| Literature DB >> 19014493 |
David P Horvath1, Wun S Chao, Jeffrey C Suttle, Jyothi Thimmapuram, James V Anderson.
Abstract
BACKGROUND: Dormancy of buds is a critical developmental process that allows perennial plants to survive extreme seasonal variations in climate. Dormancy transitions in underground crown buds of the model herbaceous perennial weed leafy spurge were investigated using a 23 K element cDNA microarray. These data represent the first large-scale transcriptome analysis of dormancy in underground buds of an herbaceous perennial species. Crown buds collected monthly from August through December, over a five year period, were used to monitor the changes in the transcriptome during dormancy transitions.Entities:
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Year: 2008 PMID: 19014493 PMCID: PMC2605480 DOI: 10.1186/1471-2164-9-536
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Cluster analysis of expression data. Green lines indicate samples designated as paradormant, red lines indicate samples designated as endodormant, and blue lines indicate samples designated as ecodormant. Monthly representation of bud development growth and dormancy transitions is shown below.
Identification of over- and under-represented gene ontology (GO) terms in differentially-expressed gene set.
| GO_Biological function | number of elements on the array | number of elements differentially expressed | number of elements expected to be differentially expressed | fold over or under represented | p-value | Adjusted p-value |
| response to jasmonic acid stimulus | 46 | 12 | 1.83 | 6.63 | 1.45E-07 | 3.93E-06 |
| unidimensional cell growth | 15 | 7 | 0.60 | 11.86 | 6.96E-07 | 1.88E-05 |
| Transport | 317 | 32 | 12.61 | 2.57 | 1.19E-06 | 3.23E-05 |
| signal transduction | 91 | 9 | 3.62 | 2.51 | 0.01 | 0.26 |
| response to oxidative stress | 61 | 7 | 2.43 | 2.92 | 0.01 | 0.27 |
| biological process unknown | 5116 | 231 | 203.57 | 1.15 | 0.01 | 0.27 |
| Metabolism | 507 | 31 | 20.17 | 1.55 | 0.01 | 0.29 |
| circadian rhythm | 15 | 3 | 0.60 | 5.08 | 0.02 | 0.52 |
| Growth | 8 | 2 | 0.32 | 6.35 | 0.04 | 1 |
| extracellular matrix organization and biogenesis | 1 | 1 | 0.04 | 25.42 | 0.04 | 1 |
| cell death | 9 | 2 | 0.36 | 5.65 | 0.05 | 1 |
| response to hormone stimulus | 2 | 1 | 0.08 | 12.71 | 0.08 | 1 |
| response to temperature stimulus | 2 | 1 | 0.08 | 12.71 | 0.08 | 1 |
| response to stress | 43 | 4 | 1.71 | 2.36 | 0.09 | 1 |
| response to cold | 3 | 1 | 0.12 | 8.47 | 0.11 | 1 |
| response to wounding | 18 | 2 | 0.72 | 2.82 | 0.16 | 1 |
| Aging | 20 | 2 | 0.80 | 2.54 | 0.18 | 1 |
| response to auxin stimulus | 22 | 2 | 0.88 | 2.31 | 0.21 | 1 |
| gibberellic acid mediated signaling | 10 | 1 | 0.40 | 2.54 | 0.33 | 1 |
| sugar mediated signaling | 12 | 1 | 0.48 | 2.12 | 0.38 | 1 |
| Biosynthesis | 105 | 5 | 4.18 | 1.21 | 0.40 | 1 |
| defense response | 158 | 7 | 6.29 | 1.13 | 0.43 | 1 |
| response to water deprivation | 15 | 1 | 0.60 | 1.69 | 0.45 | 1 |
| embryonic development (sensu Magnoliophyta) | 23 | 1 | 0.92 | 1.11 | 0.60 | 1 |
| response to heat | 30 | 1 | 1.19 | -1.18 | 0.70 | 1 |
| photosynthesis | 37 | 1 | 1.47 | -1.46 | 0.77 | 1 |
| Undetermined | 18420 | 631 | 732.96 | -1.15 | 1 | 1 |
The number of differentially-expressed genes with a given GO annotation present on the array was used to determine the expected number of differentially-expressed genes with that annotation. The number of observed differentially expressed genes was compared to the expected number to provide a fold over or under representation. P-values and false discovery rates (adjusted P-values) were identified.
Analysis of over- and under-represented MIPS annotations terms for differentially-expressed gene set
| MIPS FUNCTION | number of elements on the array | number of elements differentially expressed | number of elements expected to be differentially expressed | fold over or under represented | p-value | adjusted p-value |
| SUBCELLULAR LOCALIZATION | 1263 | 3 | 50.25 | -16.75 | 0 | 0 |
| PROTEIN FATE (folding, modification, destination) | 633 | 6 | 25.17 | -4.20 | 9.11E-07 | 1.64E-05 |
| PROTEIN SYNTHESIS | 525 | 4 | 20.88 | -5.22 | 1.18E-06 | 2.12E-05 |
| CELLULAR COMMUNICATION/SIGNAL TRANSDUCTION MECHANISM | 741 | 9 | 29.47 | -3.27 | 2.26E-06 | 4.07E-05 |
| ENERGY | 439 | 3 | 17.48 | -5.83 | 3.55E-06 | 6.38E-05 |
| PROTEIN WITH BINDING FUNCTION OR COFACTOR REQUIREMENT (structural or catalytic) | 618 | 7 | 24.58 | -3.51 | 6.71E-06 | 1.21E-04 |
| DEVELOPMENT (Systemic) | 261 | 1 | 10.39 | -10.39 | 2.67E-05 | 4.8E-04 |
| CELL FATE | 256 | 2 | 10.19 | -5.09 | 3.79E-04 | 6.82E-04 |
| INTERACTION WITH THE CELLULAR ENVIRONMENT | 146 | 2 | 5.79 | -2.90 | 0.02 | 0.37 |
| BIOGENESIS OF CELLULAR COMPONENTS | 542 | 12 | 21.58 | -1.80 | 0.01 | 0.17 |
| CELL CYCLE AND DNA PROCESSING | 289 | 7 | 11.49 | -1.64 | 0.06 | 1 |
| TRANSCRIPTION | 726 | 24 | 28.87 | -1.20 | 0.17 | 1 |
| CELL RESCUE, DEFENSE AND VIRULENCE | 577 | 21 | 22.977 | -1.09 | 0.33 | 1 |
| CELLULAR TRANSPORT, TRANSPORT FACILITATION AND TRANSPORT ROUTES | 758 | 28 | 30.17 | -1.08 | 0.34 | 1 |
| CLASSIFICATION NOT YET CLEAR-CUT | 1072 | 44 | 42.66 | 1.03 | 0.59 | 1 |
| UNCLASSIFIED PROTEINS | 14494 | 711 | 565.43 | 1.26 | 1 | 1 |
| METABOLISM | 1737 | 111 | 69.13 | 1.61 | 1 | 1 |
| STORAGE PROTEIN | 30 | 4 | 1.20 | 3.34 | 0.97 | 1 |
The number of differentially-expressed genes with a given MIPS annotation present on the array was used to determine the expected number of differentially-expressed genes with that annotation. The number of observed differentially expressed genes was compared to the expected number to provide a fold over or under representation. P-values and false discovery rates (adjusted P-values) were identified.
MAPMAN analysis of over- and under-represented physiological processes for differentially-expressed gene set.
| BIN | Function | elements | p-value |
| 4 | glycolysis | 8 | 0.0001 |
| 34.19.1 | transport major intrinsic proteins, PIP | 4 | 0.0090 |
| 21 | redox, regulation | 6 | 0.0119 |
| 29.2.3 | protein synthesis, initiation | 4 | 0.0308 |
| 34.21 | transport, calcium | 3 | 0.0451 |
| 17.2 | hormone metabolism, auxin | 3 | 0.0464 |
The probability (p-value) that the number of genes involved in any given function (elements) were present by chance was obtained using the default parameters of the MAPMAN program.
Figure 2Confirmation of microarray expression profile by RT-PCR. RT-PCR analysis using crown bud RNA collected monthly during 2003 and 2004 was done on 27 selected genes. Relative gene expression levels are shown with high expression represented by red and low expression represented by green.
Average ABA levels (ng/gm f-wt) in buds from Oct. and Dec. 2005 and 2006.
| Oct. 2005 | Oct. 2006 | Dec. 2005 | Dec. 2006 | P value |
| 97.08 | 94.4 | 14.04 | 34.65 | 0.008 |
P value equals probability that Oct. and Dec. samples are equivalent based on T-test from two to three independent samples from each time point.
Figure 3Comparison of DAM gene and FT expression through dormancy transitions. A) northern blot analysis of DAM1 and DAM2 expression over a representative seasonal time course (2004) in leafy spurge. B) Bars show relative RT-PCR analysis of FT expression over 3 years with the line showing expression during the 2004 year. Error bars represent standard deviation of yearly expression pattern.
Figure 4Heat map diagram of relative gene expression levels for probable cold-regulated and growth-regulated genes. Red color indicates relative increase in expression, and green color represents relative decrease in expression.