Global Effect of PEG-interferon-alpha and ribavirin on gene expression in PBMC in vitro.
Milton W. Taylor1, William M. Grosse1, Corneliu Sanda1 , Joel E. Schaley1, Xiaoning Wu 3, Shih-Chang Chien3, Fred Smith3, Thomas G. Wu3, Matthew Stephens2, Mary W. Ferris1, Jeanette N. McClintick2, Ronald E. Jerome2, Howard J. Edenberg2
1Department of Biology, Indiana University, Bloomington, Indiana, USA
2Department of Biochemistry and Molecular Biology and Center for Medical Genomics at Indiana University School of Medicine,
Indianapolis, Indiana 46202-5122, USA
3Infectious Diseases Department, Roche Molecular Systems, Inc., Alameda, California 94501, USA
Running title: Effect of IFN-alpha on gene expression in
PBMC.
Abstract.
Utilizing oligonucleotide microarrays, we have examined the expression of 22,000 genes in peripheral blood cells treated with pegylated interferon-alpha2b (PEG-IFN-a) and ribavirin. Treatment with ribavirin had very little effect on gene expression, however treatment with PEG-IFN-a had a dramatic effect, modulating the expression of approximately 1000 genes (at P<0.001). In addition to genes previously reported to be induced by type I or type II interferons, many novel genes were found to be unregulated, including transcription factors such as ATF3, ATF4, properdin, a key regulator of the complement pathway, a homeobox gene (HESX1), and an RNA editing enzyme apobec3. Chemokines CXCL10 and 11 were up regulated whereas CXCL5 was down regulated. Cytokines IL-15 and IL-18 were also significantly induced whereas IL-1a and IL-1b were down regulated. Most other interleukins were not affected. The results of the microarrays were confirmed by kinetic real time PCR. These data indicate that interferon treatment results in the up regulation of genes associated with the stress response, apoptosis, and signaling, while an equal number of genes are down regulated, including those associated with protein synthesis specific cytokines and chemokines and other biosynthetic functions.
INTRODUCTION.
The combination of pegylated interferon-alpha (PEG-IFN-a) and ribavirin is the current treatment of choice for chronic infections of hepatitis C. As part of a large study involving hepatitis C patients (http://www.edc.gsph.pitt.edu/virahepc/) we shall perform transcriptional microarrays with RNAs isolated from the peripheral blood monocytes (PBMC) of patients at different time points after treatment to discern possible differences in the gene response to IFN-ribavirin treatment between responders and non-responders. As a pilot study we examined the response of PBMC from healthy controls treated with this combination in vitro. These data will be used in future to compare the response in vivo to the same treatment. PBMC are being used in this study because of the lack of human liver tissue.
The mechanism whereby the combination of IFN-a and ribavirin results in complete clearance of the virus in some cases but only partial response in others is unknown. In previous work1,2 we have examined the induction of serum cytokines in hepatitis C patients undergoing interferon/ribavirin treatment. The only serum cytokines found to be elevated after treatment were the IL-1 agonist IL-1Ra and the pro-inflammatory cytokine IL-6. None of the more common cytokines such as IL-2, IL-4, IL-1, IFNg, or TNF-a were elevated in the serum of treated hepatitis C patients at any time following treatment, as measured by ELISA. The induction of IL-1Ra and IL-6 was only transient, and in most cases had returned to normal (before treatment) levels by 24/48 hours.
In order to obtain a more thorough picture of the genes induced by the combined treatment of PEG-IFN-a and ribavirin, we treated peripheral blood mononuclear cells (PBMC) from normal individuals in culture for 24 hours with either PEG-IFN-a alone, ribavirin alone or the two in combination. The profile of genes being induced under these conditions was analyzed using Affymetrix GeneChip® HG-U133A microarrays. These arrays contain oligonucleotides that report on the expression of approximately 22,000 human genes. Both PEG-IFN-a and combination treatment result in the induction or down regulation of a large number of genes (approximately 1000) at a significance level of p ≤ 0.001.
Four hundred and thirty nine unique sequences were induced by 24 hours treatment using a P value < 0.001. A subset of IFN related genes were selected for kinetic RT-PCR analysis. The confirmatory results of kinetic RT-PCR in general matched the results obtained from the microarrays. Four hundred and forty six unique sequences were down regulated by 24 hours in the presence of PEG-IFN and ribavirin, including a large number of ribosomal proteins and translation factors. Ribavirin by itself had essentially little effect on gene induction or down regulation. In this paper we report the identification of genes of biological importance, many not previously reported to be affected by interferon. An analysis of the response in human PBMC has not been documented before.
Methods.
Interferons.
Peg-intron (PEG-IFN-a2/b) was kindly provided by Schering-Plough (Kenilworth, N.J.) and used at 500 international units/ml when added to cultures of PBMC. Ribavirin (Schering-Plough, Kenilworth N.J.) was used at 10 mg/ml in the treatment of PBMC.
RNA purification
Whole blood (60 ml) was collected from healthy volunteers (4 individuals; one on two different days) into heparin-containing collection tubes. Aliquots of blood were diluted in equal volumes (8 ml) of PBS and carefully layered over 10 ml Ficoll-Paque Plus (Amersham Pharmacia Biotech, Piscataway, NJ) gradients at room temperature. The total PBMC were collected in PBS, washed once, and incubated at 37° C in the presence of CO2 for 24 hours in RPMI media (Invitrogen, Carlsbad, CA) containing 10% fetal bovine serum at 5x106 cells per ml. Samples were treated with either 500 units/ml PEG-IFN-a, 10 mg/ml ribavirin, a combination of both or incubated without interferon or ribavirin as control. RNA was extracted from 5x107 cells using Tri Reagent (Molecular Research Center, Inc., Cincinnati, OH) according to the manufacturer's specifications, and finally the RNA was purified through an RNeasy column (Qiagen, Valencia, CA). The RNA was subjected to several quality control measures, including agarose gel electrophoresis to examine for RNA degradation, a spectrophotometer scan from 200 to 350 nm and capillary electrophoresis using an Agilent Bioanalyzer 2100 instrument.
RNA Labeling, hybridization and scanning were performed as recommended by Affymetrix in their GeneChip® expression Analysis Technical Manual (Affymetrix, Santa Clara, CA). Fifteen micrograms of biotinylated cRNA was added to a total hybridization cocktail of 300 µl, and 200 µl was hybridized to each Affymetrix Human Genome HG133A GeneChip®. Hybridization was at 45°C for 17 hours with constant rotation. The hybridization mixture was then removed and the GeneChips® washed and doubly stained with phycoerythrin-labeled Streptavidin. GeneChips® were then scanned using the dedicated scanner, controlled by Affymetrix Microarray Suite version 5 (MAS5) software. The average intensity on each array was normalized by global scaling to a target intensity of 1000. Microarray Suite calculates a set of absolute metrics for each transcript: a measure of the expression level ("signal"), a detection call for each transcript: Present (P), Absent (A), or Marginal (M) and the level of confidence with which the sequence was detected.
Database and analysis
The data were exported from MAS5 and entered into a custom-designed database (MicroArray Data Portal) at the Center for Medical Genomics at the Indiana University School of Medicine. Data from genes that are not reliably detected in at least one experimental condition (detected on at least half of the individual arrays in at least one experimental condition) are filtered out before further analysis: this avoids calculations on data that primarily represent “noise” at or near background intensities3. Expression levels (signals) were log-transformed to make the data more normal before conducting t-tests; results of t-tests on the untransformed data are very similar, as are results of non-parametric statistical analyses (Mann-Whitney test). In addition, hierarchical clustering was applied to data after filtering out genes that did not vary with the different conditions 4 by requiring that the ratio of standard deviation to mean across all of the arrays be equal to or greater than a specified level.
Quantification of mRNA expression levels using kinetic RT-PCR analysis
Kinetic RT-PCR was used to monitor expression of a subset of IFN inducible genes in IFN a treated PBMC. Total RNA extracted from IFN treated PBMC was quantified using the RiboGreenŇ RNA Quantification kit (Molecular Probes, Eugene, OR). The expression levels of selected IFN inducible genes based on the GeneChip data were determined using SYBRŇ Green I dye-based kinetic RT-PCR 5. A 10 ul single-step RT-PCR reaction consists of 50 mM Bicine, 125 mM KOAc, pH 8.0, 8% glycerol, 3 mM Mn(OAc)2, 0.2 X SYBRŇ Green I diluted in DMSO, (Molecular Probes), 0.45 mM ROX (Sigma-Aldrich, St. Louis, MO), 200 mM dATP, 200 mM dGTP, 200 mM dCTP, 400 mM dUTP, 200 nM each primer, 0.2 units uracil N-glycosylase (Applied Biosystems, Foster City, CA), 1 unit rTth DNA polymerase (Applied Biosystems), and 2 ng total RNA from PBMC. The samples were amplified at 50°C 2 min, 95°C 1 min, 60°C 30 min, followed by 95°C 30 sec, 60°C 30 sec for 50 cycles, held at 72°C using Applied Biosystems Prism 7900HT Sequence Detection System. Each RNA sample was assayed for each target gene in triplicate together with a negative control. Reactions with serially diluted run-off RNA transcripts (hTERT, human telomerase catalytic component gene) were included in each experiment as an external reference to monitor inter-experimental variations and to determine the “relative copy number” in each RNA sample. Copy number is defined as a PCR signal generation unit.
The gene expression level in each sample was initially expressed as “relative copy numbers” determined by an external standard curve included in each PCR plate. Then, the relative copy numbers were normalized by the relative gene expression levels of housekeeping genes. A total of nine housekeeping genes (b2M, GAPDH, PBGD, PPP1CA, RNase P, U3, U8, U12 and U13) were assayed with other IFN inducible gene targets. The final housekeeping genes (b2M, PBGD, PPP1CA, RNase P, U13, and U3) were chosen based on their consistence of the expression levels among all samples using geNorm software. (http://allserv.rug.ac.be-/~jvdesomp/genorm/index.html). Finally, gene expression fold changes of IFN-a induction was determined by dividing the relative copy numbers of the same RNA sample after the treatment by the relative copy numbers of each RNA sample before the treatment.
RESULTS
Many genes were induced and down regulated by Peg-IFN-a, but essentially none were affected by ribavirin at the concentration used (Table 1). The number of genes with apparently altered expression in the presence of ribavirin (at 10 mg/ml, either with or without interferon) is less than that expected by random chance at each P value (Table 1). In contrast, PEG-IFN-a changes the expression of a greater number of genes than expected by chance, particularly at the most stringent P values (Table 1). The relative lack of effect of ribavirin is further demonstrated by hierarchical clustering of the data from the arrays, including in the analysis those genes that varied in expression across the experiment (selected as having a ratio of standard deviation to the mean ≥0.5) (Fig. 1). The array data from a given individual with and without ribavirin cluster together more closely than the arrays from another individual with either of those treatments.. The effects of interferon treatment on gene expression are large and consistent, whereas those of ribavirin are essentially undetectable. This allowed us to group the arrays on the basis of interferon treatment alone, giving a 10 x 10 array comparison that is much more powerful than a 5 x 5 comparison (Table 1). This merged analysis shows a very large number of genes whose expression is changed by interferon at very highly significant levels (supplemental data, also available at http://cmg.iupui.edu/pub /Taylor1 (upon publication of this article).
Genes induced or decreased by IFN .
Because there was no detectable effect of ribavirin, we describe the results of the merged dataset, which represents genes whose expression was altered by interferon. Even using the stringent criterion of a significant difference from controls at the p ≤0.001 level, 541 genes were up-regulated by interferon (Supplementary data set 1). Of these 541 genes, 347 are unique characterized genes (i.e. appear in GeneCards and/or other databases), and 194 are unknown.
Likewise, at the same stringent criteria, 534 genes were down-regulated; of these, 354 were known genes (Supplementary data set 2). The largest classes of genes induced, as a percentage of the total genes of that class on the array, were involved in defense/immunity proteins, cell death, transcriptional regulation, stress proteins and responses to external stimuli, including chemokines (Table 2). This is in general agreement with other reports on the classes of interferon stimulated genes 6-8, although our data analyze many more genes. The largest class of down-regulated genes are genes associated with metabolism, macromolecular biosynthesis, and transcriptional regulation. To date there has been no detailed analysis of down regulated genes.
Kinetic RT-PCR, is an accurate, sensitive and reliable method for quantitating mRNA levels in mixtures of total cellular RNA over a wide range of relative transcript abundance. A subset of the IFN inducible genes were selected for further kinetic RT-PCR analysis9. A comparison of the fold changes in expression as found by microarray analysis and kinetic RT-PCR is presented in Table 3. There was good agreement between the data obtained from the microarrays and the data generated by kinetic RT-PCR, although some difference was observed in the magnitude of differential expression detected by the two methods. For example, OAS1 (12 fold vs. 24 fold), CD80 (2 fold vs. 10 fold), MX1 (8 fold vs. 38 fold), MX2 (6 fold vs. 24 fold), OAS3 (12 fold vs. 43 fold), and IFIT4 (12 fold vs. 82 fold). Because of its broad dynamic range, it is not surprising that kinetic RT-PCR detected larger fold changes than microarrays. Again, kinetic RT-PCR did not detect any gene expression changes in PBMC that have been treated by ribavirin alone. Overall, kinetic RT-PCR confirmed that the differential gene expression detected by microarrays indeed reflected the cellular mRNA levels in PBMC upon the treatment with PRG-IFN-a and ribavirin.
Novel interferon induced genes.
A large number of genes not previously identified as being induced by interferons were detected in this study (Supplementary data, Tables 1 )). Among these genes were ApoBec3a (20 fold), an RNA editing enzyme which has cytidine and deoxycytidylate deaminase activity10. The companion enzyme ADAR (adenosine deaminase) reported to be induced by IFNs 11was also induced (2 fold). Properdin, a key factor in the regulation of the complement alternative pathway12 was highly induced. We have found that this factor is also induced in cell lines by the combination of IFN-con1 and IFN-gamma (Ms in preparation). A number of transcription factors were induced including ATF3 (4.5 fold), an immediate response gene that is induced in cells exposed to various stress stimuli 13 and ATF4 (1.5 fold). Another presumptive transcription factor induced is HESX1 (20 fold); mutations in this gene affect the development of the pituitary gland14 .Induction of HESX1 is not unique to PBMC since we have found the HESX1 induction in a number of cell lines of non-hematopoietic origin (manuscript in preparation). The up-regulation of CD38 (6.7 fold) would indicate that interferon may play a role in the development of B-cells and B-cell maturation 15 . The Ly6E protein (8.4 fold) also induced is a cell surface protein expressed at high levels on activated peripheral T cells16.This complex is also activated by interferon, indicating an important role for interferon in both B cell and T-cell activation. One of the genes most highly induced (132 fold), was sialoadhesion; this molecule is known to bind sialic acid molecules on the cell surface. Cig5 (Viperin) (18.7 fold), a protein first identified in HCMV infected and interferon treated cells 17 does not appear in earlier reports of interferon induced genes 6-8.
Cytokine and chemokine genes.
Since we initiated this study with a primary interest in the role of cytokines in the interferon response in hepatitis C patients 1,2, we examined cytokine expression levels in some detail. The induction pattern of the more common interleukins, chemokines and their receptors is presented in Table 4. The only interleukins significantly induced were IL-1ra, IL-18, IL-15 and TNF-a. The receptors for IL-2, IL-15 and IL-12 were also up-regulated.
The most significantly suppressed cytokine mRNA's were those coding for IL-1a, IL1-b and IL-23. The following interleukins were not significantly induced or down regulated: IL-3, IL-6, IL-8, IL-10, IL-12, and IL-16. IFN-g was not induced by Peg-IFN-a plus ribavirin in this study, as confirmed by kinetic RT-PCR. Likewise, no changes in expression of receptor genes were found for these interleukins. TNF-a was induced (1.7 fold change) at a marginally significant P value of 0.01. This is in agreement with previous reports from this laboratory 1 Similar results were obtained when PBMC were incubated with PEG-IFN-a alone. Among the chemokines induced were chemokines 1, 8, 10, 11, and 19, MCP-2 (SCYA8), and SCYB10 (IP-10) and among chemokines significantly down-regulated were chemokine ligand 5 (cytokine B5), and chemokines A 20, 22 and 24.
Genes involved in transcriptional regulation
As expected, STAT1 and STAT2 as well as Jak 2 were induced in PBMC following PEG-IFN-a treatment (Table 4). Two regulatory genes related to the JAK/STAT pathway, NMI (n-myc and STAT interactor) and SOCS1 (suppressor of cytokine signaling), were also induced. These gene products regulate the STAT induction pathway, NMI in a positive fashion and SOCS1 as a negative regulator 18. NMI protein interacts with all STATS except for STAT2 and has been reported to increase STAT mediated transcription in response to IL-2 and IFN- g. SOCS1 binds to JAK kinases and negatively regulates the JAK signaling pathway 19 which has been reported to be induced by IL-3, EPO, CSF/CM-CSF and IFN-g.
IFN-a treatment also results in the induction of DRAP1, IRF-2 and IRF-7. DRAP-1 (DR1 associated protein) interacts with TATA binding protein (TBP) of TFIID and prevents the formation of an active complex, by enhancing DR-1 repression 20 IRF-2 is a competitive repressor of IRF-1, which is involved in the induction of Type I interferons as well as binding to the ISRE region of interferon inducible genes 21. IRF-7 likewise binds to the ISRE and interferes with IRF-1 transcriptional activation. IRF-7 is uniquely produced by hematopoietic cells 21
Genes involved in apoptosis
It has been suggested that the second stage of response to interferon treatment in hepatitis C patients is due to apoptosis of infected cells. Thus we specifically examined those genes known to be associated with cell death (Table 4). TNFSF10 (TRAIL), a member of the TNF ligand superfamily that binds to the death signaling receptors DR4 and DR527 22, is induced 7-fold. . TNFRSF6, also known as APO-1, or FAS-1 receptor, was likewise elevated over 2-fold; TNFRSR6 contains a death domain adapter molecule and recruits caspase 8 to the activated receptor involved in the initiation of the caspase cascade 23. RIPK2, a receptor interacting serine threonine kinase, interacts with CD40 or TNF receptor 24: its c-terminal region is also involved in caspase recruitment and activation. RIPK2 is induced nearly 2-fold. Thus the major pathway of apoptosis induced following PEG-IFN-a treatment of PBMC appears to be through the Fas/FAS ligand TRAIL system, and not through TNF-a (Figure 2). As expected, the expression of the interferon-inducible double-stranded RNA kinase (PRKR) was up-regulated approximately 3-fold by the PEG-IFN-a treatment .
As expected, previously identified
interferon related genes were induced (Table 2a,b and supplementary data).
These included genes known to be involved in the activation of the ISG gene
family. Although 7 or 8 interferon responsive factors (IRFs) have been
identified, only IRF-1 (1.5 fold, p=.00056), IRF-2 (1.8 fold, p=0.003), IRF-4
(1.6, fold, p=0.003) and IRF-7 (4.0 fold, p=0.00001) were induced in PBMC.
Among other genes altered in expression were ISG-15, MX 1 and MX 2, and 2-5
Oligo-A synthetase isozymes. The level of these genes is in agreement with
those recently reported by Schlaak and co-workers 26
In this paper we report the expression profile of genes induced in PBMC following 24 hours of treatment in vitro with PEG-IFN-a, ribavirin, and PEG-IFN-a plus ribavirin. Affymetrix GeneChips® allowed us to examine the expression of more than 22,000 human genes. To confirm the results from microarray analyses, we measured by kinetic RT-PCR 62 genes that were detected as induced in the microarray screen at a P <0.05, and found excellent agreement between the two methods (Table 3).
Ribavirin by itself had essentially no detectable effect on overall cellular gene expression. IFN on the other hand, had a dramatic effect on global gene expression, inducing and down-regulating similar numbers of genes. We detected many more IFN-regulated genes than have previously been identified 6-8
In this study ribavirin (1-b-D-ribofuranosyl-1, 2, -triazole-3-carboxaminde) was used at what was considered physiological levels (10mg/ml). It is possible that at higher concentrations it would have greater effects in vitro. Ribavirin is a synthetic guanosine analogue with broad antiviral activities against DNA and RNA viruses 26. Although the molecular mechanism of ribavirin action in IFN/ribavirin combination therapy remains unclear, ribavirin is known to have no direct antiviral activities against HCV viral replication when it was used alone 27. Previous reports suggested that ribavirin acts as an immunomodulator and promotes T cell mediated immunity against HCV infection during IFN/ribavirin combination therapy 28,29. Ribavirin also acts as a RNA mutagen in the HCV replicon system 30. It is possible that the induction of RNA editing enzymes such as apobec3a and ADAR will lead to an even greater mutation frequency leading to an “error catastrophe”. This is under investigation.
Since ribavirin had little effect either by itself or in the combination, we were able to merge the data ± ribavirin from 20 arrays into a 10 X 10 analysis in which the difference was presence or absence of PEG-IFN-a. We had sufficient samples to perform t-tests to give meaningful statistical and biological differences, and therefore did not have to resort to an arbitrary and non-biological cut off (e.g. 2 fold differences). We detected a total of 1061 non-redundant mRNA sequences either up regulated or down regulated following PEG-IFN-a treatment (supplementary material), many more interferon-regulated genes than have previously been identified 6-8, even when restricting our attention to genes that differed at P ≤ 0.001. The data we present were analyzed from matched experiments in which PBMC from an individual are divided and treated in parallel; data from preliminary experiments with samples from other individuals were essentially the same. It is possible that at the 24 hour time point studied some of IFN response reflect secondary events, although similar results have been found following shorter treatments of cell lines with the same IFNs (unpublished data).
We have compared our list of genes up regulated by IFN-a (supplementary material) with those previously published 6-8 as well as with the data base http:// www.lerner.ccf.org/labs/-williams. Almost all the genes identified in these earlier experiments appear in our analysis. However, our data expand considerably the number of genes modulated by interferon. The largest percentage of genes induced by IFN-a involved cell death, defense and immunity proteins, stress response, signaling, and transcriptional regulation (Table 2). A number of novel genes were identified in this study that may be important in the interferon response. These include the cytidine and deoxycytidine deaminase proposed to be an editing enzyme, and a large group of transcription factors. ATF4 is activated by phosphorylation of eIF2, and thus may play a major role in the regulation of amino acids and other metabolites 31. Phosphorylation of eIF2 is also a result of PKR activity. Thus these genes may be co-regulated and related to the anti-viral or apoptotic response. An homeobox protein 14 of unknown function, but that has been detected in other cell lines treated with interferon (in preparation), and viperin 17, a previously identified but uncharacterized protein that has inhibitory effects on human cytomegalovirus, were identified. Properdin, a key element of the complement alternative cascade is also induced by Peg-IFN-a. This was rather surprising since it has been reported that properdin activity is suppressed by IFN-g 12. A possible role for interferons in the induction of the complement cascade has never been studied before and is now under investigation.
There is no published list of genes down regulated by IFN-a isoforms, so this report greatly expands our knowledge of gene suppression by IFNs. Treatment of PBMC with PEG-IFN-a results in a down regulation of overall metabolism and translational regulation, which may reflect the induction of apoptotic related genes (Table 4). A large number of mRNAs encoding ribosomal proteins are reduced in concentration (supplemental data). If this decrease of mRNA was due to global mRNA degradation, it would be a general phenomenon and not confined to a select number of genes.
Interestingly, we were unable to detect the induction of IFN-g mRNA, although a large number of genes previously reported to be IFN-g inducible were detected. This is in agreement with our previous results from an analysis of serum samples from HCV patients treated with the consensus IFN, in which we were unable to detect increases in IFN-g or most other cytokines 1,2 This lack of IFN-g induction is in agreement with the work of Schlaak and coworkers25. Kinetic RT-PCR confirmed that either very low or non-detectable amounts of IFN-g were present in PBMC treated by PEG- IFN-a, and that the induced genes were likely due the effects of PEG-IFN-a instead of secondary induction.
We were particularly interested in cytokines induced by the combination drug treatment, since previous work from this lab had detected little cytokine activity in serum samples from hepatitis C patients treated with IFN-con1 1,2. Table 4 presents a list of cytokines and chemokines altered at the mRNA level by this treatment in vitro. One of the cytokines induced by in this study was IL-18, which was originally described as an IFN-g inducing factor (GIF) in mouse spleen cells32; IL-18 has not been previously shown to be induced by type I interferons. An important function of IL18 is the regulation of functionally distinct subsets of T-helper cells required for cell-mediated immune responses 33 IL-18 also functions as a growth and differentiation factor for Th1 cells, and up regulates Fas ligand mediated cytotoxic activity of murine natural killer cells34 , probably through the induction of IFN-g. IL-18 may have additional roles other than the induction of IFN-g, and in PBMC this may not be its predominant role.
Il-15, a recently discovered cytokine with T-cell stimulating activity similar to IL-2 35,36 was also induced in this study. IL-15 is activated in monocyte/macrophages 37. The IL-15 receptor and IL-2 receptors are both induced by PEG-IFN-a (Table 4). The high affinity receptor for IL-15 involves a complex with the IL-2 receptor 38 Thus, it was of interest that both the IL-15 receptor and IL-2 receptor (but not IL-2) are both up regulated following treatment, suggesting that IL-15 may be the major activator of T-cells following interferon treatment.
In a previous study 39, IFN-a therapy was associated with a reduction in levels of the T-helper type 2 (Th2) cytokines IL-4 and IL-10. Production of IL-1b and TNF-a by peripheral blood mononuclear cells also was found to decrease during IFN-a therapy 40 Data from our analysis confirms that the pro-inflammatory cytokines IL-1a and IL-1b and their receptors are coordinately suppressed by PEG-IFN-a, whereas TNF-a appeared to increase, although at a low level.
Apoptosis, programmed cell death, provides a mechanism for controlling the number and types of active blood cells, as well as for the elimination of viral infected cells. A large number of genes on the apoptotic pathway were induced by PEG-IFN-a treatment. In mammalian cells, one pathway of activating the caspases is through the activation of receptors by members of the tumor necrosis family. One of the best-characterized receptors of this family is FAS (Table 4; TNFRSF-6), also known as APT-1/CD95 (apo-1) (fig. 2). This receptor is highly induced by PEG-IFN-a, as is its ligand TNSF10 (TRAIL). Fas and TRAIL are induced by IFN-a in PBMC of HIV patients 41. We propose that the binding of TRAIL to FAS results in the synthesis and activation of caspase 1 (ICE-1), caspase 7 and caspase 9. Other genes involved in the regulation or induction of apoptosis also include Bcl-G, a new member of the Bcl-2 family 42. Over-production of Bcl-G in cells induced apoptosis 43 Both RIPK1 and RIPK2 (table 4) are transducers and integration signals for the immune system 24. These serine threonine kinase associated receptors are part of the TNF receptor complex and are implicated in activation of NF-kappa B and cell death. TSSC3 (Table 4) is the human homologue of the mouse apoptosis gene TDAG5144.
In conclusion, a
large number of genes are induced by the in vitro treatment of PBMC with
PEG-IFN-a. Our list expands
considerably the number of genes previously reported to be IFN-a induced, and indicates that PEG-IFN-a also suppresses a large number of genes,
particularly those related to overall biosynthesis and metabolism in the cell.
Many of these may be secondary effects of primary gene induction. We have also
demonstrated that ribavirin, used clinically in combination with PEG-IFN-a, has little effect upon steady-state mRNA
levels, and therefore must function by another mechanism. Few interleukins are
induced by PEG-IFN-a, although genes
involved with cell motility, such as chemokines, are induced. The finding that
PEG-IFN-a also induces large numbers of
genes involved in cell death and regulation of apoptosis gives credence to the
fact that PEG-IFN-a is not only an
antiviral agent but is intrinsically involved in cell regulation and may act as
a tumor suppressor
Acknowledgements
This work was supported by a grant from the US National Institutes of Health, NIDDK DK60309 (MWT) and a pilot grant from Schering-Plough (MWT). The microarray studies were carried out using the facilities of the Center for Medical Genomics at Indiana University School of Medicine. The Center for Medical Genomics is supported in part by grants from the Indiana 21st Century Research and Technology Fund and the Indiana Genomics Initiative (supported in part by the Lilly Endowment, Inc.).
Competing interests statement:
The authors declare that they have no competing financial interests.
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Table 1. Number of genes modulated by PEG-IFN-a and ribavirin and the combination at different P values.
Table 2. Classes of genes induced or down regulated by Peg-IFN-a
Table 3. Comparison of micro-array levels and kinetic real time PCR of genes modulated by Peg-IFN-a
Table 4. Induction or down regulation of specific classes of genes related to cytokines, chemokines, transcription factors, inflammation and apoptosis.
Figure 1. Two way hierarchical clustering (using CLUSFLAVOR 6.0) shows that there is a major difference in overall gene expression between samples treated with or without interferon, but that samples from the same blood draw (indicated by common first and last character; middle character indicates treatment group, with 2 = no treatment, 3 = PEG-IFN, 4 = ribavirin, 5 = PEG-IFN + Ribavirin) cluster together whether or not treated with ribavirin (e.g. D41 and D21 without interferon, D31 and D51 with interferon). The region shown was selected from the full dataset because it shows several interferon induced genes (labeled at right), and demonstrates clear differences in their pattern of expression
Figure 2 . Apoptotic pathway. Genes inside squares are induced by PEG-IFN-a
Table 1. Number of genes modulated by PEG-IFN-a and ribavirin and the combination at different P values.
|
|
Random Probability† |
No drug vs. Ribavirin |
No drug vs. Interferon |
IFN vs IFN + Ribavirin |
No drug vs combined treatment. |
|
Arrays compared |
|
5 x 5 |
5 x 5 |
5 x 5 |
10 x 10 |
|
Genes detected* |
10,709 |
10,637 |
10,823 |
10,745 |
10,709 |
|
P ≤ 0.05 |
535 |
254 |
1,437 |
478 |
3,372 |
|
P ≤ 0.01 |
107 |
48 |
546 |
85 |
2,043 |
|
P ≤ 0.001 |
10 |
3 |
162 |
2 |
1,061 |
|
P ≤ 0.0001 |
1 |
0 |
52 |
0 |
563 |
|
|
|
|
|
|
|
|
*Present in at least half of the arrays in at least one experimental condition |
|||||
|
†Number of genes expected to meet the criterion by chance, based on the normal distribution. |
|||||
|
#The increase in numbers is not due to an effect of the drug combination, but rather to the great increase in statistical power due to the larger number of arrays compared. |
|||||
Table 2. Classes of genes induced or down regulated by Peg-IFN-a
|
Gene Ontology |
# on array |
Induced |
% |
Repressed |
% |
Total changed |
% |
|
Ontology total (Database) |
8627 |
780 |
9.0% |
863 |
10.0% |
1643 |
19.0% |
|
apoptosis regulator |
25 |
3 |
12.0% |
1 |
4.0% |
4 |
16.0% |
|
biosynthesis |
184 |
8 |
4.3% |
61 |
33.2% |
69 |
37.5% |
|
carbohydrate metabolism |
65 |
5 |
7.7% |
10 |
15.4% |
15 |
23.1% |
|
catabolism |
120 |
11 |
9.2% |
11 |
9.2% |
22 |
18.3% |
|
cell cycle |
153 |
6 |
3.9% |
6 |
3.9% |
12 |
7.8% |
|
cell death |
147 |
31 |
21.1% |
7 |
4.8% |
38 |
25.9% |
|
Cell motlity |
94 |
14 |
14.9% |
11 |
11.7% |
25 |
26.6% |
|
cell organization and biogenesis |
119 |
6 |
5.0% |
7 |
5.9% |
13 |
10.9% |
|
cell proliferation |
129 |
8 |
6.2% |
11 |
8.5% |
19 |
14.7% |
|
cell shape and cell size control |
68 |
5 |
7.4% |
5 |
7.4% |
10 |
14.7% |
|
cell surface linked signal transduction |
177 |
21 |
11.9% |
13 |
7.3% |
34 |
19.2% |
|
cell-cell signaling |
115 |
14 |
12.2% |
7 |
6.1% |
21 |
18.3% |
|
defense/immunity protein |
47 |
10 |
21.3% |
2 |
4.3% |
12 |
25.5% |
|
enzyme regulators |
130 |
14 |
10.8% |
4 |
3.1% |
18 |
13.8% |
|
enzymes |
1210 |
68 |
5.6% |
66 |
5.5% |
134 |
11.1% |
|
Intracellular signaling cascade |
187 |
20 |
10.7% |
11 |
5.9% |
31 |
16.6% |
|
ligand binding |
1184 |
107 |
9.0% |
140 |
11.8% |
247 |
20.9% |
|
nucleic acid metabolism |
489 |
19 |
3.9% |
19 |
3.9% |
38 |
7.8% |
|
protein biosynthesis |
184 |
4 |
2.2% |
59 |
32.1% |
63 |
34.2% |
|
protein degradation |
82 |
9 |
11.0% |
8 |
9.8% |
17 |
20.7% |
|
protein modification |
209 |
11 |
5.3% |
9 |
4.3% |
20 |
9.6% |
|
protein targeting |
53 |
2 |
3.8% |
4 |
7.5% |
6 |
11.3% |
|
response to external stimulus |
400 |
72 |
18.0% |
41 |
10.3% |
113 |
28.3% |
|
signal transducers |
492 |
48 |
9.8% |
43 |
8.7% |
91 |
18.5% |
|
stress reponse |
296 |
42 |
14.2% |
27 |
9.1% |
69 |
23.3% |
|
transcription regulator |
193 |
35 |
18.1% |
19 |
9.8% |
54 |
28.0% |
|
translation regulators |
44 |
0 |
0.0% |
8 |
18.2% |
8 |
18.2% |
|
transport |
326 |
14 |
4.3% |
21 |
6.4% |
35 |
10.7% |
|
Total |
6922 |
607 |
8.8% |
631 |
9.1% |
1238 |
17.9% |
Table 3. Comparison of micro-array levels and kinetic real time PCR of genes modulated by Peg-IFN-a
|
GeneSymbol |
GenBank Acc. No. |
Microarrays1 |
RTQPCR2 |
|
GeneSymbol |
GenBank Acc. No. |
Microarrays1 |
RTQPCR2 |
|
ADAR |
NM_001111.2 |
1.9 |
2.7 |
|
IRF1 |
NM_002198.1 |
1.5 |
1.9 |
|
AIM1 |
U83115.1 |
1.2 |
0.3 |
|
IRF2 |
NM_002199.2 |
2.1 |
1.7 |
|
AIM2 |
NM_004833.1 |
1.8 |
4.6 |
|
IRF4 |
NM_002460.1 |
1.7 |
1.8 |
|
ATF3 |
NM_001674.1 |
4.5 |
9.3 |
|
ISG20 |
U88964 |
4.7 |
9.7 |
|
BAG1 |
NM_004323.2 |
1.7 |
2.3 |
|
ISGF3G |
NM_006084.1 |
1.6 |
1.6 |
|
BCL2 |
NM_000633.1 |
1.3 |
1.7 |
|
JAK2 |
NM_004972.2 |
2.7 |
4.0 |
|
BST2 |
NM_004335.2 |
4.1 |
4.0 |
|
LOC55893 |
NM_018660.1 |
0.8 |
10.0 |
|
CASP1 |
AI719655 |
2.1 |
2.3 |
|
MMP9 |
NM_004994.1 |
0.4 |
0.3 |
|
CASP3 |
NM_004346.1 |
1.2 |
2.5 |
|
MNDA |
NM_002432.1 |
6.2 |
6.2 |
|
CCR2 |
NM_000647.2 |
0.6 |
0.3 |
|
MT2A |
NM_005953.1 |
1.8 |
10.6 |
|
CD80 |
NM_005191.1 |
2.4 |
9.4 |
|
MX1 |
NM_002462.1 |
7.3 |
37.4 |
|
EEF1A1 |
NM_001402.1 |
0.8 |
0.7 |
|
MX2 |
NM_002463.1 |
5.7 |
22.9 |
|
EIF2B4 |
AF112207.1 |
0.8 |
0.6 |
|
NFKB1 |
M55643.1 |
1.3 |
1.3 |
|
EIF2S1 |
NM_004094.1 |
1.2 |
0.8 |
|
NMI |
NM_004688.1 |
2.8 |
2.4 |
|
G1P3 |
NM_022873.1 |
4.4 |
27.7 |
|
OAS1 |
NM_016816.1 |
11.7 |
23.2 |
|
GAPDH |
NULL |
0.6 |
0.5 |
|
OAS2 |
NM_016817.1 |
5.1 |
10.9 |
|
GBP1 |
BC002666.1 |
3.9 |
6.3 |
|
OAS3 |
NM_006187.1 |
11.9 |
42.9 |
|
GBP2 |
NM_004120.2 |
1.6 |
2.6 |
|
PLSCR1 |
NM_021105.1 |
3.2 |
3.1 |
|
GCH1 |
NM_000161.1 |
3.0 |
4.0 |
|
PML |
NM_002675.1 |
3.9 |
4.9 |
|
HIF1A |
NM_001530.1 |
0.8 |
0.7 |
|
PRKR |
NM_002759.1 |
3.3 |
8.7 |
|
HLA-C |
U62824.1 |
1.4 |
1.9 |
|
PRKRIR |
AF081567.1 |
0.8 |
0.9 |
|
ICSBP1 |
AI073984 |
1.4 |
1.0 |
|
PSMB8 |
U17496.1 |
2.0 |
0.4 |
|
IFI16 |
NM_005531.1 |
2.3 |
3.0 |
|
PSMB9 |
NM_002800.1 |
2.1 |
2.1 |
|
IFI27 |
NM_005532.1 |
36.8 |
356.1 |
|
RELA |
M62399.1 |
1.3 |
1.5 |
|
IFI35 |
BC001356.1 |
5.6 |
6.1 |
|
SP110 |
NM_004509.1 |
2.4 |
3.0 |
|
IFIT4 |
NM_001549.1 |
82.2 |
11.7 |
|
SSA1 |
NM_003141.1 |
2.0 |
3.1 |
|
IFITM2 |
NM_006435.1 |
2.8 |
6.2 |
|
STAT1 |
NM_007315.1 |
2.2 |
3.6 |
|
IL12RB2 |
NM_001559.1 |
2.1 |
2.9 |
|
STAT2 |
NM_005419.1 |
2.8 |
4.4 |
|
IL15 |
NM_000585.1 |
2.1 |
2.5 |
|
TIMP1 |
NM_003254.1 |
0.2 |
0.4 |
|
IL16 |
NM_004513.1 |
0.9 |
1.1 |
|
TNFSF10 |
U57059.1 |
9.0 |
14.3 |
|
IL1RN |
AW083357 |
6.8 |
17.1 |
|
TRIM22 |
AA083478 |
2.7 |
5.3 |
|
IL8 |
NM_000584.1 |
0.7 |
0.8 |
|
TUBB2 |
BC004188.1 |
1.1 |
1.0 |
|
INDO |
M34455.1 |
4.5 |
9.3 |
|
WARS |
M61715.1 |
2.3 |
3.0 |
|
|
|
|
|
|
|
|
|
|
|
1PValue≤ 0.05 |
|
|
|
|
|
|
|
|
|
2Real-Time RT-PCR |
|
|
|
|
|
|
|
|
Table 4. Induction or down regulation of specific classes of genes related to cytokines, chemokines, transcription factors, inflammation and apoptosis.
|
|
Gene |
Fold Change |
P-value |
Description |
|
Gene Family |
|
|
|
|
|
Interleukins |
Induced |
|
|
|
|
|
IL-1Ra |
7.5 |
<0.0001 |
interleukin 1 receptor antagonist |
|
|
IL-1 member 9 |
3.3 |
0.02 |
interleukin 1-related protein 2 |
|
|
IL-18 |
3 |
0.0018 |
interleukin 18 (interferon-gamma-inducing factor) |
|
|
IL-15 |
1.98 |
<0.0001 |
interleukin 15 |
|
|
TNF-a |
1.69 |
0.01 |
tumor necrosis factor alpha |
|
|
Suppressed |
|
|
|
|
|
Il-1a |
-4.11 |
0.008 |
interleukin 1 alpha |
|
|
IL-1b |
-2.1 |
0.02 |
interleukin 1 beta |
|
|
IL-23 |
-1.69 |
0.0007 |
interleukin 23, alpha subunit p19 |
|
|
Induced |
|
|
|
|
Interleukin Receptors |
IL-15 |
3.22 |
<0.0001 |
interleukin 15 receptor |
|
|
IL-2 |
2.26 |
0.0001 |
interleukin 2 receptor |
|
|
IL-12 |
2.2 |
0.0001 |
interleukin 12 receptor |
|
|
Suppressed |
|
|
|
|
|
IL-13RA |
-1.54 |
0.0036 |
interleukin 13 receptor alpha |
|
|
IL-17R |
-1.49 |
0.003 |
interleukin 17 receptor |
|
|
IL-21R |
-1.64 |
0.0008 |
interleukin 21 receptor |
|
|
IL-4R |
-1.42 |
0.0002 |
interleukin 4 receptor |
|
|
IL-1R |
-1.92 |
0.0007 |
interleukin 1 receptor |
|
|
Induced |
|
|
|
|
|
CXCL11 |
48.37 |
0.003 |
chemokine (C-X-C motif) ligand 11 |
|
Chemokines |
CXCL10 |
8.76 |
0.0002 |
chemokine (C-X-C motif) ligand 10 |
|
|
CCL8 |
5.1 |
<0.0001 |
chemokine (C-C motif) ligand 8 |
|
|
CCL19 |
2.56 |
0.002 |
chemokine (C-C motif) ligand 19 |
|
|
XCL1 |
1.33 |
0.011 |
chemokine (C motif) ligand 1 |
|
|
Suppressed |
|
|
|
|
|
CKLF1 |
-1.52 |
0.009 |
chemokine-like factor 1 |
|
|
CCL22 |
-1.69 |
0.0006 |
chemokine (C-C motif) ligand 22 |
|
|
CCL20 |
-2.58 |
0.0177 |
chemokine (C-C motif) ligand 20 |
|
|
CCL24 |
-2.72 |
0.0024 |
chemokine (C-C motif) ligand 24 |
|
|
CXCL1 |
-2.89 |
0.0046 |
chemokine (C-X-C motif) ligand 1 |
|
|
CXCL5 |
-4.58 |
0.0054 |
chemokine (C-X-C motif) ligand 5 |
|
Chemokine Receptors |
Induced |
|
|
|
|
|
CMKLR1 |
1.79 |
0.0038 |
chemokine-like receptor 1 |
|
|
CCR1 |
1.77 |
0.0007 |
chemokine (C-C motif) receptor 1 |
|
|
CCR5 |
1.5 |
0.002 |
chemokine (C-C motif) receptor 5 |
|
Pathways |
|
|
|
|
|
Transcription Regulation |
Induced |
|
|
|
|
|
PML |
4.35 |
4E-05 |
promyelocytic leukemia |
|
|
ATF3 |
4.2 |
0.0001 |
activating transcription factor 3 |
|
|
IFI35 |
3.48 |
2E-05 |
interferon-induced protein 35 |
|
|
STAT2 |
3.4 |
9E-05 |
Stat2 type a |
|
|
TFEC |
3.17 |
0.0016 |
transcription factor EC |
|
|
IRF7 |
2.95 |
2E-05 |
interferon regulatory factor 7 |
|
|
PRKR |
2.95 |
1E-05 |
protein kinase,IFN-inducible double stranded RNA dependent |
|
|
STAT1 |
2.46 |
0.0002 |
signal transducer and activator of transcription 1, 91kDa |
|
|
ZNF147 |
2.23 |
2E-05 |
zinc finger protein 147 (estrogen-responsive finger protein) |
|
|
STAT2 |
2.2 |
0.0002 |
signal transducer and activator of transcription 2, 113kDa |
|
|
SP100 |
2.13 |
1E-05 |
nuclear antigen Sp100 |
|
|
NMI |
2.11 |
5E-05 |
N-myc (and STAT) interactor |
|
|
TRIM22 |
2.02 |
2E-05 |
tripartite motif-containing 22 |
|
|
NFE2L3 |
1.93 |
0.0012 |
nuclear factor (erythroid-derived 2)-like 3 |
|
|
KLF5 |
1.87 |
0.0005 |
Kruppel-like factor 5 (intestinal) |
|
|
HIRA |
1.83 |
0.0024 |
HIR histone cell cycle regulation defective homolog A (S.cerevisiae) |
|
|
TEL2 |
1.79 |
0.0003 |
transcription factor ets |
|
|
IRF2 |
1.74 |
0.0046 |
interferon regulatory factor 2 |
|
|
TARBP1 |
1.69 |
0.0046 |
TAR (HIV) RNA binding protein 1 |
|
|
CREG |
1.6 |
0.0047 |
cellular repressor of E1A-stimulated genes |
|
|
SP140 |
1.6 |
0.0002 |
SP140 nuclear body protein |
|
|
IRF4 |
1.58 |
0.004 |
interferon regulatory factor 4 |
|
|
SUPT3H |
1.57 |
0.0002 |
Transcription factor SUPT3H (SUPT3H) mRNA, complete cds |
|
|
DRAP1 |
1.56 |
2E-05 |
DR1-associated protein 1 (negative cofactor 2 alpha) |
|
|
ELF1 |
1.55 |
7E-05 |
E74-like factor 1 (ets domain transcription factor) |
|
|
TCF4 |
1.55 |
0.0011 |
transcription factor 4 |
|
Apoptosis |
Induced |
|
|
|
|
|
TNFSF10 |
7.17 |
0.0001 |
tumor necrosis factor (ligand) superfamily, member 10 |
|
|
CD38 |
5.25 |
0.0007 |
CD38 antigen (p45) |
|
|
MX1 |
4.08 |
1E-05 |
myxovirus (influenza virus) resistance 1, IFN-inducible protein p78 |
|
|
BCLG |
3.8 |
6E-05 |
apoptosis regulator BCL-G |
|
|
PRKR |
2.95 |
1E-05 |
protein kinase, IFN-inducible double stranded RNA dependent |
|
|
TNFRSF6 |
2.29 |
0.0004 |
tumor necrosis factor receptor superfamily, member 6 |
|
|
CASP1 |
1.97 |
3E-05 |
caspase 1, apoptosis-related cysteine protease |
|
|
CASP10 |
1.88 |
0.0003 |
caspase 10, apoptosis-related cysteine protease |
|
|
RIPK2 |
1.86 |
0.0004 |
receptor-interacting serine-threonine kinase 2 |
|
|
TSSC3 |
1.81 |
0.0002 |
tumor suppressing subtransferable candidate 3 |
|
|
CFLAR |
1.74 |
5E-05 |
CASP8 and FADD-like apoptosis regulator |
|
|
RIPK1 |
1.72 |
1E-05 |
receptor (TNFRSF)-interacting serine-threonine kinase 1 |
|
|
BAG1 |
1.64 |
0.0004 |
BCL2-associated athanogene |
|
|
CASP7 |
1.55 |
0.0003 |
caspase 7, apoptosis-related cysteine protease |
|
|
TIA1 |
1.55 |
0.0006 |
TIA1 cytotoxic granule-associated RNA binding protein |
|
|
GADD45B |
1.55 |
0.0009 |
growth arrest and DNA-damage-inducible, beta |
|
|
TNFRSF9 |
1.52 |
0.0031 |
tumor necrosis factor receptor superfamily, member 9 |
|
|
CUL1 |
1.51 |
0.007 |
cullin 1 |
|
|
Suppressed |
|
|
|
|
|
DEFCAP |
-1.53 |
0.0001 |
death effector filament-forming Ced-4-like apoptosis protein |
|
|
LGALS1 |
-1.65 |
0.0024 |
lectin, galactoside-binding, soluble, 1 (galectin 1) |
|
|
CD14 |
-2.7 |
3E-05 |
CD14 antigen |
|
Inflammatory Response |
Induced |
|
|
|
|
|
CXCL10 |
8.76 |
0.0002 |
chemokine (C-X-C motif) ligand 10 |
|
|
IL1RN |
5.96 |
2E-05 |
interleukin 1 receptor antagonist |
|
|
CCL8 |
5.1 |
1E-05 |
chemokine (C-C motif) ligand 8 |
|
|
NMI |
2.42 |
<0.00001 |
N-myc (and STAT) interactor |
|
|
APOL3 |
2.16 |
8E-05 |
apolipoprotein L, 3 |
|
|
RIPK2 |
2.04 |
1E-05 |
receptor-interacting serine-threonine kinase 2 |
|
|
CCR1 |
1.77 |
0.0007 |
chemokine (C-C motif) receptor 1 |
|
|
BLNK |
1.63 |
0.001 |
B-cell linker |
|
|
Suppressed |
|
|
|
|
|
CCL22 |
-1.69 |
0.0007 |
chemokine (C-C motif) ligand 22 |
|
|
IL1R1 |
-1.92 |
0.0007 |
interleukin 1 receptor, type I |
|
|
LTA4H |
-2.56 |
0.0001 |
leukotriene A4 hydrolase |
|
|
S100A8 |
-2.61 |
1E-05 |
S100 calcium binding protein A8 (calgranulin A) |
|
|
PROCR |
-2.72 |
0.0005 |
protein C receptor, endothelial (EPCR) |
|
|
S100A9 |
-3.23 |
<0.00001 |
S100 calcium binding protein A9 (calgranulin B) |
|
|
S100A12 |
-3.74 |
1E-05 |
S100 calcium binding protein A12 (calgranulin C) |
|
|
CD14 |
-4.15 |
<0.00001 |
CD14 antigen |
|
|
FPR1 |
-4.34 |
0.0008 |
formyl peptide receptor 1 |
Figure 1. Two way hierarchical clustering (using CLUSFLAVOR 6.0) shows that there is a major difference in overall gene expression between samples treated with or without interferon, but that samples from the same blood draw (indicated by common first and last character; middle character indicates treatment group, with 2 = no treatment, 3 = PEG-IFN, 4 = ribavirin, 5 = PEG-IFN + Ribavirin) cluster together whether or not treated with ribavirin (e.g. D41 and D21 without interferon, D31 and D51 with interferon). The region shown was selected from the full dataset because it shows several interferon induced genes (labeled at right), and demonstrates clear differences in their pattern of expression


Supplementary table 1 ( up-regulated genes)
|
GeneSymbol |
Genbank |
Fold Change |
Description |
|
ACK1 |
NM_005781.2 |
1.68 |
activated p21cdc42Hs kinase |
|
ADAM19 |
Y13786.2 |
1.95 |
a disintegrin and metalloproteinase domain 19 |
|
ADAMDEC1 |
NM_014479.1 |
2.18 |
ADAM-like, decysin 1 |
|
ADAR |
NM_001111.2 |
1.91 |
adenosine deaminase, RNA-specific |
|
ADPRTL3 |
AF083068.1 |
1.68 |
ADP-ribosyltransferase |
|
AGRN |
AI424797 |
1.84 |
agrin |
|
AIM2 |
NM_004833.1 |
1.8 |
absent in melanoma 2 |
|
AKAP2 |
NM_007203.1 |
2.15 |
A kinase (PRKA) anchor protein 2 |
|
ANKHZN |
NM_016376.1 |
2.05 |
ANKHZN protein |
|
APOBEC3A |
U03891.2 |
19.16 |
apolipoprotein B mRNA editing enzyme, |
|
APOL1 |
AF323540.1 |
2.97 |
apolipoprotein L, 1 |
|
APOL3 |
NM_014349.1 |
2.18 |
apolipoprotein L, 3 |
|
APOL6 |
NM_030641.1 |
3.18 |
apolipoprotein L, 6 |
|
ARHGAP8 |
AA533284 |
1.5 |
Rho GTPase activating protein 8 |
|
ARHGEF11 |
NM_014784.1 |
1.67 |
Rho guanine nucleotide exchange factor (GEF) 11 |
|
ARHGEF3 |
NM_019555.1 |
1.77 |
Rho guanine nucleotide exchange factor (GEF) 3 |
|
ATF3 |
NM_001674.1 |
4.53 |
activating transcription factor 3 |
|
ATF4 |
NM_001675.1 |
1.31 |
activating transcription factor 4 (tax-responsive enhancer element B67) |
|
ATOX1 |
NM_004045.1 |
1.68 |
ATX1 antioxidant protein 1 homolog (yeast) |
|
ATP10A |
N35112 |
2.68 |
ATPase, Class V, type 10A |
|
B4GALT5 |
BF691447 |
2.06 |
UDP-Gal:betaGlcNAc beta 1,4- galactosyltransferase, polypeptide 5 |
|
BAG1 |
AF116273.1 |
1.89 |
BCL2-associated athanogene |
|
BAZ1A |
NM_013448.1 |
1.65 |
bromodomain adjacent to zinc finger domain, 1A |
|
BCLG |
NM_030766.1 |
4.17 |
apoptosis regulator BCL-G |
|
BCRP1 |
AV755522 |
3.82 |
clone IMAGE:4074138, mRNA, mRNA sequence |
|
BF |
NM_001710.1 |
7.85 |
B-factor, properdin |
|
BLNK |
NM_013314.1 |
1.88 |
B-cell linker |
|
BLVRA |
AA740186 |
2.78 |
biliverdin reductase A |
|
BRD2 |
D42040.1 |
1.42 |
bromodomain containing 2 |
|
BRDG1 |
NM_012108.1 |
2.29 |
BCR downstream signaling 1 |
|
BST2 |
NM_004335.2 |
4.09 |
bone marrow stromal cell antigen 2 |
|
BTN2A1 |
NM_007049.1 |
1.41 |
butyrophilin, subfamily 2, member A1 |
|
BTN3A1 |
NM_007048.1 |
1.58 |
butyrophilin, subfamily 3, member A1 |
|
BTN3A3 |
NM_006994.2 |
1.61 |
butyrophilin, subfamily 3, member A3 |
|
C12orf6 |
NM_020367.1 |
2.19 |
chromosome 12 open reading frame 6 |
|
C14orf3 |
NM_012111.1 |
1.26 |
chromosome 14 open reading frame 3 |
|
C1GALT1 |
NM_020156.1 |
1.73 |
core 1 UDP-galactose:N-acetylgalactosamine-alpha-R beta 1,3-galactosyltransferase |
|
C1orf28 |
NM_024529.1 |
1.74 |
chromosome 1 open reading frame 28 |
|
C1orf29 |
NM_006820.1 |
4.72 |
chromosome 1 open reading frame 29 |
|
C20orf18 |
BE788439 |
1.78 |
chromosome 20 open reading frame 18 |
|
C4S-2 |
NM_018641.1 |
2.63 |
chondroitin 4-O-sulfotransferase 2 |
|
C6orf37 |
AW246673 |
3.77 |
chromosome 6 open reading frame 37 |
|
C7orf14 |
AW008531 |
1.46 |
chromosome 7 open reading frame 14 |
|
CACNA1A |
AA769818 |
2.78 |
calcium channel, voltage-dependent, P/Q type, alpha 1A subunit |
|
CAPN2 |
M23254.1 |
1.56 |
calpain 2, (m/II) large subunit |
|
CASP1 |
U13699.1 |
2.42 |
caspase 1, apoptosis-related cysteine protease |
|
CASP10 |
NM_001230.1 |
2.18 |
caspase 10, apoptosis-related cysteine protease |
|
CASP4 |
AL050391.1 |
1.55 |
caspase 4, apoptosis-related cysteine protease |
|
CASP7 |
NM_001227.1 |
1.61 |
caspase 7, apoptosis-related cysteine protease |
|
CAST |
AF327443.1 |
1.59 |
calpastatin |
|
CBR1 |
BC002511.1 |
2.45 |
carbonyl reductase 1 |
|
CCL8 |
AI984980 |
14.49 |
chemokine (C-C motif) ligand 8 |
|
CCND3 |
NM_001760.1 |
1.36 |
cyclin D3 |
|
CCR1 |
AI421071 |
2.01 |
chemokine (C-C motif) receptor 1 |
|
CCR5 |
NM_000579.1 |
1.57 |
chemokine (C-C motif) receptor 5 |
|
CD164 |
AF263279.1 |
2 |
CD164 antigen, sialomucin |
|
CD2AP |
NM_012120.1 |
2.28 |
CD2-associated protein |
|
CD38 |
NM_001775.1 |
6.69 |
CD38 antigen (p45) |
|
CD47 |
BG230614 |
1.27 |
CD47 antigen (integrin-associated signal transducer) |
|
CD69 |
L07555.1 |
1.81 |
CD69 antigen (p60, early T-cell activation antigen) |
|
CD80 |
NM_005191.1 |
2.42 |
CD80 antigen (CD28 antigen ligand 1, B7-1 antigen) |
|
CD83 |
NM_004233.1 |
2.03 |
CD83 antigen |
|
CEB1 |
NM_016323.1 |
9.6 |
cyclin-E binding protein 1 |
|
CECR1 |
NM_017424.1 |
2.1 |
cat eye syndrome chromosome region |
|
CENTD1 |
AB011152.1 |
1.41 |
centaurin, delta 1 |
|
CFLAR |
AF041461.1 |
1.79 |
CASP8 and FADD-like apoptosis regulator |
|
CHSY1 |
NM_014918.1 |
1.43 |
carbohydrate (chondroitin) synthase 1 |
|
cig5 |
AI337069 |
18.65 |
vipirin |
|
CKS1B |
NM_001826.1 |
1.37 |
CDC28 protein kinase regulatory subunit 1B |
|
CMT2 |
NM_014628.1 |
1.33 |
gene predicted from cDNA with a complete coding sequence |
|
CNP |
BC001362.1 |
1.75 |
2`,3`-cyclic nucleotide 3` phosphodiesterase |
|
COPEB |
BE675435 |
2.16 |
core promoter element binding protein |
|
COX17 |
NM_005694.1 |
1.42 |
COX17 homolog, cytochrome c oxidase assembly protein (yeast) |
|
CRACC |
NM_021181.2 |
3.98 |
19A24 protein |
|
CREG |
NM_003851.1 |
1.78 |
cellular repressor of E1A-stimulated genes |
|
CRFG |
NM_012341.1 |
1.33 |
G protein-binding protein CRFG |
|
CRSP6 |
AF105421.1 |
1.36 |
cofactor required for Sp1 transcriptional activation, subunit 6, |
|
CXCL10 |
NM_001565.1 |
30.6 |
chemokine (C-X-C motif) ligand 10 |
|
CXCL11 |
AF002985.1 |
56.27 |
chemokine (C-X-C motif) ligand 11 |
|
CXCL9 |
NM_002416.1 |
2.93 |
chemokine (C-X-C motif) ligand 9 |
|
CYCS |
BC005299.1 |
1.29 |
cytochrome c, somatic |
|
D13S106E |
NM_005800.1 |
1.33 |
highly charged protein |
|
DAPP1 |
NM_014395.1 |
1.66 |
dual adaptor of phosphotyrosine and 3-phosphoinositides |
|
DC13 |
NM_020188.1 |
1.37 |
DC13 protein |
|
DCK |
NM_000788.1 |
1.74 |
deoxycytidine kinase |
|
DDX1 |
NM_004939.1 |
1.21 |
DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide 1 |
|
DEFB1 |
U73945.1 |
1.82 |
defensin, beta 1 |
|
DISC1 |
NM_018662.1 |
1.61 |
disrupted in schizophrenia 1 |
|
DNMT1 |
NM_001379.1 |
1.31 |
DNA (cytosine-5-)-methyltransferase 1 |
|
DNPEP |
NM_012100.1 |
1.44 |
aspartyl aminopeptidase |
|
DRAP1 |
NM_006442.1 |
1.72 |
DR1-associated protein 1 (negative cofactor 2 alpha) |
|
DUSP5 |
U16996.1 |
2.69 |
dual specificity phosphatase 5 |
|
E2-EPF |
NM_014501.1 |
1.62 |
ubiquitin carrier protein |
|
ECE1 |
BF969352 |
1.82 |
clone IMAGE:4845226, mRNA, mRNA sequence |
|
ECGF1 |
AW613387 |
2.02 |
endothelial cell growth factor 1 (platelet-derived) |
|
ELF1 |
AL559590 |
1.53 |
E74-like factor 1 (ets domain transcription factor) |
|
ENPP2 |
L35594.1 |
2.68 |
ectonucleotide pyrophosphatase/phosphodiesterase 2 (autotaxin) |
|
FBXO7 |
NM_012179.1 |
1.21 |
F-box only protein 7 |
|
FEM1C |
AI862658 |
1.44 |
fem-1 homolog c (C.elegans) |
|
FLN29 |
NM_006700.1 |
5.53 |
FLN29 gene product |
|
FMR1 |
AI743037 |
1.58 |
fragile X mental retardation 1 |
|
FUT4 |
AF305083.1 |
2.03 |
fucosyltransferase 4 (alpha (1,3) |
|
G1P2 |
NM_005101.1 |
9.86 |
interferon, alpha-inducible protein (clone IFI-15K) |
|
GIP3 |
NM_022873.1 |
4.36 |
interferon, alpha-inducible protein (clone IFI-6-16) |
|
GADD45B |
AF078077.1 |
1.67 |
growth arrest and DNA-damage-inducible, beta |
|
GBP1 |
NM_002053.1 |
4.43 |
guanylate binding protein 1, interferon-inducible, 67kDa |
|
GBP2 |
NM_004120.2 |
1.62 |
guanylate binding protein 2, interferon-inducible |
|
GCH1 |
NM_000161.1 |
3.03 |
GTP cyclohydrolase 1 (dopa-responsive dystonia) |
|
GG2-1 |
BC005352.1 |
1.63 |
TNF-induced protein |
|
GLS |
AF097493.1 |
1.47 |
glutaminase |
|
GNG5 |
NM_005274.1 |
1.4 |
guanine nucleotide binding protein (G protein), gamma 5 |
|
GPR43 |
NM_005306.1 |
4.7 |
G protein-coupled receptor 43 |
|
GRP3 |
NM_015376.1 |
3.36 |
guanine nucleotide exchange factor for Rap1 |
|
GTF2B |
NM_001514.2 |
1.46 |
general transcription factor IIB |
|
GTPBP1 |
NM_004286.1 |
1.5 |
GTP binding protein 1 |
|
GTPBP2 |
NM_019096.1 |
2.09 |
GTP binding protein 2 |
|
H2AFO |
NM_003516.1 |
1.85 |
H2A histone family, member O |
|
H3F3B |
NM_005324.1 |
1.31 |
H3 histone, family 3B (H3.3B) |
|
HCC8 |
NM_016516.1 |
1.41 |
tumor antigen SLP-8p |
|
HDAC9 |
NM_014707.1 |
1.97 |
histone deacetylase 9 |
|
HESX1 |
U82811.1 |
18.71 |
homeo box (expressed in ES cells) 1 |
|
HIMAP4 |
NM_018326.1 |
1.77 |
immunity associated protein 4 |
|
HLA-B |
L07950.1 |
1.2 |
major histocompatibility complex, class I, B |
|
HLA-C |
U62824.1 |
1.43 |
major histocompatibility complex, class I, C |
|
HLA-DPA1 |
M27487.1 |
1.81 |
major histocompatibility complex, class II, DP alpha 1 |
|
HLA-DQA1 |
BG397856 |
2.09 |
major histocompatibility complex, class II, DQ alpha 1 |
|
HLA-E |
M31183.1 |
1.58 |
major histocompatibility complex, class I, E |
|
HLA-F |
NM_018950.1 |
1.35 |
major histocompatibility complex, class I, F |
|
HLA-G |
M90684.1 |
1.37 |
HLA-G histocompatibility antigen, class I, G |
|
HNRPF |
AI591354 |
1.53 |
heterogeneous nuclear ribonucleoprotein F |
|
HSPA1A |
NM_005345.3 |
1.82 |
heat shock 70kDa protein 1A |
|
HSPA8 |
AF352832.1 |
1.38 |
heat shock 70kDa protein 8 |
|
HSPB1 |
NM_001540.2 |
1.96 |
heat shock 27kDa protein 1 |
|
HSPCA |
BG420237 |
1.38 |
heat shock 90kDa protein 1, alpha |
|
HSXIAPAF1 |
NM_017523.1 |
3.95 |
XIAP associated factor-1 |
|
IDH3A |
AI826060 |
2.37 |
isocitrate dehydrogenase 3 (NAD+) alpha |
|
IFI16 |
BG256677 |
2.53 |
interferon, gamma-inducible protein 16 |
|
IFI27 |
NM_005532.1 |
36.85 |
interferon, alpha-inducible protein 27 |
|
IFI35 |
BC001356.1 |
5.63 |
interferon-induced protein 35 |
|
IFI44 |
BE049439 |
7.91 |
interferon-induced protein 44 |
|
IFIT1 |
NM_001548.1 |
19.51 |
interferon-induced protein with tetratricopeptide repeats 1 |
|
IFIT2 |
BE888744 |
15.37 |
interferon-induced protein with tetratricopeptide repeats 2 |
|
IFIT4 |
NM_001549.1 |
11.69 |
interferon-induced protein with tetratricopeptide repeats 4 |
|
IFITM2 |
NM_006435.1 |
2.81 |
interferon induced transmembrane protein 2 (1-8D) |
|
IFITM3 |
BF338947 |
3.38 |
interferon induced transmembrane protein 3 (1-8U) |
|
IFRG28 |
NM_022147.1 |
5.45 |
28kD interferon responsive protein |
|
IL15 |
NM_000585.1 |
2.13 |
interleukin 15 |
|
IL15RA |
NM_002189.1 |
3.46 |
interleukin 15 receptor, alpha |
|
IL1RN |
AW083357 |
6.77 |
interleukin 1 receptor antagonist |
|
INDO |
M34455.1 |
4.52 |
indoleamine-pyrrole 2,3 dioxygenase |
|
INPP1 |
NM_002194.2 |
1.56 |
inositol polyphosphate-1-phosphatase |
|
IRF2 |
NM_002199.2 |
2.06 |
interferon regulatory factor 2 |
|
IRF4 |
NM_002460.1 |
1.74 |
interferon regulatory factor 4 |
|
IRF7 |
NM_004030.1 |
4.37 |
interferon regulatory factor 7 |
|
ISG20 |
NM_002201.2 |
6.26 |
interferon stimulated gene 20kDa |
|
ISGF3G |
NM_006084.1 |
1.56 |
interferon-stimulated transcription factor 3, gamma 48kDa |
|
JAK2 |
AF001362.1 |
3.22 |
Janus kinase 2 (a protein tyrosine kinase) |
|
KARS |
AF285758.1 |
1.3 |
lysyl-tRNA synthetase |
|
KCNE1L |
NM_012282.1 |
4.6 |
potassium voltage-gated channel, Isk-related family, member 1-like |
|
KCNJ2 |
AF153820.1 |
3 |
potassium inwardly-rectifying channel, subfamily J, member 2 |
|
KLRD1 |
U30610.1 |
1.52 |
killer cell lectin-like receptor subfamily D, member 1 |
|
KPNB1 |
L38951.1 |
1.7 |
karyopherin (importin) beta 1 |
|
LAG3 |
NM_002286.3 |
3.56 |
lymphocyte-activation gene 3 |
|
LAMP2 |
J04183.1 |
1.74 |
lysosomal-associated membrane protein 2 |
|
LAMP3 |
NM_014398.1 |
3.19 |
lysosomal-associated membrane protein 3 |
|
LAP3 |
NM_015907.1 |
3.88 |
leucine aminopeptidase 3 |
|
LDLR |
NM_000527.2 |
1.85 |
low density lipoprotein receptor (familial hypercholesterolemia) |
|
LGALS3BP |
NM_005567.2 |
3.62 |
lectin, galactoside-binding, soluble, 3 binding protein |
|
LGALS9 |
NM_009587.1 |
4.65 |
lectin, galactoside-binding, soluble, 9 (galectin 9) |
|
LGP2 |
NM_024119.1 |
5.6 |
likely ortholog of mouse D11lgp2 |
|
LLT1 |
NM_013269.1 |
2.43 |
lectin-like NK cell receptor |
|
LPIN2 |
U55968 |
1.63 |
lipin 2 |
|
LRRFIP2 |
NM_006309.1 |
1.35 |
leucine rich repeat (in FLII) interacting protein 2 |
|
LY6E |
NM_002346.1 |
8.43 |
lymphocyte antigen 6 complex, locus E |
|
MAGED2 |
AF320070.1 |
2.11 |
melanoma antigen, family D, 2 |
|
MARCKS |
AW163148 |
2 |
myristoylated alanine-rich protein kinase C substrate |
|
MCL1 |
NM_021960.1 |
1.79 |
myeloid cell leukemia sequence 1 (BCL2-related) |
|
MDA5 |
NM_022168.1 |
5.96 |
melanoma differentiation associated protein-5 |
|
MEF2A |
X63381.1 |
1.57 |
MADS box transcription enhancer factor 2, polypeptide A |
|
MEL |
BC002977.1 |
1.59 |
mel transforming oncogene (derived from cell line NK14)- RAB8 homolog |
|
MICA |
NM_000247.1 |
1.43 |
MHC class I polypeptide-related sequence A |
|
MICB |
NM_005931.1 |
1.73 |
MHC class I polypeptide-related sequence B |
|
MKRN1 |
NM_013446.1 |
1.46 |
makorin, ring finger protein, 1 |
|
MLCB |
NM_006471.1 |
1.32 |
myosin, light polypeptide, regulatory, non-sarcomeric (20kD) |
|
MNDA |
NM_002432.1 |
6.21 |
myeloid cell nuclear differentiation antigen |
|
MRPL42 |
BE782148 |
1.64 |
mitochondrial ribosomal protein L42 |
|
MRPS28 |
NM_014018.1 |
1.37 |
mitochondrial ribosomal protein S28 |
|
MRS3/4 |
NM_031212.1 |
1.69 |
putative mitochondrial solute carrier |
|
MTHFD2 |
NM_006636.2 |
1.54 |
methylene tetrahydrofolate dehydrogenase (NAD+ dependent), |
|
MX1 |
NM_002462.1 |
7.3 |
myxovirus (influenza virus) resistance 1, |
|
MX2 |
NM_002463.1 |
5.66 |
myxovirus (influenza virus) resistance 2 (mouse) |
|
MYD88 |
U70451.1 |
1.56 |
myeloid differentiation primary response gene (88) |
|
N4BP1 |
NM_014664.1 |
2.24 |
Nedd4 binding protein 1 |
|
NAGK |
NM_017567.1 |
1.85 |
N-acetylglucosamine kinase |
|
NAPA |
NM_003827.1 |
2.37 |
N-ethylmaleimide-sensitive factor attachment protein, alpha |
|
NAT1 |
NM_000662.1 |
1.29 |
N-acetyltransferase 1 (arylamine N-acetyltransferase) |
|
NBS1 |
AI796269 |
3.26 |
Nijmegen breakage syndrome 1 (nibrin) |
|
NDP52 |
BC004130.1 |
1.32 |
nuclear domain 10 protein |
|
NFE2L3 |
NM_004289.3 |
2.09 |
nuclear factor (erythroid-derived 2)-like 3 |
|
NMI |
NM_004688.1 |
2.84 |
N-myc (and STAT) interactor |
|
NMT1 |
AF020500.1 |
1.38 |
N-myristoyltransferase 1 |
|
NR4A3 |
U12767.1 |
3.69 |
nuclear receptor subfamily 4, group A, member 3 |
|
NY-REN-34 |
BF055474 |
2.31 |
putative zinc finger protein NY-REN-34 antigen |
|
OAS1 |
NM_002534.1 |
14.3 |
2`,5`-oligoadenylate synthetase 1, 40/46kDa |
|
OAS2 |
NM_016817.1 |
5.13 |
2`-5`-oligoadenylate synthetase 2, 69/71kDa |
|
OAS3 |
NM_006187.1 |
11.88 |
2`-5`-oligoadenylate synthetase 3, 100kDa |
|
OASL |
NM_003733.1 |
6.14 |
2`-5`-oligoadenylate synthetase-like |
|
OGFR |
NM_007346.1 |
1.34 |
opioid growth factor receptor |
|
ORC3L |
AF125507.1 |
1.28 |
origin recognition complex, subunit 3-like (yeast) |
|
P2RX7 |
NM_002562.1 |
2.86 |
purinergic receptor P2X, ligand-gated ion channel, 7 |
|
P5-1 |
NM_006674.1 |
1.38 |
MHC class I region ORF |
|
PC4 |
NM_006713.1 |
1.42 |
activated RNA polymerase II transcription cofactor 4 |
|
PCTAIRE2BP |
AW129593 |
3.11 |
tudor repeat associator with PCTAIRE 2 |
|
PDGFRL |
NM_006207.1 |
6.54 |
platelet-derived growth factor receptor-like |
|
PDZ-GEF1 |
NM_014247.1 |
1.79 |
PDZ domain containing guanine nucleotide exchange factor(GEF)1 |
|
PELI1 |
NM_020651.2 |
1.81 |
pellino homolog 1 (Drosophila) |
|
PFKP |
NM_002627.1 |
1.57 |
phosphofructokinase, platelet |
|
PIP3-E |
AW166711 |
1.77 |
phosphoinositide-binding protein PIP3-E |
|
PKD2 |
AF309082.1 |
1.86 |
protein kinase D2 |
|
PLAC8 |
NM_016619.1 |
1.91 |
placenta-specific 8 |
|
PLEK |
NM_002664.1 |
2.01 |
pleckstrin |
|
PLSCR1 |
AI825926 |
3.43 |
phospholipid scramblase 1 |
|
PMAIP1 |
AI857639 |
2.33 |
phorbol-12-myristate-13-acetate-induced protein 1 |
|
PML |
AF230411.1 |
6.78 |
promyelocytic leukemia |
|
PMSCL1 |
NM_005033.1 |
1.83 |
polymyositis/scleroderma autoantigen 1, 75kDa |
|
POLS |
NM_006999.2 |
1.42 |
polymerase (DNA directed) sigma |
|
PORIMIN |
BG538627 |
1.51 |
pro-oncosis receptor inducing membrane injury gene |
|
PPP1CC |
NM_002710.1 |
1.37 |
protein phosphatase 1, catalytic subunit, gamma isoform |
|
PPP2R2A |
NM_002717.1 |
1.51 |
protein phosphatase 2 (formerly 2A), regulatory subunit B (PR 52), alpha isoform |
|
PPP3CC |
NM_005605.1 |
1.42 |
protein phosphatase 3 (formerly 2B), catalytic subunit, gamma isoform (calcineurin A gamma) |
|
PRDX4 |
NM_006406.1 |
1.66 |
peroxiredoxin 4 |
|
PRF1 |
AI445650 |
1.82 |
Perforin, mRNA sequence |
|
PRKAG2 |
NM_016203.1 |
1.57 |
protein kinase, AMP-activated, gamma 2 non-catalytic subunit |
|
PRKR |
NM_002759.1 |
3.3 |
protein kinase, interferon-inducible double stranded RNA dependent |
|
PSCD1 |
NM_004762.1 |
1.32 |
pleckstrin homology, Sec7 and coiled/coil domains 1(cytohesin 1) |
|
PSMA2 |
NM_002787.1 |
1.61 |
proteasome (prosome, macropain) subunit, alpha type, 2 |
|
PSMA3 |
NM_002788.1 |
1.59 |
proteasome (prosome, macropain) subunit, alpha type, 3 |
|
PSMA4 |
NM_002789.1 |
1.58 |
proteasome (prosome, macropain) subunit, alpha type, 4 |
|
PSMA5 |
NM_002790.1 |
1.53 |
proteasome (prosome, macropain) subunit, alpha type, 5 |
|
PSMA6 |
BC002979.1 |
1.56 |
proteasome (prosome, macropain) subunit, alpha type, 6 |
|
PSMB10 |
NM_002801.1 |
1.63 |
proteasome (prosome, macropain) subunit, beta type, 10 |
|
PSMB2 |
NM_002794.1 |
1.34 |
proteasome (prosome, macropain) subunit, beta type, 2 |
|
PSMB8 |
U17496.1 |
2.03 |
proteasome (prosome, macropain) subunit, beta type, 8 (large multifunctional protease 7) |
|
PSMB9 |
NM_002800.1 |
2.07 |
proteasome (prosome, macropain) subunit, beta type, 9 (large multifunctional protease 2) |
|
PSMC2 |
NM_002803.1 |
1.21 |
proteasome (prosome, macropain) 26S subunit, ATPase, 2 |
|
PSME1 |
NM_006263.1 |
1.53 |
proteasome (prosome, macropain) activator subunit 1 (PA28 alpha) |
|
PSME2 |
NM_002818.1 |
1.77 |
proteasome (prosome, macropain) activator subunit 2 (PA28 beta) |
|
PTS |
NM_003641.1 |
2.62 |
6-pyruvoyltetrahydropterin synthase |
|
QKI |
AI114716 |
1.54 |
homolog of mouse quaking QKI (KH domain RNA binding protein) |
|
RAB7L1 |
BC002585.1 |
1.49 |
RAB7, member RAS oncogene family-like 1 |
|
RALB |
BG169673 |
1.75 |
v-ral simian leukemia viral oncogene homolog B (ras related; GTP binding protein) |
|
RAN |
AF054183.1 |
1.22 |
RAN, member RAS oncogene family |
|
RANBP20 |
AL546600 |
1.22 |
RAN binding protein 20 |
|
RANGAP1 |
NM_002883.1 |
1.44 |
Ran GTPase activating protein 1 |
|
RARRES3 |
NM_004585.2 |
1.38 |
retinoic acid receptor responder (tazarotene induced) 3 |
|
RBM7 |
NM_016090.1 |
1.52 |
RNA binding motif protein 7 |
|
RDX |
AI057093 |
1.96 |
radixin |
|
RFX5 |
AW027312 |
1.56 |
regulatory factor X, 5 (influences HLA class II expression) |
|
RGL |
AF186779.1 |
2.01 |
RalGDS-like gene |
|
RGS1 |
S59049.1 |
3.85 |
B cell activation gene [Homo sapiens], mRNA sequence |
|
RI58 |
N47725 |
4.49 |
retinoic acid- and interferon-inducible protein (58kD) |
|
RICH1 |
NM_018054.1 |
1.49 |
homolog of rat nadrin |
|
RIG-I |
NM_014314.1 |
6.22 |
DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide |
|
RIPK1 |
U50062.1 |
1.85 |
receptor (TNFRSF)-interacting serine-threonine kinase 1 |
|
RIPK2 |
AF064824.1 |
2.09 |
receptor-interacting serine-threonine kinase 2 |
|
RPLP2 |
NM_001444.1 |
2.01 |
ribosomal protein, large P2 |
|
SAMHD1 |
NM_015474.1 |
1.72 |
SAM domain and HD domain 1 |
|
SAMSN1 |
NM_022136.1 |
1.4 |
SAM domain, SH3 domain and nuclear localisation signals, 1 |
|
SAT |
BE971383 |
2.47 |
spermidine/spermine N1-acetyltransferase |
|
SC4MOL |
AV704962 |
1.7 |
sterol-C4-methyl oxidase-like |
|
SCARB2 |
NM_005506.1 |
1.8 |
scavenger receptor class B, member 2 |
|
SCO2 |
NM_005138.1 |
2.51 |
SCO cytochrome oxidase deficient homolog 2 (yeast) |
|
SEC5 |
NM_018303.1 |
1.44 |
homolog of yeast Sec5 |
|
SERPINB1 |
NM_030666.1 |
1.86 |
serine (or cysteine) proteinase inhibitor, clade B (ovalbumin), member 1 |
|
SERPING1 |
NM_000062.1 |
7.73 |
serine (or cysteine) proteinase inhibitor, clade G (C1 inhibitor), member 1, |
|
SH3GLB1 |
AF263293.1 |
1.5 |
SH3-domain GRB2-like endophilin B1 |
|
SIAT9 |
NM_003896.1 |
1.63 |
sialyltransferase 9 (CMP-NeuAc:lactosylceramide alpha-2,3-sialyltransferase) |
|
SLC37A1 |
NM_018964.1 |
2.49 |
solute carrier family 37 (glycerol-3-phosphate transporter), member 1 |
|
SMC6 |
NM_024624.1 |
1.32 |
SMC6 protein |
|
SN |
NM_023068.1 |
132.52 |
sialoadhesin |
|
SNX11 |
NM_013323.1 |
1.76 |
sorting nexin 11 |
|
SNX6 |
NM_021249.1 |
1.48 |
sorting nexin 6 |
|
SOAT1 |
L21934.2 |
1.71 |
sterol O-acyltransferase (acyl-Coenzyme A: cholesterol acyltransferase) 1 |
|
SOCS1 |
AB005043.1 |
1.96 |
suppressor of cytokine signaling 1 |
|
SOCS2 |
AB004903.1 |
2.01 |
suppressor of cytokine signaling 2 |
|
SOS1 |
AA700167 |
1.59 |
son of sevenless homolog 1 (Drosophila) |
|
SP100 |
NM_003113.1 |
2.52 |
nuclear antigen Sp100 |
|
SP110 |
AF280094.1 |
2.49 |
SP110 nuclear body protein |
|
SP140 |
NM_007237.1 |
1.74 |
SP140 nuclear body protein |
|
SPTLC2 |
U15555.1 |
3.06 |
serine palmitoyltransferase, long chain base subunit 2 |
|
SQRDL |
NM_021199.1 |
1.81 |
sulfide dehydrogenase like (yeast) |
|
SRI |
L12387.1 |
1.28 |
sorcin |
|
SSA1 |
NM_003141.1 |
1.98 |
Sjogren syndrome antigen A1 (52kDa, ribonucleoprotein autoantigen SS-A/Ro) |
|
SSB |
BG532929 |
1.51 |
Sjogren syndrome antigen B (autoantigen La) |
|
STARD7 |
NM_020151.1 |
1.26 |
START domain containing 7 |
|
STAT1 |
BC002704.1 |
3.27 |
signal transducer and activator of transcription 1, 91kDa |
|
STAT2 |
S81491 |
3.81 |
Stat2 type a |
|
STAU |
AJ132258.1 |
1.3 |
staufen, RNA binding protein (Drosophila) |
|
STX11 |
AF071504.1 |
3.06 |
syntaxin 11 |
|
SUCLG2 |
BF593940 |
1.33 |
succinate-CoA ligase, GDP-forming, beta subunit |
|
SYNGR2 |
NM_004710.1 |
1.51 |
synaptogyrin 2 |
|
TANK |
NM_004180.1 |
1.41 |
TRAF family member-associated NFKB activator |
|
TAP1 |
NM_000593.2 |
3.66 |
transporter 1, ATP-binding cassette, sub-family B (MDR/TAP) |
|
TARBP1 |
NM_005646.1 |
2.29 |
TAR (HIV) RNA binding protein 1 |
|
TBC1D1 |
AB029031.1 |
1.31 |
TBC1 (tre-2/USP6, BUB2, cdc16) domain family, member 1 |
|
TCTEL1 |
NM_006519.1 |
3.12 |
t-complex-associated-testis-expressed 1-like 1 |
|
TEL2 |
AF147782.1 |
1.99 |
transcription factor ets |
|
TFEC |
NM_012252.1 |
3.38 |
transcription factor EC |
|
TIA1 |
NM_022037.1 |
1.56 |
TIA1 cytotoxic granule-associated RNA binding protein |
|
TINF2 |
NM_012461.1 |
1.49 |
TERF1 (TRF1)-interacting nuclear factor 2 |
|
TLR7 |
NM_016562.1 |
3.07 |
toll-like receptor 7 |
|
TNFAIP6 |
AW188198 |
5.55 |
tumor necrosis factor, alpha-induced protein 6 |
|
TNFRSF6 |
X83493.1 |
2.64 |
tumor necrosis factor receptor superfamily, member 6 |
|
TNFSF10 |
AW474434 |
9 |
tumor necrosis factor (ligand) superfamily, member 10 |
|
TNFSF6 |
D38122.1 |
1.54 |
tumor necrosis factor (ligand) superfamily, member 6 |
|
TOP1 |
J03250.1 |
1.52 |
topoisomerase (DNA) I |
|
TOR1B |
AF317129.1 |
2.26 |
torsin family 1, member B (torsin B) |
|
TPO |
AA164751 |
2.9 |
EST |
|
TRADD |
L41690.1 |
1.58 |
TNFRSF1A-associated via death domain |
|
TRAF1 |
NM_005658.1 |
1.62 |
TNF receptor-associated factor 1 |
|
TREX1 |
NM_016381.1 |
4.05 |
three prime repair exonuclease 1 |
|
TRIM14 |
NM_014788.1 |
2.03 |
tripartite motif-containing 14 |
|
TRIM22 |
AA083478 |
2.65 |
tripartite motif-containing 22 |
|
TRIM26 |
NM_003449.1 |
1.56 |
tripartite motif-containing 26 |
|
TRIM34 |
NM_021616.1 |
2.07 |
tripartite motif-containing 34 |
|
TRIM38 |
AI363270 |
2.25 |
tripartite motif-containing 38 |
|
TRIM5 |
AF220028.1 |
3.07 |
tripartite motif-containing 5 |
|
TXNDC |
AL080080.1 |
1.66 |
thioredoxin domain containing |
|
TXNIP |
AA812232 |
1.53 |
thioredoxin interacting protein |
|
UBC |
M26880.1 |
1.31 |
ubiquitin C |
|
UBE1L |
NM_003335.1 |
1.69 |
ubiquitin-activating enzyme E1-like |
|
UBE2L6 |
NM_004223.1 |
2.51 |
ubiquitin-conjugating enzyme E2L 6 |
|
UBQLN2 |
AK001029.1 |
1.39 |
ubiquilin 2 |
|
UNC93B1 |
NM_030930.1 |
2.87 |
unc-93 homolog B1 (C. elegans) |
|
USP15 |
AF153604.1 |
2.08 |
ubiquitin specific protease 15 |
|
USP18 |
NM_017414.1 |
10.43 |
ubiquitin specific protease 18 |
|
USP25 |
NM_013396.1 |
1.54 |
ubiquitin specific protease 25 |
|
UTRN |
NM_007124.1 |
1.87 |
utrophin (homologous to dystrophin) |
|
UVRAG |
NM_003369.1 |
1.65 |
UV radiation resistance associated gene |
|
VAMP5 |
NM_006634.1 |
1.48 |
vesicle-associated membrane protein 5 (myobrevin) |
|
WARS |
NM_004184.2 |
2.92 |
tryptophanyl-tRNA synthetase |
|
WASPIP |
NM_003387.2 |
1.4 |
Wiskott-Aldrich syndrome protein interacting protein |
|
ZBP1 |
NM_030776.1 |
3.5 |
Z-DNA binding protein 1 |
|
ZFD25 |
NM_016220.1 |
1.8 |
zinc finger protein (ZFD25) |
|
ZNF147 |
NM_005082.1 |
2.65 |
zinc finger protein 147 (estrogen-responsive finger protein) |
|
ZNF267 |
AU150728 |
1.55 |
clone NT2RP7015789, highly similar to Zinc finger protein 267 |
|
ZNF313 |
NM_018683.1 |
1.55 |
zinc finger protein 313 |
Supplementary table 2 ( down-regulated genes)
|
GeneSymbol |
Genbank |
Fold Change |
Description |
|
ABCC4 |
AI948503 |
0.57 |
ATP-binding cassette, sub-family C (CFTR/MRP), member 4 |
|
ACADVL |
NM_000018.1 |
0.75 |
acyl-Coenzyme A dehydrogenase, very long chain |
|
ACTN1 |
BC003576.1 |
0.46 |
actinin, alpha 1 |
|
ACTR2 |
AA699583 |
0.80 |
ARP2 actin-related protein 2 homolog (yeast) |
|
ADAM9 |
NM_003816.1 |
0.65 |
a disintegrin and metalloproteinase domain 9 (meltrin gamma) |
|
ADFP |
BC005127.1 |
0.47 |
adipose differentiation-related protein |
|
AHNAK |
BG287862 |
0.57 |
AHNAK nucleoprotein (desmoyokin) |
|
AK1 |
BC001116.1 |
0.58 |
adenylate kinase 1 |
|
AKAP13 |
M90360.1 |
0.77 |
A kinase (PRKA) anchor protein 13 |
|
AKR7A2 |
AI144075 |
0.73 |
aldo-keto reductase family 7, member A2 (aflatoxin aldehyde reductase) |
|
ALDOA |
AK026577.1 |
0.75 |
aldolase A, fructose-bisphosphate |
|
ALOX5 |
AA995910 |
0.60 |
arachidonate 5-lipoxygenase |
|
AMT |
NM_000481.1 |
0.69 |
aminomethyltransferase (glycine cleavage system protein T) |
|
ANPEP |
NM_001150.1 |
0.57 |
alanyl (membrane) aminopeptidase |
|
AP1S2 |
AF251295.1 |
0.55 |
adaptor-related protein complex 1, sigma 2 subunit |
|
AP2M1 |
NM_004068.1 |
0.75 |
adaptor-related protein complex 2, mu 1 subunit |
|
AP2S1 |
BC006337.1 |
0.69 |
adaptor-related protein complex 2, sigma 1 subunit |
|
APLP2 |
BC004371.1 |
0.50 |
amyloid beta (A4) precursor-like protein 2 |
|
APOE |
AI358867 |
0.51 |
apolipoprotein E |
|
ARF5 |
NM_001662.2 |
0.78 |
ADP-ribosylation factor 5 |
|
ARHGDIB |
NM_001175.1 |
0.80 |
Rho GDP dissociation inhibitor (GDI) beta |
|
ARHGEF7 |
NM_003899.1 |
0.66 |
Rho guanine nucleotide exchange factor (GEF) 7 |
|
ASB1 |
AF055024.1 |
0.77 |
ankyrin repeat and SOCS box-containing 1 |
|
ATP1A1 |
NM_000701.1 |
0.78 |
ATPase, Na+/K+ transporting, alpha 1 polypeptide |
|
ATP2B4 |
AW517686 |
0.69 |
ATPase, Ca++ transporting, plasma membrane 4 |
|
ATP5L |
AL050277.1 |
0.80 |
ATP synthase, H+ transporting, mitochondrial F0 complex, subunit g |
|
ATP5O |
NM_001697.1 |
0.79 |
ATP synthase, H+ transporting, mitochondrial F1 complex, O subunit |
|
ATP9B |
AW411030 |
0.72 |
ATPase, Class II, type 9B |
|
AUTS2 |
AK025298.1 |
0.70 |
autism susceptibility candidate 2 |
|
BCKDK |
NM_005881.1 |
0.74 |
branched chain alpha-ketoacid dehydrogenase kinase |
|
BCL11B |
NM_022898.1 |
0.76 |
B-cell CLL/lymphoma 11B (zinc finger protein) |
|
BDG-29 |
AB011151.1 |
0.56 |
BDG-29 proten |
|
BNIP3L |
AL132665.1 |
0.72 |
BCL2/adenovirus E1B 19kDa interacting protein 3-like |
|
C11orf2 |
NM_013265.2 |
0.62 |
chromosome 11 open reading frame2 |
|
C12orf10 |
NM_021640.1 |
0.74 |
chromosome 12 open reading frame 10 |
|
C18orf1 |
NM_004338.1 |
0.58 |
chromosome 18 open reading frame 1 |
|
C1orf37 |
AL522296 |
0.72 |
chromosome 1 open reading frame 37 |
|
C1QR1 |
NM_012072.2 |
0.33 |
complement component 1, q subcomponent, receptor 1 |
|
C21orf97 |
NM_021941.1 |
0.48 |
chromosome 21 open reading frame 97 |
|
CACNA1I |
AB032946.1 |
0.73 |
calcium channel, voltage-dependent, alpha 1I subunit |
|
CALU |
NM_001219.2 |
0.69 |
calumenin |
|
CCL22 |
NM_002990.1 |
0.61 |
chemokine (C-C motif) ligand 22 |
|
CCNI |
AF135162.1 |
0.78 |
cyclin I |
|
CD14 |
NM_000591.1 |
0.29 |
CD14 antigen |
|
CD44 |
BE903880 |
0.68 |
CD44 antigen (homing function and Indian blood group system) |
|
CD7 |
AI829961 |
0.45 |
CD7 antigen (p41) |
|
CD9 |
NM_001769.1 |
0.32 |
CD9 antigen (p24) |
|
CDC14B |
AU145941 |
0.72 |
CDC14 cell division cycle 14 homolog B (S. cerevisiae) |
|
CERK |
NM_022766.1 |
0.52 |
ceramide kinase |
|
CHD3 |
U91543.1 |
0.68 |
chromodomain helicase DNA binding protein 3 |
|
ChGn |
NM_018371.1 |
0.55 |
chondroitin beta1,4 N-acetylgalactosaminyltransferase |
|
CIZ1 |
AF234161.1 |
0.69 |
Cip1-interacting zinc finger protein |
|
CKLF1 |
NM_016326.2 |
0.66 |
chemokine-like factor 1 |
|
CLECSF5 |
NM_013252.1 |
0.11 |
C-type (calcium dependent, carbohydrate-recognition domain) lectin, superfamily member 5 |
|
CLECSF6 |
NM_016184.1 |
0.48 |
C-type (calcium dependent, carbohydrate-recognition domain) lectin, superfamily member 6 |
|
CLTB |
NM_001834.1 |
0.72 |
clathrin, light polypeptide (Lcb) |
|
CLTC |
NM_004859.1 |
0.78 |
clathrin, heavy polypeptide (Hc) |
|
COPA |
U24105.1 |
0.74 |
coatomer protein complex, subunit alpha |
|
COPZ1 |
NM_016057.1 |
0.74 |
CGI-120 protein |
|
COX4I1 |
AA854966 |
0.70 |
cytochrome c oxidase subunit IV isoform 1 |
|
COX7C |
AA382702 |
0.75 |
cytochrome c oxidase subunit VIIc |
|
CREBL2 |
NM_001310.1 |
0.69 |
cAMP responsive element binding protein-like 2 |
|
CRELD1 |
NM_015513.1 |
0.76 |
cysteine-rich with EGF-like domains 1 |
|
CRY1 |
D83702.1 |
0.68 |
cryptochrome 1 (photolyase-like) |
|
CSF1R |
NM_005211.1 |
0.43 |
colony stimulating factor 1 receptor |
|
CSNK2B |
M30448.1 |
0.59 |
Human casein kinase II beta subunit mRNA, complete cds. |
|
CSPG2 |
BF590263 |
0.15 |
chondroitin sulfate proteoglycan 2 (versican) |
|
CTNND1 |
AB002382.1 |
0.59 |
catenin (cadherin-associated protein), delta 1 |
|
CTSB |
AA020826 |
0.50 |
cathepsin B |
|
CUTL1 |
BE046521 |
0.58 |
cut-like 1, CCAAT displacement protein (Drosophila) |
|
CXCL5 |
AK026546.1 |
0.20 |
chemokine (C-X-C motif) ligand 5 |
|
CYBB |
NM_000397.2 |
0.52 |
cytochrome b-245, beta polypeptide (chronic granulomatous disease) |
|
DAD1 |
NM_001344.1 |
0.75 |
defender against cell death 1 |
|
DDB1 |
L40326.1 |
0.76 |
damage-specific DNA binding protein 1, 127kDa |
|
DEFCAP |
AF229061.1 |
0.72 |
death effector filament-forming Ced-4-like apoptosis protein |
|
DGAT1 |
NM_012079.2 |
0.50 |
diacylglycerol O-acyltransferase homolog 1 (mouse) |
|
DP1 |
BC000232.1 |
0.78 |
likely ortholog of mouse deleted in polyposis 1 |
|
DREV1 |
NM_016025.1 |
0.63 |
CGI-81 protein |
|
DSTN |
NM_006870.2 |
0.76 |
destrin (actin depolymerizing factor) |
|
DUSP3 |
AL048503 |
0.57 |
dual specificity phosphatase 3 (vaccinia virus phosphatase VH1-related) |
|
EEF1B2 |
NM_001959.1 |
0.65 |
eukaryotic translation elongation factor 1 beta 2 |
|
EEF1D |
AI613383 |
0.54 |
eukaryotic translation elongation factor 1 delta (guanine nucleotide exchange protein) |
|
EEF1G |
AF119850.1 |
0.63 |
eukaryotic translation elongation factor 1 gamma |
|
EEF2 |
NM_001961.1 |
0.65 |
eukaryotic translation elongation factor 2 |
|
EIF3S5 |
NM_003754.1 |
0.66 |
eukaryotic translation initiation factor 3, subunit 5 epsilon, 47kDa |
|
EIF3S6IP |
NM_016091.1 |
0.49 |
eukaryotic translation initiation factor 3, subunit 6 interacting protein |
|
EIF3S7 |
NM_003753.1 |
0.70 |
eukaryotic translation initiation factor 3, subunit 7 zeta, 66/67kDa |
|
EIF4B |
NM_001417.1 |
0.54 |
eukaryotic translation initiation factor 4B |
|
EIF4G3 |
AI768122 |
0.73 |
eukaryotic translation initiation factor 4 gamma, 3 |
|
EMR3 |
AF239764.1 |
0.29 |
egf-like module-containing mucin-like receptor 3 |
|
ENG |
NM_000118.1 |
0.50 |
endoglin (Osler-Rendu-Weber syndrome 1) |
|
ENO2 |
NM_001975.1 |
0.59 |
enolase 2, (gamma, neuronal) |
|
EP400 |
BE880591 |
0.74 |
E1A binding protein p400 |
|
EVI2B |
BC005926.1 |
0.76 |
ecotropic viral integration site 2B |
|
FADS3 |
NM_021727.1 |
0.61 |
fatty acid desaturase 3 |
|
FAU |
NM_001997.1 |
0.76 |
ribosomal protein S30 |
|
FBXO9 |
AL031178 |
0.75 |
clone 341E18 on chromosome 6p11.2-12.3. Contains a SerineThreonine Protein Kinase gene |
|
FLNA |
NM_001456.1 |
0.70 |
filamin A, alpha (actin binding protein 280) |
|
FPR1 |
NM_002029.1 |
0.23 |
formyl peptide receptor 1 |
|
FTH1 |
AA083483 |
0.50 |
ferritin, heavy polypeptide 1 |
|
FURIN |
NM_002569.1 |
0.62 |
furin (paired basic amino acid cleaving enzyme) |
|
FXYD5 |
NM_014164.2 |
0.53 |
FXYD domain containing ion transport regulator 5 |
|
FYN |
S74774.1 |
0.72 |
FYN oncogene related to SRC, FGR, YES |
|
GABARAP |
NM_007278.1 |
0.76 |
GABA(A) receptor-associated protein |
|
GALC |
NM_000153.1 |
0.66 |
galactosylceramidase (Krabbe disease) |
|
GALNT1 |
U41514.1 |
0.77 |
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-acetylgalactosaminyltransferase 1 |
|
GALNT11 |
NM_022087.1 |
0.65 |
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-acetylgalactosaminyltransferase 11 |
|
GALNT6 |
NM_007210.2 |
0.51 |
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-acetylgalactosaminyltransferase 6 |
|
GAPD |
AK026525.1 |
0.62 |
glyceraldehyde-3-phosphate dehydrogenase |
|
GAS7 |
BE439987 |
0.57 |
growth arrest-specific 7 |
|
GLA |
NM_000169.1 |
0.71 |
galactosidase, alpha |
|
GLTSCR2 |
NM_015710.1 |
0.68 |
glioma tumor suppressor candidate region gene 2 |
|
GNA12 |
AK024696.1 |
0.67 |
guanine nucleotide binding protein (G protein) alpha 12 |
|
GNB2L1 |
NM_006098.1 |
0.69 |
guanine nucleotide binding protein (G protein), beta polypeptide 2-like 1 |
|
GPI |
NM_000175.1 |
0.59 |
glucose phosphate isomerase |
|
GS3955 |
NM_021643.1 |
0.65 |
GS3955 protein |
|
GTF2I |
AF035737.1 |
0.73 |
general transcription factor II, i |
|
H2AV |
BF343852 |
0.58 |
histone H2A.F/Z variant |
|
H3F3A |
AA477655 |
0.76 |
H3 histone, family 3A |
|
HADHA |
BG472176 |
0.68 |
hydroxyacyl-Coenzyme A dehydrogenase/ alpha subunit |
|
HADHSC |
NM_005327.1 |
0.72 |
L-3-hydroxyacyl-Coenzyme A dehydrogenase, short chain |
|
HIC2 |
AL043112 |
0.68 |
hypermethylated in cancer 2 |
|
HIP1 |
NM_005338.3 |
0.49 |
huntingtin interacting protein 1 |
|
HNRPA0 |
BE966599 |
0.76 |
heterogeneous nuclear ribonucleoprotein A0 |
|
HPIP |
BF344265 |
0.77 |
hematopoietic PBX-interacting protein |
|
HS3ST1 |
NM_005114.1 |
0.32 |
heparan sulfate (glucosamine) 3-O-sulfotransferase 1 |
|
IDS |
NM_006123.1 |
0.74 |
iduronate 2-sulfatase (Hunter syndrome) |
|
IGF1R |
AI830698 |
0.49 |
Human insulin-like growth factor 1 receptor mRNA, 3` sequence |
|
IL4R |
NM_000418.1 |
0.74 |
interleukin 4 receptor |
|
IRS2 |
BF700086 |
0.61 |
insulin receptor substrate 2 |
|
ITGAM |
NM_000632.2 |
0.60 |
integrin, alpha M (complement component receptor 3, alpha) |
|
ITGB2 |
NM_000211.1 |
0.59 |
integrin, beta 2 (antigen CD18 (p95), lymphocyte function-associated antigen 1 |
|
ITM2A |
NM_004867.1 |
0.67 |
integral membrane protein 2A |
|
KATNB1 |
NM_005886.1 |
0.75 |
katanin p80 (WD40-containing) subunit B 1 |
|
KCNAB2 |
AL520102 |
0.73 |
potassium voltage-gated channel, shaker-related subfamily, beta member 2 |
|
KDELR2 |
AL542253 |
0.80 |
KDEL (Lys-Asp-Glu-Leu) endoplasmic reticulum protein retention receptor 2 |
|
KLRB1 |
NM_002258.1 |
0.58 |
killer cell lectin-like receptor subfamily B, member 1 |
|
KRAS2 |
W80678 |
0.78 |
v-Ki-ras2 Kirsten rat sarcoma 2 viral oncogene homolog |
|
KRT10 |
M19156.1 |
0.79 |
keratin 10 (epidermolytic hyperkeratosis; keratosis palmaris et plantaris) |
|
LENG4 |
BC003164.1 |
0.68 |
leukocyte receptor cluster (LRC) member 4 |
|
LEPROTL1 |
NM_015344.1 |
0.77 |
leptin receptor overlapping transcript-like 1 |
|
LGALS1 |
NM_002305.2 |
0.54 |
lectin, galactoside-binding, soluble, 1 (galectin 1) |
|
LOC57209 |
N21541 |
0.61 |
Kruppel-type zinc finger protein |
|
LOC64174 |
NM_022355.1 |
0.49 |
putative dipeptidase |
|
LTA4H |
J02959.1 |
0.42 |
leukotriene A4 hydrolase |
|
LTBP2 |
NM_000428.1 |
0.51 |
latent transforming growth factor beta binding protein 2 |
|
M9 |
AF085358.1 |
0.74 |
muscle specific gene |
|
MACF1 |
NM_012090.1 |
0.77 |
microtubule-actin crosslinking factor 1 |
|
MAEA |
NM_005882.2 |
0.75 |
macrophage erythroblast attacher |
|
MAGED1 |
AF217963.1 |
0.75 |
melanoma antigen, family D, 1 |
|
MAPKAP1 |
NM_024117.1 |
0.79 |
mitogen-activated protein kinase associated protein 1 |
|
MBC2 |
BC004998.1 |
0.63 |
likely ortholog of mouse membrane bound C2 domain containing protein |
|
MECP2 |
NM_004992.2 |
0.62 |
methyl CpG binding protein 2 (Rett syndrome) |
|
MIC2 |
NM_002414.1 |
0.78 |
antigen identified by monoclonal antibodies 12E7, F21 and O13 |
|
MMP9 |
NM_004994.1 |
0.42 |
matrix metalloproteinase 9 |
|
MN1 |
NM_002430.1 |
0.59 |
meningioma (disrupted in balanced translocation) 1 |
|
MOAP1 |
AK024029.1 |
0.77 |
modulator of apoptosis 1 |
|
MONDOA |
NM_014938.1 |
0.61 |
Mlx interactor |
|
MPHOSPH9 |
AI990326 |
0.67 |
M-phase phosphoprotein 9 |
|
MRC1 |
NM_002438.1 |
0.24 |
mannose receptor, C type 1 |
|
MSF |
AB023208 |
0.78 |
MLL septin-like fusion |
|
MTVR1 |
AF052151 |
0.80 |
Mouse Mammary Turmor Virus Receptor homolog 1 |
|
MXD4 |
BC002713.1 |
0.69 |
MAX dimerization protein 4 |
|
MYH9 |
AI827941 |
0.75 |
myosin, heavy polypeptide 9, non-muscle |
|
NACA |
BF976260 |
0.73 |
nascent-polypeptide-associated complex alpha polypeptide |
|
NAP1L1 |
AW148801 |
0.76 |
nucleosome assembly protein 1-like 1 |
|
NDRG3 |
NM_022477.1 |
0.69 |
NDRG family member 3 |
|
NDUFS5 |
NM_004552.1 |
0.71 |
NADH dehydrogenase (ubiquinone) Fe-S protein 5, 15kDa |
|
NELL2 |
NM_006159.1 |
0.69 |
NEL-like 2 (chicken) |
|
NGFRAP1 |
NM_014380.1 |
0.58 |
nerve growth factor receptor (TNFRSF16) associated protein 1 |
|
NS1-BP |
AF205218.1 |
0.69 |
NS1-binding protein |
|
NTE |
NM_006702.1 |
0.66 |
neuropathy target esterase |
|
OLR1 |
AF035776.1 |
0.32 |
oxidised low density lipoprotein (lectin-like) receptor 1 |
|
OSBPL8 |
AL049923.1 |
0.66 |
oxysterol binding protein-like 8 |
|
PABPC1 |
AI734929 |
0.55 |
poly(A) binding protein, cytoplasmic 1 |
|
PABPC3 |
NM_030979.1 |
0.52 |
poly(A) binding protein, cytoplasmic 3 |
|
PABPC4 |
NM_003819.2 |
0.65 |
poly(A) binding protein, cytoplasmic 4 (inducible form) |
|
PABPCP3 |
U64661 |
0.59 |
Human poly(A)-binding protein processed pseudogene3 |
|
PAPSS1 |
AF033026.1 |
0.74 |
3`-phosphoadenosine 5`-phosphosulfate synthase 1 |
|
PARL |
NM_018622.1 |
0.72 |
presenilins associated rhomboid-like protein |
|
PCSK5 |
NM_006200.1 |
0.51 |
proprotein convertase subtilisin/kexin type 5 |
|
PDE4A |
NM_006202.1 |
0.60 |
phosphodiesterase 4A, (phosphodiesterase E2 dunce homolog, Drosophila) |
|
PDHA1 |
BF739979 |
0.79 |
Homo sapiens cDNA FLJ34891 fis, clone NT2NE2017562, mRNA sequence |
|
PFDN5 |
AB055804.1 |
0.64 |
prefoldin 5 |
|
PHLDA1 |
AA576961 |
0.46 |
pleckstrin homology-like domain, family A, member 1 |
|
PIG7 |
AB034747.1 |
0.80 |
LPS-induced TNF-alpha factor |
|
PLA2G4B |
N71116 |
0.72 |
phospholipase A2, group IVB (cytosolic) |
|
PLAU |
NM_002658.1 |
0.53 |
plasminogen activator, urokinase |
|
PLP2 |
NM_002668.1 |
0.62 |
proteolipid protein 2 (colonic epithelium-enriched) |
|
PLU-1 |
NM_006618.1 |
0.73 |
putative DNA/chromatin binding motif |
|
PNMA1 |
NM_006029.2 |
0.62 |
paraneoplastic antigen MA1 |
|
PPGB |
NM_000308.1 |
0.71 |
protective protein for beta-galactosidase (galactosialidosis) |
|
PPIF |
BC005020.1 |
0.54 |
peptidylprolyl isomerase F (cyclophilin F) |
|
PPT1 |
NM_000310.1 |
0.76 |
palmitoyl-protein thioesterase 1 (ceroid-lipofuscinosis, neuronal 1, infantile) |
|
PRKACA |
NM_002730.1 |
0.39 |
protein kinase, cAMP-dependent, catalytic, alpha |
|
PRKAR2A |
BF246917 |
0.74 |
protein kinase, cAMP-dependent, regulatory, type II, alpha |
|
PRKCB1 |
NM_002738.1 |
0.73 |
protein kinase C, beta 1 |
|
PRKCSH |
AI815793 |
0.77 |
protein kinase C substrate 80K-H |
|
PRKWNK1 |
AI742553 |
0.70 |
Homo sapiens, clone IMAGE:5264735, mRNA, mRNA sequence |
|
PROCR |
NM_006404.1 |
0.43 |
protein C receptor, endothelial (EPCR) |
|
PRPF8 |
NM_006445.1 |
0.65 |
PRP8 pre-mRNA processing factor 8 homolog (yeast) |
|
PSMD1 |
NM_002807.1 |
0.73 |
proteasome (prosome, macropain) 26S subunit, non-ATPase, 1 |
|
PTPRO |
U20489.1 |
0.80 |
Human glomerular epithelial protein 1 (GLEPP1) mRNA, complete cds. |
|
QARS |
NM_005051.1 |
0.69 |
glutaminyl-tRNA synthetase |
|
QPCT |
NM_012413.2 |
0.46 |
glutaminyl-peptide cyclotransferase (glutaminyl cyclase) |
|
QSCN6 |
NM_002826.2 |
0.58 |
quiescin Q6 |
|
RAB31 |
NM_006868.1 |
0.49 |
RAB31, member RAS oncogene family |
|
RAB33A |
NM_004794.1 |
0.65 |
RAB33A, member RAS oncogene family |
|
RAI17 |
AF070622.1 |
0.48 |
retinoic acid induced 17 |
|
RANBP2 |
D42063.1 |
0.78 |
RAN binding protein 2 |
|
RAP2A |
AI302106 |
0.74 |
RAP2A, member of RAS oncogene family |
|
RASSF2 |
NM_014737.1 |
0.61 |
Ras association (RalGDS/AF-6) domain family 2 |
|
RBM8A |
AF182415.1 |
0.73 |
RNA binding motif protein 8A |
|
RCL |
AF040105 |
0.73 |
putative c-Myc-responsive |
|
RDGBB |
NM_012417.1 |
0.64 |
retinal degeneration B beta |
|
REA |
NM_007273.1 |
0.77 |
repressor of estrogen receptor activity |
|
RGC32 |
NM_014059.1 |
0.57 |
RGC32 protein |
|
RLN2 |
NM_005059.1 |
0.68 |
relaxin 2 (H2) |
|
ROM1 |
NM_000327.1 |
0.50 |
retinal outer segment membrane protein 1 |
|
RPL10 |
NM_006013.1 |
0.69 |
ribosomal protein L10 |
|
RPL10A |
NM_007104.2 |
0.64 |
ribosomal protein L10a |
|
RPL11 |
NM_000975.1 |
0.72 |
ribosomal protein L11 |
|
RPL13 |
AA789278 |
0.75 |
ribosomal protein L13 |
|
RPL13A |
BC001675.1 |
0.80 |
ribosomal protein L13a |
|
RPL14 |
U16738.1 |
0.77 |
ribosomal protein L14 |
|
RPL15 |
NM_002948.1 |
0.71 |
ribosomal protein L15 |
|
RPL17 |
NM_000985.1 |
0.67 |
ribosomal protein L17 |
|
RPL18 |
NM_000979.1 |
0.69 |
ribosomal protein L18 |
|
RPL18A |
NM_000980.1 |
0.66 |
ribosomal protein L18a |
|
RPL21 |
NM_000982.1 |
0.69 |
ribosomal protein L21 |
|
RPL22 |
BE250348 |
0.70 |
ribosomal protein L22 |
|
RPL23 |
NM_000978.1 |
0.68 |
ribosomal protein L23 |
|
RPL27 |
NM_000988.1 |
0.75 |
ribosomal protein L27 |
|
RPL29 |
BF683426 |
0.70 |
ribosomal protein L29 |
|
RPL3 |
L22453.1 |
0.63 |
ribosomal protein L3 |
|
RPL30 |
L05095.1 |
0.78 |
ribosomal protein L30 |
|
RPL31 |
NM_000993.1 |
0.73 |
ribosomal protein L31 |
|
RPL34 |
BF216701 |
0.77 |
ribosomal protein L34 |
|
RPL35 |
NM_007209.1 |
0.79 |
ribosomal protein L35 |
|
RPL36A |
NM_021029.1 |
0.76 |
ribosomal protein L36A |
|
RPL37A |
NM_000998.1 |
0.80 |
ribosomal protein L37a |
|
RPL38 |
NM_000999.1 |
0.75 |
ribosomal protein L38 |
|
RPL4 |
AI953886 |
0.56 |
ribosomal protein L4 |
|
RPL5 |
NM_000969.1 |
0.59 |
ribosomal protein L5 |
|
RPL6 |
NM_000970.1 |
0.64 |
ribosomal protein L6 |
|
RPL7 |
NM_000971.1 |
0.73 |
ribosomal protein L7 |
|
RPL7A |
NM_000972.1 |
0.73 |
ribosomal protein L7a |
|
RPL8 |
NM_000973.1 |
0.70 |
ribosomal protein L8 |
|
RPL9 |
NM_000661.1 |
0.76 |
ribosomal protein L9 |
|
RPLP0 |
BC003655.1 |
0.79 |
ribosomal protein, large, P0 |
|
RPS10 |
BC004334.1 |
0.75 |
ribosomal protein S10 |
|
RPS10L |
AL118502 |
0.67 |
clone RP11-371L19 on chromosome 20 |
|
RPS11 |
NM_001015.1 |
0.74 |
ribosomal protein S11 |
|
RPS12 |
AI799007 |
0.79 |
ribosomal protein S12 |
|
RPS13 |
NM_001017.1 |
0.75 |
ribosomal protein S13 |
|
RPS14 |
AF116710.1 |
0.63 |
ribosomal protein S14 |
|
RPS15A |
NM_001019.1 |
0.76 |
ribosomal protein S15a |
|
RPS16 |
NM_001020.1 |
0.64 |
ribosomal protein S16 |
|
RPS17 |
BC004886.1 |
0.72 |
ribosomal protein S17 |
|
RPS18 |
NM_022551.1 |
0.78 |
ribosomal protein S18 |
|
RPS19 |
BE259729 |
0.74 |
EST, Weakly similar to I52692 ribosomal protein S19, cytosolic |
|
RPS2 |
AA630314 |
0.79 |
ribosomal protein S2 |
|
RPS20 |
NM_001023.1 |
0.78 |
ribosomal protein S20 |
|
RPS21 |
NM_001024.1 |
0.72 |
ribosomal protein S21 |
|
RPS23 |
NM_001025.1 |
0.77 |
ribosomal protein S23 |
|
RPS25 |
AA888388 |
0.76 |
ribosomal protein S25 |
|
RPS27A |
NM_002954.1 |
0.61 |
ribosomal protein S27a |
|
RPS28 |
BC000354.1 |
0.79 |
ribosomal protein S28 |
|
RPS3 |
U14990.1 |
0.73 |
ribosomal protein S3 |
|
RPS3A |
AI925635 |
0.78 |
ribosomal protein S3A |
|
RPS4X |
NM_001007.1 |
0.74 |
ribosomal protein S4, X-linked |
|
RPS5 |
NM_001009.1 |
0.62 |
ribosomal protein S5 |
|
RPS6 |
BC000524.1 |
0.76 |
ribosomal protein S6 |
|
RPS6KA1 |
NM_002953.1 |
0.76 |
ribosomal protein S6 kinase, 90kDa, polypeptide 1 |
|
RPS7 |
AI970731 |
0.69 |
ribosomal protein S7 |
|
RPS9 |
NM_001013.1 |
0.71 |
ribosomal protein S9 |
|
RTN3 |
NM_006054.1 |
0.56 |
reticulon 3 |
|
RUNX1 |
D43968.1 |
0.63 |
runt-related transcription factor 1 (acute myeloid leukemia 1; aml1 oncogene) |
|
RXRA |
NM_002957.2 |
0.50 |
retinoid X receptor, alpha |
|
S100A10 |
NM_002966.1 |
0.65 |
S100 calcium binding protein A10 (annexin II ligand, calpactin I, light polypeptide (p11)) |
|
S100A12 |
NM_005621.1 |
0.31 |
S100 calcium binding protein A12 (calgranulin C) |
|
S100A4 |
NM_002961.2 |
0.38 |
S100 calcium binding protein A4 (calcium protein, calvasculin, murine placental homolog) |
|
S100A6 |
NM_014624.2 |
0.54 |
S100 calcium binding protein A6 (calcyclin) |
|
S100A8 |
NM_002964.2 |
0.40 |
S100 calcium binding protein A8 (calgranulin A) |
|
S100A9 |
NM_002965.2 |
0.37 |
S100 calcium binding protein A9 (calgranulin B) |
|
SCA1 |
AW235612 |
0.53 |
ESTs, similar to uronyl-2-sulfotransferase; |
|
SDBCAG84 |
AF091085.1 |
0.67 |
serologically defined breast cancer antigen 84 |
|
SDR1 |
NM_004753.1 |
0.55 |
short-chain dehydrogenase/reductase 1 |
|
SEMA4C |
AI949392 |
0.39 |
sema domain, immunoglobulin domain (Ig), transmembrane domain ™ |
|
SGNE1 |
NM_003020.1 |
0.42 |
secretory granule, neuroendocrine protein 1 (7B2 protein) |
|
SGPL1 |
BE999972 |
0.66 |
sphingosine-1-phosphate lyase 1 |
|
SH3BGRL3 |
NM_031286.1 |
0.64 |
SH3 domain binding glutamic acid-rich protein like 3 |
|
SH3BP5 |
AL562152 |
0.71 |
SH3-domain binding protein 5 (BTK-associated) |
|
SIRT2 |
NM_012237.2 |
0.69 |
sirtuin silent mating type information regulation 2 homolog 2 (S. cerevisiae) |
|
SKI |
AI568728 |
0.64 |
v-ski sarcoma viral oncogene homolog (avian) |
|
SLC11A1 |
D50402.1 |
0.45 |
solute carrier family 11 (proton-coupled divalent metal ion transporters), member 1 |
|
SLC16A10 |
NM_018593.1 |
0.17 |
solute carrier family 16 (monocarboxylic acid transporters), member 10 |
|
SLC25A6 |
AA916851 |
0.73 |
solute carrier family 25 (mitochondrial carrier; adenine nucleotide translocator), member 6 |
|
SLC2A3 |
NM_006931.1 |
0.67 |
solute carrier family 2 (facilitated glucose transporter), member 3 |
|
SLC7A11 |
AB040875.1 |
0.35 |
solute carrier family 7, (cationic amino acid transporter, y+ system) member 11 |
|
SNRPD2 |
NM_004597.3 |
0.75 |
small nuclear ribonucleoprotein D2 polypeptide 16.5kDa |
|
SORL1 |
NM_003105.2 |
0.63 |
sortilin-related receptor, L(DLR class) A repeats-containing |
|
SOS2 |
AI628605 |
0.69 |
ESTs |
|
SPON1 |
AB018305.1 |
0.59 |
spondin 1, (f-spondin) extracellular matrix protein |
|
SSR2 |
NM_003145.2 |
0.79 |
signal sequence receptor, beta (translocon-associated protein beta) |
|
STAB1 |
D87433 |
0.30 |
stabilin 1 |
|
STX10 |
NM_003765.1 |
0.73 |
syntaxin 10 |
|
SULT1A1 |
NM_001055.1 |
0.73 |
sulfotransferase family, cytosolic, 1A, phenol-preferring, member 1 |
|
SVIL |
NM_003174.2 |
0.71 |
supervillin |
|
TACC1 |
NM_006283.1 |
0.77 |
transforming, acidic coiled-coil containing protein 1 |
|
TBXAS1 |
NM_030984.1 |
0.27 |
thromboxane A synthase 1 (platelet, cytochrome P450, subfamily V) |
|
TC10 |
AW771590 |
0.70 |
ras-like protein TC10 |
|
TCF20 |
AB006630.1 |
0.74 |
transcription factor 20 (AR1) |
|
TGFBI |
NM_000358.1 |
0.21 |
transforming growth factor, beta-induced, 68kDa |
|
TGM2 |
AL031651 |
0.52 |
clone RP5-1054A22 on chromosome 20q11.22-12 Contains two isoforms of the gene for TGM2 |
|
TIMP1 |
NM_003254.1 |
0.24 |
tissue inhibitor of metalloproteinase 1 (erythroid potentiating activity, collagenase inhibitor) |
|
TIP-1 |
AF234997.1 |
0.67 |
Tax interaction protein 1 |
|
TLE3 |
AI567426 |
0.76 |
transducin-like enhancer of split 3 (E(sp1) homolog, Drosophila) |
|
TLN1 |
NM_006289.1 |
0.66 |
talin 1 |
|
TMP21 |
BE780075 |
0.80 |
transmembrane trafficking protein |
|
TNFRSF8 |
NM_001243.1 |
0.57 |
tumor necrosis factor receptor superfamily, member 8 |
|
TNFSF13 |
AF114012.1 |
0.65 |
tumor necrosis factor (ligand) superfamily, member 13 |
|
TOM7 |
NM_019059.1 |
0.68 |
homolog of Tom7 (S. cerevisiae) |
|
TOP2B |
NM_001068.1 |
0.76 |
topoisomerase (DNA) II beta 180kDa |
|
TREM1 |
NM_018643.1 |
0.36 |
triggering receptor expressed on myeloid cells 1 |
|
TTC3 |
NM_003316.1 |
0.66 |
tetratricopeptide repeat domain 3 |
|
TUBGCP2 |
NM_006659.1 |
0.69 |
tubulin, gamma complex associated protein 2 |
|
TUFM |
NM_003321.1 |
0.75 |
Tu translation elongation factor, mitochondrial |
|
TULIP1 |
AL050050.1 |
0.72 |
likely ortholog of mouse tuberin-like protein 1 |
|
UAP1 |
S73498.1 |
0.74 |
UDP-N-acteylglucosamine pyrophosphorylase 1 |
|
UBA52 |
AF348700.1 |
0.77 |
ubiquitin A-52 residue ribosomal protein fusion product 1 |
|
UBE4B |
NM_006048.1 |
0.63 |
ubiquitination factor E4B (UFD2 homolog, yeast) |
|
UCP2 |
U94592.1 |
0.72 |
Human uncoupling protein homolog (UCPH) mRNA, complete cds. |
|
UGTREL7 |
N80922 |
0.73 |
UDP-glucuronic acid/UDP-N-acetylgalactosamine dual transporter |
|
UMP-CMPK |
NM_016308.1 |
0.73 |
UMP-CMP kinase |
|
UP |
NM_003364.1 |
0.60 |
uridine phosphorylase |
|
UQCRB |
NM_006294.1 |
0.61 |
ubiquinol-cytochrome c reductase binding protein |
|
USF2 |
NM_003367.1 |
0.48 |
upstream transcription factor 2, c-fos interacting |
|
USP13 |
NM_003940.1 |
0.70 |
ubiquitin specific protease 13 (isopeptidase T-3) |
|
UXT |
NM_004182.1 |
0.67 |
ubiquitously-expressed transcript |
|
VAMP1 |
NM_016830.1 |
0.70 |
vesicle-associated membrane protein 1 (synaptobrevin 1) |
|
VDR |
NM_000376.1 |
0.54 |
vitamin D (1,25- dihydroxyvitamin D3) receptor |
|
VIM |
AI922599 |
0.79 |
vimentin |
|
VRP |
BC001663.1 |
0.70 |
vascular Rab-GAP/TBC-containing |
|
WBSCR5 |
AF257135.1 |
0.59 |
Williams-Beuren syndrome chromosome region 5 |
|
WHSC1 |
AF083389.1 |
0.74 |
Wolf-Hirschhorn syndrome candidate 1 |
|
WRB |
NM_004627.1 |
0.62 |
tryptophan rich basic protein |
|
XAP135 |
NM_018288.1 |
0.74 |
PHD zinc finger protein XAP135 |
|
YF13H12 |
NM_014297.1 |
0.78 |
protein expressed in thyroid |
|
Z39IG |
NM_007268.1 |
0.27 |
Ig superfamily protein |
|
ZDHHC7 |
NM_017740.1 |
0.78 |
zinc finger, DHHC domain containing 7 |
|
ZFP106 |
NM_022473.1 |
0.70 |
zinc finger protein 106 |
|
ZNF220 |
NM_006766.1 |
0.77 |
zinc finger protein 220 |
|
ZNF91 |
NM_003430.1 |
0.71 |
zinc finger protein 91 (HPF7, HTF10) |