| Literature DB >> 17705847 |
Yong-Mei Bi1, Rong-Lin Wang, Tong Zhu, Steven J Rothstein.
Abstract
BACKGROUND: A large quantity of nitrogen (N) fertilizer is used for crop production to achieve high yields at a significant economic and environmental cost. Efforts have been directed to understanding the molecular basis of plant responses to N and identifying N-responsive genes in order to manipulate their expression, thus enabling plants to use N more efficiently. No studies have yet delineated these responses at the transcriptional level when plants are grown under chronic N stress and the understanding of regulatory elements involved in N response is very limited.Entities:
Mesh:
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Year: 2007 PMID: 17705847 PMCID: PMC1994689 DOI: 10.1186/1471-2164-8-281
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Three-week-old wild type Arabidopsis plants under different N conditions. A: Shoot biomass. Average of shoot biomass (mg/plant) of 6 to 8 three-week-old wild type Arabidopsis plants under the N-sufficient (3 mM), mild (1 mM) and severe (0.3 mM) N-limiting conditions are presented, as well as sd. B: Nitrate levels: Average of nitrate levels (mg/g fresh weight) of 3 biological samples under different N conditions (each sample from a pool of 3 plants) are presented, as well as sd.
Significant gene numbers at different cutoff levels
| Sufficient N vs. mild N | 157 | 120 | 52 (51a, 1b) |
| Sufficient N vs. severe N | 2176 | 461 | 461 (271a, 190b) |
| Severe N vs. 2 hr induction | 146 | 90 | 90 (77a, 13b) |
| Severe N vs. 24 hr induction | 2523 | 905 | 837 (481a, 356b) |
Significance analysis of microarray (SAM; academic version 2.23B) was used to identify differentially expressed genes. Different number of significant genes could be obtained depending on the SAM median false discovery rate (FDR) and a minimum fold change. a number of genes up-regulated; b number of genes down-regulated
Expression of nitrate assimilation genes under different N conditions
| Genes | Locus | Fold limiting | Fold stress | Fold 2 hr | Fold 24 hr | |
| 1.3 | 1.8 | 1.8 | -1.3 | |||
| - | - | - | - | |||
| -1.1 | -2.1 | 1.0 | 1.6 | |||
| -1.1 | -2.1 | 1.2 | 2.4* | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| -1.2 | -1.9 | 11.1* | 1.5 | |||
| -1.2 | -3.3* | 8.1* | 2.9* | |||
| -1.2 | -4.4* | 15.1* | 3.2* | |||
| 1.0 | -1.5 | 10.1* | 1.5 | |||
| 1.3 | 1.2 | 3.6* | 1.0 | |||
| 1.1 | 1.1 | 3.1* | 1.0 | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| 1.7 | 4.7* | -1.6 | -3.4* | |||
| - | - | - | - | |||
| - | - | - | - | |||
| 1.7 | 6.9* | -2.0 | -3.7* | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| - | - | - | - | |||
| -1.3 | -3.2* | 7.6* | 2.9* | |||
| - | - | - | - | |||
Fold changes under different N conditions were presented: sufficient N vs. limiting N (fold, limiting); sufficient N vs. stress N (fold, stress); stress N vs. 2 hr induction (fold, 2 hr); stress N vs. 24 hr induction (fold, 24 hr). Negative number means gene expression down-regulated in said condition, and positive number means gene expression up-regulated in said condition. *significant from our SAM analysis;
---- no fluctuation under all N conditions
Expression of selected significant genes under different N conditions
| Functional classification | Locus | Gene identification | Fold limiting | Fold stress | Fold 2 hr | Fold 24 hr |
| nitrate accumulation | anion channel protein | ns | -6.8 | 2.9 | 6.0 | |
| photosynthesis | photosystem II family protein | ns | -2.9 | ns | 2.3 | |
| photosystem II protein W | ns | -2.7 | ns | 3.2 | ||
| pentose-phosphate pathway | glucose-6-phosphate 1-dehydrogenase | ns | -2.6 | ns | 2.3 | |
| glucose-6-phosphate 1-dehydrogenase | ns | ns | 5.2 | ns | ||
| starch synthesis | ADP-glucose pyrophosphorylase | ns | 3.9 | ns | -4.1 | |
| ADP-glucose pyrophosphorylase | ns | 2.8 | ns | -3.1 | ||
| chlorophyll synthesis | protochlorophyllide reductase | ns | -2.9 | ns | 2.8 | |
| protochlorophyllide reductase | ns | -2.9 | ns | 2.3 | ||
| hydroxymethylbilane synthase | ns | -2.6 | ns | 2.7 | ||
| protein degradation | senescence-specific cysteine protease SAG12 | ns | 7.7 | ns | -4.3 | |
| nitrogen detoxification | nitrilase 4 | 2.8 | 11.5 | ns | -4.4 | |
| anthocyanin synthesis | leucoanthocyanidin dioxygenase | 2.1 | 14.4 | ns | -7.8 | |
| dihydroflavonol 4-reductase | 3.3 | 18.7 | ns | -8.3 | ||
| chalcone synthase | ns | 4.1 | ns | -3.4 | ||
| Myb transcription factor PAP1 | ns | 6.3 | -3.0 | -6.3 | ||
| Myb transcription factor PAP2 | 3.5 | 26.6 | -6.7 | -16.7 | ||
| phenylpropanoid synthesis | phenylalanine ammonia lyase | ns | 4.1 | ns | -3.2 | |
| response to cytokinin | cytokinin synthase | ns | ns | 3.6 | ns | |
| transcription repressor | ns | -4.3 | 3.7 | 3.6 | ||
| transcription factor | ns | -8.4 | 7.9 | 6.8 | ||
| transcription | CCAAT transcription factor | ns | 4.3 | ns | -4.3 | |
| CCAAT transcription factor | ns | 3.4 | ns | -3.0 | ||
| CCAAT transcription factor | ns | 3.8 | ns | ns | ||
| ATERF2 transcription factor | 2.0 | 2.4 | ns | ns |
Fold changes under different N conditions were presented: sufficient N vs. limiting N (fold, limiting); sufficient N vs. stress N (fold, stress); stress N vs. 2 hr induction (fold, 2 hr); stress N vs. 24 hr induction (fold, 24 hr). Negative number means gene expression down-regulated in said condition, and positive number means gene expression up-regulated in said condition. ns – not significant from our SAM analysis
Biological processes with significant genes over-represented under mild or severe chromic N stress
| Biological Process | No. in Genome | % in Genome | Under mild N stress | Under severe N stress | ||||
| No. in List | % in List | P-value | No. in List | % in List | P-value | |||
| response to abiotic stimulus | 1091 | 6.0 | 16 | 40 | 4.2E-10 | 39 | 19.3 | 7.3E-11 |
| response to stress | 945 | 5.2 | 14 | 35 | 6.4E-09 | 23 | 11.4 | 0.0004 |
| secondary metabolism | 249 | 1.4 | 6 | 15 | 1.6E-05 | 15 | 7.4 | 1.3E-07 |
| response to oxidative stress | 140 | 0.8 | 5 | 12.5 | 1.4E-05 | 8 | 4.0 | 0.0002 |
| flavonoid biosynthesis | 30 | 0.2 | 2 | 5 | 0.002 | 6 | 3.0 | 8.4E-07 |
| anthocyanin biosynthesis | 8 | 0.04 | 2 | 5 | 0.007 | 3 | 1.5 | 7.3E-05 |
| phenylpropanoid biosynthesis | 79 | 0.4 | 9 | 4.5 | 2.3E-07 | |||
| response to abscisic acid stimulus | 113 | 0.6 | 9 | 4.5 | 4.8E-06 | |||
| organ senescence | 12 | 0.07 | 3 | 1.5 | 0.0003 | |||
| starch biosynthesis | 7 | 0.04 | 2 | 1.0 | 0.002 | |||
| primary metabolism | 5170 | 28.5 | 58 | 43.0 | 0.0002 | |||
| biosynthesis | 1269 | 7.0 | 28 | 20.7 | 1.6E-07 | |||
| protein biosynthesis | 500 | 2.8 | 17 | 12.6 | 1.9E-07 | |||
| response to auxin stimulus | 191 | 1.1 | 10 | 7.4 | 1.7E-06 | |||
| generation of precursor metabolites and energy | 451 | 2.5 | 10 | 7.4 | 0.002 | |||
| nitrogen compound metabolism | 276 | 1.5 | 7 | 5.2 | 0.005 | |||
| response to cytokinin stimulus | 31 | 0.2 | 5 | 3.7 | 3.1E-06 | |||
| main pathways of carbohydrate metabolism | 95 | 0.5 | 4 | 3.0 | 0.006 | |||
| photosynthesis | 44 | 0.2 | 3 | 2.2 | 0.004 | |||
The gene list was imported into GeneSpring. The number of genes in each biological process either in a whole genome (No. in Genome), or in the list (No. in list), as well as their corresponding percentage and p-value was generated by GeneSpring.
Biological processes with significant genes over-represented after short- and long-term N availability increase
| Biological Process | No. in Genome | % in Genome | 2 hr N increase | 24 hr N increase | ||||
| No. in List | % in List | P-value | No. in List | % in List | P-value | |||
| transport | 1398 | 7.7 | 11 | 20.4 | 0.002 | |||
| cell homeostasis | 64 | 0.4 | 3 | 5.6 | 0.0009 | |||
| nitrate assimilation | 7 | 0.04 | 2 | 3.7 | 0.0002 | |||
| sulfate assimilation | 11 | 0.06 | 2 | 3.7 | 0.0005 | |||
| response to carbohydrate stimulus | 29 | 0.16 | 2 | 3.7 | 0.003 | |||
| primary metabolism | 5170 | 28.5 | 203 | 54.7 | 1.0E-26 | |||
| protein biosynthesis | 500 | 2.8 | 121 | 32.6 | 4.2E-98 | |||
| organelle organization and biogenesis | 439 | 2.4 | 45 | 12.1 | 3.5E-19 | |||
| ribosome biogenesis and assembly | 117 | 0.6 | 34 | 9.2 | 5.9E-30 | |||
| translation | 136 | 0.7 | 13 | 3.5 | 4.4E-06 | |||
| response to auxin stimulus | 191 | 1.1 | 12 | 3.2 | 0.0006 | |||
| nucleosome assembly | 56 | 0.3 | 9 | 2.4 | 1.8E-06 | |||
| DNA packaging | 106 | 0.6 | 9 | 2.4 | 0.0003 | |||
| translational elongation | 31 | 0.2 | 8 | 2.2 | 1.5E-07 | |||
| nitrogen compound metabolism | 124 | 0.7 | 8 | 2.2 | 0.004 | |||
| amino acid biosynthesis | 99 | 0.5 | 7 | 1.9 | 0.004 | |||
| ribonucleotide biosynthesis | 45 | 0.2 | 5 | 1.3 | 0.002 | |||
| chlorophyll biosynthesis | 14 | 0.08 | 4 | 1.1 | 0.0001 | |||
| response to cytokinin stimulus | 31 | 0.2 | 3 | 5.6 | 0.0001 | 4 | 1.1 | 0.003 |
| response to abiotic stimulus | 1091 | 6.0 | 40 | 15.5 | 3.2E-08 | |||
| secondary metabolism | 249 | 1.4 | 14 | 5.4 | 1.4E-05 | |||
| response to abscisic acid stimulus | 113 | 0.6 | 11 | 4.3 | 6.3E-07 | |||
| phenylpropanoid biosynthesis | 79 | 0.4 | 7 | 2.7 | 0.0001 | |||
| flavonoid biosynthesis | 30 | 0.2 | 5 | 1.9 | 6.0E-05 | |||
| anthocyanin biosynthesis | 8 | 0.04 | 1 | 10 | 0.004 | 3 | 1.2 | 0.0002 |
| starch biosynthesis | 7 | 0.04 | 2 | 0.8 | 0.004 | |||
The gene list was imported into GeneSpring. The number of genes in each biological process either in a whole genome (No. in Genome), or in the list (No. in list), as well as their corresponding percentage and p-value was generated by GeneSpring.
Figure 2Expression patterns of genes in each cluster. Relative expression levels of genes in each cluster were presented. The warmer the colors are, the higher the expression levels are. 3 mM = the sufficient-N condition; 1 mM = the limiting-N condition; 0.3 mM = the stress-N condition; 2 hr = 2 hr induction; 24 hr = 24 hr induction. Each line represents one gene and the gene list is provided in Additional file 7.
Motifs identified by CisModule and BioProspector
| cluster | motifs | Known TF binding sequence contained (Reverse) | Binding (Reverse) |
| ARARRARRAG | AAAG | Dof | |
| CWMGTGKSSC | |||
| YAWAWAWMWAWAA | TAACAAA (GATA) | Myb (GATA) | |
| SRSCCACCAC | |||
| ARAGRARRAG | AAAG | Dof | |
| MAMAAAHAWAWA | |||
| CAYATCYMYCWC | (GATA, GGATA) | (GATA, Myb) | |
| GRRAGARRRRRR | AAAG | Dof | |
| ASAWRTATATR | |||
| RRAGARRARRRG | AAAG | Dof | |
| AMMAAAMAAAAAAA | |||
| RRARRARRAGA | AAAG | Dof | |
| YGRHSACGTSR | |||
| WDMTATATRWW | |||
| YGGHSACGTSR | |||
| TWKGTTTKGKT | |||
| CGTGRYYGSTVS | TGAC (CCAAT) | WRKY (CCAAT) | |
| KATATAKAKAT | GATA | GATA | |
| AGAARAMRAAR | AAAG | Dof | |
| GRSMCRYGWSR | |||
| MAAMARAMAAAAAAAA | AAAG | Dof | |
| MWTRGMCAWTCMTWWY | CCAAT | CCAAT | |
| RATAKGAATGTCYAWK | CCAAT | ||
| RAWTTGRTMGGAWTK | GATA (CCAAT) | GATA (CCAAT) | |
| TKTTTYTYTTTTTTTT | (AAAG) | (Dof) | |
| WTRGAYATTCMTATY | GATA | GATA | |
| GGATA | Myb | ||
| GGWSACGTGGMRA | |||
| AARWAAAAAAAWAAAA | |||
| WWWTWTTRTTTTMTT | |||
| GARACAGASAGWKWSA | GATA (TAACTG) | GATA (Myb) | |
Candidate motifs from each cluster were identified by CisModule or BioProspector. They were subsequently searched against PLACE database to identify those containing previously published plant cis elements in the forward and reverse strand. Nucleotide abbreviations: R: A or G; Y: C or T; W: A or T; S: G or C; M: A or C; K: G or T; H: A, C or T; B: G, C or T; V: G, A or C; D: G, A or T; N: G, A, C or T.