Differentially expressed genes in embryonic cardiac tissues of mice lacking Folr1gene activity
© Zhu et al; licensee BioMed Central Ltd. 2007
Received: 20 October 2006
Accepted: 20 November 2007
Published: 20 November 2007
Heart anomalies are the most frequently observed among all human congenital defects. As with the situation for neural tube defects (NTDs), it has been demonstrated that women who use multivitamins containing folic acid peri-conceptionally have a reduced risk for delivering offspring with conotruncal heart defects [1–3]. Cellular folate transport is mediated by a receptor or binding protein and by an anionic transporter protein system. Defective function of the Folr1 (also known as Folbp1; homologue of human FRα) gene in mice results in inadequate transport, accumulation, or metabolism of folate during cardiovascular morphogenesis.
We have observed cardiovascular abnormalities including outflow tract and aortic arch arterial defects in genetically compromised Folr1 knockout mice. In order to investigate the molecular mechanisms underlying the failure to complete development of outflow tract and aortic arch arteries in the Folr1 knockout mouse model, we examined tissue-specific gene expression difference between Folr1 nullizygous embryos and morphologically normal heterozygous embryos during early cardiac development (14-somite stage), heart tube looping (28-somite stage), and outflow track septation (38-somite stage). Microarray analysis was performed as a primary screening, followed by investigation using quantitative real-time PCR assays. Gene ontology analysis highlighted the following ontology groups: cell migration, cell motility and localization of cells, structural constituent of cytoskeleton, cell-cell adhesion, oxidoreductase, protein folding and mRNA processing. This study provided preliminary data and suggested potential candidate genes for further description and investigation.
The results suggested that Folr1 gene ablation and abnormal folate homeostasis altered gene expression in developing heart and conotruncal tissues. These changes affected normal cytoskeleton structures, cell migration and motility as well as cellular redox status, which may contribute to cardiovascular abnormalities in mouse embryos lacking Folr1 gene activity.
Heart defects account for nearly one-third of all major congenital anomalies diagnosed in fetuses and infants , but the etiologies of heart anomalies are largely unknown. Most heart anomalies are suspected of being etiologically and pathogeneticly heterogeneous . Conotruncal defects are a group of defects which result from abnormal aortico-pulmonary septation of the outflow tract of the heart, a process that has been shown to have a major mesectodermal cell contribution [6–10]. Despite this understanding of the pathogenesis of conotruncal defects, little is actually known about the etiology of these heart defects.
Shaw and co-workers  observed a 30% risk reduction for conotruncal defects among the offspring of women who used multivitamins containing folic acid in early pregnancy. The risk reduction for the group was driven by a larger risk reduction for the Tetralogy of Fallot. Early studies found that folate deficiency during gestation were associated with multiple congenital abnormalities in rats, including those heart anomalies similar to conotruncal defects [11, 12]. Additional evidence in support of the protective effect of folic acid comes from reports of an association between maternal anticonvulsant use and heart defects . Most of the frontline anticonvulsants are known to be folate antagonists , and reduction in the bioavailability of folate to the fetus has been proposed as one of their potential underlying teratogenic mechanisms of action [15, 16].
Several lines of evidence support an association between maternal use of folic acid in early pregnancy and a reduced risk for delivering offspring with conotruncal defects. However, the underlying process by which folic acid facilitates a reduction in risk is unknown and remains an area of considerable scientific speculation. Given the overall evidence that has emerged from the studies of a closely related set of congenital defects, the induction of conotruncal defects also is unlikely to be explained by a simple maternal vitamin deficiency. The evidence accumulated in recent years suggested that elevated homocysteine (Hcy) levels may be a major teratogenic mechanism underlying folic acid deficiency [17–19]. We hypothesize that a fetal deficiency in transport and/or metabolism of folate puts fetuses at risk for conotruncal defects, and that maternal folic acid supplementation helps overcome this deficiency. These defects are hypothesized to be the result of a direct effect of folate insufficiency on the growth and differentiation of embryonic cells. In addition, neural crest cells that contribute to conotruncal septation are rapidly dividing cells that require adequate intracellular folate supply that can best be facilitated by a well-regulated folate uptake pathway. We recently characterized the cardiovascular defects in Folr1 knockout mouse model . Cardiac outflow tract defects, including double outflow right ventricle (DORV), rightward persistent truncus arteriosus (PTA) and transposition of great arteries (TGA) have been observed in pre-term nullizygotes rescued from lethality by low dose maternal folate supplementation. We also observed aortic arch arteries defects such as right aorta arch, aorta ring/double aorta and interrupted aorta arch in these fetuses .
We hypothesized that Folr1 gene ablation will alter the expression of other genes which may be important for normal cardiovascular development. These gene expression changes may affect biological functions of the developing heart, and ultimately result in one of several defects we observed in Folr1 mutant mice. In order to investigate the mechanisms of cardiovascular abnormalities induced by knocking out Folr1 gene, we designed experiments in which Folr1 heterozygous female were crossed to Folr1 nullizygous male mice. Pregnant dams were given low dose of s-folinic acid in order to rescue the nullizygote's embryonic lethality. We subsequently collected heart and conotruncal tissues, extracted total RNA and studied gene expression within isolated regions of the target tissues. We investigated the gene expression changes induced by conventional Folr1 gene ablation in the cardiac tissue in order to discover patterns that might shed light on the mechanisms of how Folr1 gene and folate status regulate early cardiac development.
Embryos collected from s-folinic acid supplemented dams (Table 1)
Folr1 nullizygous and heterozygous embryos collected from s-folinic acid supplemented dams
Gestational Day (day:hour)
Somites (mean ± SD)
P value (Student's T-test)
5.7 ± 2.7
12.5 ± 2.7
12.8 ± 3.3
20.2 ± 5.9
19.1 ± 3.1
28.1 ± 0.9
28.3 ± 2.7
34.9 ± 3.3
33.6 ± 6.4
38.2 ± 5.4
The average somite number of nullizygous embryos collected at E9.5 was 12.8 (± 3.3). Their heterozygous littermates developed faster and had an average somite number of 20.2 (± 5.9). Average somite numbers for embryos collected at E10.5 were 28.3 (± 2.7) for the nullizygous and 34.9 (± 3.3) for the heterozygous embryos. The somite number differences between mutants and heterozygotes at these two time points were statistically significant (Student's T-test, p < 0.001); therefore we were unable to obtain somite matched littermate controls. In order to match somites, we decided to collect heterozygous embryos at earlier time points (E9.0 and E10.0). Heterozygous embryos averaged 12.5 (± 2.7) somites at E9.0, and 28.1 (± 0.9) somites at E10.0, which matched the nullizygous embryos collected at E9.5 and E10.5, respectively. Knockout embryos collected at E11.5 also showed developmental delay; however, the somite number did not differ significantly from their heterozygous littermates (Student's T-test, p > 0.05) and we managed to collect comparable null and heterozygous embryos (Table 1).
Gene Enrichment analysis of developing heart and outflow track in FolR1-/- embryos (P < 0.01)
Gene Ontology category
Ratio of Enrichment (R)
Localization of cells
Structural Constituent of cytoskeleton
Translation regulation activity
Translation factor activity/nucleic acid binding
RNA polymerase transcription factor activity
38-somites conotruncal tissue
Intracellular membrane-bound organelle
All changed genes
Intracellular membrane-bound organelle
Quantitative real-time PCR (qRT-PCR)
Gene expression changes in Folr1-/- heart and conotruncal tissue-qRT-PCR
myosin light chain, phosphorylatable, fast skeletal muscle
cytoskeleton organization and biogenesis
cofilin 1, non-muscle
Neural crest cell migration
naked cuticle 2 homolog (Drosophila)
Wnt signaling pathway
Heart and neural crest derivatives expressed transcript 1
transcription regulation, heart development, angiogenesis
Calpain, small subunit 1 (Capns1)
Our study was designed to investigate differentially expressed genes related to the heart and conotruncal phenotypes in response to conventional knockout of mouse Folr1 gene. We used "het ♀ × null ♂" matings to generate heterozygous and nullizygous progeny. It has been established that Folr1 heterozygotes do not exhibit any morphological phenotypes, although their biochemical status may differ from wild type due to the loss of one Folr1 allele . The nullizygous males used in the mating were born from colonies maintained on a high folate diet, therefore these mutant animals were completely rescued from Folr1 ablation related morphological phenotypes. The heterozygous embryos served as controls in the micorarray studies under the same maternal supplementation regime as the nullizygotes. Embryos used for study were matched by somite number which represents gross developmental progress. We chose not to use littermate matches, since the nullizygotes under the folate supplementation regime we used were significantly delayed compared to heterozygous littermates (Table 1).
Early embryonic heart development (E9.0 to E11.5) undergoes a series of highly complex, coordinated and rapid morphogenesis processes. In Folr1 mutant embryos provided in utero with low dose of maternal folate supplementation (6.25 mg/kg/day s-folinic acid), abnormal heart looping including inverted looping, midline looping, and shorterned outflow tract was observed as early as E10.0 in previous experiments. Abnormal looping in these animals contributes to the mis-alignment of outflow tract and some phenotypes seen in the pre-term human fetuses. Our experiments took snap shots of the gene expression patterns at two different stages (14-somite and 28-somite) in heart tissues, and later in more restricted conotruncal tissues (38-somite). The data suggests that changes in gene expression are responsible, at least in part, for the observed cardiac malformations.
Embryonic heart development is an extremely complex process requiring highly organized and coordinated cell movement. The actin cytoskeleton is intimately involved in regulating cell motility, membrane trafficking, cell polarity and signal transduction. During early heart development in Folr1 mutant embryos, the expression of a number of structural cytoskeleton genes were altered. These included Actb, encoding the "house-keeping" cytoplasmic beta-actin (down-regulated in 28-somite heart tissue), Arpc5, encoding Actin related protein 2/3 complex subunit 5 (down-regulated in 28-somite heart tissue) and Actl7a, encoding Actin-like 7a (up-regulated in 28-somite heart tissue). Mylpf(phosphorylatable myosin light chain, fast skeleton muscle, previously named as "myosin light chain 2a, Mlc2a"), was found to be down-regulated in 14-somite tubular heart tissue. Mylpf expression in tubular heart exhibits a gradient, while in later stages, Mylpf is expressed at high levels in the outflow tract, atria, and inflow tract . Cholecystokinin, encoded by Cck, is known as a brain/gut peptide, whose functional roles remain unclear. There is evidence showing that Cck may involve in development of neurons  by modulating cell migration. We observed down regulation of Cck in both 14-somite and 28-somite hearts. Further investigation of Cck and cardiac development is warranted.
Actin-based movement results from rapid turnover of active filaments which requires Arp2/3 complex, actin depolymerizing factor and capping proteins . Cfl1, encoding non-muscle cofilin (n-cofilin), was down-regulated in 14-somite heart tissue. n-cofilin is an actin-depolymerizing factor and is essential for cytokinesis, endocytosis, and in the development of all embryonic tissues. Cfl1 knockout mice exhibit failure of neural tube closure at E10.5 and die in utero. In these embryos, the delamination and migration of neural crest cell is inefficient. In vitro migration assay showed no signs of cell polarization, limited traveling distance and lack of F-actin structures (fibers, bundles or cortical F-actins) . Reduced Cfl1 expression, together with later reduced expression of Actb and Arpc5 in Folr1 mutant heart tissues could contribute to abnormal actin dynamic, cell polarity and cell migration in these embryos.
The expression changes in the aforementioned cytoskeletal related genes in cardiac tissues of Folr1 knockout mice during different stages of cardiac development support the hypothesis of possible impairment of cytoskeletal structure and cell motility of neural crest, myocardial and endocardial cells. Another study found that genes involved in the semaphorin/plexin signaling pathway which regulates cofilin and actin cytoskeleton  were differentially expressed in E12.5 heart tissue from Folr1 knockout mice (Gelineau-van Waes et al., Submitted). Such altered gene expression may subsequently contribute to the ultimate cardiac phenotypes observed in the mutant mice.
Calpain is a Ca2+-regulated cytosolic cysteine protease that exists in two major isoforms and mediates crucial cellular functions including rearrangement of cytoskeletal proteins and protein cleavage to activate various receptors and pro-enzymes. Calpain protein consist of a large activity subunit and a small regulatory subunit. Calpain dysregulation results in a loss of Ca2+ homeostasis and intracellular calpain activation, leading to degradation of a large family of calpain-specific substrates and physiologically induces tissue damage. Cellular proteins including cytoskeletal proteins, membrane receptors (e.g. epidermal growth factor (EGF) and G proteins), signaling molecules (e.g. integrin, protein kinase C and inositol (1,4,5)-trisphosphate kinase), and transcriptional factors (e.g. c-FOS and c-JUN) have all been identified as potential calpain substrates . Calpain related pathology seems to be of enormous diversity . Calpain is known to modulate actin cytoskeleton and cell migration by regulating activities of signaling molecules including integrin, focal adhesion kinase, talin, protein kinase C and the Rho family of GTPase . The Capns1gene encodes the small subunit of μ- and m-calpains, which is known to be essential for embryonic development . Genetic ablation of the calpain small subunit exhibited abnormal neural crest cell migration . We observed a significant increase in Capns1 expression in Folr1 mutant conotruncal tissues at the 38-somite stage. At this stage, the outflow tract is being remodeled to form endocardium cushions and develop into the aorta and pulmonary artery. The observed up-regulation of Capns1 suggests a possible dysregulation of calpain activity and the loss of Ca2+ homeostasis. It remains unclear which genes are serving as down-stream targets of calpain in our mouse model. It is also possible that an increase of the small subunit is actually a feedback response to intracellular oxidative stress caused by the Folr1 gene ablation and/or folate deficiency.
Cell-cell interaction is a fundamental process required for mammalian development. Cells interact with each other through cell adhesion. Cadherins are a group of cell adhesion proteins that mediate Ca2+-dependent cell-cell adhesion. The functional significance of these proteins during embryogenesis has been previously revealed . The members of the cadherin superfamily (cadherins) are characterized by their unique extracellular domains composed of multiple cadherin repeats. Classical cadherins, such as epithelial (E-) or neuronal (N-) cadherin, link to the cytoskeleton to establish strong adhesion. This is mediated by binding of the conserved cytoplamic tail to β-catenin. The cadherin-β-catenin complex then binds to α-catenin which bridges the complex to the actin cytoskeleton via actin-binding proteins such as α-actinin or profilin . Interestingly, β-catenin is also a key player in the canonical Wnt signaling pathway, suggesting important interrelations between Wnt signaling and cadherin-mediated adhesion .
Wnts are a group of important extracellular glycoproteins. Wnt signaling plays critical roles in many biological processes such as regulation of cell adhesion, cell proliferation, differentiation and transcription of target genes. Recent studies from different species suggested Wnt signaling is also involved in cardiac development . Wnt11 is a key regulator of cardiac muscle cell proliferation and differentiation during heart development . Canonical Wnt signaling is required for proper cardiac differentiation  and neural crest cell induction, while non-canonical Wnt pathways (Wnt/PCP and Wnt-Ca2+) are essential for neural crest migration . Nkd2, naked cuticle 2 homolog (Drosophila), encodes NKD2, which is a calcium binding protein known to bind an important signaling molecule, Dishevelled, and antagonizes both canonical Wnt signaling and PCP pathway [40, 41]. During mouse embryo development, Nkd1 and Nkd2 are expressed in multiple tissues in partially overlapping, gradient-like pattern, some of which correlate with known patterns of Wnt activity. Increased Nkd2 expression in 14-somite Folr1 mutant heart tissues may inhibit Wnt-Dishevelled signaling pathways in these embryos and contribute to abnormal cardiac development at this stage.
Canx(Calnexin) was up-regulated in 38-somite conotruncal tissues). The calnexin protein is an important component of the calreticulin/calnexin cycle and the quality control pathways in the ER. Disruption of this cycle may cause impaired cardiac development [42, 43]. These may reflect complex changes of cell-cell and cell-matrix interaction which affect cell behaviors such as polarity and motility. Other genes related to cell adhesion and ECM found to be differentially expressed in Folr1 mutant heart and conotruncal tissues included Fbln5(Fibulin-5, up-regulated in 38-somite conotruncal tissue), Aplp2 (Amyloid beta precursor-like protein 2, down-regulated in 28-somite heart tissues), Bbp (Beta-amyloid binding protein precursor, down-regulated in 28-somite heart tissues), Cldn18 (Claudin 18, up-regulated in 38-somite conotruncal tissues), Nr2f2 (Nuclear receptor subfamily 2, group F, member 2, down-regulated in 14-somite heart tissues) and Col4a3bp (Procollagen, type IV, alpha 3 binding protein, down-regulated in 28-somite heart tissues).
The bHLH transcription factor, Hand1, plays an important role in cardiac morphogenesis. Hand1 has been identified a crucial cardiac regulatory protein that controls the balance between proliferation and differentiation in the developing heart . HAND1 protein acts as cell-specific developmental co-activators of the MEF2 family of transcription factors . We observed an increase of Hand1 expression in 28-somite heart, suggesting possible involvement of Hand1 in cardiac phenotype in Folr-/- mice. In 38-somite conotruncal tissue, however, Hand1 was down-regulated. Further investigation is needed to characterize the expression of Hand1 in Folr-/- embryos.
Our microarra data also showed that a group of genes involved in oxidoreductive reactions were changed in Folr1 mutants. These included: Peroxiredoxin (Prdx1, down-regulated in 28-somite heart;Prdx2, down-regulated in 38-somite conotruncal tissue), Glutathione S-transferase, mu5 (Gstm5, down-regulated in 28-somite heart), Coproporphyrinogen oxidase (Cpox, down-regulated in 14-somite heart), Phosphogluconate dehydrogenase (Pgd, down-regulated in 14-somite heart), ATPase, H+ transporting, V0 subunit (Atp6v0e, down-regulated in 38-somate conotruncal tissue), Lactate dehydrogenase 2, B chain (Ldh2, down-regulated in 38-somate conotruncal tissue), Acetyl-Coenzyme A dehydrogenase, long-chain (Acadl, down-regulated in 38-somate conotruncal tissue), Ribosomal protein L4 (Rpl4, down-regulated in 38-somate conotruncal tissue), Cytochrome P450, family 2, subfamily b, polypeptide 19 (Cyp2b19, up-regulated in 38-somate conotruncal tissue), and Serine/threonine kinase 11 interacting protein (Stk11ip, up-regulated in 38-somate conotruncal tissue).
Oxidative stress is involved in the etiology of a spectrum of diseases including those of the cardiovascular diseases, birth defects, immune diseases, and cancer. Increased generation of ROS or impaired ROS scavenging function also play a central role in a variety of teratogenic processes, such as maternal diabetes/obesity, environmental (arsenic) and drug-induced teratogenesis [46, 47]. Folr1 knockout mice are likely to suffer from oxidative stress secondary to disturbed folate homeostasis. Changes of genes involved in the generation of ROS and/or RNS and antioxidant defense machinery observed in this study provided supportive evidence to the hypothesis that oxidative stress contributes significantly to abnormal cardiovascular development and myocardial function under a rather complicated mechanism.
Even though the gene ontology analysis of microarray data is limited to current literature and knowledge, it provided important clues for generation of new testable hypotheses. Further studies focused on pathway-specific gene expression, proteomic and functional validation of candidate genes, as well as interactions among responsive genes and pathways, are currently underway in our laboratory.
The exploratory nature and small sample size (three in each group) of the microarray study resulted in limited power of statistical tests, which may subsequently cause excessive false negative results. Control of false discovery rate (FDR) has become popular in microarray data analysis . For our study specifically, however, FDR correction does not help to identify differentially expressed genes (data not shown). We therefore used combined criteria to select candidate genes for further study: 1) at least 1.5 fold changes in gene expression; 2) t-test p-value < 0.05; 3) average intensity above background signal plus four standard deviations. This criterion is suitable for using microarray data as preliminary screening. Selected genes were further investigated using standard quantitative real-time PCR technology.
The results suggested that Folr1 gene ablation and abnormal folate homeostasis altered gene expression in developing heart and conotruncal tissues. These changes affected normal cytoskeleton structures, cell migration and motility as well as cellular redox status, which contributed to cardiovascular abnormalities in mouse embryos lacking Folr1 gene activity.
All mice were housed in clear polycarbonate micro-isolator cages, allowed free access to water and food, and were maintained on a 12-hr light/dark cycle in the Vivarium at the Institute of Biosciences and Technology in Houston, Texas. Folr1-deficient mice were generated by standard gene targeting methodologies . Folr1 heterozygous mice were transferred to the highly inbred LM/Bc genetic background (L-Folr1), and were maintained by brother-sister matings for at least 10 generations. Considering the embryonic lethality of the Folr1 knockout, breeders were maintained on a modified Clifford/Koury folate deficient diet supplemented with 200 mg/kg folic acid and succinyl sulfathiazole (Dyets Inc., Bethlehem, PA), in order to obtain viable nullizygous individuals. Heterozygous and nullizygous embryos were generated by timed-matings between L-Folr1 heterozygous females and nullizygous males maintained on a normal diet. The day on which vaginal plug was found was designated as E0.5.
Embryos from three different gestational ages: 14-somite (E9.0~9.5), 28-somite (E10.0~10.5) and 38-somite (11.5) were harvested in order to perform gene expression comparisons. At 14-somite stage, the heart tube was dissected out from the arterial end to the venous end. At the 28-somite stage, the outflow tract, ventricle chambers and atrial chambers were dissected out. At the 38-somite stage, only the outflow tract (conotruncal tissue) was collected. Heterozygous control samples were chosen by matching somite numbers with the nullizygous samples. Six embryonic tissue samples from separate dams (three mutants and three controls) for each time point were used for microarray analyses. Ten embryonic tissue samples from separate dams (five mutants and five controls) were collected for Q-PCR analyses, and triplicate assays were used for each RNA specimen. RNA from all samples were isolated and assayed individually without pooling.
Genomic DNA was extracted from yolk sac tissue using Puregene DNA extraction Kit (Gentra, Minneapolis, MN). Exon2 was amplified using primer pair: 5'-AATGTCAAGGCTGCATGTGG-3' and 5'-CATTCCGATGTCATAGTTCCGC-3' to detect wild type Folr1; the neo cassette was amplified using primer pair: 5'-CTTGGGTGGAGAGGCTATTC-3' and 5'-TGCATTCCGATGTCATAGTTCCG-3' for the identification of the mutant Folr1 allele. The PCR condition included an initial denaturation at 95°C for 5 min, followed by 30 cycles of denaturation (95°C for 1 min), annealing (60°C for 1 min) and extension (72°C for 2 min) and a final extension at 72°C for 10 min. PCR product was examined on 2% agarose gel under UV light . The 179 BP or 1.2 kb products corresponded to the wild type and mutant alleles, respectively.
Tissue collection and RNA preparation
Pregnant dams maintained on the normal diet were treated p.o. with 6.25 mg/kg (6 s) 5-Formyl H4 folate (s-folinic acid) from E0.5, in order to rescue the embryonic lethality. This treatment condition was chosen because in our previous experiments, the same level of supplementation rescued 80% of the nullizygous embryos from embryonic death when examined on E 11.5, although more than 90% of surviving nullizygous embryos presented with cardiovascular abnormalities. The pregnant dams were sacrificed by cervical dislocation and the fetuses were dissected immediately free of maternal deciduas in cold RNase-free PBS solution to minimize loss and change of mRNA. 14-somite stage heart tube, 28-somite stage heart and 38-somite stage conotruncal tissue of Folr1 nullizygous and heterozygous embryos were collected and stored in RNA later-ICE (Ambion, Austin, TX) in -80°C until needed for the RNA preparation. Total RNA was extracted using PicoPure RNA Isolation Kit (Acturus, Mountain View, CA) following the manufacturer's protocol.
cDNA synthesis and aRNA amplification
In order to obtain sufficient RNA for our microarray experiments, we performed antisense RNA (aRNA) amplification using total RNA extracted from embryonic tissues. Oligo dT24-V-T7 primer (Ambion, Austin, TX) were added during the synthesis of double strand cDNA. Two rounds of aRNA amplification were performed using MEGAscript kit (Ambion, Austin, TX). aRNA were subsequently purified using Qiagen RNeasy kit and the aRNA quantity was determined using a fluorometer and the fluorescent nucleic acid stain RiboGreen (Molecular Probes).
Gene expression analysis was performed using CodeLink mouse genome Bioarrays. The CodeLink UniSet Mouse 20 K ((GE Healthcare, Piscataway, NJ) arrays were used for 14-somite and 28-somite heart tissue samples. For conotruncal tissue samples, the CodeLink UniSet Mouse I (10 K, ~10,500 genes) arrays were used. These arrays have the ability to detect a 1.3 fold change in gene expression with 95% confidence or 2-fold with 98% confidence while differentiating between targets (Codeline Bioarrays; GE Healthcare, Piscataway, NJ). 10 μg of aRNA was fragmented in 40 mM Tris acetate, pH 7.9, 100 mM KOAc and 31.5 mM MgOAc, at 94°C for 20 minutes. Hybridization, coupling of Alexa Fluor 647-streptavidin, and subsequent washes were performed according to manufacturer's protocol (GE Healthcare, Piscataway, NJ). The aRNA was mixed with buffer component A and B and then denatured at 90°C for 5 minutes. Hybridization was allowed to go 18 hours at 37°C, while shaking at 300 rpm. Each slide was rinsed in TNT buffer (0.1 M Tris-HCl pH 7.6, 0.15 M NaCl, 0.05% Tween-20) at room temperature, followed by a wash at 42°C for 1 hour. Coupling of a biotin labeled hybridized probe to dye labeled-streptavidin was performed in a 1:500 dilution of Alexa Fluor 647-streptavidin. Slides were rinsed in deionized water, spun-dry, and then scanned using an Agilent DNA Microarray Scanner (Palo Alto, CA). Initial feature extraction from the images was performed using CodeLink Expression Analysis software v4.0 (GE Healthcare, Piscataway, NJ). Intensities for each individual gene were determined by the median intensity of all pixels within the spot's region. Subtraction of the median local background (computed from the subset of remaining pixels of the bounding box) yielded net intensities representing relative gene expression levels. Criteria for differential expression was set as 1) at least 1.5 fold increase/decrease in gene expression; 2) t-test p < 0.05 when comparing controls vs. nulls to ensure a consistent expression throughout the replicated arrays; 3) Average intensity above background signal plus four standard deviations. This threshold was set to eliminate very weakly expressed genes. Data Clustering analysis was performed using Hierarchical Clustering Explorer version 3.0 (Human Computer Interaction Laboratory, University of Maryland, College Park) software, and the parameters were set for average linkage using the Unweighted Pair Group Method with Arithmetic Mean (UPGMA) and Pearson Correlation Coefficient.
Quantitative reverse-transcription PCR
TaqMan® Gene Expression Assays were used to determine gene expression changes for selected candidate genes. Gene-specific probes and primer sets were purchased from Applied Biosystems (Foster City, CA). The assays were performed according to manufacturer's protocol on an ABI PRISM® 7900 HT Sequence Detection System (Applied Biosystems, Foster City, CA). Data was analyzed using SDS software v2.1 (Applied Biosystems, Foster City, CA). Mouse Gapdh gene was used as house-keeping control for quantitative RT-PCR because it exhibited consistent normalized intensity across all arrays. Relative standard curve method was used to generate quantitative values. Each reaction was replicated three times and the normalized mean value was used in the final comparisons. The level of gene expression was compared between Folr1 nullizygous tissues and control tissues, while an unpaired T-test was applied with critical P value set at 0.05.
Gene ontology analysis
N: number of genes on array n : number of interesting genes
K: number of genes in given category on array k : number of interesting genes in given category
This study was supported in part by NHLBI Program Project Grant # 1PO1HL66398. Its contents are solely the responsibility of the authors and do not necessarily represent the official views of the funding institute. The authors appreciate the excellent technical support from Ms. Michelle Merriweather and Ms. Melissa Scott, who were responsible for the care and well being of the mouse colony.
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