ± 7.56
|
77.82 ± 9.07
|
41.18 ± 5.50
|
44.40 ± 7.02
|
0.47**
|
-0.45**
|
-0.34*
|
-0.81**
|
Ferulic acid
|
0.75 ± 0.10
|
1.28 ± 0.18
|
0.62 ± 0.12
|
1.22 ± 0.25
|
0.77**
|
-0.28
|
0.70**
|
-0.07
|
Glycolic acid
|
8.15 ± 0.28
|
9.58 ± 1.18
|
7.48 ± 0.51
|
6.68 ± 0.74
|
0.23*
|
-0.12*
|
-0.29**
|
-0.52**
|
Fatty acids
|
|
|
|
|
|
|
|
|
Linolenic acid
|
2.74 ± 0.64
|
1.84 ± 0.19
|
2.18 ± 0.22
|
1.91 ± 0.27
|
0.58**
|
-0.33
|
-0.52*
|
0.05
|
Others
|
|
|
|
|
|
|
|
|
O-phosphorylethanolamine
|
1.59 ± 0.35
|
3.32 ± 0.49
|
1.62 ± 0.51
|
3.03 ± 0.55
|
1.06**
|
0.03
|
0.93**
|
-0.13
|
Putrescine
|
3.67 ± 0.46
|
8.13 ± 0.66
|
7.21 ± 0.52
|
11.91 ± 3.31
|
1.15**
|
0.97**
|
1.70**
|
0.55*
|
5-Methoxytryptamine
|
1.43 ± 0.34
|
15.63 ± 2.61
|
0.46 ± 0.08
|
18.68 ± 3.05
|
3.45**
|
-1.65**
|
3.70**
|
0.26
|
As the low content of individual metabolites, the relative content value and standard deviation increased by 100 times, and retaining two decimal places. Significant differences between treatments were determined by the ANOVA test and marked as * p < 0.05 and ** p < 0.01. |
Under Cd stress, compared with AC, sugar and polyol metabolism was greatly enhanced, contents of glucose, glucose-6-P and glucose-1-P (related to photosynthesis and glycolysis), raffinose, myo-inositol, trehalose, melibiose, maltose, galactinol and cellobiose were all increased; Amino acid metabolism was also enhanced, alanine, phenylalanine, glutamic acid, oxoproline, proline, aspartic acid, valine, serine, glycine, isoleucine, L-cysteine, lysine and tyrosine contents were all increased; Among organic acids, citric acid, L-malic acid, aconitic acid, quinic acid, salicylic acid, D-glyceric acid, shikimic acid, ferulic acid and glycolic acid contents increased, but oxalic acid, succinic acid and fumaric acid contents decreased; Linolenic acid and O-phosphorylethanolamine, putrescine, 5-Methoxytryptamine contents increased (Table 2; Fig. 4). The main differential metabolic pathways were glycine, serine and threonine metabolism, citrate cycle (TCA cycle), glyoxylate and dicarboxylate metabolism, pyruvate metabolism, alanine, aspartate and glutamate metabolism, galactose metabolism and alpha-Linolenic acid metabolism (Fig. 5a).
Under EC, compared with AC, some of sugars and polyols contents increased, include glucose-1-P, raffinose, melibiose and galactinol, but myo-inositol and trehalose contents decreased; Related to amino acid metabolism, phenylalanine, glutamic acid, oxoproline, proline, aspartic acid, asparagine, valine, serine, glycine and isoleucine contents all decreased, only alanine content increased; Many organic acids contents decreased, include oxalic acid, aconitic acid, fumaric acid, salicylic acid, D-glyceric acid, shikimic acid and glycolic acid, only quinic acid content increased; Putrescine content increased, and 5-methoxytryptamine content decreased (Table 2; Fig. 4). The main differential metabolic pathways were glycine, serine and threonine metabolism, glyoxylate and dicarboxylate metabolism, alanine, aspartate and glutamate metabolism and galactose metabolism (Fig. 5b).
Under EC + Cd, compared with AC, the overall metabolic trend was similar to that under Cd treatment except that glucose-6-P, L-malic acid, shikimic acid, glycolic acid and linolenic acid contents decreased, but asparagine content increased. Quinic acid and D-glyceric acid showed no significant change (Table 2; Fig. 4); Under EC + Cd, compared with Cd, among sugars and polyols, only galactinol content increased, glucose-1-P, trehalose, maltose, cellobiose contents decreased; Many amino acids (include alanine, phenylalanine, proline, asparagine, valine, isoleucine, L-cysteine, lysine and tyrosine) contents increased; Among organic acids, oxalic acid, L-malic acid, aconitic acid, fumaric acid, quinic acid, salicylic acid, D-glyceric acid, shikimic acid and glycolic acid contents decreased, only succinic acid content increased. Also, content of putrescine increased (Table 2; Fig. 4). The main differential metabolic pathways were pyruvate metabolism, glyoxylate and dicarboxylate metabolism and citrate cycle (TCA cycle) (Fig. 5c).
Transcriptional changes under Cd2+ stress and/or elevated CO2
The results of gene expression levels obtained by qRT-PCR and RNA-Seq were consistent (Fig. S1). Transcriptome analysis of seedling leaves under both treatments showed that 77.87 Gb of clean data (Q30 > 94.33%) was obtained, with clean data for each sample up to 5.88 Gb. The sequence alignment rate between clean data of each sample and reference genome ranged within 94.83–95.86%, and the GC content was greater than 50.54% (Table 3).
Table 3
Mapping of RNA-Seq data of 12 samples of four treatments to reference genome.
Samples
|
Total Reads
|
Mapped Reads
|
Clean reads
|
Clean bases
|
GC Content
|
%≥Q30
|
AC1
|
42020668
|
40235115 (95.75%)
|
21010334
|
6291229800
|
51.93%
|
94.64%
|
AC2
|
39326336
|
37697399 (95.86%)
|
19663168
|
5883700370
|
52.49%
|
94.60%
|
AC3
|
49787168
|
47619572 (95.65%)
|
24893584
|
7448299222
|
52.45%
|
94.36%
|
Cd1
|
41040066
|
39162761 (95.43%)
|
20520033
|
6141067438
|
51.63%
|
94.41%
|
Cd2
|
40893088
|
38780577 (94.83%)
|
20446544
|
6114591458
|
51.55%
|
94.49%
|
Cd3
|
47141952
|
44872686 (95.19%)
|
23570976
|
7039313378
|
51.59%
|
94.54%
|
EC1
|
44343092
|
42184117 (95.13%)
|
22171546
|
6631142724
|
50.54%
|
94.33%
|
EC2
|
47024130
|
44759126 (95.18%)
|
23512065
|
7023296558
|
51.19%
|
94.66%
|
EC3
|
39558262
|
37699158 (95.30%)
|
19779131
|
5910440722
|
50.93%
|
94.68%
|
EC + Cd1
|
43333694
|
41324421 (95.36%)
|
21666847
|
6475544680
|
51.37%
|
94.53%
|
EC + Cd2
|
42203892
|
40112315 (95.04%)
|
21101946
|
6314904616
|
50.99%
|
94.52%
|
EC + Cd3
|
44156776
|
42039013 (95.20%)
|
22078388
|
6592293700
|
51.86%
|
94.64%
|
In this study, 2745, 2314, 3184 and 1142 genes with significant expression differences were screened from AC vs Cd, AC vs EC, AC vs EC + Cd and Cd vs EC + Cd sample groups respectively. Among them, 1491 DEGs in AC vs Cd were up-regulated and 1254 DEGs were down-regulated; 1250 DEGs in AC vs EC were up-regulated and 1064 DEGs were down-regulated; 1849 DEGs in AC vs EC + Cd were up-regulated and 1335 DEGs were down-regulated; In Cd vs EC + Cd, 753 DEGs were up-regulated and 389 DEGs were down-regulated. The unique differential genes of AC vs Cd, AC vs EC, AC vs EC + Cd and Cd vs EC + Cd were 815, 691, 555 and 235 respectively (Table S3; Fig. S2).
The GO functional annotation analysis showed that these co-expressed genes were mainly distributed in 3 terms: biological process, cellular component and molecular function. When AC vs Cd, DEGs mainly enriched in photosynthesis, flavonoid biosynthesis, second metabolite, toxin catabolic, glutathione metabolic processes and oxalate oxidase activity, etc; When AC vs EC, DEGs mainly enriched in photosynthesis, such as light harvesting in photosystem Ⅰ, chloroplast thylakoid membrane, chloroplast stroma and chlorophyⅡ binding, etc; When AC vs EC + Cd, DEGs mainly enriched in photosynthesis, flavonoid biosynthesis, nitrate assimilation, etc; when Cd vs EC + Cd, except DEGs enriched in photosynthesis and flavonoid biosynthetic process, they also enriched in glycosy Ⅰ compound metabolic process, and water, glycerol, iron transmembrane and plasmodesmata-mediated intercellular transport, and glucosidase, glucosyltransferase, alcohol dehydrogenase and oxalate decarboxylase activities, etc (Fig. 6).
The most significant 30 DEGs (15 up-regulated, 15 down-regulated) were analyzed based on KEGG, When AC vs Cd, up-regulated DEGs mainly annotated in phenylpropanoid biosynthesis, amino acid (alanine, aspartate, glutamate) metabolism, glutathione metabolism, amino sugar and nucleotide sugar metabolism and protein processing in endoplasmic reticulum, etc. Down-regulated DEGs mainly annotated in phenylpropanoid biosynthesis, cysteine and methionine metabolism, photosynthesis-antenna proteins, brassinosteroid biosynthesis, plant hormone signal transduction, oxidative phosphorylation and carotenoid biosynthesis, etc; When AC vs EC, up-regulated DEGs mainly annotated in photosynthesis, plant hormone signal transduction, starch and sucrose metabolism, alanine, aspartate and glutamate metabolism, glutathione metabolism, etc. Down-regulated DEGs mainly annotated in carotenoid biosynthesis, photosynthesis-antenna proteins, TCA cycle and plant hormone signal transduction, etc; When AC vs EC + Cd, up-regulated DEGs annotations were just like AC vs Cd, of course, other annotations just like photosynthesis, phosphatidylinositol signaling system, and glycolysis/gluconeogenesis are worthy of attention. Down-regulated DEGs mainly annotated in carotenoid biosynthesis, photosynthesis-antenna proteins, nitrogen metabolism and citrate cycle (TCA cycle), etc; When Cd vs EC + Cd, up-regulated DEGs mainly annotated in phenylpropanoid biosynthesis, peroxisome, brassinosteroid biosynthesis, photosynthesis, and cysteine and methionine metabolism, etc. Down-regulated DEGs mainly annotated in phenylpropanoid biosynthesis, photosynthesis-antenna proteins, TCA cycle and cysteine and methionine metabolism, etc (Table 4, 5, 6, 7).
Table 4
KEGG pathway annotation information of AC vs Cd DEGs.
Gene names
|
log2FC
|
KEGG pathway annotation
|
Os09g0483200
|
6.8235
|
Ribosome (ko03010)
|
Os02g0811800 (OsCCR10)
|
6.5545
|
Phenylpropanoid biosynthesis (ko00940)
|
Os02g0466400 (OsITPK4)
|
6.5088
|
Phosphatidylinositol signaling system (ko04070)
|
Os04g0614500
|
5.9878
|
Alanine, aspartate and glutamate metabolism (ko00250)
|
Os09g0367700
|
5.7029
|
Glutathione metabolism (ko00480)
|
Os05g0399300
|
5.6779
|
Amino sugar and nucleotide sugar metabolism (ko00520)
|
Os07g0638400
|
5.6308
|
Phenylpropanoid biosynthesis (ko00940)
|
Os03g0828300
|
5.4449
|
Fructose and mannose metabolism (ko00051)
|
Os07g0529000
|
5.3364
|
Carbon metabolism (ko01200)
|
Os04g0107900 (OsHSP1)
|
5.2436
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os01g0136100
|
5.1679
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os05g0373900
|
5.1023
|
mRNA surveillance pathway (ko03015)
|
Os01g0136200 (OsHSP17.0; OsSHSP2)
|
4.9078
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os03g0277300
|
4.8173
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os03g0712800 (OsGS1; 3)
|
4.5326
|
Alanine, aspartate and glutamate metabolism (ko00250)
|
Os05g0135500
|
-6.7583
|
Phenylpropanoid biosynthesis (ko00940)
|
Os01g0703000
|
-6.3364
|
mRNA surveillance pathway (ko03015)
|
Os10g0320100
|
-5.9872
|
Flavonoid biosynthesis (ko00941)
|
Os11g0285000
|
-5.7607
|
Sesquiterpenoid and triterpenoid biosynthesis (ko00909)
|
Os01g0192900 (OsACS5)
|
-5.6227
|
Cysteine and methionine metabolism (ko00270)
|
Os10g0109300
|
-5.5699
|
Phenylpropanoid biosynthesis (ko00940)
|
Os11g0530600
|
-5.4913
|
Circadian rhythm - plant (ko04712)
|
Os04g0457100
|
-5.2240
|
Photosynthesis - antenna proteins (ko00196)
|
Os01g0388000 (CYP734A6)
|
-4.9472
|
Brassinosteroid biosynthesis (ko00905)
|
Os02g0697400 (Os4CL2)
|
-4.9340
|
Phenylpropanoid biosynthesis (ko00940)
|
Os12g0601400 (OsIAA3)
|
-4.6904
|
Plant hormone signal transduction (ko04075)
|
Os05g0114000
|
-4.6874
|
Oxidative phosphorylation (ko00190)
|
Os10g0533500
|
-4.6352
|
Carotenoid biosynthesis (ko00906)
|
Os01g0805900
|
-4.5539
|
Phagosome (ko04145)
|
Os08g0489300
|
-4.4988
|
Base excision repair (ko03410)
|
log2FC positive value (+) represents DEGs up-regulated and negative value (-) represents DEGs down-regulated. |
Table 5
KEGG pathway annotation information of AC vs EC DEGs.
Gene names
|
log2FC
|
KEGG pathway annotation
|
Os02g0578400
|
8.7500
|
Photosynthesis (ko00195)
|
Os03g0679700
|
7.9409
|
Thiamine metabolism (ko00730)
|
Os07g0529600 (OsDR8; OsXNP)
|
5.1310
|
Thiamine metabolism (ko00730)
|
Os09g0482680
|
5.0662
|
RNA transport (ko03013)
|
Os05g0535800
|
4.8333
|
Ribosome (ko03010)
|
Os12g0586100 (OsSAPK9)
|
4.8022
|
Plant hormone signal transduction (ko04075)
|
Os08g0248800
|
4.79262
|
Pyrimidine metabolism (ko00240)
|
Os01g0814800
|
4.6900
|
Carbon metabolism (ko01200)
|
Os08g0473900 (OsAmy3D; RAmy3D)
|
4.1071
|
Starch and sucrose metabolism (ko00500)
|
Os05g0555600 (OsNADH-GOGAT2)
|
4.0333
|
Alanine, aspartate and glutamate metabolism (ko00250)
|
Os08g0175300
|
3.9768
|
Purine metabolism (ko00230)
|
Os01g0182600 (OsGI)
|
3.9220
|
Circadian rhythm - plant (ko04712)
|
Os11g0547000 (OsFKF1)
|
3.7968
|
Circadian rhythm - plant (ko04712)
|
Os07g0406800
|
3.7166
|
Purine metabolism (ko00230)
|
Os08g0522400
|
3.6590
|
Glutathione metabolism (ko00480)
|
Os10g0533500
|
-10.3987
|
Carotenoid biosynthesis (ko00906)
|
Os01g0600900
|
-8.2712
|
Photosynthesis - antenna proteins (ko00196)
|
Os09g0346500 (OsCAB1R)
|
-8.1948
|
Photosynthesis - antenna proteins (ko00196)
|
Os04g0457100
|
-6.8262
|
Photosynthesis - antenna proteins (ko00196)
|
Os03g0592500
|
-6.4207
|
Photosynthesis - antenna proteins (ko00196)
|
Os07g0562700
|
-6.1958
|
Photosynthesis - antenna proteins (ko00196)
|
Os05g0171000 (OsPLDα2)
|
-6.0909
|
Glycerophospholipid metabolism (ko00564)
|
Os08g0157600 (OsCCA1; OsLHY)
|
-6.0504
|
Circadian rhythm - plant (ko04712)
|
Os07g0630800
|
-5.8256
|
Carbon metabolism (ko01200); Citrate cycle (TCA cycle) (ko00020)
|
Os11g0242800 (LHCB5)
|
-5.7385
|
Photosynthesis - antenna proteins (ko00196)
|
Os01g0720500
|
-5.6834
|
Photosynthesis - antenna proteins (ko00196)
|
Os02g0197600
|
-5.3953
|
Photosynthesis - antenna proteins (ko00196)
|
Os08g0435900
|
-5.3653
|
Photosynthesis - antenna proteins (ko00196)
|
Os02g0194700 (OsLOX1)
|
-4.8997
|
alpha-Linolenic acid metabolism (ko00592)
|
Os12g0601400 (OsIAA3)
|
-4.8045
|
Plant hormone signal transduction (ko04075)
|
log2FC positive value (+) represents DEGs up-regulated and negative value (-) represents DEGs down-regulated. |
Table 6
KEGG pathway annotation information of AC vs EC + Cd DEGs.
Gene names
|
log2FC
|
KEGG pathway annotation
|
Os02g0578400
|
7.8161
|
Photosynthesis (ko00195)
|
Os03g0679700
|
7.1425
|
Thiamine metabolism (ko00730)
|
Os07g0529600 (OsDR8; OsXNP)
|
6.3715
|
Thiamine metabolism (ko00730)
|
Os02g0466400 (OsITPK4)
|
6.3108
|
Phosphatidylinositol signaling system (ko04070)
|
Os09g0483200
|
6.1760
|
Ribosome (ko03010)
|
Os04g0614500
|
6.0388
|
Alanine, aspartate and glutamate metabolism (ko00250)
|
Os07g0638400
|
5.8296
|
Phenylpropanoid biosynthesis (ko00940)
|
Os11g0210600
|
5.6962
|
Glycolysis / Gluconeogenesis (ko00010)
|
Os07g0638300
|
5.6674
|
Phenylpropanoid biosynthesis (ko00940)
|
Os10g0530800
|
5.5998
|
Glutathione metabolism (ko00480)
|
Os07g0529000
|
5.4800
|
Carbon metabolism (ko01200)
|
Os02g0113200
|
5.4356
|
Steroid biosynthesis (ko00100)
|
Os05g0399300
|
5.3394
|
Amino sugar and nucleotide sugar metabolism (ko00520)
|
Os04g0493400
|
5.3364
|
Amino sugar and nucleotide sugar metabolism (ko00520)
|
Os03g0828300
|
5.2944
|
Fructose and mannose metabolism (ko00051)
|
Os10g0533500
|
-8.9800
|
Carotenoid biosynthesis (ko00906)
|
Os01g0600900
|
-8.8464
|
Photosynthesis - antenna proteins (ko00196)
|
Os09g0346500 (OsCAB1R)
|
-7.0415
|
Photosynthesis - antenna proteins (ko00196)
|
Os05g0171000 (OsPLDα2)
|
-6.4822
|
Glycerophospholipid metabolism (ko00564)
|
Os08g0157600 (OsCCA1; OsLHY)
|
-6.4627
|
Circadian rhythm - plant (ko04712)
|
Os02g0770800 (OsNR2; qCR2)
|
-6.1891
|
Nitrogen metabolism (ko00910)
|
Os03g0592500
|
-6.0977
|
Photosynthesis - antenna proteins (ko00196)
|
Os07g0562700
|
-6.0288
|
Photosynthesis - antenna proteins (ko00196)
|
Os08g0435900
|
-5.9305
|
Photosynthesis - antenna proteins (ko00196)
|
Os12g0189400
|
-5.8617
|
Photosynthesis (ko00195)
|
Os04g0457100
|
-5.8131
|
Photosynthesis - antenna proteins (ko00196)
|
Os10g0109300
|
-5.5237
|
Phenylpropanoid biosynthesis (ko00940)
|
Os07g0630800
|
-5.4543
|
Carbon metabolism (ko01200); Citrate cycle (TCA cycle) (ko00020)
|
Os10g0320100
|
-5.4408
|
Flavonoid biosynthesis (ko00941)
|
Os11g0242800 (LHCB5)
|
-5.2621
|
Photosynthesis - antenna proteins (ko00196)
|
log2FC positive value (+) represents DEGs up-regulated and negative value (-) represents DEGs down-regulated. |
Table 7
KEGG pathway annotation information of Cd vs EC + Cd DEGs.
Gene names
|
log2FC
|
KEGG pathway annotation
|
Os04g0354600
|
5.5910
|
Peroxisome (ko04146)
|
Os06g0604200 (OsPLDα4)
|
5.3605
|
Glycerophospholipid metabolism (ko00564)
|
Os05g0135500
|
4.6313
|
Phenylpropanoid biosynthesis (ko00940)
|
Os05g0521600
|
4.5598
|
Starch and sucrose metabolism (ko00500)
|
Os03g0227700 (OsDWARF4; CYP90B2)
|
4.4900
|
Brassinosteroid biosynthesis (ko00905)
|
Os02g0578400
|
4.3595
|
Photosynthesis (ko00195)
|
Os11g0210600
|
4.2353
|
Fatty acid degradation (ko00071)
|
Os09g0400200
|
4.0084
|
Phenylpropanoid biosynthesis (ko00940)
|
Os03g0708000
|
3.8167
|
alpha-Linolenic acid metabolism (ko00592)
|
Os01g0192900 (OsACS5)
|
3.7646
|
Cysteine and methionine metabolism (ko00270)
|
Os06g0179000
|
3.5371
|
Glycosaminoglycan degradation (ko00531)
|
Os03g0679700
|
3.4990
|
Thiamine metabolism (ko00730)
|
Os09g0491100
|
3.4719
|
Phenylpropanoid biosynthesis (ko00940)
|
Os04g0137100
|
3.4227
|
Pentose and glucuronate interconversions (ko00040)
|
Os08g0248800
|
3.3218
|
Alanine, aspartate and glutamate metabolism (ko00250)
|
Os11g0707100
|
-6.6489
|
/
|
Os05g0171000 (OsPLDα2)
|
-5.7501
|
Glycerophospholipid metabolism (ko00564)
|
Os03g0843800
|
-5.4442
|
/
|
Os08g0157600 (OsCCA1; OsLHY)
|
-4.9177
|
Circadian rhythm - plant (ko04712)
|
Os09g0346500 (OsCAB1R)
|
-4.5720
|
Photosynthesis - antenna proteins (ko00196)
|
Os04g0513700
|
-4.5492
|
/
|
Os07g0630800
|
-4.3508
|
Citrate cycle (TCA cycle) (ko00020); Carbon metabolism (ko01200)
|
Os03g0375300
|
-4.3452
|
/
|
Os06g0253100
|
-4.2108
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os12g0189300
|
-3.6663
|
/
|
Os02g0758000 (OsHSP24.1)
|
-3.3598
|
Protein processing in endoplasmic reticulum (ko04141)
|
Os05g0171050
|
-3.3373
|
Glycerophospholipid metabolism (ko00564)
|
Os01g0820000
|
-3.1124
|
Phenylpropanoid biosynthesis (ko00940)
|
Os12g0189400
|
-3.1073
|
Photosynthesis (ko00195)
|
Os09g0424300
|
-3.1002
|
Cysteine and methionine metabolism (ko00270)
|
log2FC positive value (+) represents DEGs up-regulated and negative value (-) represents DEGs down-regulated. |