|
|
||||||||
|
First published online September 22, 2006; 10.1104/pp.106.082073 Plant Physiology 142:1127-1147 (2006) © 2006 American Society of Plant Biologists Large Expression Differences in Genes for Iron and Zinc Homeostasis, Stress Response, and Lignin Biosynthesis Distinguish Roots of Arabidopsis thaliana and the Related Metal Hyperaccumulator Thlaspi caerulescens1,[W]Laboratory of Genetics, Wageningen University, 6703 BD Wageningen, The Netherlands (J.E.v.d.M., L.A.V., M.K., M.G.M.A.); Institute of Ecological Sciences, Faculty of Earth and Life Sciences, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands (H.S.); ServiceXS BV, 2333 AL Leiden, The Netherlands (J.K.); Agilent Technologies, Little Falls Site, Wilmington, Delaware 198081644 (S.C.); and Bioinformatics Laboratory, Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, 1100 DD Amsterdam, The Netherlands (P.D.M., E.V.L.v.T.)
The micronutrient zinc has an essential role in physiological and metabolic processes in plants as a cofactor or structural element in 300 catalytic and noncatalytic proteins, but it is very toxic when available in elevated amounts. Plants tightly regulate their internal zinc concentrations in a process called zinc homeostasis. The exceptional zinc hyperaccumulator species Thlaspi caerulescens can accumulate up to 3% of zinc, but also high amounts of nickel and cadmium, without any sign of toxicity. This should have drastic effects on the zinc homeostasis mechanism. We examined in detail the transcription profiles of roots of Arabidopsis thaliana and T. caerulescens plants grown under deficient, sufficient, and excess supply of zinc. A total of 608 zinc-responsive genes with at least a 3-fold difference in expression level were detected in A. thaliana and 352 in T. caerulescens in response to changes in zinc supply. Only 14% of these genes were also zinc responsive in A. thaliana. When comparing A. thaliana with T. caerulescens at each zinc exposure, more than 2,200 genes were significantly differentially expressed ( 5-fold and false discovery rate < 0.05). While a large fraction of these genes are of yet unknown function, many genes with a different expression between A. thaliana and T. caerulescens appear to function in metal homeostasis, in abiotic stress response, and in lignin biosynthesis. The high expression of lignin biosynthesis genes corresponds to the deposition of lignin in the endodermis, of which there are two layers in T. caerulescens roots and only one in A. thaliana.
Micronutrients are essential for humans, plants, and animals. The micronutrient zinc plays an important role in physiological and metabolic processes of plants (Ramesh et al., 2004
Although the zinc homeostasis mechanism is supposed to be universal within plants, there are species that can accumulate large amounts of zinc without any sign of toxicity. Species accumulating more than 10,000 µg zinc g1 dry weight (DW; 1% [w/w]) are called zinc hyperaccumulators (Baker and Brooks, 1989
The complex network of homeostatic mechanisms that evolved in plants to control the uptake, accumulation, trafficking, and detoxification of metals (Clemens, 2001 In this report, we describe the analysis of three transcript-profiling experiments, with the main aim of establishing which genes are most likely to be relevant for adaptation to high zinc exposure in T. caerulescens. Therefore, we examined not only the response of roots of both plant species to zinc deficiency, but also to excess of zinc. We used an Agilent whole-transcriptome, 60-mer oligo DNA microarray representing all annotated genes for A. thaliana (further referred to as Arabidopsis) and some 10,000 nonannotated genomic regions with known transcriptional activity, thus covering nearly the complete Arabidopsis transcriptome. In the intraspecific comparison, we identified the Arabidopsis and T. caerulescens genes that are differentially expressed a week after transferring the plants to low or high zinc supply. These are relevant in determining differences in the zinc homeostasis network between the two species. We also compared the differences in transcription between the two species at zinc deficiency, sufficiency, and excess supply conditions to identify the genes that are significantly more highly expressed in the hyperaccumulating species compared to Arabidopsis. We finally examined all analyses to identify any particular processes, biochemical pathways, or gene classes that could play a particular role in the adaptation to high zinc accumulation.
Experimental Design To analyze the response of Arabidopsis and T. caerulescens to different zinc exposures, we aimed to compare the transcript profile of plants grown under sufficient zinc supply with plants grown under zinc deficient conditions and excess zinc conditions. To minimize variation in the bioavailability of zinc or other micronutrients, we used a hydroponic rather than soil-based culturing system. For both excess and deficient zinc conditions, the induction of severe stress to the plants was avoided by exposing them for only 1 week to these conditions. Arabidopsis plants (accession Columbia) were established to grow on a nutrient solution containing 2 µM ZnSO4, which is sufficient to yield healthy and robust plants with normal seed set even after prolonged cultivation. After 3 weeks, the plants were transferred to fresh solutions for exposure to zinc deficiency (0 µM ZnSO4) and excess zinc (25 µM ZnSO4). One-third of the plants remained at sufficient zinc (2 µM ZnSO4) as a control. From previous experiments (data not shown), we learned that plants continue to grow in zinc deficient media, while deficiency symptoms (chlorosis and necrosis) or toxicity symptoms become obvious only after about 3 weeks. Upon harvesting root tissue, the plants growing on zinc deficient and sufficient medium did not show any visible phenotypic differences, whereas plants growing on excess zinc showed a slight growth inhibition in the roots (data not shown). At this stage, plants were not flowering yet. For T. caerulescens, a similar approach was taken. However, to properly compare the results between the two species, we aimed at maintaining comparable physiological conditions. T. caerulescens accession La Calamine is zinc tolerant as well as zinc hyperaccumulating and requires more zinc than Arabidopsis for normal growth. Therefore, a hydroponic solution containing 100 rather than 2 µM ZnSO4 was used to grow seedlings under zinc sufficient conditions. To avoid any problems with possible precipitation of zinc or other minerals, 1 mM ZnSO4 was used as the excess zinc exposure concentration, although we learned from previous experiments that T. caerulescens La Calamine is well able to withstand this exposure for several weeks. When root tissues were harvested after 1-week exposure, the T. caerulescens plants showed no altered phenotype that could be attributed to exposure to excess zinc or zinc deficiency.
Zinc, iron, and manganese concentrations were determined in root and shoots of hydroponically grown Arabidopsis and T. caerulescens plants grown at deficient, sufficient, and excess zinc. Comparison of the metal concentration levels between these two species already displayed the typical difference between a metal hyperaccumulator and a metal nonaccumulator (Fig. 1 ). At low zinc supply (zinc deficiency), the difference is not very pronounced, and although T. caerulescens clearly contains more zinc in the leaves, the concentration in the roots for both species is between 1.2 to 1.7 µmol g1 DW (Fig. 1A). At sufficient zinc supply, T. caerulescens accumulates about 3 times more zinc in the roots than Arabidopsis, and the concentration in shoots is much higher (approximately 70-fold) than in Arabidopsis. At excess zinc, the zinc-exclusion strategy of Arabidopsis roots has collapsed and their zinc concentration is now about 4.5-fold higher than in T. caerulescens; this is approximately 15-fold higher compared to sufficient conditions in Arabidopsis. At this high zinc supply, Arabidopsis is still able to exclude zinc accumulation in the leaves, with a concentration about 9-fold lower than in T. caerulescens. For T. caerulescens, there is not much difference in both root and shoot concentrations of plants growing at sufficient or excess zinc.
Since we expected that differences in zinc supply would also affect the concentration of other metals, we measured the iron (Fig. 1B) and manganese (Fig. 1C) concentrations in the same material. Similar to zinc, the iron concentration in the roots of both species increases upon increase in zinc supply (Fig. 1BI). At deficient and sufficient zinc supply, the iron concentration in T. caerulescens is about 2- to 3-fold higher than in Arabidopsis. At excess zinc supply, the root iron concentrations are similar for both species. Generally, the iron concentrations are much lower in leaves than in roots. The iron concentration in leaves is similar for the three T. caerulescens treatments, and this is only marginally higher in Arabidopsis under sufficient zinc supply (Fig. 1BII). In Arabidopsis leaves, the iron concentration decreases marginally with increasing zinc supply. For manganese, the situation is the opposite in roots. In T. caerulescens, the manganese concentration decreases with increasing zinc supply and in Arabidopsis this only occurs upon excess zinc supply. The manganese concentration in T. caerulescens roots is about 5-fold higher under zinc deficiency than in Arabidopsis, but at sufficient zinc supply there is hardly any difference between the species. There are only few differences for the manganese concentration in leaves between the two species. Only at excess zinc, the manganese concentration in T. caerulescens decreases drastically by about 4-fold. Both T. caerulescens and Arabidopsis accumulate manganese to a higher concentration in leaves than in roots, with the exception of T. caerulescens grown under zinc deficiency.
Genes responding to changes in zinc exposure conditions in Arabidopsis were identified using Agilent Arabidopsis 3 60-mer oligonucleotide microarrays containing 37,683 probes representing more than 27,000 annotated genes and more than 10,000 nonannotated genomic regions for which there is transcriptional evidence. When analyzing the data, we only considered the hybridization data of probes with P < 0.05. Only expression differences of
After hierarchical clustering (average linkage hierarchical clustering with uncentered correlation; Eisen et al., 1998 Cluster II (Table I ; Supplemental Table S2) is a large cluster consisting of 128 genes. These genes are generally more highly expressed under excess zinc conditions when compared to sufficient or deficient zinc supply. This cluster contains several metal homeostasis-related genes associated with iron rather than with zinc homeostasis. These genes encode metal transporters (IRT1, IRT2, ZIP8, MTP3, MTP8, NRAMP4, and IREG2), a nicotianamine (NA) synthase (NAS) gene (NAS1), a YS-like oligopeptide transporter (OPT3), and ferric-chelate reductases (FRO1, 2, and 3). Not only are metal homeostasis genes found in this cluster, but also some stress response genes like a disease resistance gene. In addition, metabolic genes like PAL2 (which encodes a key enzyme acting early in the phenylpropanoid biosynthesis pathway leading to flavonoids, anthocyanins, and lignins) and genes belonging to the cytochrome P450 family (CYP98A3, CYP82C2, CYP82C3, CYP82C4, CYP71B5, and CYP71B38) are found in this cluster. This cluster also contains a small set of genes encoding transcription factors of the basic helix-loop-helix (bHLH), myb, and zinc-finger families.
Cluster III (Table II ; Supplemental Table S3) consists of 347 genes that are more highly expressed under zinc deficiency compared to the other two treatments. Many genes in this cluster, especially the ones that show the largest difference in expression between zinc deficiency and excess zinc, belong to metal homeostasis gene families encoding ZIP metal transporters, a cation diffusion facilitator (MTP gene family), a PIB-type ATPase transporter (HMA gene family), two NAS proteins (NAS), a MATE efflux protein (FRD3), two ferric-chelate reductase-like proteins (FRO4 and 5), ferritin (FER1), and two Yellow Stripe1-like proteins (YSL2 and 3). A surprisingly large fraction of 164 genes encodes proteins without a known function (83) or represent nonannotated transcripts (81). Three of the latter are among the 10 most differentially expressed genes when comparing the three zinc exposure conditions. Other genes identified in this cluster encode proteins involved in protein stability (F-box proteins), signal transduction (calcineurin-like phosphoesterase, auxin response factor, calmodulin-binding proteins, calcium-binding protein, protein kinase), transcriptional regulation (MADS-box, zinc-finger, and bHLH proteins), and metabolism. Among the 10 genes with the highest expression (at sufficient zinc), five encode proteins with an unknown function (At5g19380, At5g16870, At2g16990, At3g15630, and At4g29905), one encodes a nonannotated transcript, and three are involved in transcriptional regulation (At1g72220, At3g01970, and At3g51080). Of the 10 most differentially expressed genes, FRO5, MTP2, NAS4, and IRT3 have a supposed role in metal homeostasis based on their predicted function or their similarity to other genes previously implicated in metal homeostasis. Only the superoxide dismutase is remarkably differentially expressed between all three treatments, decreasing in expression upon increase of the zinc concentration in the medium.
Cluster IV (Supplemental Table S4) consists of 35 genes that show a lower expression under excess zinc exposure compared to deficient and sufficient zinc exposures. Genes in this cluster are involved in (secondary) metabolism, (a)biotic stress response, and transcription. Five genes in this cluster encode proteins with an unknown function. Nine genes were not annotated. When comparing all three zinc exposure conditions, only genes encoding ferric-chelate reductases (FRO1 and 5), two ZIP metal transporters (ZIP3 and 9), iron superoxide dismutase (FSD1), an oxidoreductase (At3g12900), an iron-sulfur cluster assembly complex protein (At2g36260), cytochrome P450 CYP82C4, and an expressed protein (At3g59930) are differentially expressed between all conditions (Tables I and II; Supplemental Table S3).
We used the same Arabidopsis array platform for heterologous hybridization with labeled T. caerulescens cDNA. From analysis of approximately 3,500 expressed sequence tags (ESTs), we previously determined that T. caerulescens shares about 85% to 90% DNA identity in coding regions with Arabidopsis (Rigola et al., 2006
When comparing the expression of genes in roots of T. caerulescens plants grown on deficient, sufficient, and excess zinc media, we identified 350 genes that were significantly (false discovery rate [FDR] P < 0.05) differentially expressed (
Clusters IIIA and IIIB (Supplemental Table S6) consist of 74 and 16 genes, respectively, more highly expressed under deficient and excess zinc conditions compared to sufficient zinc. Genes in cluster IIIA are predominantly more highly expressed under zinc deficiency; genes in cluster IIIB are predominantly more highly expressed under excess zinc. Many genes associated with oxidative stress response, senescence, ethylene biosynthesis, and plant defense are found in these clusters, including genes encoding peroxidases and four plant defensin fusion genes (PDF1.1, PDF1.2b, PDF1.2c, and PDF1.3). There are 11 genes with an unknown function in this cluster, of which one is not annotated. Clusters IVA and IVB (Supplemental Table S7) consist of 19 and 14 genes, respectively, all most highly expressed under excess zinc compared to the other two conditions. Two of these genes (At5g05250 and At2g41240) are also found in a similar cluster for Arabidopsis roots (Table I; Supplemental Table S2). Compared to Arabidopsis, the Thlaspi cluster is much smaller and lacks all of the iron homeostasis genes. The remaining 189 genes fall into two additional clusters, generally more highly expressed under sufficient than under deficient conditions (Supplemental Tables S8 and S9). Almost half of these encode proteins with an unknown function. Many of the other genes are involved in general metabolism and stress response.
To identify genes that may be crucial for the adaptive differences between Arabidopsis and T. caerulescens, we compared the gene expression profiles between the two species for each of the tested physiological conditions. Taking into account that we performed a heterologous hybridization and that probes generally did not hybridize as efficiently to T. caerulescens cDNA as to Arabidopsis cDNA, we only considered significant probes with a more than 5-fold higher normalized hybridization signal in T. caerulescens compared to Arabidopsis in any of the three comparisons to be of biological relevance. According to these criteria, in total 2,272 genes were found to be at least 5 times significantly more highly (FDR P < 0.05) expressed in T. caerulescens compared to Arabidopsis (Supplemental Table S10). Of these genes, 420 (18.5%) were not found to be expressed in roots of Arabidopsis under comparable conditions (Supplemental Table S11). A large class of 1,147 of the 2,272 differentially expressed genes has an unknown biological function. Other classes represent genes encoding proteins involved in cellular processes, transport processes, stress response, and transcription. A total of 929 genes showed little variation in expression under the three tested conditions, suggesting a constitutively higher expression in T. caerulescens roots. To test if this expression is anyhow functionally related to metal stress adaptation, the functional distribution of this group was compared to that of all 2,272 differentially expressed genes, but this did not show specific gene classes to be overrepresented or underrepresented (data not shown). Only 121 of the 2,272 genes are differentially expressed in T. caerulescens in response to different zinc exposures. The most highly expressed genes among these are the ZIP4 and IRT3 metal transporters (Tables III and IV ). Remarkable is the large difference in expression between T. caerulescens and Arabidopsis of four members of the PDF gene family (Table IV; Supplemental Table S12). These genes are especially highly expressed in T. caerulescens under deficient and excess zinc conditions compared to Arabidopsis. To facilitate the further analysis of this large class of genes, a selection was made of 235 genes, including the 50 most differentially expressed genes under zinc deficiency and genes of which the proposed function could be relevant in explaining the metal adaptation differences between both species (Table IV; Supplemental Table S12).
Next to putative metal homeostasis genes and stress response genes, several genes suggested to be involved in lignin biosynthesis (Ehlting et al., 2005
Semiquantitative Reverse Transcription-PCR For confirmation of the microarray expression profiling data, a small subset consisting of differentially expressed genes and random genes was subjected to semiquantitative reverse transcription (RT)-PCR. In the absence of T. caerulescens DNA sequences suitable for designing species-specific PCR primers, orthologous T. caerulescens gene fragments were first amplified by low-stringency PCR using Arabidopsis-specific primers and confirmed by DNA sequencing. This sequence was used to design primers for semiquantitative RT-PCR hybridizing at comparable positions of T. caerulescens and Arabidopsis gene sequences. Expression of the target genes was studied in both root and leaf tissues of plants grown hydroponically at different zinc supply conditions (Fig. 3 ). In general, the root expression levels determined by semiquantitative RT-PCR were comparable to those determined by microarray analysis, confirming the significance of the heterologous microarray hybridization results.
When considering the expression in leaves, there are some striking differences between Arabidopsis and T. caerulescens that could not be observed in the root microarray comparison. First of all, the expression of three of the four NAS genes is different between the two species. AtNAS1 is predominantly expressed in roots in Arabidopsis. In contrast, TcNAS1 only shows detectable expression in leaves of T. caerulescens. AtNAS3 is mainly expressed under zinc deficiency in both roots and leaves of Arabidopsis. In T. caerulescens, the TcNAS3 gene is much more strongly expressed in leaves than in roots, with only a slightly higher expression at lower zinc supply levels. In Arabidopsis, AtNAS4 is induced by zinc deficiency in roots and zinc excess in leaves. The TcNAS4 in T. caerulescens does not show zinc-responsive expression and is constitutively expressed in the roots and leaves. Of four NAS genes, only AtNAS2 and TcNAS2 show comparable expression in both species. When comparing the other differentially expressed genes, TcAPX2, TcHMA4, and TcZIP4 (ZNT1) are all constitutively expressed in T. caerulescens leaves. Expression of these genes was either not detected in Arabidopsis leaves (APX2 and HMA4) or only detected at zinc deficiency conditions (ZIP4). Also, the expression of FER1 and FRO4 in leaves differs between the two species: TcFER1 is induced under zinc excess conditions while AtFER1 is induced under low zinc concentrations, and TcFRO4 is not expressed in the leaves while AtFRO4 is slightly induced at sufficient and excess zinc conditions. The HAK5 potassium transporter and the CSD1 copper/zinc superoxide dismutase genes show similar expression in leaves and roots of both species. In Arabidopsis, the At1g20380 gene (encoding a putative prolyl oligopeptidase) is strongly induced at low zinc conditions, whereas the T. caerulescens ortholog is more or less constitutively expressed at low levels in roots and leaves. ZIP1 is also constitutively lowly expressed in T. caerulescens roots and leaves, but induced in Arabidopsis roots at zinc deficiency. Furthermore, we found the IRT1 iron transporter gene to be very differently expressed in Arabidopsis compared to T. caerulescens. AtIRT1 is induced by excess zinc in Arabidopsis roots. For TcIRT1, this induction is much weaker in T. caerulescens roots, and the overall expression levels also are much lower than for the AtIRT1 gene, confirming the observed absence of this gene from Thlaspi cluster IV (Supplemental Table S7).
In this study, we investigated the expression of genes in roots of the nonaccumulator species Arabidopsis in response to exposure to three very different zinc concentrations in hydroponic culture. We postulate that genes that show differential expression under different zinc exposures are most likely to be involved in metal homeostasis. Most of these will be differentially expressed as a consequence of downstream changes in the physiological status of plants due to changes in metal homeostasis, but a few genes will be directly involved in regulating metal homeostasis. In trying to identify the latter ones, we also examined the differential expression of genes in the zinc hyperaccumulator T. caerulescens. Of the three metals we tested, only zinc homeostasis is clearly different between the two species. While Arabidopsis is not able to maintain nontoxic zinc levels in roots upon exposure to excess zinc levels in the nutrient solution (Fig. 1A; Becher et al., 2004
When examining gene expression in the same material of both species, we expected that genes that are differentially expressed between the two species, and especially those that show a difference in response to changes in the external zinc concentration, may be crucial to the adaptive difference between a zinc accumulator and a nonaccumulator. Previously, aspects of the metal accumulator versus nonaccumulator gene expression comparison have been studied for Arabidopsis and A. halleri (Becher et al., 2004
Of the other two known zinc transporters induced by zinc deficiency, HMA2 has been implicated in transport of zinc into the vasculature, either to promote zinc export from root to shoot via the xylem or from shoot to root via the phloem (Eren and Argüello, 2004
Metals are often chelated in planta to NA. The absence of NA has severe effects on metal homeostasis, as was observed in the chloronerva mutant of tomato (Lycopersicon esculentum; Ling et al., 1999
In addition to the higher expression of NAS genes, some YSL genes also are induced by zinc deficiency. These genes are implicated in transport of metal-NA chelates within the plant (Curie et al., 2001
In addition to these genes, we identified 328 other probes with a similar differential transcription profile (Table II; Supplemental Table S3), indicating a similar involvement in zinc homeostasis for the corresponding genes (Eisen et al., 1998
Another large cluster of 128 differentially expressed genes is more highly expressed upon exposure to zinc excess. Expression of many of these appears to be associated with the defense against oxidative stress caused by this treatment (e.g. peroxidase, respiratory burst oxidase proteins). This cluster also comprises genes of families that are associated with iron deficiency response, such as ZIP genes (IRT1, IRT2, ZIP8), FRO genes (FRO1, 2, 3), MTPs (MTP3, 8), a NAS gene (NAS1), an oligopeptide transporter (OPT3), and IREG2. A large fraction of these was also found to be differentially expressed in the comparison between wild-type Arabidopsis and the fit1 mutant (Colangelo and Guerinot, 2004
For T. caerulescens, the zinc deficiency and zinc excess response is slightly different from Arabidopsis. This does not seem to be due to technical hybridization differences. The expression of the T. caerulescens genes confirmed by RT-PCR corresponded very well with the results obtained from the microarray analysis (Fig. 3; Supplemental Table S13). One cluster of coregulated genes is clearly differently expressed in T. caerulescens compared to Arabidopsis (Table III; Supplemental Table S5). Whereas in Arabidopsis the three ZIP family members ZIP3, ZIP4, and ZIP9 are only more highly expressed under zinc deficiency, their T. caerulescens orthologs are also relatively highly expressed under sufficient zinc conditions. Based on sequence similarity, the T. caerulescens ZNT1 and ZNT2 genes appear to be the orthologs of the Arabidopsis ZIP4 and IRT3 genes. Both were previously found to be very highly expressed in T. caerulescens, almost regardless of the zinc concentration in the medium (Pence et al., 2000
Comparable to Arabidopsis, T. caerulescens expresses a cluster of genes in response to zinc deficient conditions (Table III; Supplemental Table S5), although this cluster is much smaller than in Arabidopsis. Such might be caused by differences in hybridization efficiency, but this is probably not the case, as the T. caerulescens orthologs of FRD3, ZIP10, and HMA4 are not significantly differentially expressed within T. caerulescens, even though they are much more highly expressed in T. caerulescens than in Arabidopsis (Table IV; Supplemental Table S12). In a recent microarray study, FRD3 and HMA4 also appeared to be constitutively more highly expressed in A. halleri compared to Arabidopsis (Talke et al., 2006
The strong expression of NAS2 in A. halleri compared to Arabidopsis (Weber et al., 2004
Most interesting for the identification of genes that contribute to the adaptation of T. caerulescens to high zinc exposure are the genes that are differentially expressed when comparing T. caerulescens and Arabidopsis at comparable zinc exposures (Table IV; Supplemental Table S10). More than 2,200 genes are significantly (P < 0.05) differentially expressed (
We further analyzed this large set of species-specific differentially expressed genes in different ways. When sorting them according to the highest differential expression under zinc deficiency, which we consider to be most informative, there are several genes that are more than 100-fold higher expressed in T. caerulescens. Among the 15 most differentially expressed genes are four PDF or defensin genes, of which PDF1.1 is close to 1,000-fold higher expressed under zinc deficient and excess conditions. The biological role of defensins is not very clear. These small Cys-rich peptides are generally induced by fungal infections and implicated in pathogen defense, hence their name (Thomma et al., 2002
Zinc hyperaccumulation is a constitutive trait in T. caerulescens and, thus, we expect it requires a constitutive expression of metal hyperaccumulation genes and no specific induction at zinc deficiency or excess. It is complicated to identify such zinc accumulation genes from the large set of more or less constitutively higher expressed T. caerulescens genes, as many genes in this large set will be involved in general species differences. However, when considering the 16 most highly expressed genes at 100 µM ZnSO4, already six metal homeostasis genes are among them, four of which are known zinc transporters: HMA4, MTP1, and the already discussed ZIP4 and IRT3. HMA4 was previously identified by Papoyan and Kochian (2004)
Unexpected was that, in contrast to Arabidopsis, expression of the iron homeostasis genes IRT1, IRT2, and FRO2 is not induced in T. caerulescens upon excess zinc treatment. When we tested with RT-PCR, we could not detect the expression of TcIRT1 except in roots at lower zinc exposure levels (Fig. 3B; Supplemental Table S13). This suggests that T. caerulescens is either able to regulate zinc and iron homeostasis independently, unlike Arabidopsis, or that the continued expression of zinc transporters at high zinc exposure levels ensures low-efficiency, but sufficient, iron uptake in T. caerulescens. The IRT1 gene plays an interesting role in metal homeostasis in T. caerulescens, since it is very highly expressed upon iron deficiency in the cadmium-hyperaccumulating accession Ganges but much lower in the cadmium-excluding accession Prayon (Lombi et al., 2002
Two metallothionein genes, MT2B and especially MT2A, are very highly expressed in T. caerulescens. MT2 expression is generally associated with copper stress tolerance (Zhou and Goldsbrough, 1995
Very surprising was the relatively high expression of 24 genes with a suggested function in lignin biosynthesis (Ehlting et al., 2005
With so many genes differentially expressed, one also expects alterations in the transcript levels of transcription factors. In the T. caerulescens-Arabidopsis comparison, we found 131 transcriptional regulators with more than 5-fold higher expression (FRD P < 0.05) in T. caerulescens (Supplemental Table S14). Of 19 genes that are more than 10-fold higher expressed under zinc sufficient conditions, two genes (INO and SPL) are associated with flower development in Arabidopsis (Villanueva et al., 1999 In conclusion, the comparative transcriptional analysis of the hyperaccumulator T. caerulescens and the nonaccumulator Arabidopsis emphasizes the role of previously implicated zinc homeostasis genes in adaptation to high zinc exposure, but also suggests a similar role for many more, as yet uncharacterized genes, often without any known function. While some of these genes were also differentially expressed when comparing A. halleri with Arabidopsis, many more were not or at very different levels, suggesting that there will be overlap in the mechanisms of metal accumulation and metal tolerance but also many differences between metal hyperaccumulator species.
Plant Material and Growth Conditions
Arabidopsis thaliana Columbia-0 (Arabidopsis) and Thlaspi caerulescens J. & C. Presl accession La Calamine seeds were germinated on garden peat soil (Jongkind BV). Three-week-old seedlings were transferred to 600-mL polyethylene pots (three plants per pot) containing a modified half-strength Hoagland nutrient solution (Schat et al., 1996
Two pools of three plants, grown as described before, were used per treatment. After 4 weeks of growth, the plants were harvested, after desorbing the root system with ice-cold 5 mM PbNO3 for 30 min. Roots and shoots were dried overnight at 65°C, wet-ashed in a 4:1 mixture of HNO3 (65%) and HCl (37%) in Teflon bombs at 140°C for 7 h, and analyzed for zinc, iron, and manganese using flame atomic absorption spectrometry (Perkin-Elmer 1100B). Metal concentrations in roots and shoots were calculated as µmol per g DW.
A common reference model was used to design the microarray experiment (Yang and Speed, 2002 Roots of one pot containing three Arabidopsis or three T. caerulescens plants per treatment were pooled and homogenized in liquid nitrogen. Each pool was considered as one biological replicate and two biological replicates were used. Total RNA was extracted with Trizol (Invitrogen). Approximately 300 mg tissue was used for the RNA extraction performed according to the manufacturer's instructions. After the RNA extraction, total RNA was purified with RNeasy spin columns (Qiagen Benelux B.V.) and genomic DNA was digested with the RNase-free DNase set (Qiagen Benelux B.V.). Ten micrograms of total RNA was used to synthesize cDNA with MMLV reverse transcriptase and DNA primer. The cDNA was labeled with Cyanine 3-dCTP or Cyanine 5-dCTP and hybridized to Agilent Arabidopsis 3 60-mer oligonucleotide microarrays (Agilent Technologies) representing approximately 40,000 putative genes. The microarrays contain all Arabidopsis genes of known function and genes with a high degree of similarity to genes of known function from heterologous organisms. This includes more than 27,000 annotated genes and more than 10,000 nonannotated transcripts based on massive parallel sequence signature data (http://www.chem.agilent.com) and is thus an almost complete representation of the Arabidopsis transcriptome.
After hybridization, the slides were scanned, analyzed, and normalized with the Agilent Feature Extraction software (Agilent Technologies). The arrays were first normalized using Agilent's standard normalization within each array. The remaining statistical analysis was done using the limma package (Smyth, 2005a
Genomic DNA hybridizations were performed using 1 µg random primed genomic DNA. As a quality-control step, we performed a dye-swap hybridization. After hybridization, the slides were scanned, analyzed, and normalized with the Agilent Feature Extraction software (Agilent Technologies). The arrays were further normalized using linear Lowess analysis. The features that hybridized with Arabidopsis genomic DNA (both polarities of the dye swap) and did not hybridize with T. caerulescens genomic DNA were extracted from the dataset by Spotfire using a fold change
Total RNA of leaves and roots of a third Arabidopsis or T. caerulescens biological replica was extracted with Trizol (Invitrogen). Selected T. caerulescens genomic and cDNA fragments were PCR amplified using primers designed for the orthologous Arabidopsis gene and cloned into the pGEM-T Easy vector (Promega). Clones were sequenced and new primers were designed for semiquantitative RT-PCR to ensure amplification of the correct T. caerulescens gene. Five micrograms of total RNA was used to synthesize cDNA with MMLV reverse transcriptase (Invitrogen) and oligo(dT) as a primer (Invitrogen). The PCR amplification was performed with a cDNA aliquot (1 µL) and gene-specific primers (Supplemental Table S13). Care was taken to design Arabidopsis primers at comparable positions and with comparable length and Tm as for T. caerulescens primers to allow proper comparison of the expression data. Primers for Tubulin (Supplemental Table S13) were used as a control for similar cDNA quantity between the samples. Between 25 to 35 PCR cycles (30 s at 94°C, 30 s at 50°C, and 60 s at 68°C) were performed in a 50-µL volume, preferably with the same number of cycles for Arabidopsis and T. caerulescens samples. Twenty microliters of the reaction was separated on an ethidium bromide-stained 1% agarose gel. Gel-image analysis using QuantityOne software (Bio-Rad) was used to quantify the DNA fragment intensities (Supplemental Table S13). The DNA fragment intensities were corrected for background signal and corrected for cDNA quantity using the intensities of Tubulin.
T. caerulescens La Calamine seeds were germinated and plants were grown as described before on sufficient zinc medium. After 4, 6, and 9 weeks, roots of two plants were collected and hand sections were made by repeatedly chopping roots on a microscope slide using a razorblade. These sections were analyzed with a Nikon Labophot bright-field microscope. T. caerulescens sequences used for semiquantitative RT-PCR analysis have been deposited with the EMBL/GenBank data libraries under accession numbers DQ384055 (TcAPX2), DQ384057 (TcbHLH100), DQ923700 (TcCSD1), DQ384056 (TcFER1), DQ384058 (TcFRO4), DQ923702 (TcHAK5), DQ384059 (TcIRT1), DQ384060 (TcZIP1), DQ384061 (T. caerulescens ortholog of prolyl oligopeptidase; At1g20380), DQ923699 (T. caerulescens ortholog of lipid transfer protein related; At1g27950), DQ923701 (T. caerulescens ortholog of Suc synthase; At4g02280), and DQ923703 (T. caerulescens ortholog of calcineurin-like phosphoesterase; At5g50400).
The following materials are available in the online version of this article.
We thank André van Lammeren for his assistance in the lignification analysis; Wu Jian for preparing the TcNAS gene sequences; Diana Rigola for sharing the T. caerulescens EST library information prior to publication; Viivi Hassinen for providing the primer sequences of the T. caerulescens Tubulin gene; ABRC, NASC, and GABI-Kat for providing the seeds of the T-DNA lines; and Lisa Gilhuijs-Pederson and Antoine van Kampen for their input in the microarray design. Received April 17, 2006; accepted September 8, 2006; published September 22, 2006.
1 This work was supported by the NWO (Programma Genomics grant no. 05010166 to J.E.v.d.M.), the European Union PHYTAC project (QLRT200100429), and the European Union RTN-Metalhome project (HPRNCT200200243; H.S. and M.G.M.A.). The author responsible for distribution of materials integral to the findings presented in this article in accordance with the policy described in the Instructions for Authors (www.plantphysiol.org) is: Mark G.M. Aarts (mark.aarts{at}wur.nl).
[W] The online version of this article contains Web-only data. www.plantphysiol.org/cgi/doi/10.1104/pp.106.082073 * Corresponding author; e-mail mark.aarts{at}wur.nl; fax 31317483146.
Armengaud P, Breitling R, Amtmann A (2004) The potassium-dependent transcriptome of Arabidopsis reveals a prominent role of jasmonic acid in nutrient signaling. Plant Physiol 136: 25562576 Assunção AGL, Bookum WM, Nelissen HJM, Vooijs R, Schat H, Ernst WHO (2003a) Differential metal-specific tolerance and accumulation patterns among Thlaspi caerulescens populations originating from different soil types. New Phytol 159: 411419[CrossRef][Web of Science] Assunção AGL, da Costa Martins C, de Folter S, Vooijs R, Schat H, Aarts MGM (2001) Elevated expression of metal transporter genes in three accessions of the metal hyperaccumulator Thlaspi caerulescens. Plant Cell Environ 24: 217226[Medline] Assunção AGL, Schat H, Aarts MGM (2003b) Thlaspi caerulescens, an attractive model species to study heavy metal hyperaccumulation in plants. New Phytol 159: 351360[CrossRef][Web of Science] Baker AJM, Brooks RR (1989) Terrestrial higher plants which hyperaccumulate metallic elementsa review of their distribution, ecology and phytochemistry. Biorecovery 1: 81126 Baker AJM, Proctor J, van Balgooy MMJ, Reeves RD (1992) Hyperaccumulation of nickel by the flora of the ultramafics of Palawan, Republic of the Philippines. In AJM Baker, J Proctor, RD Reeves, eds, The Vegetation of Ultramafic (Serpentine) Soils. Proceedings of the First International Conference on Serpentine Ecology. Intercept, Andover, Hampshire, UK, pp 291304 Becher M, Talke IN, Krall L, Kramer U (2004) Cross-species microarray transcript profiling reveals high constitutive expression of metal homeostasis genes in shoots of the zinc hyperaccumulator Arabidopsis halleri. Plant J 37: 251268[Web of Science][Medline] Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Statist Soc Ser B Methodological 57: 289300 Bert V, Bonnin I, Saumitou-Laprade P, de Laguerie P, Petit D (2002) Do Arabidopsis halleri from nonmetallicolous populations accumulate zinc and cadmium more effectively than those from metallicolous populations? New Phytol 155: 4757[CrossRef][Web of Science] Brooks R (1994) Plants that hyperaccumulate heavy metals. In ME Ed Farago, ed, Plants and the Chemical Elements. Wiley-VCH, Weinheim, Germany, pp 87105 Clemens S (2001) Molecular mechanisms of plant metal tolerance and homeostasis. Planta 212: 475486[CrossRef][Web of Science][Medline] Clemens S, Palmgren MG, Kramer U (2002) A long way ahead: understanding and engineering plant metal accumulation. Trends Plant Sci 7: 309315[CrossRef][Web of Science][Medline] Colangelo EP, Guerinot ML (2004) The essential basic helix-loop-helix protein FIT1 is required for the iron deficiency response. Plant Cell 16: 34003412 Costaglioli P, Joubès J, Garcia C, Stef M, Arveiler B, Lessire R, Garbay B (2005) Profiling candidate genes involved in wax biosynthesis in Arabidopsis thaliana by microarray analysis. Biochim Biophys Acta 1734: 247258[Medline] Curie C, Panaviene Z, Loulergue C, Dellaporta SL, Briat JF, Walker EL (2001) Maize yellow stripe1 encodes a membrane protein directly involved in Fe(III) uptake. Nature 409: 346349[CrossRef][Medline] DiDonato RJ Jr, Roberts LA, Sanderson T, Eisley RB, Walker EL (2004) Arabidopsis Yellow Stripe-Like2 (YSL2): a metal-regulated gene encoding a plasma membrane transporter of nicotianamine-metal complexes. Plant J 39: 403414[CrossRef][Web of Science][Medline] Douchkov D, Gryczka C, Stephan UW, Hell R, Baumlein H (2005) Ectopic expression of nicotianamine synthase genes results in improved iron accumulation and increased nickel tolerance in transgenic tobacco. Plant Cell Environ 28: 365374[CrossRef] Dräger DB, Desbrosses-Fonrouge AG, Krach C, Chardonnens AN, Meyer RC, Saumitou-Laprade P, Kramer U (2004) Two genes encoding Arabidopsis halleri MTP1 metal transport proteins co-segregate with zinc tolerance and account for high MTP1 transcript levels. Plant J 39: 425439[CrossRef][Web of Science][Medline] Ehlting J, Mattheus N, Aeschliman DS, Li E, Hamberger B, Cullis IF, Zhuang J, Kaneda M, Mansfield SD, Samuels L, et al (2005) Global transcript profiling of primary stems from Arabidopsis thaliana identifies candidate genes for missing links in lignin biosynthesis and transcriptional regulators of fiber differentiation. Plant J 42: 618640[CrossRef][Web of Science][Medline] Eisen MB, Spellman PT, Brown PO, Botstein D (1998) Cluster analysis and display of genome-wide expression patterns. Proc Natl Acad Sci USA 95: 1486314868 Eren E, Argüello JM (2004) Arabidopsis HMA2, a divalent heavy metal-transporting P(IB)-type ATPase, is involved in cytoplasmic Zn2+ homeostasis. Plant Physiol 136: 37123723 Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, et al (2004) Bioconductor: open software development for computational biology and bioinformatics. Genome Biol 5: R80[CrossRef][Medline] Gravot A, Lieutaud A, Verret F, Auroy P, Vavasseur A, Richaud P (2004) AtHMA3, a plant P1B-ATPase, functions as a Cd/Pb transporter in yeast. FEBS Lett 561: 2228[CrossRef][Web of Science][Medline] Green LS, Rogers EE (2004) FRD3 controls iron localization in Arabidopsis. Plant Physiol 136: 25232531 Grotz N, Fox T, Connolly E, Park W, Guerinot ML, Eide D (1998) Identification of a family of zinc transporter genes from Arabidopsis that respond to zinc deficiency. Proc Natl Acad Sci USA 95: 72207224 Guerinot ML, Eide D (1999) Zeroing in on zinc uptake in yeast and plants. Curr Opin Plant Biol 2: 244249[CrossRef][Web of Science][Medline] Hammond JP, Bowen HC, White PJ, Mills V, Pyke KA, Baker AJM, Whiting SN, May ST, Broadley MR (2006) A comparison of the Thlaspi caerulescens and T. arvense shoot transcriptomes. New Phytol 170: 239260[CrossRef][Web of Science][Medline] Hannoufa A, Negruk V, Eisner G, Lemieux B (1996) The CER3 gene of Arabidopsis thaliana is expressed in leaves, stems, roots, flowers and apical meristems. Plant J 10: 459467[CrossRef][Web of Science][Medline] Hooker TS, Millar AA, Kunst L (2002) Significance of the expression of the CER6 condensing enzyme for cuticular wax production in Arabidopsis. Plant Physiol 129: 15681580 Hussain D, Haydon MJ, Wang Y, Wong E, Sherson SM, Young J, Camakaris J, Harper JF, Cobbett CS (2004) P-type ATPase heavy metal transporters with roles in essential zinc homeostasis in Arabidopsis. Plant Cell 16: 13271339 Inan G, Zhang Q, Li P, Wang Z, Cao Z, Zhang H, Zhang C, Quist TM, Goodwin SM, Zhu J, et al (2004) Salt cress. A halophyte and cryophyte Arabidopsis relative model system and its applicability to molecular genetic analyses of growth and development of extremophiles. Plant Physiol 135: 17181737 Kim D, Gustin JL, Lahner B, Persans MW, Baek D, Yun D, Salt DE (2004) The plant CDF family TgMTP1 from the Ni/Zn hyperaccumulator Thlaspi goesingense acts to enhance efflux of Zn at the plasma membrane when expressed in Saccharomyces cerevisiae. Plant J 39: 237251[CrossRef][Web of Science][Medline] Kim S, Takahashi M, Higuchi K, Tsunoda K, Nakanishi H, Yoshimura E, Mori S, Nishizawa NK (2005) Increased nicotianamine biosynthesis confers enhanced tolerance to high levels of metals, in particular nickel, to plants. Plant Cell Physiol 46: 18091818 Kobae Y, Uemura T, Sato MH, Ohnishi M, Mimura T, Nakagawa T, Maeshima M (2004) Zinc transporter of Arabidopsis thaliana AtMTP1 is localized to vacuolar membranes and implicated in zinc homeostasis. Plant Cell Physiol 45: 17491758 Lahner B, Gong J, Mahmoudian M, Smith EL, Abid KB, Rogers EE, Guerinot ML, Harper JF, Ward JM, McIntyre L, et al (2003) Genomic scale profiling of nutrient and trace elements in Arabidopsis thaliana. Nat Biotechnol 21: 12151221[CrossRef][Web of Science][Medline] Lanquar V, Lelievre F, Bolte S, Hames C, Alcon C, Neumann D, Vansuyt G, Curie C, Schroder A, Kramer U, et al (2005) Mobilization of vacuolar iron by AtNRAMP3 and AtNRAMP4 is essential for seed germination on low iron. EMBO J 24: 40414051[CrossRef][Web of Science][Medline] Lasat MM, Baker A, Kochian LV (1996) Physiological characterization of root Zn2+ absorption and translocation to shoots in Zn hyperaccumulator and nonaccumulator species of Thlaspi. Plant Physiol 112: 17151722[Abstract] Lee J, Shim D, Song WY, Hwang I, Lee Y (2004) Arabidopsis metallothioneins 2a and 3 enhance resistance to cadmium when expressed in Vicia faba guard cells. Plant Mol Biol 54: 805815[CrossRef][Web of Science][Medline] Ling HQ, Koch G, Baumlein H, Ganal MW (1999) Map-based cloning of chloronerva, a gene involved in iron uptake of higher plants encoding nicotianamine synthase. Proc Natl Acad Sci USA 96: 70987103 Lombi E, Tearall KL, Howarth JR, Zhao FJ, Hawkesford MJ, McGrath SP (2002) Influence of iron status on cadmium and zinc uptake by different ecotypes of the hyperaccumulator Thlaspi caerulescens. Plant Physiol 128: 13591367 Luo M, Bilodeau P, Dennis ES, Peacock WJ, Chaudhury A (2000) Expression and parent-of-origin effects for FIS2, MEA, and FIE in the endosperm and embryo of developing Arabidopsis seeds. Proc Natl Acad Sci USA 97: 1063710642 Maksymiec W, Wianowska D, Dawidowicz AL, Radkiewicz S, Mardarowicz M, Krupa Z (2005) The level of jasmonic acid in Arabidopsis thaliana and Phaseolus coccineus plants under heavy metal stress. J Plant Physiol 162: 13381346[CrossRef][Web of Science][Medline] Marschner H (1995) Mineral Nutrition of Higher Plants, Ed 2. Academic Press, London Meerts P, Van Isacker N (1997) Heavy metal tolerance and accumulation in metallicolous and non-metallicolous populations of Thlaspi caerulescens from continental Europe. Plant Ecol 133: 221231[CrossRef] Meyers BC, Tej SS, Vu TH, Haudenschild CD, Agrawal V, Edberg SB, Ghazal H, Decola S (2004) The use of MPSS for whole-genome transcriptional analysis in Arabidopsis. Genome Res 14: 16411653 Mirouze M, Sels J, Richard O, Czernic P, Loubet S, Jacquier A, Francois IEJA, Cammue BPA, Lebrun M, Berthomieu P, et al (2006) A putative novel role for plant defensins: a defensin from the zinc hyper-accumulating plant, Arabidopsis halleri, confers zinc tolerance. Plant J 47: 329342[CrossRef][Web of Science][Medline] Mukherjee I, Campbell NH, Ash JS, Connolly EL (2005) Expression profiling of the Arabidopsis ferric chelate reductase (FRO) gene family reveals differential regulation by iron and copper. Planta 14: 113[CrossRef] Papoyan A, Kochian LV (2004) Identification of Thlaspi caerulescens genes that may be involved in heavy metal hyperaccumulation and tolerance. Characterization of a novel heavy metal transporting ATPase. Plant Physiol 136: 38143823 Peer WA, Mamoudian M, Lahner BZ, Reeves RD, Murphy AS, Salt DE (2003) Identifying model metal hyperaccumulator plants: germplasm analysis of 20 Brassicaceae accessions from a wide geographical area. New Phytol 159: 421430[CrossRef][Web of Science] Pence NS, Larsen PB, Ebbs SD, Letham DL, Lasat MM, Garvin DF, Eide D, Kochian LV (2000) The molecular physiology of heavy metal transport in the Zn/Cd hyperaccumulator Thlaspi caerulescens. Proc Natl Acad Sci USA 97: 49564960 Penninckx IAMA, Thomma BPHJ, Buchala A, Metraux JP, Broekaert WF (1998) Concomitant activation of jasmonate and ethylene response pathways is required for induction of a plant defensin gene in Arabidopsis. Plant Cell 10: 21032113 Persans MW, Nieman K, Salt DE (2001) Functional activity and role of cation-efflux family members in Ni hyperaccumulation in Thlaspi goesingense. Proc Natl Acad Sci USA 98: 999510000 Pianelli K, Stéphane M, Marquès L, Lebrun M, Czernic P (2005) Nicotianamine over-accumulation confers resistance to nickel in Arabidopsis thaliana. Transgenic Res 14: 739748[CrossRef][Web of Science][Medline] Ramesh SA, Choimes S, Schachtman DP (2004) Over-expression of an Arabidopsis zinc transporter in hordeum vulgare increases short-term zinc uptake after zinc deprivation and seed zinc content. Plant Mol Biol 54: 373385[CrossRef][Web of Science][Medline] Rigola D, Fiers M, Vurro E, Aarts MGM (2006) The heavy metal hyperaccumulator Thlaspi caerulescens expresses many species-specific genes as identified by comparative EST analysis. New Phytol 170: 753766[CrossRef][Web of Science][Medline] Robinson NJ, Procter CM, Connolly EL, Guerinot ML (1999) A ferric-chelate reductase for iron uptake from soils. Nature 397: 694697[CrossRef] Roosens NH, Bernard C, Leplae R, Verbruggen N (2004) Evidence for copper homeostasis function of metallothionein (MT3) in the hyperaccumulator Thlaspi caerulescens. FEBS Lett 577: 916[CrossRef][Web of Science][Medline] Schaaf G, Schikora A, Haberle J, Vert G, Ludewig U, Briat JF, Curie C, von Wiren N (2005) A putative function for the Arabidopsis Fe-phytosiderophore transporter homolog AtYSL2 in Fe and Zn homeostasis. Plant Cell Physiol 46: 762774 Schat H, Llugany M, Bernhard R (2000) Metal-Specific Patterns of Tolerance, Uptake, and Transport of Heavy Metals in Hyperaccumulating and Non-hyperaccumulating Metallophytes. CRC Press, Boca Raton, FL Schat H, Vooijs R, Kuiper E (1996) Identical major gene loci for heavy metal tolerances that have independently evolved in different local populations and subspecies of Silene vulgaris. Evolution Int J Org Evolution 50: 18881895[CrossRef][Web of Science] Shen ZG, Zhao FJ, McGrath SP (1997) Uptake and transport of zinc in the hyperaccumulator Thlaspi caerulescens and the non-hyperaccumulator Thlaspi ochroleucum. Plant Soil 188: 153159[CrossRef][Web of Science] Smyth GK (2004) Linear models and empirical Bayes methods for assessing differential expression in microarray experiments. Stat Appl Genet Mol Biol 3: Article 3[Medline] Smyth GK (2005a) Limma: linear models for microarray data. In R Gentleman, V Carey, S Dudoit, R Irizarry, W Huber, eds, Bioinformatics and Computational Biology Solutions Using R and Bioconductor. Springer, New York, pp 397420 Smyth GK (2005b) Individual channel analysis of two-colour microarray data (CD Paper 116). In Invited Session IPM 11: Computational Tools For Microarray Analysis, 55th Session of the International Statistics Institute, April 512, 2005, Sydney Convention and Exhibition Centre, Sydney, Australia Suzuki K, Higuchi K, Nakanishi H, Nishizawa NK, Mori S (1999) Cloning of nicotianamine synthase genes from Arabidopsis. Soil Sci Plant Nutr 45: 9931002 Takahashi M, Terada Y, Nakai I, Nakanishi H, Yoshimura E, Mori S, Nishizawa NK (2003) Role of nicotianamine in the intracellular delivery of metals and plant reproductive development. Plant Cell 15: 12631280 Talke IN, Hanikenne M, Krämer U (2006) Zn-dependent global transcriptional control, transcriptional de-regulation and higher gene copy number genes in metal homeostasis of the hyperaccumulator Arabidopsis halleri. Plant Physiol 142: 148167 Thomine S, Lelièvre F, Debarbieux E, Schroeder JI, Barbier-Brygoo H (2003) AtNRAMP3, a multispecific vacuolar metal transporter involved in plant responses to iron deficiency. Plant J 34: 685695[CrossRef][Web of Science][Medline] Thomine S, Wang R, Ward JM, Crawford NM, Schroeder JI (2000) Cadmium and iron transport by members of a plant metal transporter family in Arabidopsis with homology to Nramp genes. Proc Natl Acad Sci USA 97: 49914996 Thomma BP, Cammue BP, Thevissen K (2002) Plant defensins. Planta 216: 193202[CrossRef][Web of Science][Medline] van der Zaal BJ, Neuteboom LW, Pinas JE, Chardonnens AN, Schat H, Verkleij JA, Hooykaas PJ (1999) Overexpression of a novel Arabidopsis gene related to putative zinc-transporter genes from animals can lead to enhanced zinc resistance and accumulation. Plant Physiol 119: 10471055 van Hoof NA, Koevoets PL, Hakvoort HW, ten Bookum WM, Schat H, Verkleij JA, Ernst WH (2001) Enhanced ATP-dependent copper efflux across the root cell plasma membrane in copper-tolerant Silene vulgaris. Physiol Plant 113: 225232[CrossRef][Medline] Villanueva JM, Broadhvest J, Hauser BA, Meister RJ, Schneitz K, Gasser CS (1999) INNER NO OUTER regulates abaxial-adaxial patterning in Arabidopsis ovules. Genes Dev 13: 31603169 Waters BM, Chu H, Didonato RJ, Roberts LA, Eisley RB, Lahner B, Salt DE, Walker EL (2006) Mutations in Arabidopsis Yellow-Stripe-Like1 and Yellow Stripe-Like3 reveal their roles in metal ion homeostasis and loading of metal ions in seeds. Plant Physiol 141: 14461458 Weber M, Harada E, Vess C, Roepenack-Lahaye E, Clemens S (2004) Comparative microarray analysis of Arabidopsis thaliana and Arabidopsis halleri roots identifies nicotianamine synthase, a ZIP transporter and other genes as potential metal hyperaccumulation factors. Plant J 37: 269281[Web of Science][Medline] Wintz H, Fox T, Wu YY, Feng V, Chen W, Chang HS, Zhu T, Vulpe C (2003) Expression profiles of Arabidopsis thaliana in mineral deficiencies reveal novel transporters involved in metal homeostasis. J Biol Chem 278: 4764447653 Wu H, Li L, Yuan Y, Cheng X, Ling H-Q (2005) Molecular and biochemical characterization of the Fe(III) chelate reductase gene family in Arabidopsis thaliana. Plant Cell Physiol 46: 15051514 Yang WC, Ye D, Xu J, Sundaresan V (1999) The SPOROCYTELESS gene of Arabidopsis is required for initiation of sporogenesis and encodes a novel nuclear protein. Genes Dev 13: 21082117 Yang YH, Speed T (2002) Design issues for cDNA microarray experiments. Nat Rev Genet 3: 579588[CrossRef][Web of Science][Medline] Yang YH, Thorne NP (2003) Normalization for two-color cDNA microarray data. In DR Goldstein, ed, Science and Statistics. IMS Lecture Notes, Vol 40. Institute of Mathematical Statistics, Bethesda, MD, pp 403418 Zeier J, Schreiber L (1998) Comparative investigation of primary and tertiary endodermal cell walls isolated from the roots of five monocotyledoneous species: chemical composition in relation to fine structure. Planta 206: 349361[CrossRef][Web of Science] Zelko I, Lux A, Czibula K (2005) What is so special about root of T. caerulescens? A comparative study of root anatomy. In 1st Scientific Workshop and Management Committee Meeting. Phytotechnologies to Promote Sustainable Land Use and Improve Food Safety. COST Action 859. http://www.gre.ac.uk/cost859/documents/Pisaabstractbook.pdf Zhou J, Goldsbrough PB (1995) Structure, organization and expression of the metallothionein gene family in Arabidopsis. Mol Gen Genet 248: 318328[CrossRef][Web of Science][Medline] This article has been cited by other articles:
|
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| HOME | HELP | FEEDBACK | SUBSCRIPTIONS | ARCHIVE | SEARCH | TABLE OF CONTENTS |
| ASPB Publications | PLANT PHYSIOLOGY® | THE PLANT CELL | |
|---|---|---|---|