- Research article
- Open Access
Genome-wide gene expression analysis supports a developmental model of low temperature tolerance gene regulation in wheat (Triticum aestivum L.)
BMC Genomics volume 12, Article number: 299 (2011)
To identify the genes involved in the development of low temperature (LT) tolerance in hexaploid wheat, we examined the global changes in expression in response to cold of the 55,052 potentially unique genes represented in the Affymetrix Wheat Genome microarray. We compared the expression of genes in winter-habit (winter Norstar and winter Manitou) and spring-habit (spring Manitou and spring Norstar)) cultivars, wherein the locus for the vernalization gene Vrn-A1 was swapped between the parental winter Norstar and spring Manitou in the derived near-isogenic lines winter Manitou and spring Norstar. Global expression of genes in the crowns of 3-leaf stage plants cold-acclimated at 6°C for 0, 2, 14, 21, 38, 42, 56 and 70 days was examined.
Analysis of variance of gene expression separated the samples by genetic background and by the developmental stage before or after vernalization saturation was reached. Using gene-specific ANOVA we identified 12,901 genes (at p < 0.001) that change in expression with respect to both genotype and the duration of cold-treatment. We examined in more detail a subset of these genes (2,771) where expression was highly influenced by the interaction between these two main factors. Functional assignments using GO annotations showed that genes involved in transport, oxidation-reduction, and stress response were highly represented. Clustering based on the pattern of transcript accumulation identified genes that were up or down-regulated by cold-treatment. Our data indicate that the cold-sensitive lines can up-regulate known cold-responsive genes comparable to that of cold-hardy lines. The levels of expression of these genes were highly influenced by the initial rate and the duration of the gene's response to cold. We show that the Vrn-A1 locus controls the duration of gene expression but not its initial rate of response to cold treatment. Furthermore, we provide evidence that Ta.Vrn-A1 and Ta.Vrt1 originally hypothesized to encode for the same gene showed different patterns of expression and therefore are distinct.
This study provides novel insight into the underlying mechanisms that regulate the expression of cold-responsive genes in wheat. The results support the developmental model of LT tolerance gene regulation and demonstrate the complex genotype by environment interactions that determine LT adaptation in winter annual cereals.
Low temperature (LT) is a major abiotic stress that limits the growth, productivity and geographical distribution of agricultural crops. Even in established agricultural production areas, seasonal or episodic freezing events can lead to significant crop loss. In the U.S., ten percent of the sources for claims filed under the Federal crop insurance since 1988 have been due to frost, freeze and cold weather http://www.ers.usda.gov. Clearly, the development of crops with better adaptation to cold could save billions of dollars. Crops with improved LT tolerance also have a role to play in the goal towards multiple land use and sustainable production systems. Greater LT tolerance allows more flexibility in farm management choices thereby increasing the opportunity to create more environmentally friendly production systems, reduce herbicide costs, increase crop moisture utilization, lower energy requirements, and increase productivity.
Identifying and understanding the mechanisms of LT adaptation is crucial to the development of cold-tolerant crops. The Triticeae tribe of the grass family includes some of the most cold-hardy winter annual plants. Wheat, barley, and rye are grown in temperate regions throughout the world and account for a third of the total world grain. The ability to survive freezing within each of these species differs significantly - some cultivars can survive winter (cold-hardy winter cultivars) in temperate climates while others cannot (cold-sensitive spring cultivars) - making members of the Triticeae tribe an excellent system in which to study LT adaptation in plants.
The two major loci that control LT tolerance in Triticeae are the frost resistance Fr-1 and Fr-2. The Fr-1 locus is tightly linked to the vernalization locus Vrn1, the major regulator of the transition of the vegetative to reproductive meristem in response to cold treatment. Allelic variations in the Vrn1 locus are the main determinants of the winter and spring habit in wheat and barley [2, 3]. The Vrn1 and Fr-1 loci have not been genetically uncoupled, and are hypothesized to be the same locus . The pleiotropic effects of the Vrn1 locus can explain most of the associated LT tolerance and winter habit [4, 5]. Thus, for this paper we will refer to this locus as Vrn1. The Fr-2 locus contains a cluster of C-repeat binding transcription factors (CBFs), known to be involved in the regulation of cold induced genes in several plant species including members of the Triticeae tribe [6, 7]. Since both the Vrn1 and Fr-2 loci are located in the long-arm of chromosome 5 in wheat, the interpretation of data from previous experiments comparing the response of spring and winter genotypes to cold treatment do not separate the effect of variations at the Vrn1 and Fr-2 loci [8, 9].
Phenotypic studies in Triticeae have shown that LT-induced protective mechanisms are developmentally regulated and involve acclimation processes that can be stopped, reversed and restarted . Several studies have shown that the transition of the shoot apex from vegetative to reproductive meristem is highly correlated with a decline in the ability to induce LT tolerance upon cold treatment [11, 12]. This observation was incorporated in a developmental model of LT tolerance gene regulation  wherein the genes that determine the length of the apical meristem vegetative stage act as switches that control the duration of expression of LT tolerance genes [13, 14] and a rate component, which is related to the differences in threshold induction temperatures , determine the degree that these genes are up regulated. The model contends that the full expression of cold hardiness genes only occurs in the vegetative stage. Thus, plants that are already in the reproductive phase have a limited ability to re-acclimate following periods of exposure to warm temperatures. The model predicts that genotypes with longer vegetative stage are more responsive to extended periods of temperatures in the acclimation range, hence, have higher potential to develop LT tolerance.
The availability of a set of reciprocal near-isogenic lines (NILs) for the Vrn-A1 locus of a tender spring habit (cv Manitou - Vrn-A1) and a cold hardy winter habit (cv Norstar - vrn-A1) genotype [16, 17] provided an opportunity to design experiments that determine the effect of the Vrn1 locus on the rate and the duration components of the developmental model for LT tolerance gene regulation without the confounding effect of the Fr-2 locus. In this paper, the phenotypic response of these lines to cold treatment was investigated utilizing microarray analyses to identify and assess the relative expression patterns of cold-responsive genes and their association with the development of LT tolerance. We report on the impact of the Vrn-A1 locus on global gene expression during vernalization and LT acclimation and compared LT induced gene expression in tender and cold hardy genetic backgrounds when the effect of Vrn-A1 or Fr-2 locus has been neutralized. We focused on a set of genes whose expression shows strong interaction between genotype and duration of cold treatment and assessed their potential role in vernalization and cold acclimation. Our data provided a strong molecular support for the developmental model of LT tolerance gene regulation in wheat.
Materials and methods
Wheat (Triticum aestivum L.) cultivars and near isogenic lines (NILs) used in this study were developed and characterized as previously described . Briefly, the winter cultivar 'Norstar' (vrn-A1) and the spring cultivar 'Manitou' (Vrn-A1) were crossed to produce an initial hybrid that was then backcrossed 10× to each parent. In subsequent generations, each BCF1 of the previous generation was selected for heterozygosity (Vrn1/vrn1) at the Vrn-A1 locus. When winter Norstar was the recurrent parent, heterozygosity at the Vrn-A1 locus was based on the spring habit, which would be Vrn1/vrn1, due to the dominance of the spring habit allele, whereas all other progeny would be winter habit. When spring Manitou was the recurrent parent, heterozygosity (Vrn1/vrn1) at the Vrn-A1 locus was based on the heterozygotes' flowering time, which was several weeks later than that of the homozygous (Vrn1/Vrn1) spring habit. This phenotype-based selection ensured that the donor parent allele was incorporated into the genetic background of the recurrent parent.
For these studies, imbibed seeds were held in the dark for 2 days at 4°C and then transferred to an incubator and held for 3 days at 22°C. Actively germinating seeds were transferred, embryo down, to plexiglass trays with holes backed by a 1.6 mm mesh screen and grown for 10 days in hydroponic tanks filled with continuously aerated one-half strength modified Hoagland's solution at 20°C in 16-hour days at 320 μmol m-2s-1 PPFD, by which time they had 3-4 fully developed leaves and visible crowns. These seedlings were then transferred to 6°C chambers (measured at crown level) under 16-hour photoperiod and 220 μmol m-2s-1 PPFD and sampled at regular intervals. The experimental design was a 4 (genotypes) × 16 (cold treatment periods: 0, 2, 7, 14, 21, 28, 35, 42, 49, 56, 63, 77, 84, 91 and 98 days) factorial in a randomized complete block design with three replicates.
Freeze test response
The LT50 (temperature at which 50% of the plants are killed by LT stress) of each genotype at the end of each LT acclimation period was determined using the procedure outlined by Fowler, 2008 . Crowns were covered in moist sand in aluminum weighing cans and placed in a programmable freezer that was held at -3°C for 12 h. After 12 h they were cooled at a rate of 2°C h-1 down to -17°C, then cooled at a rate of 8°C h-1. Five crowns were removed from the freezer at 2°C intervals for each of five test temperatures selected for each genotype in each treatment. Samples were then thawed over night at 3°C. Thawed crowns were transplanted into 52 × 26 × 6 cm black plastic trays (Kord Products, Bramalea, ON, Canada) containing "Redi-earth" (W. R. Grace and Co. of Canada Ltd., Ajax, ON, Canada) for re-growth. The trays were placed in a growth room maintained at 20°C with a 16-hour day and 4-hour night. Plant recovery was rated (alive vs. dead) after 3 weeks and LT50 was calculated for each sample.
Flowering time response
Time to flowering was estimated using the final leaf number (FLN) procedure previously described . The time when the final leaf is produced indicates the period that the shoot apical meristem has transitioned from vegetative to a reproductive phase. Germinated seeds exposed to 6°C as outlined above were planted in pots (2 plants/pot) and transferred weekly to 20°C chambers under conditions favoring floral induction (20°C, 16-hour photoperiod). The tops of the pots were wrapped in aluminum foil to minimize radiant heat absorption from the lights and the plants were uniformly fertilized with "Osmocote" (Chisso-Asahi Fertilizer Co., Tokyo, Japan) sustained-release fertilizer and a nutrient-complete ("Tune-up" TM, Plant Products Ltd., Brampton, ON, Canada) water-soluble solution as required. Leaves were numbered and the plants were grown until the flag leaf emerged and the FLN on the main shoot could be determined. Saturation of the vernalization requirement was considered complete for each genotype once the cold treatment no longer reduced its FLN.
Shoot apical meristem (SAM) development
The stage of SAM development during cold treatment was determined by dissection of a minimum of three shoot apices from the main stem of plants grown at 20°C (floral inductive condition) for 10 or more days after they were removed from vernalization at 6°C. The mean number of days to double ridge formation (marker of a reproductive meristem) was recorded for the dissected apices per time point.
Global gene expression profiling
The experimental design for the microarray studies included 4 genotypes (winter Norstar and spring Norstar NIL and spring Manitou and winter Manitou NIL) acclimated at 0, 2, 14, 21, 35, 42, 56, and 70 days. Crown tissue was harvested after each acclimation period at the same time each day to neutralize circadian rhythm effect. RNA was isolated from three biological replicate samples (pool of 25 crowns/sample) for each acclimation period.
Total RNA was extracted from crown tissues using a modified Trizol method (Invitrogen, Inc., Burlington, Ontario, Canada). Briefly, about 0.5 g of tissue was ground in liquid nitrogen and the powder was mixed thoroughly with 5 mL of Trizol reagent in an RNAse-free petri dish. The slurry was transferred to a 15-mL RNAse-free tube and mixed with an equal volume of chloroform. The mixture was centrifuged at 2700 × g at 4°C for 10 minutes, the supernatant transferred to a new tube and the chloroform extraction repeated once more. Total RNA was precipitated using isopropanol and the pellet briefly dried and re-suspended in 600 μL of RNAse-free water. The total RNA was then quantified on a spectrophotometer and cleaned using the Purelink Micro-to-Midi RNA clean-up kit (Invitrogen, Inc., Burlington, Ontario, Canada) according to manufacturer's instructions.
Microarray hybridization and data analysis
The Affymetrix Wheat Genome GeneChip array was used to interrogate the RNA samples. RNA labelling and microarray hybridization were performed according to the manufacturer's instructions (Affymetrix Inc, Santa Clara, CA USA). Microarray data were extracted from scanned GeneChip images and analyzed using the Affymetrix Microarray Suite (MAS) version 5.0. Probe set signal normalization and summarization was carried out using the Robust Multi-array normalization algorithm (RMA), as implemented in GeneSpring software. RMA normalized values were filtered for those present (as determined by the Affymetrix MAS probe summarization protocol) in 2 out of 3 of the biological replicates for each time-point.
The RMA normalized values were used as input in a gene-specific ANOVA and a false discovery rate correction with a cut-off at P = 0.01, was used to identify genes that show differential accumulation during cold treatment. ANOVA was implemented using SAS version 9.0 (SAS Institute). K-means clustering of gene expression profiles was implemented using Genesis . Gene expression values (log 2) were median-centered before clustering using k-means algorithm with 50 iterations, Euclidian distance and 8 clusters. Gene Ontology annotations were clustered using Blast2GO . A list of probesets matching rice and Brachypodium gene loci was generated using HarvEST http://www.harvest-web.org.
For the purpose of this work, a probe set was deemed to represent a potentially unique wheat gene and the accumulation of its transcript as measured by the signal intensities in each probe set represent the "expression" of the gene. The dataset was further filtered to remove cross-hybridizing probes based on the Affymetrix probe set name designation but retaining those that recognizes splice variants of the same gene. The wheat oligoarray database at http://www.plexdb.org was used to verify the most recent annotations for the probesets.
Microarray data have been deposited to the NCBI Gene Expression Omnibus (GEO) database with Accession Number GSE23889.
Results and Discussion
1 Genetic stocks and experimental design
To investigate low-temperature tolerance in cereals we compared the response to cold of four near-isogenic lines (NILs) previously generated  from two cultivars, one a non-hardy spring wheat (spring Manitou) and the other a very cold-hardy winter wheat (winter Norstar), wherein the major vernalization locus Vrn-A1 was swapped (Table 1). Ten backcrosses to the recurrent parents prior to selfing produced homozygous NILs (spring Norstar and winter Manitou) that are theoretically > 99.95% genetically similar to the parental lines. Based on the location of neighboring markers on chromosome 5AL in a mapping population developed from a winter Norstar × winter Manitou , the winter Norstar region vrn-A1 locus carried by winter Manitou was estimated to be less than 37 cM . The CBF cluster in the Fr-2 locus, which is distally located 30 cM away [15, 19], was not included in the swapped Vrn-A1 region , thus, was fixed in the Norstar and Manitou backgrounds.
These lines allowed us to design experiments to compare the effect of cold temperature on the phenotype and changes in global gene expression in spring and winter hexaploid wheat without the confounding effects of genetic variations in the Vrn-A1 and the Fr-2 loci. Comparison between lines with the same genetic background e.g. winter Norstar versus spring Norstar or spring Manitou versus winter Manitou will reveal differentially expressed genes highly correlated with the Vrn-A1 locus. Conversely, comparison between lines with similar growth habits e.g. winter Norstar versus winter Manitou or spring Manitou versus spring Norstar neutralizes the effect of the Vrn-A1 locus on gene expression.
2 Phenotypic response of wheat to cold treatment
We investigated the phenotypic response to cold of the four genetic stocks we used in this experiment by measuring their final leaf number (FLN) and their tolerance to cold temperature (LT50). The parental cultivars, winter Norstar and spring Manitou, and the NILs, spring Norstar and winter Manitou, were evaluated over 16 cold treatment periods at 6°C under a 16-hour (long) day. Analyses of variance showed that genotype, the duration of cold treatment and their interactions were highly significant (P < 0.001) for LT50 and FLN indicating that there were measurable differences in the response to cold treatment (Figure 1 and Table 1).
2.1 Vernalization response
Vernalization is the acceleration of the competence to flower by cold-adapted plants upon exposure for a period of time to low non-freezing temperature. In cereals with vernalization requirement, exposure to temperatures in the vernalization range shortens the vegetative phase and decreases the FLN. A vernalization response reduces the risk of winter habit cultivars entering the cold-sensitive reproductive stage until the danger of low temperature damage has passed. Vernalization saturation is the point at which a plant no longer requires further exposure to vernalization temperatures to enter the reproductive phase under warm inductive conditions [16, 17].
Vernalization saturation is considered to have been achieved once cold treatment no longer reduces the FLN of a genotype. At this point, the primordia on the shoot apex stop forming leaves and start developing the reproductive structures of the spike when exposed to inductive conditions. Consequently, the time at which the minimum FLN is reached identifies the time when the transition from the vegetative to the reproductive (VRT) phase occurs. Consistent with previous reports [16, 17], the changes in FLN in response to cold treatment in the biological material we used showed that the spring habit cultivars do not need vernalization to flower (Figure 1A). The apical meristem of spring Manitou and spring Norstar were already programmed to transition to reproductive stage at 15 days after seed imbibition, even before they were subjected to cold treatment. In contrast, 49 days of cold treatment were required for winter Norstar to reduce its FLN from 24 leaves to 12 while winter Manitou required cold treatment for 42 days to reduce its FNL number from 20 to 9.
The changes in the shoot apex morphology in response to cold treatment were also monitored by dissection after seedlings were grown under inductive conditions. As shown in Figure 2, spring Manitou shoot apex developed double ridges, without vernalization treatment, thus, was already competent to flower. However, even though it shares the same vernalization alleles as spring Manitou, double ridge formation was delayed in spring Norstar (Figure 2E), indicating that factors outside of the swapped Vrn-A1 locus are involved in the acceleration of competence to flower. In this instance spring Norstar had a minimum FLN that was greater than spring Manitou, which delayed the vegetative/reproductive transition independent of the vernalization gene. In contrast, the meristem of unvernalized winter habit lines remained in the vegetative stage for the duration of the experiment even when grown under inductive conditions (data not shown). It took about 35 days and 49 days of vernalization for the apical meristem of winter Manitou and winter Norstar, respectively, to reach vernalization saturation (Figure 1A).
Cold acclimation is a process by which increased tolerance to cold is accumulated after a plant is exposed to low non-freezing temperatures. The temperature at which 50% of the plants are killed (LT50) by LT stress is used to measure the plants' ability to cold acclimate. The LT50 values for the genotypes used in this experiment exhibited a typical curvilinear relationship obtained for these lines  with days of acclimation at 6°C (Figure 1B). Spring Norstar became less hardy than winter Norstar, whereas, winter Manitou gained LT tolerance comparable to spring Norstar. The lowest LT50 approached -23°C at 49 d for winter Norstar and -13.3°C at 42 d for winter Manitou. These values were achieved at the vegetative to reproductive transition (VRT) stage for these two genotypes as indicated by FLN measurements. Rapid acclimation during the first week was followed by relatively minor increases in the LT tolerance for both spring habit genotypes. Interestingly, while winter Manitou gained 5°C in additional LT tolerance over spring Manitou as a result of the vrn-A1 allele, spring Norstar lost 10°C in LT50 compared to winter Norstar due to substitution with the Vrn-A1 allele. This indicates that gain of the recessive vrn-A1 allele had a greater affect on the LT tolerance of winter Manitou than the dominant Vrn-A1 allele from spring Manitou had on spring Norstar.
The initial rates of acclimation were more rapid in winter and spring Norstar than those of spring and winter Manitou. The initial rate of acclimation was the same for winter and spring Norstar and similar in spring and winter Manitou indicating that factors controlling rate of acclimation were located outside the swapped Vrn1 locus. All the genotypes begin to de-acclimate after a few weeks of cold-treatment. In the winter genotypes, de-acclimation occurred after VRT.
3 Global changes in gene expression in response to cold-treatment
We used acclimated crown tissue of 3-leaf stage plants for the global gene profiling experiment. Although the leaves would have been a more convenient tissue to use, recent experiments have shown that the low-temperature response of the leaves to cold treatment is different from that of the crown at the molecular level [9, 20–22]. In overwintering wheat, it is the crown that survives to reestablish the plant roots and leaves in spring following high stress winters when sub-lethal tissue damage has been incurred. Consequently, it is the reprogramming of gene expression to acclimate the crown meristems that is critical to survival under low-temperature stress.
In this study, we compared the global changes in gene expression in the crowns of the cold-hardy and cold-sensitive genotypes in response to cold treatment using the Affymetrix Wheat Genome Chip array. The Affymetrix array contains 61,127 probes representing 55,052 potentially unique genes. The experimental design included three biological samples for each of the 8 cold treatment periods for each of the four genotypes with a total of 96 hybridizations.
Principal component analysis (PCA) was performed to determine the structure of the dataset of almost 6 million data points generated by the experiment. PCA reduces the dimensionality of large data sets and determines the direction of the major variables or components that influence the result of the experiment. PCA analysis indicated that the first three components accounted for 89% of the variability in the data set. As shown in Figure 3, the first principal component (PC1, 49%) separated the data by the duration of cold treatment, PC2 (21%) separated the data by the genotype of the biological samples and PC3 (19%) separated the data by treatment (cold-treated versus untreated). Thus, PCA identified the three main factors that were manipulated in the experimental design. The biological replicates clustered together indicating the reproducibility of the sampling method. For further analysis, the dataset was filtered for genes expressed in at least two of the three biological samples per time-point (= 39,288 genes). After further filtering out of probesets that may cross-hybridize with other genes based on the Affymetrix probe nomenclature, 52% (= 31,768) of the probesets were used for detailed analysis.
Correlation of variance between samples was determined to provide insight into the relationships among changes in gene expression. The 96 × 96 sample comparisons resulted in a matrix with a highly branched dendogram (see Additional file 1). The first level of branching separated the samples by genotype (Figure 4) where Cluster 1 contained all the samples for spring and winter Manitou and Cluster 2 contained all the samples for winter and spring Norstar. Cluster 1 was further subdivided into two sub-clusters. Cluster 1.1 grouped the unacclimated treatments (zero days) together with the 70-day acclimated treatments that were mainly from spring Manitou indicating that the gene expression in spring Manitou acclimated for 70 days was more similar to the unacclimated samples. Cluster 1.2 grouped together all the cold treated samples with a spring Manitou background except for wMa70-3. Cluster 1.2 further separated the winter and spring Manitou samples into before or after cold de-acclimation, which coincided with the vegetative/reproductive transition (VRT) point in vernalization requiring winter Manitou. Similarly Cluster 2, which contained all the sample dates for winter and spring Norstar, was subdivided into two with Cluster 2.1 containing all the stages before cold de-acclimation, which coincided with VRT in winter Norstar and Cluster 2.2 those after VRT.
LT studies have previously shown that wheat has only limited capacity to re-acclimate when transferred to acclimating temperatures after the plants have entered the reproductive stage . Our results provide molecular evidence for the difference in gene expression between these two states of the meristem development. More in-depth analysis of the differentially expressed genes before and after VRT could help in the identification of the primary factors involved in the regulation of both vernalization and cold acclimation.
3.1 Identification of differentially expressed genes
We used gene-specific ANOVA [24, 25] to identify which of the 31,768 genes were differentially expressed among genotypes during cold acclimation and vernalization. In the ANOVA model, genotype and the duration of cold treatment accounted for 33.51% and 53.41% of the variation in gene expression, respectively. The interaction between genotype and duration of cold-treatment also contributed significantly at 7.43% (p < 0.01) while the remaining sources of variation (residual error) only accounted for 0.05% of the total variation.
As shown in Table 2, 84% of the expressed genes (26,646 at p < 0.01) showed differential expression during the course of 70-day cold treatment. Thus, more than 48% of the genes represented on the array were cold responsive. Even with a high confidence level (p < 0.001), 78% of the expressed genes (24,670) varied in expression with respect to the duration of cold treatment and 46% (14,617) varied in expression with respect to genotype. Around 41% of the genes (12,901) significantly varied in expression with respect to both the duration of treatment and genotype, which indicates that a large number of metabolic pathways and cellular processes are involved in LT response. This observation is consistent with earlier reports for Arabidopsis [26, 27] and rice [28, 29] and raises the question of which sets of genes are directly involved in the development of LT tolerance versus those associated with the general metabolic adjustments that occur with growth at LT.
3.2 Genes with GxT interaction and their biological function
Recent studies in wheat indicate that the accumulation of the transcript or protein product of cold-induced genes known to be involved in cold acclimation show strong interaction between genotype and the duration of cold treatment [14, 21]. Examination of interactions between factors that influence the results of an experiment can give valuable insights about the behavior of genes that are different from the general effect. Of the 12,901 genes that were differentially expressed with respect to genotype and duration of cold treatment in the present study, 21% (2,771; listed in Additional file 2) showed expression that was strongly influenced by the interaction between these two major factors (GxT interaction). We examined this subset of genes in greater detail to better define their role in the development of LT tolerance and to better understand the mechanisms that underpin LT tolerance gene regulation.
The Gene Ontology (GO) annotations for the biological functions of these genes showed that a majority of them had no known function. Information could be found for only 41% of the genes (1133 out of 2771) identified in these analyses. Genes involved in transport, oxidation-reduction, and stress response were highly represented (Table 3) and genes that respond to stress included several known cold-induced genes.
3.2.1 Expression profiles of differentially expressed genes with GxT interaction
Analysis of the expression levels of the 2,771 genes with strong GxT interaction (Table 4) showed that more genes in the spring habit genotypes had a higher frequency of 2-fold or more change in gene expression (61-62%) compared to the winter habit genotypes (41-45%). This suggests that the vrn-A1 allele had a dampening effect on LT response. The k-means clustering method was used to identify genes with 2-fold or more change in expression that had similar up- or down-regulation patterns during cold treatment. These genes were grouped into 8 clusters for each genotype. The expression profiles for the 1,137 winter Norstar genes (Figure 5) show that a majority in Cluster 1 are gradually up-regulated and peaked at the later time points. Genes in Clusters 3 and 6 were rapidly up-regulated during the early stage of cold treatment and remained highly expressed. The genes in cluster 7 were also rapidly up-regulated during the initial cold-treatment but showed modulated response thereafter. The genes in Clusters 2, 4, 5, and 8 were down-regulated during the early stage of cold treatment and had different dynamics at later stages. The modulated expression of genes in Cluster 8 was a mirror image of the expression profiles of the genes in Cluster 7.
When the expression profiles of the same genes from the different genotypes were aligned with respect to winter Norstar (Figure 5) the difference in expression profiles was evident. The expression of the genes in cluster 6 in Norstar was more similar to winter Manitou while this cluster in spring Norstar was more similar to spring Manitou. Cluster 6 contained most of the previously reported cold-induced genes. The expression profiles of the genes in clusters 4 and 8 of spring Norstar were more similar to spring Manitou. Cluster 4 contains several genes involved in photosynthesis. A significant number of unknown genes grouped with genes of known function in each cluster. This transcriptional co-expression with known genes could provide an entry point for the dissection of their biological functions.
3.2.2 Expression of the most dynamically expressed genes
The most dynamically expressed genes in winter Norstar (≥ 25-fold change in expression; Table 4) during the course of the experiment included the vernalization regulatory MADS-box genes Ta.Vrn-A1 (Ta.30607.1.A1; ) and Ta.Vrt1 (Ta.142.1.S1_at; [8, 29]) and 10 known cold-responsive genes (COR14a, COR14b, Dehydrin and LEA/RAB-related COR proteins). Several of the known cold-induced genes in winter Norstar were also highly expressed in the other genotypes. In fact the expression of COR14a, a gene specifically up-regulated by LT , was induced at a high level in both spring Manitou (203 fold-change) and winter Norstar (177 fold-change) indicating that the regulatory factors needed to up-regulate (see below) the expression of genes correlated with cold acclimation are fully operational in genotypes with spring habit.
3.2.3 Expression of the Vrn-A1 gene
It was expected that the expression profile of the Vrn1 gene on chromosome 5A of the NIL derivatives, winter Manitou and spring Norstar, would be different from their parental lines. Since the Vrn-A1 locus from spring Manitou was transferred to spring Norstar, the expression profile of Vrn-A1 gene in spring Norstar was predicted to mimic the Vrn-A1 gene expression profile from spring Manitou. Conversely, the expression profile of vrn-A1 in winter Manitou is predicted to mimic the expression profile of vrn-A1 from winter Norstar.
There were three gene specific probesets on the array that represented the Vrn1 gene: Ta.30607.1.A1_at, Ta.142.1.S1_at and Ta.Affx.143995.17.A1_at. Closer examination of the DNA sequence of the target genes (Figure 6) from which the probesets were derived indicates that Ta.30607.1.A1_at was most similar to Ta.Vrn-A1 (AY747601), a gene sequenced from T. aestivum cv. Triple Dirk,; Ta.142.1.S1_at was most similar to Ta.Vrt-1 (AY280870) sequenced from T. aestivum cv. Norstar ; and Ta.Affx.143995.17.A1_at was identical to the Vrn1 gene sequenced from T. monococcum (EU875079 , alignment data not shown). The target sequence used for Ta.Affx.143995.17.A1_at was the anti-sense of EU875079 sequence, thus, the signals derived from the designed probeset might not be valid and it was not analyzed further.
As predicted the expression profile of Ta.30607.1.A1_at (Ta.Vrn-A1) was swapped between the parental lines and the NIL derivatives (Figure 7). Vrn-A1 in spring Norstar is constitutively expressed as in spring Manitou, whereas, vrn-A1 in winter Manitou was up-regulated upon cold-treatment and behaved just like vrn-A1 in winter Norstar. The high congruence of the expression profiles of Vrn-A1 in spring Norstar and spring Manitou and the expression profiles of vrn-A1 gene in winter Norstar and winter Manitou indicates that the genetic factors needed to regulate the transcription of Vrn-A1 and vrn-A1 genes are similar in the two genetic backgrounds.
Ta.Vrn-A1 (a.k.a. WAP1;  and Ta.Vrt-1 genes although cloned separately, were hypothesized to encode the same Vrn1 gene in the Vrn-A1 locus. If this is so, then the expression profile detected by the probesets representing each gene should be similar. As shown in Figure 7, the expression profile of Ta.142.1.S1_at (Ta.Vrt-1) was also swapped between the parental lines and the NIL derivatives; however, its expression profile was distinct from the expression profile of Ta.30607.1.A1 (Ta.Vrn-A1) indicating that the two genes are different. Closer examination of the alignment of these two sequences with the available sequences for Vrn-A1, Vrn-B1 and Vrn-D1 from hexaploid wheat (Figure 6) showed that Ta.30607.1.A1_at was identical to Ta.VRN-A1, whereas, Ta.142.1.S1_at was identical to that of Ta.Vrn-B1. There are 15 SNPs that distinguish Vrn-A1 from Vrn-B1 genes and all the SNPs in Vrn-A1 were similar to Ta.30607.1.A1_at and all the SNPs in Vrn-B1 were similar to that of the informative SNPs in Ta.142.1.S1_at. There are 6 SNPs that distinguish Vrn-B1 from Vrn-D1, however, the probeset designed for Ta.142.1.S1_at do not cover them. Thus, the expression profile for Ta.142.1.S1_at does not distinguish the expression between Vrn-B1 and Vrn-D1.
If Ta.Vrt1 encodes Ta.Vrn-B1, which is located in chromosome 5B, then its swapped expression profile indicates that it is a downstream target of Ta.Vrn-A1 (located in chromosome 5A). The expression profile of Ta.Vrt1 in the spring genotypes was up-regulated only after cold treatment suggesting that Ta.Vrn-A1 acts together with other cold-induced factors to up-regulate Ta.Vrt1 expression. Without the sequence of the Vrn-A1 locus, however, we still cannot rule out the possibility that Ta.142.1.S1_at was detecting the expression of another MADS-box gene with sequence similar to Ta.Vrt1 located in the Vrn-A1 locus.
3.2.4 Expression profiles of known cold-induced genes closely associated with LT tolerance
There are several known cold-induced genes closely associated with LT tolerance that are dynamically expressed and analyses of their expression profiles provided insight into their regulation during cold treatment.
Rate of response
The initial rate of response (determined by the slope of the change in relative gene expression between 0 and 2 days of cold treatment) of known cold-induced genes was not influenced by the swapped Vrn1 locus. As shown in Figure 8, the initial rate of response of these cold-induced genes was similar in winter and spring Norstar and in spring and winter Manitou. This reveals the presence of regulatory genes located outside of the swapped Vrn1 locus that control the rate of response of these genes to cold treatment. The initial rate of response to cold treatment greatly influences the level of expression of cold-induced genes and genes that exhibit faster rate of up-regulation by acclimation were usually associated with greater cold tolerance (Figure 1). This close relationship among rates of up-regulation of the known cold-induced genes and LT tolerance should not be unexpected as this is likely the reason why they were originally selected for study.
At least two distinct mechanisms regulate the initial rate of response of cold-induced genes. The initial rate of response to cold-treatment could be similar (Figure 8A, B, D, G, I and 8J) or different (Figure 8C, E, F and 8H) between Norstar and Manitou genetic backgrounds. When the initial rate of response is different it is usually slower in the Manitou background.
Duration of expression
The duration of expression of known cold-induced genes was influenced by the Vrn1 locus. The winter habit genotypes (with vrn-A1 locus) sustained a high level of gene transcripts for a longer period of time compared to the spring habit genotypes (with Vrn-A1 locus). As a result, the expression of the cold-induced genes in winter Manitou was higher than in spring Manitou and lower in spring Norstar compared to winter Norstar. The decline in the level of transcript in spring Manitou and spring Norstar began immediately after 2-days of cold treatment. In contrast, the expression of these genes in winter Norstar and winter Manitou continued to be up-regulated (Figure 8C, D, E, F, H and 8J) or sustained at high level (Figure 8A, B and 8I) until at the point of vernalization saturation. This observation supports the developmental model proposition that the duration of expression of LT tolerant genes is controlled by genes that determine the length of the shoot apical meristem vegetative stage.
3.2.5 Expression of other dynamically cold-responsive genes
The expression of jacalin-like lectin (Ta.7388.2.S1_a_at) was initially down-regulated in all the genotypes but was up-regulated in the spring habit lines after two days of cold treatment. The gene continued to be down-regulated in the winter-habit lines until vernalization saturation. A jacalin-like lectin domain containing protein (a.k.a.VER2) previously isolated in winter wheat  has been shown to be involved in vernalization. Antisense inhibition of VER2 delayed heading in transgenic hexaploid wheat. Thus, the prolonged down-regulation of jacalin-like lectin could be contributing in the delayed acquisition of competence to flower in the winter-habit lines.
The expression of a flower promoting factor (FPF; Ta.9696.1.S1_at) was down-regulated by cold treatment (Figure 9B) in all four genotypes. The level of expression of this gene was also swapped between the winter and spring-habit genotypes. The overexpression of the FPF under inductive condition led to early flowering in tobacco . However, under non-inductive conditions the FPF overexpressing lines bolted but did not flower. It is also possible that an inductive condition to flower is required for the up-regulation of this gene in wheat.
The expression profile of an extensin-like protein (Ta.20519.1.S1; Figure 9C) was similar in winter Norstar and spring Norstar. The gene was induced after 2 days of acclimation and reached its maximum expression by 21 days of cold treatment. Extensin has been shown to be induced by cold treatment in pea seedlings  and speculated to be involved in the strengthening of the cell wall to prevent the cavitation of the cell during cold induced dehydration.
This is the first time that protamine (Ta.30509.1.A1_at; Figure 9D) has been shown to be induced by cold in wheat. Its role in the development of cold tolerance is unclear, however, in animal studies protamine has been shown to be involved in the maintenance of high order chromatin structure in trout and sea urchin sperm nuclei. It accumulates late in spermatogenesis and displaces or augments the germ cell histones to stabilize the highly condensed chromatin. It is hypothesized to play a role in global chromatin reorganization and accessibility of histone variant regions . Protamine could also be involved in the epigenetic regulation of the Vrn-A1 locus as it has also been postulated that maintenance of an active chromatin state at Vrn1 is the basis for epigenetic memory of vernalization in cereals .
3.3 Differentially expressed genes in genotypes with neutralized Vrn-A1 locus
Comparison of gene expression in genotypes where the Vrn-A1 is similar or neutralized is expected to identify genes regulated by factors outside of the swapped Vrn-A1 locus. There were 7,808 genes (at p < 0.001) differentially expressed between winter Norstar and winter Manitou with respect to genotype and duration of cold treatment. The expression of 25% of these genes (1,952) showed strong interaction between these two factors. Twenty-three of these genes were dynamically expressed (> 25 fold-change) in winter Norstar, the identities of which were similar to those shown in Table 5 except for 4 missing genes. The expression profiles of these 4 genes in spring Norstar and spring Manitou were also very similar: Ta.Vrn-A1 (Ta.30607.1.A1_at; Figure 7A), RUBISCO LSU binding protein (TaAffx.43393.1.S1_at; Figure 9E), LEA29 protein (TaAffx.34169.1.S1_at; Figure 9J)) and flower promoting factor (Ta.9696.1.S1_at; Figure 9B) indicating that the genes regulating their expression were swapped between the winter and spring habit genotypes. Since the Vrn-A1 locus is the same in winter Norstar and winter Manitou, the swapped expression profiles of RUBISCO LSU binding protein, LEA29 and flower promoting factor indicates that these genes are either located in the Vrn-A1 locus or they are controlled by outside factors that are regulated by the Vrn-A1 locus. If they are located outside of the Vrn-A1 locus then these genes are strong candidates for direct involvement in the development of LT tolerance.
There were 5,982 genes (at p < 0.001) that were differentially expressed between spring Norstar and spring Manitou with respect to genotype and duration of cold treatment. The expression of 29% of these genes (1,717) showed strong interaction between these two factors. In both these spring genotypes, the cold-responsive gene COR14a was the most dynamically expressed gene.
As shown in Figure 10, there were 265 genes that were differentially expressed specifically only when the Vrn-A1 (spring) locus was neutralized. A significant number of these genes are involved in chromatin remodeling e.g. Curly leaf like gene, chromatin remodeling 1 and 17, several core histone genes, methyltransferase1 and histone acetyltransferase genes and several DNA binding proteins like HTB2, HTB11, HTA2, 6 and 12. There were 160 genes that were specifically associated with a neutralized vrn-A1 (winter) locus and a significant number of these genes are transcription factors and genes involved in signal transduction, transport and oxidation-reduction pathways.
3.4 Differentially expressed genes in genotypes with neutralized Fr-2 locus
Genes that were differentially expressed in genotypes with neutralized Fr-2 locus in the Manitou and Norstar backgrounds were expected to be directly or indirectly influenced by the Vrn-A1 locus. They were also predicted to be part of pathways where the vegetative/reproductive transition acts as a key switch in LT gene expression. There were 4,411 genes (at p < 0.001) that were differentially expressed in winter and spring Norstar grown under the cold treatment time series used in this study. The expression of 34% of these genes (1,521) showed GxT interaction and 246 of these genes were strongly influenced by the Vrn-A1 locus (Figure 10). Of this group, 26 genes were dynamically expressed (> 25 fold-change) in winter Norstar. These genes were identical to those listed in Table 5 except that Ta.20519.1.S1_at (extensin-like gene) was not present. As shown in Figure 9C, Ta.20519.1.S1_at expression profile was similar in winter Norstar and spring Norstar and not swapped in the spring and winter habit genotypes.
There were 4,064 genes (at p < 0.01) that were differentially expressed in winter and spring Manitou, 53% (2,164) of which showed GxT interactions. However, there were no differentially expressed genes between spring and winter Manitou that showed GxT interaction at a higher level of confidence (p < 0.001). These observations suggest that the Vrn-A1 locus had a much variable influence on gene expression on the cold hardy Norstar than the more cold sensitive Manitou genetic background.
3.5 Mapping of differentially expressed genes in Rice and Brachypodium genome
The swapped Vrn-A1 locus in Norstar and winter Manitou was determined to be less than 37 cM using 678 SSR markers mapped on a 152 double haploid Norstar × winter Manitou mapping population . There are a number of possible reasons for the low mapping resolution of the swapped Vrn-A1 locus, one of which could be the limited number of markers available at the time to these studies. It is also possible that the swapped region was already highly similar (with very low polymorphism) in the two parental genotypes. To assist in determining if the swapped expression profiles were due to genes closely linked to Vrn-A1 or genes located elsewhere that were being regulated by Vrn-A1 we determined the location of the 2771 differentially expressed genes in the syntenic region of Brachypodium and rice genomes. We used the dataset provided in HarvEST: WheatChip (http://harvest.ucr.edu/ which contains for each of the Affymetrix probeset target sequence the best BLASTX hits from the rice genome ( MSU version 6; January 2009) and Brachypodium ( Phytozome Bradi 1; May 2009) gene models and their genome location allowing us to filter for the differentially expressed genes located in the syntenic region in wheat.
Of the 2771 differentially expressed genes that showed GxT interaction, there were 2352 (84.9%) and 2283 (82.45%) that can be mapped to the Brachypodium and rice genomes, respectively (see Additional file 2). The Vrn1 gene homologue is located in chromosome 1 in Brachypodium and in chromosome 3 in rice [37, 38]. There were 708 differentially expressed genes that mapped to Brachypodium chromosome 1 and 284 of these also mapped to rice chromosome 3. Brachypodium chromosome 1 was assembled from scaffold 0 (38 Mb) and scaffold 1 (37 Mb), which formed the top and bottom part of the chromosome. There were only 145 differentially expressed genes that can be mapped to scaffold 0 of Brachypodium where the Vrn1 homologue is located. Analysis of the mapping data suggests that these genes are located in 18 Mb and 34 Mb of the syntenic regions in Brachypodium and rice genomes, respectively. Among the dynamically expressed genes in Norstar, aside from those encoding the Vrn1 genes only Ta.9696.1.S1_at (flowering promoting factor-like 1) mapped to this region. Our data indicate that the majority of the differentially expressed genes are not linked to the Vrn-A1 locus and those that exhibit swapped expression between winter and spring habit genotypes are potential direct or indirect targets of the Vrn-A1 locus.
4.1 Phenology of wheat response to cold
The progress to the vegetative/reproductive transition (VRT) during vernalization can be revealed by growth in an inductive (warm) environment. Our data indicate that the SAM competence to flower and the morphological transition to a reproductive meristem can be uncoupled. Development of SAM of the four genotypes was delayed (remained morphologically in stage 0 - vegetative) by low temperature even when competent to flower once they were transferred to an inductive environment.
Cold-acclimation in cereals is cumulative and peaks at the point of VRT. The SAM increasingly becomes sensitive to low temperature after VRT even before cold sensitive reproductive structures are formed. This indicates that spring habit genotypes are likely to be cold sensitive not because of the early formation of cold susceptible reproductive structures during winter but due to an altered molecular/physiological state of the SAM after VRT is reached. Our data shows that after VRT the plant continuous to lose the ability to cold acclimate such that at 70 days after cold treatment the winter habit genotypes were almost as cold sensitive as the untreated spring habit genotypes. These observations indicate that identification of the factors regulating VRT is critical to understanding and controlling low temperature adaptation in wheat. The molecular data presented in this report showed that the different state of the SAM before and after VRT can be distinguished based on the differences in their gene expression - allowing us to have a window by which to enter and dissect this phase transition.
4.2 Genetic control of LT response in wheat
The large number of genes that changed in expression during acclimation/vernalization of the four genotypes considered in this study once again emphasizes the complexity of the genotype × environment × stage of phenological development interactions and the metabolic pathways and cellular processes that determine LT adaptation in wheat. The identification of genes with expression that are influenced by the interaction of the genotype and the duration of treatment allowed us to enrich for genes that may be directly involved in the development of LT tolerance.
Analyses of the expression profiles of the known cold-induced genes provided novel insights into the mechanisms that underpin their regulation. We confirmed the constitutive expression of the Ta.Vrn-A1 gene in the spring genotypes and demonstrated that it is distinct from Ta.Vrt1. Our data indicates at least two regulatory networks control the level of expression of many of the known cold-responsive genes. Consistent with the phenotypic response of the shoot apical meristem to cold treatment, the molecular evidence shows that the initial rate of response of these genes was not controlled by the Vrn-A1 locus. However, the duration of the expression of these genes was regulated by the Vrn-A1 locus and the VRT is a key factor affecting LT tolerance gene expression. These observations provide strong molecular support for the developmental model of LT tolerance gene regulation in wheat . While more research is needed to determine how the sets of genes we have reported affect the wheat plants response to cold, our findings provide directions for future attempts to expand our understanding of low-temperature adaptation in cereals.
Vagujfalvi A, Crosatti C, Galiba G, Dubcovsky J, Cattivelli L: Two loci on wheat chromosome 5A regulate the differential cold-dependent expression of the cor14b gene in frost-tolerant and frost-sensitive genotypes. Molecular and General Genetics. 2000, 263 (2): 194-200. 10.1007/s004380051160.
Yan L, Helguera M, Kato K, Fukuyama S, Sherman J, Dubcovsky J: Allelic variation at the VRN-1 promoter region in polyploid wheat. Theoretical and Applied Genetics. 2004, 109 (8): 1677-1686. 10.1007/s00122-004-1796-4.
Fu DL, Szucs P, Yan LL, Helguera M, Skinner JS, von Zitzewitz J, Hayes PM, Dubcovsky J: Large deletions within the first intron in VRN-1 are associated with spring growth habit in barley and wheat. Molecular Genetics and Genomics. 2005, 273 (1): 54-65. 10.1007/s00438-004-1095-4.
Baga M, Chodaparambil SV, Limin AE, Pecar M, Fowler DB, Chibbar RN: Identification of quantitative trait loci and associated candidate genes for low-temperature tolerance in cold-hardy winter wheat. Functional & Integrative Genomics. 2007, 7 (1): 53-68.
Dhillon T, Pearce SP, Stockinger EJ, Distelfeld A, Li CX, Knox AK, Vashegyi I, Vagujfalvi A, Galiba G, Dubcovsky J: Regulation of Freezing Tolerance and Flowering in Temperate Cereals: The VRN-1 Connection. Plant Physiology. 2010, 153 (4): 1846-1858. 10.1104/pp.110.159079.
Knox AK, Dhillon T, Cheng HM, Tondelli A, Pecchioni N, Stockinger EJ: CBF gene copy number variation at Frost Resistance-2 is associated with levels of freezing tolerance in temperate-climate cereals. Theoretical and Applied Genetics. 2010, 121 (1): 21-35. 10.1007/s00122-010-1288-7.
Campoli C, Matus-Cadiz MA, Pozniak CJ, Cattivelli L, Fowler DB: Comparative expression of Cbf genes in the Triticeae under different acclimation induction temperatures. Molecular Genetics and Genomics. 2009, 282 (2): 141-152. 10.1007/s00438-009-0451-9.
Gulick PJ, Drouin S, Yu ZH, Danyluk J, Poisson G, Monroy AF, Sarhan F: Transcriptome comparison of winter and spring wheat responding to low temperature. Genome. 2005, 48 (5): 913-923. 10.1139/g05-039.
Winfield MO, Lu CG, Wilson ID, Coghill JA, Edwards KJ: Cold- and light-induced changes in the transcriptome of wheat leading to phase transition from vegetative to reproductive growth. Bmc Plant Biology. 2009, 9:
Fowler DB, Limin AE, Ritchie JT: Low-temperature tolerance in cereals: Model and genetic interpretation. Crop Science. 1999, 39 (3): 626-633. 10.2135/cropsci1999.0011183X003900020002x.
Sarhan F, Ouellet F, VazquezTello A: The wheat wcs120 gene family. A useful model to understand the molecular genetics of freezing tolerance in cereals. Physiologia Plantarum. 1997, 101 (2): 439-445. 10.1111/j.1399-3054.1997.tb01019.x.
Fowler DB, Chauvin LP, Limin AE, Sarhan F: The regulatory role of vernalization in the expression of low-temperature-induced genes in wheat and rye. Theoretical and Applied Genetics. 1996, 93 (4): 554-559. 10.1007/BF00417947.
Danyluk J, Kane NA, Breton G, Limin AE, Fowler DB, Sarhan F: TaVRT-1, a putative transcription factor associated with vegetative to reproductive transition in cereals. Plant Physiology. 2003, 132 (4): 1849-1860. 10.1104/pp.103.023523.
Mahfoozi S, Limin AE, Hayes PM, Hucl P, Fowler DB: Influence of photoperiod response on the expression of cold hardiness in wheat and barley. Canadian Journal of Plant Science. 2000, 80 (4): 721-724. 10.4141/P00-031.
Fowler DB: Cold acclimation threshold induction temperatures in cereals. Crop Science. 2008, 48 (3): 1147-1154. 10.2135/cropsci2007.10.0581.
Limin AE, Fowler DB: Developmental traits affecting low-temperature tolerance response in near-isogenic lines for the vernalization locus Vrn-A1 in wheat (Triticum aestivum L. em Thell). Annals of Botany. 2002, 89 (5): 579-585. 10.1093/aob/mcf102.
Fowler DB, Limin AE: Interactions among factors regulating phonological development and acclimation rate determine low-temperature tolerance in wheat. Annals of Botany. 2004, 94 (5): 717-724. 10.1093/aob/mch196.
Sturn A, Quackenbush J, Trajanoski Z: Genesis: cluster analysis of microarray data. Bioinformatics. 2002, 18 (1): 207-208. 10.1093/bioinformatics/18.1.207.
Gotz S, Garcia-Gomez JM, Terol J, Williams TD, Nagaraj SH, Nueda MJ, Robles M, Talon M, Dopazo J, Conesa A: High-throughput functional annotation and data mining with the Blast2GO suite. Nucleic Acids Research. 2008, 36 (10): 3420-3435. 10.1093/nar/gkn176.
Preston JC, Kellogg EA: Conservation and divergence of APETALA1/FRUITFULL-like gene function in grasses: evidence from gene expression analyses. Plant Journal. 2007, 52 (1): 69-81. 10.1111/j.1365-313X.2007.03209.x.
Ganeshan S, Vitamvas P, Fowler DB, Chibbar RN: Quantitative expression analysis of selected COR genes reveals their differential expression in leaf and crown tissues of wheat (Triticum aestivum L.) during an extended low temperature acclimation regimen. Journal of Experimental Botany. 2008, 59 (9): 2393-2402. 10.1093/jxb/ern112.
Ganeshan S, Sharma P, Young L, Kumar A, Fowler DB, Chibbar RN: Contrasting cDNA-AFLP profiles between crown and leaf tissues of cold-acclimated wheat plants indicate differing regulatory circuitries for low temperature tolerance. Plant Mol Biol. 2011, 75 (4-5): 379-398. 10.1007/s11103-011-9734-8.
Fowler DB, Limin AE, Wang SY, Ward RW: Relationship between low-temperature tolerance and vernalization response in wheat and rye. Canadian Journal of Plant Science. 1996, 76 (1): 37-42. 10.4141/cjps96-007.
Wolfinger RD, Gibson G, Wolfinger ED, Bennett L, Hamadeh H, Bushel P, Afshari C, Paules RS: Assessing gene significance from cDNA microarray expression data via mixed models. Journal of Computational Biology. 2001, 8 (6): 625-637. 10.1089/106652701753307520.
Dudoit S, Yang YH, Callow MJ, Speed TP: Statistical methods for identifying differentially expressed genes in replicated cDNA microarray experiments. Statistica Sinica. 2002, 12 (1): 111-139.
Fowler S, Thomashow MF: Arabidopsis transcriptome profiling indicates that multiple regulatory pathways are activated during cold acclimation in addition to the CBF cold response pathway. Plant Cell. 2002, 14 (8): 1675-1690. 10.1105/tpc.003483.
Lee BH, Henderson DA, Zhu JK: The Arabidopsis cold-responsive transcriptome and its regulation by ICE1. Plant Cell. 2005, 17 (11): 3155-3175. 10.1105/tpc.105.035568.
de los Reyes BG, Morsy M, Gibbons J, Varma TSN, Antoine W, McGrath JM, Halgren R, Redus M: A snapshot of the low temperature stress transcriptome of developing rice seedlings (Oryza sativa L.) via ESTs from subtracted cDNA library. Theoretical and Applied Genetics. 2003, 107 (6): 1071-1082. 10.1007/s00122-003-1344-7.
Yun KY, Park MR, Mohanty B, Herath V, Xu FY, Mauleon R, Wijaya E, Bajic VB, Bruskiewich R, de los Reyes BG: Transcriptional regulatory network triggered by oxidative signals configures the early response mechanisms of japonica rice to chilling stress. Bmc Plant Biology. 2010, 10:
Pidal B, Yan LL, Fu DL, Zhang FQ, Tranquilli G, Dubcovsky J: The CArG-Box Located Upstream from the Transcriptional Start of Wheat Vernalization Gene VRN1 Is Not Necessary for the Vernalization Response. Journal of Heredity. 2009, 100 (3): 355-364. 10.1093/jhered/esp002.
Trevaskis B, Bagnall DJ, Ellis MH, Peacock WJ, Dennis ES: MADS box genes control vernalization-induced flowering in cereals. Proceedings of the National Academy of Sciences of the United States of America. 2003, 100 (22): 13099-13104. 10.1073/pnas.1635053100.
Yong WD, Xu YY, Xu WZ, Wang X, Li N, Wu JS, Liang TB, Chong K, Xu ZH, Tan KH, et al: Vernalization-induced flowering in wheat is mediated by a lectin-like gene VER2. Planta. 2003, 217 (2): 261-270.
Smykal P, Gleissner R, Corbesier L, Apel K, Melzer S: Modulation of flowering responses in different Nicotiana varieties. Plant Molecular Biology. 2004, 55 (2): 253-262. 10.1007/s11103-004-0557-8.
Weiser RL, Wallner SJ, Waddell JW: Cell-Wall and Extensin Messenger-Rna Changes during Cold-Acclimation of Pea-Seedlings. Plant Physiology. 1990, 93 (3): 1021-1026. 10.1104/pp.93.3.1021.
Green GR: Phosphorylation of histone variant regions in chromatin: Unlocking the linker?. Biochemistry and Cell Biology-Biochimie Et Biologie Cellulaire. 2001, 79 (3): 275-287. 10.1139/o01-075.
Oliver SN, Finnegan EJ, Dennis ES, Peacock WJ, Trevaskis B: Vernalization-induced flowering in cereals is associated with changes in histone methylation at the VERNALIZATION1 gene. Proceedings of the National Academy of Sciences of the United States of America. 2009, 106 (20): 8386-8391. 10.1073/pnas.0903566106.
Initiative IB: Genome sequencing and analysis of the model grass Brachypodium distachyon. Nature. 2010, 463 (7282): 763-768. 10.1038/nature08747.
Project IRGS: The map-based sequence of the rice genome. Nature. 2005, 436 (7052): 793-800. 10.1038/nature03895.
We acknowledge the support of Patrick McGuire of the University of California Genetic Resources Conservation Program and Calvin Qualset with the UC Davis Department of Plant Sciences for facilitating access to funding for this project. The excellent technical assistance of Carli Holderness, Garcia Schellhorn and Twyla Chastain is greatly appreciated. We acknowledge the UC Davis Cancer Center Gene Expression Resource (NCI P30 CA93373) for their excellent processing of the microarrays for hybridization experiment. We thank Drs. Grace Chen and Roger Thilmony for the critical reading of the manuscript. This work was supported by Genome Canada/Genome Prairie (BF and RC), Ducks Unlimited (BF), Canada Research Chairs (RC) and Canada Foundation for Innovation (RC) and USDA-ARS CRIS Project 5325-21000-015D (OA and DLC). Specific product names mentioned in this article does not constitute an endorsement and does not imply a recommendation over other suitable products.
BF, RC, SG and DLC designed the experiment. BF carried out the phenotypic analysis (LT50 and FLN determination) and cold-treatment of the biological materials. SG isolated the total RNA. DLC and FY analyzed the microarray data. DLC and BF interpreted the results. RC, OA and DLC coordinated the study. DLC wrote the manuscript. All authors read and approved the final manuscript.
Electronic supplementary material
Additional file 1:Correlation of variance heatmap and dendogram. Correlation of variance heatmap and dendogram for the 96 × 96 matrix of pairwise comparisons between samples. (PDF 213 KB)
Additional file 2:Differentially expressed genes. Annotated list of 2771 differentially expressed genes that show GxT interaction. (XLS 974 KB)
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Laudencia-Chingcuanco, D., Ganeshan, S., You, F. et al. Genome-wide gene expression analysis supports a developmental model of low temperature tolerance gene regulation in wheat (Triticum aestivum L.). BMC Genomics 12, 299 (2011). https://doi.org/10.1186/1471-2164-12-299
- transcriptional profiling
- low temperature adaptation
- cold acclimation