TREATING COLORECTAL, PANCREATIC, AND LUNG CANCER

Information

  • Patent Application
  • 20140243403
  • Publication Number
    20140243403
  • Date Filed
    May 29, 2012
    12 years ago
  • Date Published
    August 28, 2014
    10 years ago
Abstract
The invention relates to methods of determining an appropriate chemotherapy for a subject based on expression levels of a TAK1 biomarker, such as one or more TAK1 biomarkers listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1 genes, optionally with one or both of INHBB and/or BMPR1A. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB. Kits useful for the methods are also provided.
Description
TECHNICAL FIELD

The invention relates to methods of selecting an appropriate chemotherapy for a subject based on expression levels of a gene, such as the Bone Morphogenetic Protein 7 (BMP7) gene.


BACKGROUND

Signaling pathways that regulate embryogenesis and tissue morphogenesis are misregulated during neoplastic transformation (Hanahan et al. (2011). Cell 144, 646-674). Interactions between BMP/TGF-β, Wnt, and FGF/Ras signaling pathways are critical for axis specification in embryos and, not surprisingly, components of these pathways are frequently mutated in human cancers. Disruption of normal TGF-β signaling has been attributed to many malignancies (Massague et al. (2000) Cell 103, 295-309). TGF-β activated kinase 1 (TAK1) is a common chemotherapeutic target in these cases, however, only a fraction of subjects with colorectal cancer, pancreatic cancer, or lung cancer will be responsive to therapies involving a TAK1 inhibitor. By mapping the signaling pathways between BMP/TGF-β, Wnt, and Ras into networks and by understanding the variability of pathway/network crosstalk based on lineage or context-specificity, novel methods can be developed to select an appropriate chemotherapy for a subject with cancer.


SUMMARY

The present invention is based, at least in part, on the discovery that levels of certain biomarkers are predictive of tumor response to therapy with TAK1 inhibitors. Therapies selected based on the test results have proven to yield substantially better outcome for cancer patients than the currently used random selection of treatments. The test comprises providing a sample to determine the level of one or more TAK1 biomarkers described herein, e.g., listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A. High levels of expression of these biomarkers were found to correlate with better treatment response with TAK1 inhibitors, and low levels of expression were found to correlate with worse treatment response with TAK1 inhibitors.


In one aspect, the invention features methods for selecting an appropriate chemotherapy for a subject, e.g., a human, with cancer. The method includes providing a sample from the subject; determining a level of expression of one or more TAK1 biomarkers described herein, e.g., listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A; and selecting a chemotherapy comprising a TAK1 inhibitor for a subject who has a level of the TAK1 biomarker expression above, or at or above, a reference level, or selecting a chemotherapy lacking a TAK1 inhibitor for a subject who has a level of TAK1 biomarker expression below a reference level. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB. In some embodiments, the method further includes administering the selected chemotherapy.


In some aspects, methods of treating a subject, e.g., a human, with cancer are provided, wherein the methods comprise providing a sample from the subject; determining a level of expression of one or more TAK1 biomarkers described herein, e.g., listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A; and selecting a chemotherapy comprising a TAK1 inhibitor for a subject who has a level of TAK1 biomarker expression above, or at or above, a reference level, or selecting a chemotherapy lacking a TAK1 inhibitor for a subject who has a level of TAK1 biomarker expression below a reference level. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB. In some embodiments, the method further includes administering the selected chemotherapy.


In yet another aspect, methods for predicting a subject's, e.g., a human's, response to a treatment comprising administration of a TAK1 inhibitor are featured, the method comprising providing a sample from the subject; determining a level of expression of one or more TAK1 biomarkers described herein, e.g., listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A; and predicting the subject's response to the treatment based on the level of expression of the TAK1 biomarker in the sample, wherein if the level of expression of the TAK1 biomarker in the sample is above, or at or above, a reference level, then the subject is predicted to have a positive response to the treatment. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB. In some embodiments, the method further includes administering the treatment comprising administration of a TAK1 inhibitor to a subject who is predicted to have a positive response to the treatment.


In one aspect, the invention features methods for determining an increased likelihood of pharmacological effectiveness of a treatment comprising administration of a TAK1 inhibitor in a subject, e.g., a human, the method comprising providing a sample from the subject; and determining a level of expression of one or more TAK1 biomarkers described herein, e.g., listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A, wherein a level of expression of the TAK1 biomarker in the sample above, or at or above, a reference level, indicates an increased likelihood of pharmacological effectiveness of a treatment comprising administration of a TAK1 inhibitor in the subject. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMRP1A, and INHBB. In some embodiments, the method further includes administering the treatment comprising administration of a TAK1 inhibitor to a subject who has an increased likelihood of pharmacological effectiveness of a treatment comprising administration of a TAK1 inhibitor.


In some embodiments, the methods comprise determining a level of BMP7 expression in the sample; and selecting a chemotherapy comprising a TAK1 inhibitor for a subject who has a level of BMP7 expression above, or at or above, a reference level, or selecting a chemotherapy lacking a TAK1 inhibitor for a subject who has a level of BMP7 expression below a reference level.


In one embodiment, the methods further comprise administering the selected chemotherapy to the subject.


In some embodiments, the TAK1 inhibitor is selected from the group consisting of 5Z-7-oxozeaenol, 2-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-3-carboxamide, 2-[(aminocarbonyl)amino]-5-[4-(1-piperidin-1-ylethyl)phenyl]thiophene-3-carboxamide, 3-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-2-carboxamide, and 3-[(aminocarbonyl)amino]-5-(4-{[(2-methoxy-2-methylpropyl)amino]methyl}phenyl)thiophene-2-carboxamide.


In one embodiment, the subject has colorectal cancer, pancreatic cancer, or lung cancer. In some embodiments, the sample comprises tumorous tissue, serum, plasma, whole blood, or urine.


In some embodiments, the level of TAK1 biomarker expression is determined based on protein levels. In one embodiment, the level of TAK1 biomarker expression is determined based on mRNA levels.


In yet another aspect, kits for use in the methods described herein are presented, wherein the kits comprise a reagent for assaying a level of TAK1 biomarker expression in a sample from a subject, and an instruction sheet. In one embodiment, the kits also feature a reagent for processing the sample from the subject.


In some embodiments, the reagent for assaying the level of TAK1 biomarker expression comprises a premeasured portion of a reagent selected from the group selected from oligo-dT primers, forward primers that hybridize to the TAK1 biomarker cDNA, reverse primers that hybridize to the TAK1 biomarker cDNA, reverse transcriptases, DNA polymerases, buffers, and nucleotides.


In one embodiment, the reagent for assaying the level of TAK1 biomarker expression comprises a premeasured portion of an antibody that binds specifically to the TAK1 biomarker and buffers for performing a Western blot or immunohistochemistry assay.


As used herein, a “TAK1 biomarker” is a gene listed in Table 1. In some embodiments, the methods include the use of all of the genes listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A. In some embodiments, the biomarkers include one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB.


A cancer (e.g., an epithelial cancer such as colorectal cancer, pancreatic cancer, or lung cancer) is an example of a proliferative disorder. Cells characteristic of proliferative disorders (i.e., “neoplastic cells” or “tumor cells”) have the capacity for autonomous growth, i.e., an abnormal state or condition characterized by inappropriate proliferative growth of cell populations. A neoplastic cell or a tumor cell is a cell that proliferates at an abnormally high rate. A new growth comprising neoplastic cells is a neoplasm, also known as a “tumor.” A tumor is an abnormal tissue growth, generally forming a distinct mass that grows by cellular proliferation more rapidly than normal tissue. A tumor may show a partial or total lack of structural organization and functional coordination with normal tissue.


Proliferative disorders include all types of cancerous growths or oncogenic processes, metastatic tissues or malignantly transformed cells, tissues, or organs, irrespective of histopathologic type or stage of invasiveness. The methods described herein are particularly relevant for the treatment of humans having an epithelial malignancy, such as a colorectal cancer, pancreatic cancer, or lung cancer (e.g., non-small-cell lung cancer (NSCLC)).


A “subject” as described herein can be any subject having cancer. For example, the subject can be any mammal, such as a human, including a human cancer patient. Exemplary nonhuman mammals include a nonhuman primate (such as a monkey or ape), a mouse, rat, goat, cow, bull, pig, horse, sheep, wild boar, sea otter, cat, and dog.


A “TAK1 inhibitor” as used herein is an agent that reduces or prevents TAK1 activity. TAK1 inhibitors include 5Z-7-oxozeaenol, 2-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-3-carboxamide, 2-[(aminocarbonyl)amino]-5-[4-(1-piperidin-1-ylethyl)phenyl]thiophene-3-carboxamide, 3-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-2-carboxamide, and 3-[(aminocarbonyl)amino]-5-(4-{[(2-methoxy-2-methylpropyl)amino]methyl}phenyl)thiophene-2-carboxamide.


Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Methods and materials are described herein for use in the present invention; other, suitable methods and materials known in the art can also be used. The materials, methods, and examples are illustrative only and not intended to be limiting. All publications, patent applications, patents, sequences, database entries, and other references mentioned herein are incorporated by reference in their entirety. In case of conflict, the present specification, including definitions, will control.


Other features and advantages of the invention will be apparent from the following detailed description and figures, and from the claims.





DESCRIPTION OF DRAWINGS


FIG. 1. Classification of KRAS mutant colon cancer cells into KRAS-independent and KRAS-dependent groups.


(A) Representative 6-day 96-well viability assays in 4 KRAS mutant colon cancer cell lines transduced with either control or 2 independent KRAS-directed lentiviral shRNAs (A and B), at 2 viral MOIs. Quantitation and transformation of relative cell density values yields the Ras Dependency Index depicted in FIG. 1B.


(B) Ras Dependency Index plot for a panel of 21 KRAS mutant colon cancer cell lines. Dashed line represents the “Dependency Threshold” of 2.0; cell lines with values below the line are KRAS-independent, and those above the line are KRAS-dependent. Data are presented as the mean of three independent experiments+/−SEM.


(C) KRAS protein depletion 4 days post-infection with KRAS-directed shRNAs and effects on apoptosis, as assessed by caspase-3 and PARP cleavage, in a representative panel of KRAS-dependent versus-KRAS independent cell lines. Lanes 1, 2 and 3 are as in panel A. Data is representative of two independent experiments.


(D) Activating phosphorylations of the Erk (p-Erk1/2) and Akt (p-Akt) kinases, following KRAS depletion in SW837 KRAS-independent versus SW620 2 KRAS-dependent cells, 4 days post-infection with 3 different viral titres (MOIs of 1, 2 and 4) of shKRAS-B. Total protein levels (t-Erk1 and t-Akt) are shown as gel loading controls. Note: different exposure times were used for the individual panels. Data is representative of two independent experiments.



FIG. 2. Analysis of kinases from a “KRAS dependency signature” in colon cancer cell lines.


(A) Schematic representation of the methodology used to derive a colon cancer KRAS dependency gene expression data set. Gene expression microarray data for 4 indicated KRAS-independent versus KRAS-dependent cell lines were analyzed for significantly underexpressed (IND) or overexpressed (DEP) genes by student T-test analysis (two-tailed, homoscedastic) followed by selection of probe sets whose average expression was 2-fold higher or lower, yielding 687 IND genes and 832 DEP genes.


(B) Hierarchical clustering of gene expression for 47 DEP “druggable” protein, lipid or other ATP-dependent kinase genes or kinase regulatory genes. Heat map shows log 2 median-centered intensity values and similarly expressed genes are clustered using Euclidean distance as a similarity metric. MAP3K7 (encoding TAK1) is highlighted with an asterisk.


(C) Protein expression levels of indicated kinases in a panel of KRAS-independent and KRAS-dependent cell lines. GAPDH serves as a loading control.


(D) Depletion of DEP kinase genes in SW620 versus SW837 cells. Each section of the bar represents an individual shRNA sequence per gene. Fold growth inhibition per shRNA per kinase was computed by dividing the relative cell density of SW837 by that of SW620 cells and using a weighted average to account for viral titre. The plot shows cumulative log 2 fold growth inhibition for each shRNA per kinase; i.e., a value of 1 on the plot indicates a 2-fold greater growth inhibitory effect for a given shRNA in SW620 compared to SW837 cells. The log 2 fold growth inhibition for each individual shRNA was then cumulated for each kinase gene. Data are represented as the mean value corresponding to each shRNA from three independent experiments.


(E) Knockdown of TAK1 with increasing viral titres of shTAK1-D encoding lentiviruses (MOI) and associated apoptotic effects assessed by PARP cleavage. GAPDH serves as a loading control. Data are representative of two independent experiments.


See also FIGS. 8A-F and Table 3.



FIG. 3. Validation of MAP3K7/TAK1 as a pro-survival mediator in KRAS-dependent colon cancers.


(A) IC50 values (μM) for effects on cellular proliferation and viability with the TAK1 kinase inhibitor 5z-7-oxozeaenol in a panel of colon cancer cell lines that have been genotyped as KRAS mutant (KRAS-independent—circles or KRAS-dependent—squares), BRAF mutant (triangles) or wild-type for both KRAS and BRAF (OTHER—diamonds). Effects on growth were measured 3 days post-treatment. Data are represented as the mean of 3 independent experiments and error bars indicate the median±interquartile range. *denotes p<0.00001; n.s.—not significant.


(B) Effects of TAK1 inhibition on apoptosis and signaling in a representative panel of KRAS-independent and KRAS-dependent cell lines, 24 h after treatment. PARP and caspase-3 cleavage are shown as indicators of apoptosis, and AMPK threonine 172 (T172) phosphorylation is shown as a downstream indicator of TAK1 signaling activity. GAPDH serves as a gel loading control.


(C) TAK1 inhibition in mice with xenografted human tumors derived from the HCT8/SW837 (KRAS-independent) and SK-CO-1/SW620 (KRAS-dependent) cell lines. Cells expressing firefly luciferase were injected subcutaneously into the flanks of nude mice. Tumors are shown as imaged by IVIS detection of luminescence counts (in photons/sec) following 14 days of tumor growth followed by 6 days of treatment with either 15 mg/kg 5z-7-oxozeaenol or vehicle (5% DMSO in arachis oil), IP delivery q.d. Quantitation of tumor volume (mm3) is plotted on the right. Tumor volume data are represented as the mean of 4 tumors in 2 mice for each group+/−SEM.


See also FIGS. 9A-B and Table 2.



FIG. 4. Associations between the KRAS dependency gene set, TAK1 dependence and KRAS-driven canonical Wnt signaling in colon cancer patients.


(A) Heat map representation of gene expression most correlated with TAK1 dependence from the KRAS dependency gene set across a panel of colon cancer cell lines of various genotypes. Cell lines are ordered by IC50 values for 5Z-7-oxozeaenol, leftmost being the highest and rightmost being the lowest. Clustering of genes was performed with Euclidean distance as a similarity metric. Values are presented as log 2 median-centered intensities. Genes highlighted in bold text are putative or bona fide TCF4 target genes.


(B) Basal normalized TCF4 luciferase reporter activity (TOP-FLASH) in photons/sec in a panel of KRAS-independent and KRAS-dependent colon cancer cell lines. Data are represented as the means of 3 independent experiments+/−SEM.


(C) Average expression of non-TCF4 or TCF4 target genes depicted in FIG. 4A in colon cancer patients genotyped as either APC mutation/KRAS-wild-type (circles) or APC mutation plus KRAS mutation (squares). P-values represent a comparison of mean expression scores of genes for each class.


See also FIGS. 10A-E.



FIG. 5. KRAS and TAK1 regulate β-catenin nuclear localization and transcriptional activity in KRAS-dependent cancer cells.


(A) TOP-FLASH luciferase reporter activity as a function of lentiviral shRNA-mediated KRAS depletion at increasing MOIs in LS174T/SW1463 (KRAS-independent) versus SW620/SK-CO-1 (KRAS-dependent) cells. Cell lines were transduced to stably express luciferase under the control of TCF4 response elements. Right panel shows a representative example of raw reporter intensity measurements using the IVIS imaging system. Reporter activity is plotted relative to shGFP (vector) expressing cells. Data are represented as the mean of triplicate experiments+/−SEM.


(B) TOP-FLASH activity in KRAS-independent and KRAS-dependent cell lines following TAK1 inhibition with indicated concentrations (μM). Data are represented as means of triplicate experiments±SEM.


(C) Protein expression levels of the Wnt target gene Axin 2 following treatment of cells with the indicated concentrations. GAPDH serves as a loading control.


(D) Forced overexpression of epitope-tagged oncogenic G12V mutated RAS protein isoforms in HT29 cells and sensitivity to TAK1 pharmacological inhibition with 5Z-7-oxozeaenol. Expression levels of exogenous and endogenous Ras proteins are shown by immunoblotting with a pan-ras monoclonal antibody. NRAS/KRAS4B are HA-tagged and KRAS4A is V5-tagged.


(E) Overexpression of mutant KRAS(12V) followed by TAK1 inhibition in HT29 cells and effects on TOP-FLASH reporter activity. Data are presented as the means of three independent experiments+/−SEM.


(F) Overexpression of KRAS(12V) in HT29 cells and effects on TAK1 and Erk phosphorylation (p-TAK1/p-Erk) as well as Axin 2 levels. Total TAK1 and Erk1 serve as loading controls.


See also FIGS. 11A-G.



FIG. 6. Oncogenic KRAS regulates a BMP-7/BMPR1A/TAK1 signaling axis.


(A) Depletion of KRAS in two KRAS-independent (LS-174T and SW837) and two KRAS-dependent cell lines (SW620 and SK-CO-1) and subsequent effects on expression of BMP-7 as well as downstream effects on Smad1/TAK1 phosphorylation (p-Smad1/p-TAK1). The 20 kD secreted form of BMP7 is shown. Phospho-TAK1 represents the TAK1 autophosphorylation site and is a measure of TAK1 activity. Total Smad1/5/8 and total TAK1 (t-Smad1/5/8/t-TAK1) proteins are shown as gel loading controls. Data are representative of two independent experiments.


(B) Effects of BMP7 depletion on proliferation and viability of SW620 KRAS-dependent cells. Plot shows cell density 6 days post-infection with either shGFP control or 5 different BMP7-directed lentiviral shRNAs. Data are represented as the mean of three independent experiments±SEM. Western blots on the right panel show BMP-7 levels and subsequent apoptotic effects as measured by PARP and Caspase3 cleavage following BMP-7 depletion with two independent lentiviral shRNAs (D and E).


(C) Effects on BMP7 transcript levels following induced activation of ER-KRAS(12V) fusion protein with various doses of 4-HT in HT29 cells. Right panel shows levels of total and secreted BMP-7 following ER-KRAS(12V) induction with 4-HT. Levels of Axin 2 and phosphorylated Erk (p-Erk1/2) are also shown following ER-KRAS(12V). Total Erk (t-Erk1) serves as a loading control.


(D) TOP-FLASH reporter following 4-HT induced activation of ER-KRAS(12V) and depletion of the indicated genes via lentiviral shRNA delivery at various viral titres. Relative reporter activity is shown compared to shGFP control.


(E) Introduction of a V5-tagged constitutively activated (CA) mutant of the BMP receptor, BMPR1A (Q233D) or control vector in HT29 cells and effects on 5Z-7-oxozeaenol sensitivity in terms of IC50 values.


(F) Signaling and apoptotic effects of TAK1 inhibition using 5Z-7-oxozeaenol at the indicated concentrations 24 h post-treatment in BMPR1A-CA expressing cells. Caspase3 and PARP cleavage are indicators of apoptotic cell death. Axin 2 levels are shown as a readout of Wnt signaling. Phosphorylated smad1/5/8 levels serve as a readout of BMP signaling. GAPDH serves as a gel loading control. BMPR1A-CA expression is visualized using a monoclonal V5 antibody.


See also FIGS. 12A-B.



FIG. 7. A model for context specific KRAS dependency in colon cancers.


In KRAS-independent colon cancers, APC loss of function results in hyperactivation of canonical Wnt signaling through stabilization of β-catenin in cooperation with upstream Wnt activators. TAK1 can be a negative regulator of canonical Wnt signaling in these cells. In KRAS-dependent cells mutant KRAS upregulates BMP-7 expression/secretion, activating the BMP receptor resulting in TAK1 activation. KRAS and TAK1 in these cells are activators of Wnt signaling by promoting β-catenin nuclear localization, which is stabilized by virtue of APC loss of function mutations. KRAS-mediated anti-apoptotic signaling could also be facilitated by NF-κB activation. Dashed lines represent unknown molecular interactions.



FIG. 8. Computational analyses of KRAS dependency in CRC cell lines.


(A) Heatmap representation of hierarchical clustering analysis of median-centered log 2 transformed probe intensities for the KRAS Dependency Gene Set across a panel of 40 CRC cell lines of various genotypes.


(B) Panther Molecular Function classifications for DEP genes, using the DAVID gene ontology algorithm.


(C) KEGG pathway enrichment in the DEP genes from the KRAS Dependency Gene Set using the DAVID algorithm.


(D) Viral titration curve for SW837 and SW620 cells. Cells were infected with lentiviruses encoding control shGFP and treated with puromycin to select for infected cells, 24 h post-infection. Relative cell density was quantitated 6 days post-infection. Data are presented as the mean of three experiments+/−SEM.


(E) Representative examples of kinase knockdown assays. Scans of cells fixed and stained with syto-60 dye in 96-well plates following knockdown of indicated kinases with 5 different shRNAs per gene (shA through shE). shGFP is shown as a control.


(F) Quantitation of well intensities for the scans shown in FIG. 8E. Representative examples of effects on growth and viability following shRNA knockdown of kinase expression for MAP3K7, VRK2 and CHUK in SW837 and SW620 cells. Five individual shRNAs were used (shA through shE), represented by different colors. Relative cell densities are shown, normalized to shGFP control expressing cells for 3 different viral titers (MOIs of 4, 2 and 1). Data are represented as the mean of triplicates+/−SEM.



FIG. 9. Pharmacological profiling of TAK1 inhibitor sensitivity in colorectal, pancreatic and lung cancer cell lines.


(A) 5Z-7-oxozeaenol IC50 values for colorectal cancer cell lines of various genotypes as well as 2 “normal” epithelial cell lines, MCF10A and MDCK (light gray bars). Data are represented as the mean of 3 independent experiments+/−SEM.


(B) 5Z-7-oxozeaenol IC50 values for KRAS mutant PDAC and NSCLC cell lines.



FIG. 10. K-means clustering and CRC patient clustering analyses of the KRAS dependency gene set.


(A) K-means clustering (k=3) of CRC cell lines. Node averages are depicted in the heat map, representing median-centered values.


(B) Correlations between 5Z-7-Oxozeaenol IC50 values (μM) and Expression Scores for Nodes 0 and 8 from the K-means clustering analysis.


(C) Comparison of average expression scores for Nodes 0 and 8 genes for CRC patients genotyped for APC and KRAS mutations.


(D) Comparison of expression of two Wnt target genes MYC and TCF7 in CRC patients.


(E) Correlation between TAK1 dependency gene expression and the RDI values for a panel of 12 KRAS mutant CRC cell lines.



FIG. 11. Regulation of canonical Wnt signaling by KRAS and TAK1.


(A) Imaging of raw luciferase activity showing TOP-FLASH reporter activity in SKCO1 cells following KRAS depletion.


(B) Raw well scans showing cell growth following treatment of HT29 cells expressing oncogenic mutants of the indicated Ras proteins at various doses of 5Z-7-oxozeaenol.


(C) Imaging of TOP-FLASH activity of C2BBel cells expressing mutant KRAS (G12V) at two different viral titers (MOI-1 and MOI-5) and treated with various concentrations of 5Z-7-oxozeaenol.


(D) Imaging and quantitation of TOP-FLASH activity of C2BBel and HT29 cells expressing mutant KRAS (G12V) at varying viral titers and pre-treated with the indicated concentrations of 5Z-7-oxozeaenol.


(E) TOP-FLASH reporter activity in KRAS mutant PDAC cell lines following inhibition of GSK-3 kinase with increasing concentrations of the small molecule inhibitor BIO. PANC-1 are KRAS-independent cells and YAPC are KRAS-dependent cells. Luminescence counts (photons/sec) are plotted on the y-axis. Data are representative of three independent experiments+/−SEM.


(F) TOP-FLASH reporter dose-response relationships in PANC-1 and YAPC cells following combined treatment with GSK-3 and TAK1 inhibitors (BIO and 5Z-7-Oxozeaenok respectively). Luminescence counts (photons/sec) are plotted on the y-axis. Data are represented as the means of triplicates+/−SEM.


(G) Effects of combined GSK-3 and TAK1 inhibition on proliferation and viability of PANC-1 and YAPC cells. Relative cell density following 3 days of combination treatment is shown. Data are represented as the means of three independent experiments+/−SEM.



FIG. 12. Effects of BMP7 depletion on SW837 cells.


(A) Effects on proliferation and viability of SW837 cells following depletion of BMP7 with five individual shRNAs. Data are plotted relative shGFP control expressing cells. Data are represented as the mean of 3 independent experiments+/−SEM.


(B) Effects of BMP7 disruption on PARP and caspase-3 cleavage, 4 days post-infection with shRNA expressing lentiviruses. GAPDH serves as a loading control.



FIG. 13. Relationships between β-catenin/BMPR1A/NF-κB activity and KRAS/TAK1 dependency.


(A) Introduction of constitutively-active β-catenin (CTNNB1-CA) to SW620 cells and related effects on KRAS dependency as measured by the RDI. Data are representative of 3 independent experiments+/−SEM.


(B) Effects of KRAS depletion by lentiviral shRNA delivery on apoptosis as measured by caspase 3 and PARP cleavage in vector control or CTNNB1-CA expressing SW620 cells. Total β-catenin expression levels and effects on the Wnt target Axin2 are also shown. GAPDH is shown as a gel loading control. Data are representative of 2 independent experiments.


(C) Effects of CTNNB1-CA expression on TAK1 dependency as assessed by IC50 values for 5Z-7-oxozeaenol in SW620 cells.


(D) Effects of constitutively-active BMP receptor (BMPR1A-CA) on KRAS dependency in SW620 and SKCO1 cells, as measured by the RDI. Panel on the right shows V5 expression of V5-epitope tagged BMPR1A in HT29 cells compared to SW620 cells.


(E) Effects of TAK1 inhibition with 5Z-7-oxozeaenol on NF-κB luciferase reporter activity in SW620/SKCO1 KRAS-dependent cells (left panels) or in HT29 cells−/+activated KRAS (induced activation with 4HT).





DETAILED DESCRIPTION

By analyzing the KRAS-dependent subset of KRAS-mutant colon cancer cells, a pathway by which KRAS enhances Wnt activity through BMP/TAK1 activation has been uncovered. Approximately half of colon cancer cell lines with both KRAS and APC mutations appear to rely on this pathway for viability, rendering them sensitive to TAK1 kinase inhibition. As such, TAK1 inhibition provides a clinical paradigm for context-dependent targeting of KRAS-dependent colon cancers. The present data suggest that TAK1 functions as a pro-survival mediator in cancer cells displaying hyperactive KRAS-dependent Wnt signaling. This is seen under basal conditions in colon cancers with the relevant genotypes or can be synthetically achieved by activating Wnt signaling via GSK3 kinase inhibition in KRAS-dependent/APC-wild-type pancreatic cancer cells and by enforced expression of mutant KRAS in APC mutant/KRAS wild-type colon cancer cells. The ability to reconstitute such pathway dependency is unusual in “oncogene addiction” models, and facilitates molecular dissection of the critical signaling components that drive drug susceptibility. An underlying basis for this may be explained by the emerging concept of “non-oncogene addiction,” describing the acquired dependence of cells on non-mutated genes that do not themselves drive malignant progression, but whose function is essential for a cell to tolerate other oncogenic stress-induced states (Luo et al., 2009b). While TAK1 dependency may not be restricted to colon cancer, the elevated Wnt signaling activity in KRAS-dependent colon cancer cells highlights the importance of cellular context and the role of lineage-specific pathways in informing an effective therapeutic strategy.


Through a combination of knockdown and reconstitution experiments, some of the key signaling components linking mutant KRAS to TAK1 and Wnt activation have been described (FIGS. 13A-E and 7). A strong relationship between Wnt and KRAS signaling is underscored by the observation that constitutive activation of Wnt signaling causes loss of KRAS dependency in KRAS-dependent colon cancer cells. The data indicate that KRAS regulates TAK1 and Wnt signaling in APC-deficient cells via upregulation of BMP-7 levels and BMP receptor activation. However, although BMP receptor activation is necessary for KRAS-driven survival signaling, it is not sufficient. Thus, a network of KRAS-regulated signaling components is likely to contribute to tumor cell survival. For instance, KRAS regulates NF-κB in part via TAK1 activation (FIGS. 13E and 7). The relative contribution of the NF-κB pathway to KRAS-driven survival signaling remains to be determined, although evidence suggests that the pathway is critical for KRAS-driven lung tumorigenesis (Meylan et al., 2009; Starczynowski et al., 2011). Additional parallel pathways are likely to be components of the KRAS-TAK1 survival signaling axis, although the present data suggest that Wnt pathway activation is most critical.


The studies described herein highlight a context-specific role for KRAS in driving Wnt signaling in the sensitized background of APC deficiency. This is consistent with recent studies reporting KRAS-mediated enhancement of Wnt signaling in a zebrafish developmental model (Phelps et al., 2009). Indeed, in APC-deficient colon cancers with low β-catenin activity, introduction of mutant KRAS causes a sharp increase in levels of nuclear β-catenin, accompanied by increased TCF/LEF transcriptional activity. This effect partly involves KRAS-mediated up-regulation of BMP signaling and subsequent TAK1 activation, leading to enhanced TCF/LEF activity. Interestingly, the C. elegans TAK1 ortholog Mom-4 promotes nuclear retention of the β-catenin ortholog Wrm-1 asymmetrically at the 2-cell stage within the EMS cell thus defining polarity and axis specification (Nakamura et al., 2005; Shin et al., 1999). Such a context-specific TAK1/β-catenin interaction points to a remarkable degree of evolutionary conservation.


From a clinical perspective, the role of secreted BMP-7 is of particular interest since autocrine or paracrine activation of this pathway could be detectable and targetable in tumors. Importantly, expression of BMP pathway components should help to stratify colon cancer patients into TAK1 inhibitor response groups. Thus, some or all of the top 10 genes from an in vitro derived TAK1 dependency signature (e.g., GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1), and optionally BMPR1A and/or INHBB, provide a clinically annotated signature for selecting patients for treatment with TAK1 inhibitors. This can be applied as a clinical diagnostic test to measure the relative mRNA levels corresponding to the ten-gene TAK1 dependency signature in patient tumors. As many as half of all KRAS mutant colon cancer cell lines are KRAS-dependent and sensitive to TAK1 inhibition, which may account for as many as a quarter of all colon cancers. As such, when guided by accurate molecular profiles, TAK1 inhibitors are expected to provide significant clinical benefit for the most recalcitrant form of colon cancer. Beyond tool compounds such as 5Z-7-oxozeaenol, synthetic TAK1 inhibitors have been tested in preclinical models (Melisi et al., 2011). However, given potential toxicity, administration regimens will need to be modeled using highly TAK1-dependent cancers. Finally, the present study illustrates that the presence of a KRAS mutation does not identify a homogenously drug-resistant tumor type, even within a specific histological type. Instead, degrees of KRAS dependency in different cancers are modulated by associated signaling pathways such as the Wnt pathway in colon cancers. This adds complexity to their analysis but is ultimately expected to inform unique therapeutic opportunities.


Methods of Selecting an Appropriate Chemotherapy

The methods featured in the invention can be used to select an appropriate chemotherapy for a subject with cancer, such as colorectal cancer, pancreatic cancer, or lung cancer, and to treat a subject with cancer. Methods to predict response to TAK1 inhibitors based on one or more TAK1 biomarkers are presented (e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1; e.g., the genes shown in bold font in Table 1, optionally with one or both of INHBB and/or BMPR1A). In some embodiments, one or more additional markers from Table 1 are used; in some embodiments, all 21 markers shown in Table 1 are used.


Analysis provided evidence of an association of many of the disclosed biomarkers and sensitivity to TAK1 inhibitors. BMP7 induces cartilage and bone formation and plays a role in calcium regulation and bone homeostasis, which are important in the pathogenesis of cancer. BMP and activin membrane-bound inhibitor (BAMBI) is a transmembrane glycoprotein related to the type I receptors of the TGF-β family, whose members play important roles in signal transduction in many developmental and pathological processes. The encoded protein however is a pseudoreceptor, lacking an intracellular serine/threonine kinase domain required for signaling. The Inhibin, beta B (INHBB) subunit joins the alpha subunit to form a pituitary FSH secretion inhibitor. Inhibin has been shown to regulate gonadal stromal cell proliferation negatively and to have tumor-suppressor activity.









TABLE 1







Biomarkers of TAK1 Inhibitor Sensitivity









GenBank Accession No.











NCBI Human Gene
Human Nucleic
Human Amino


Gene
Name
Acid
Acid





SLC2A1
solute carrier family 2
NM_006516.2
NP_006507.2



(facilitated glucose



transporter), member 1


GAD1
glutamate decarboxylase 1
NM_008077.4
NP_032103.2



(brain, 67 kDa)


MSX2
msh homeobox 2
NP_002440.2
NP_002440.2


PELI2
pellino homolog 2
NP_067078.1
NP_067078.1



(Drosophila)


ITGB4
integrin, beta 4 isoform 1
NM_000213.3
NP_000204.3



precursor



integrin beta-4 isoform 2
NM_001005619.1
NP_001005619.1



precursor



integrin beta-4 isoform 3
NM_001005731.1
NP_001005731.1



precursor


C21orf96
RUNX1 intronic
NR_026812.1
N/A



transcript 1 (non-protein



coding)


GPR56
G-protein coupled
NM_001145770.1
NP_001139242.1



receptor 56 isoform b



precursor (var 5)



G-protein coupled
NM_001145771.1
NP_001139243.1



receptor 56 isoform a



precursor (var 4)



G-protein coupled
NM_001145772.1
NP_001139244.1



receptor 56 isoform b



precursor (var 6)



G-protein coupled
NM_001145773.1
NP_001139245.1



receptor 56 isoform c



precursor (var 8)



G-protein coupled
NM_001145774.1
NP_001139246.1



receptor 56 isoform b



precursor (var 7)



G-protein coupled
NM_005682.5
NP_005673.3



receptor 56 isoform a



precursor (var 1)



G-protein coupled
NM_201524.2
NP_958932.1



receptor 56 isoform b



precursor (var 2)



G-protein coupled
NM_201525.2
NP_958933.1



receptor 56 isoform b



precursor (var 3)


PDK3
pyruvate dehydrogenase
NM_001142386.2
NP_001135858.1



kinase, isozyme 3 isoform 1



pyruvate dehydrogenase
NM_005391.4
NP_005382.1



kinase, isozyme 3 isoform 2


GLS
glutaminase
NM_014905.3
NP_055720.3


ACSL1
acyl-CoA synthetase
NM_001995.2
NP_001986.2



long-chain family



member 1


BIK
BCL2-interacting killer
NM_001197.4
NP_001188.1



(apoptosis-inducing)


INHBB
inhibin, beta B
NM_002193.2
NP_002184.2


BMPR1A
bone morphogenetic
NM_004329.2
NP_004320.2



protein receptor, type IA


RUNX1
runt-related transcription
NM_001122607.1
NP_001116079.1



factor 1 isoform AML1a



runt-related transcription
NM_001001890.2
NP_001001890.1



factor 1 isoform AML1b



runt-related transcription
NM_001754.4
NP_001745.2



factor 1 isoform AML1c


SYK
tyrosine-protein kinase
NM_003177.5
NP_003168.2



SYK isoform 1 (var 1)



tyrosine-protein kinase
NM_001174168.1
NP_001167639.1



SYK isoform 2 (var 4)



tyrosine-protein kinase
NM_001174167.1
NP_001167638.1



SYK isoform 1 (var 3)



tyrosine-protein kinase
NM_001135052.2
NP_001128524.1



SYK isoform 2 (var 2)


RGL1
ral guanine nucleotide
NM_015149.3
NP_055964.3



dissociation stimulator-



like 1


NAV2
neuron navigator 2
NM_182964.5
NP_892009.3



isoform 1



neuron navigator 2
NM_145117.4
NP_660093.2



isoform 2



neuron navigator 2
NM_001244963.1
NP_001231892.1



isoform 5



neuron navigator 2
NM_001111018.1
NP_001104488.1



isoform 3


FYN
oncogene related to SRC,
NM_002037.5
NP_002028.1



FGR, YES - tyrosine-



protein kinase Fyn



isoform a



tyrosine-protein kinase
NM_153047.3
NP_694592.1



Fyn isoform b



tyrosine-protein kinase
NM_153048.3
NP_694593.1



Fyn isoform c


HSPA12A
heat shock 70 kDa protein
NM_025015.2
NP_079291.2



12A


MBOAT2
membrane bound O-
NM_138799.2
NP_620154.2



acyltransferase domain



containing 2


BAMBI
BMP and activin
NM_012342.2
NP_036474.1



membrane-bound



inhibitor homolog



(Xenopus laevis)


BMP7
bone morphogenetic
NM_001719.2
NP_001710.1



protein 7


GGH
gamma-glutamyl
NM_003878.2
NP_003869.1



hydrolase (conjugase,



folylpolygammaglutamyl



hydrolase)









Methods of selecting an appropriate chemotherapy for a subject with cancer include providing or obtaining a sample from a patient, and determining a level of expression of a TAK1 biomarker in the patient. Any method can be used to obtain a sample, such as a biopsy (e.g., core needle biopsy), and the tissue can be embedded in OCT® (Optimal Tissue Cutting compound) for processing. For example, the tissue in OCT® can be processed as frozen sections. Tumor cells can be collected, such as by laser capture microdissection (LCM), and gene expression or protein levels can be assayed using methods known in the art or described herein. In one exemplary approach, the level of BMP7 expression is assayed by real-time quantitative RT-PCR. The level of expression of this gene can also be determined by immunohistochemistry.


If the levels of the TAK1 biomarker are at or above a reference level, it can be determined that a chemotherapy comprising a TAK1 inhibitor, such as 5Z-7-oxozeaenol, 2-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-3-carboxamide, 2-[(aminocarbonyl)amino]-5-[4-(1-piperidin-1-ylethyl)phenyl]thiophene-3-carboxamide, 3-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-2-carboxamide, or 3-[(aminocarbonyl)amino]-5-(4-{[(2-methoxy-2-methylpropyl)amino]methyl}phenyl)thiophene-2-carboxamide, is appropriate. If levels of BMP7 are below a reference level, it can be determined that a chemotherapy lacking a TAK1 inhibitor is appropriate.


“Low” and “high” expression levels are relative values and are based on a comparison with those of a reference. In one embodiment, a reference level of expression is the expression level of a TAK1 biomarker in a sample cancer population from which TAK1 biomarker expression data is collected. The expression level in a reference can be determined by measuring gene expression levels in the sample population. In some embodiments, a tumor exhibits “low” TAK1 biomarker levels if the expression level less than the median TAK1 biomarker expression level in the reference, and the tumor exhibits “high” TAK1 biomarker levels if the expression level is above, or at or above, the median TAK1 biomarker expression level in the reference. Similarly, a tumor exhibits “low” TAK1 biomarker levels if the expression levels of these genes are less than the median TAK1 biomarker expression levels of a respective reference. The tumor exhibits “high” TAK1 biomarker levels if the expression levels are above, or at or above, the median TAK1 biomarker expression levels of a respective reference. “Low” and “high” expression levels are relative and can be established with each new reference group. In one alternative, the expression level determined to be predictive of a subject's response to a chemotherapy can be equal to or greater than the expression level of the highest third, or highest quartile of a reference, or the predictive expression level can be determined to be a level lower than the expression level of the lowest third, or lowest quartile of a reference.


The samples from a reference can be taken from subjects of the same species (e.g., human subjects), and the tumors of a reference are preferably of the same type (e.g., colorectal tumors). In some embodiments, the tumors of a reference can all be, for example, from a colorectal cancer, pancreatic cancer, or lung cancer. The individual members of a reference may also share other similarities, such as similarities in stage of disease, previous treatment regimens, lifestyle (e.g., smokers or nonsmokers, overweight or underweight), or other demographics (e.g., age, genetic disposition). For example, besides having the same type of tumor, patients in a reference may not have received any previous chemotherapy. A reference should include gene expression analysis data from tumor samples from at least 2, 5, 10, 15, 20, 25, 30, 40, 50, 60, 70, 80, 90, 100, 120, 140, 160, 180, or 200 subjects. In some embodiments, the reference is taken from non-tumorous tissue of the subject, e.g., normal tissues, preferably of the same tissue type (e.g., normal colorectal, pancreatic, or lung tissue).


Gene expression levels in a reference can be determined by any method known in the art. Expression levels in a tumor sample from a test subject are determined in the same manner as expression levels in the reference. For example, the level of a TAK1 biomarker mRNA (transcript) can be evaluated using methods known in the art, e.g., Northern blot, RNA in situ hybridization (RNA-ISH), RNA expression assays, e.g., microarray analysis, RT-PCR, deep sequencing, cloning, Northern blot, branched DNA assays, and quantitative real time polymerase chain reaction (qRT-PCR). Analytical techniques to determine RNA expression are known. See, e.g., Sambrook et al., Molecular Cloning: A Laboratory Manual, 3rd Ed., Cold Spring Harbor Press, Cold Spring Harbor, N.Y. (2001).


In some embodiments, the level of TAK1 biomarker protein is detected. The presence and/or level of a protein can be evaluated using methods known in the art, e.g., using quantitative immunoassay methods such as enzyme linked immunosorbent assays (ELISAs), immunoprecipitations, immunofluorescence, immunohistochemistry, enzyme immunoassay (EIA), radioimmunoassay (RIA), diagnostic magnetic resonance, and Western blot analysis.


In some embodiments, high throughput methods, e.g., protein or gene chips as are known in the art (see, e.g., Ch. 12, “Genomics,” in Griffiths et al., Eds. Modern Genetic Analysis, 1999, W. H. Freeman and Company; Ekins and Chu, Trends in Biotechnology, 1999; 17:217-218; MacBeath and Schreiber, Science 2000, 289(5485):1760-1763; Simpson, Proteins and Proteomics: A Laboratory Manual, Cold Spring Harbor Laboratory Press; 2002; Hardiman, Microarrays Methods and Applications: Nuts & Bolts, DNA Press, 2003), can be used to detect the presence and/or level of a TAK1 biomarker.


In some embodiments, the methods include using a branched-chain DNA assay to directly detect and evaluate the level of one or more TAK1 biomarker mRNA in the sample (see, e.g., Luo et al., U.S. Pat. No. 7,803,541; Canales et al., Nature Biotechnology 24(9):1115-1122 (2006).


In some embodiments, the methods include analysis of the DNA with nanostring technology. NanoString technology enables identification and quantification of individual target molecules in a biological sample by attaching a color coded fluorescent reporter to each target molecule. This approach is similar to the concept of measuring inventory by scanning barcodes. Reporters can be made with different codes for each of the TAK1 biomarkers to be quantified or detected, allowing for highly multiplexed analysis (Geiss et al., Nat. Biotechnol. 26:317-25 (2008).


The tumor can be sampled for expression levels of TAK1 biomarker, and an appropriate chemotherapy can be selected based on the observed expression levels. The chemotherapy can include a single agent or multiple chemotherapeutic agents (e.g., two, three, or more chemotherapeutic agents). For example, when expression levels of BMP7 are determined to be high compared to a reference, an appropriate chemotherapy comprising a TAK1 inhibitor can be selected. When expression levels of BMP7 are determined to be low compared to a reference, an appropriate chemotherapy lacking a TAK1 inhibitor can be selected.


In another example, if expression levels of a TAK1 biomarker are determined to be high compared to a reference, an appropriate chemotherapy comprising a TAK1 inhibitor can be selected. Alternatively, an appropriate chemotherapy can be determined to exclude a TAK1 inhibitor when expression levels of a TAK1 biomarker are determined to be low as compared to a reference.


A subject who is administered a chemotherapy according to TAK1 biomarker expression levels can further be administered a radiation therapy, immunotherapy, or surgery.


Chemotherapy can be administered to a subject using conventional dosing regimens. The appropriate dosage will depend on the particular chemotherapeutic agents determined to be appropriate for the subject based on TAK1 biomarker expression levels as described herein.


Chemotherapy can be administered by standard methods, including orally, such as in the form of a pill, intravenously, by injection into a body cavity (such as the bladder), intraperitoneally, intramuscularly, or intrathecally. A chemotherapy regimen can be delivered as a continuous regimen, e.g., intravenously, orally, or in a body cavity. A chemotherapy regimen can be delivered in a cycle including the day or days the drug is administered followed by a rest and recovery period. The recovery period can last for one, two, three, or four weeks or more, and then the cycle can be repeated. A course of chemotherapy can include at least two to 12 cycles (e.g., three, four, five, six, seven, ten or twelve cycles).


Gene expression data obtained from the methods featured herein can be combined with information from a patient's medical records, including demographic data; vital status; education; history of alcohol, tobacco and drug abuse; medical history; and documented treatment to adjust conclusions relating to the prognosis of a proliferative disorder following administration of a chemotherapy designed as described above.


Upon administration of a chemotherapy according to the TAK1 biomarker expression levels, a patient can be monitored for a response to the therapy. For example, expression levels can be taken before and after administration of the chemotherapy to monitor disease progression. If expression levels decreases, the disease can be determined to be in remission, or regressing towards remission. A partial decrease in expression levels can indicate a disease in partial remission, and if the tumor completely disappears, the disease can be said to be in complete remission. If expression levels increases, the disease can be determined to be progressing. If expression levels does not change following administration of the chemotherapy, the disease can be categorized as stable.


A subject can also be assessed according to his physical condition, with attention to factors such as weight loss, pleural effusion, and other symptoms related to the cancer. For example, symptoms of lung cancer, including small-cell and non-small cell lung carcinoma include persistent cough, sputum streaked with blood, chest pain, and recurring pneumonia or bronchitis.


The methods described herein can be performed on any mammalian subject of any age, including a fetus (e.g., in utero), infant, toddler, adolescent, adult, or elderly human.


Kits

Reagents, tools, and/or instructions for performing the methods described herein can be provided in a kit. For example, the kit can contain reagents, tools, and instructions for determining an appropriate therapy for a cancer patient. Such a kit can include reagents for collecting a tissue sample from a patient, such as by biopsy, and reagents for processing the tissue. The kit can also include one or more reagents for performing a gene expression analysis, such as reagents for performing RT-PCR, Northern blot, Western blot analysis, or immunohistochemistry to determine TAK1 biomarker (i.e., one or more biomarkers listed in Table 1, or any subset or combination thereof, e.g., a set of biomarkers consisting of or comprising GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A) expression levels in a tumor sample of a human. For example, primers for performing RT-PCR, probes for performing Northern blot analyses, and/or antibodies for performing Western blot and immunohistochemistry analyses can be included in such kits. Appropriate buffers for the assays can also be included. Detection reagents required for any of these assays can also be included.


The kits featured herein can also include an instruction sheet describing how to perform the assays for measuring TAK1 biomarker gene expression. The instruction sheet can also include instructions for how to determine a reference, including how to determine TAK1 biomarker expression levels in the reference and how to assemble the expression data to establish a reference for comparison to a test subject. The instruction sheet can also include instructions for assaying gene expression in a test subject and for comparing the expression level with the expression in the reference to subsequently determine the appropriate chemotherapy for the test patient. Methods for determining the appropriate chemotherapy are described above and can be described in detail in the instruction sheet.


Informational material included in the kits can be descriptive, instructional, marketing or other material that relates to the methods described herein and/or the use of the reagents for the methods described herein. For example, the informational material of the kit can contain contact information, e.g., a physical address, electronic mail address, website, or telephone number, where a user of the kit can obtain substantive information about performing a gene expression analysis and interpreting the results, particularly as they apply to a human's likelihood of having a positive response to a specific chemotherapy.


A kit can contain separate containers, dividers or compartments for the reagents and informational material. A container can be labeled for use for the determination of TAK1 biomarker gene expression levels and the subsequent determination of an appropriate chemotherapy for the human.


The informational material of the kits is not limited in its form. In many cases, the informational material, e.g., instructions, is provided in printed matter, e.g., a printed text, drawing, and/or photograph, e.g., a label or printed sheet. However, the informational material can also be provided in other formats, such as Braille, computer readable material, video recording, or audio recording. Of course, the informational material can also be provided in any combination of formats.


EXAMPLES

The invention is further illustrated by the following examples, which should not be construed as further limiting.


Example 1
Identification of KRAS-Dependent Colon Cancer Cell Lines

A lentiviral-based shRNA assay was used to quantitate KRAS dependency (Singh et al., 2009) in 21 KRAS-mutant colon cancer cell lines, measuring cell viability at 6 days post-infection. Briefly, 293T cells were seeded (3 ml at density of 2×105 cells per ml) in duplicate wells of a 6 well plate per shRNA construct. Constructs were from the Broad RNAi Consortium. Lentiviral particles were generated using a three-plasmid system, as described previously (Moffat et al., 2006; Naldini et al., 1996). To standardize lentiviral transduction assays, viral titers were measured in a benchmark cell line, A549. For growth assays, titers corresponding to multiplicities of infection (MOIs) of 5 and 1 in A549 cells were employed. For KRAS knockdown, cells were plated on day zero at 3×104 cells/ml in 96 well plates (100 μl per well) or 6 well plates (3 ml per well). Cells were spin infected, as described previously (Moffat et al., 2006). 24 hours post-infection, cells were treated with 1 μg/mlpuromycin for 3 days to eliminate uninfected cells. Media was replaced and cells were grown for 2 more days, then fixed with 4% formaldehyde and stained with 1 μM Syto60 dye (Invitrogen Inc) for 1 hour. Syto60 fluorescence was quantified with a LiCor fluorescence scanner in the IR700 channel. Alternatively, cells were harvested for western blot analysis by lysing in MLB (20 mM Tris HCl pH7.5, 150 mM NaCl, 10 mM MgCl2, 1% NP-40, 0.25% Na deoxycholate, 10% Glycerol, supplemented with Complete Protease Inhibitor Cocktail, 1 mM Na Vanadate and 25 mM NaF). Lysates were normalized for total protein using Pierce BCA reagent and resolved by SDS-PAGE followed by transfer to PVDF.


To determine the mutation states of KRAS in colorectal cancer cell lines used in this study, total RNA was extracted from cells with the RNEASY Kit (Qiagen). RNA was reverse transcribed with an Applied Biosystems Reverse Transcriptase Kit. KRAS exon4 was sequenced from cDNA with the following primers: forward: CCA TTT CGG ACT GGG AGC GAG C (SEQ ID NO:1) and reverse: CCT ACT AGG ACC ATA GGT ACA TCT TC (SEQ ID NO:2).


The results are shown in FIG. 1A. KRAS-mutant colon cancer cells showed variable KRAS-dependencies (FIGS. 1A and 1B), allowing derivation of a quantitative Ras Dependency Index (RDI) to compare multiple cell lines with varying viral transduction efficiencies. The RDI was derived as follows. Weighted averages for relative cell densities for MOIs of 5 and 1 with the KRAS A and B shRNAs were calculated. The inverse of these averages was then calculated. This number was multiplied by the transduction efficiency for each respective cell line (the proportion of cells expressing the control shRNA following puromycin selection compared those not treated with puromycin), yielding the RDI value. An RDI of 2 was calibrated as a 50% reduction in cellular proliferation following KRAS depletion.


An RDI>2.0 represented a threshold to classify cells as KRAS-dependent. Among the 21 KRAS-mutant cell lines, 10 were classified as KRAS-dependent and 11 as KRAS-independent (FIG. 1B). KRAS dependency was not associated with particular KRAS activating mutations (Table 2). Examples of two KRAS-dependent cell lines (SW620 and SK-CO-1) were selected for comparison with two KRAS-independent lines (LS-174T and SW1463) (FIG. 1A).


KRAS depletion in KRAS-dependent colon cancer cells triggered apoptosis, measured by caspase-3 and polyADP ribose polymerase (PARP) cleavage at 6-days following shRNA knockdown (FIG. 1C). Cells classified as KRAS-independent despite the presence of mutant KRAS showed no such apoptotic response to KRAS depletion. Reduced Erk and Akt phosphorylation preceded apoptosis in KRAS-dependent cells, whereas KRAS-independent cells displayed weak KRAS coupling to Erk phosphorylation. Moreover, in KRAS independent cells, KRAS depletion resulted in paradoxically increased Akt phosphorylation, in agreement with recent reports (Ebi et al., 2011) (FIG. 1D). Thus, KRAS-dependent and -independent colon cancer cells demonstrate distinct patterns of signaling downstream of mutant KRAS, with only KRAS-dependent cells showing suppression of key survival signals following KRAS knockdown.


Example 2
TAK1 is a KRAS Dependency-Associated Kinase

To identify potentially “druggable” pro-survival effectors in KRAS-dependent colon cancer cells, gene expression profiles were first compared between four KRAS-dependent and four KRAS-independent cell lines. Comparative whole-genome expression profiling was performed on Affymetrix U133A Microarrays. The dataset for the colon cancer cell lines used in this is publically available via the BROAD Institute (broadinstitute.org/cgi-bin/cancer/datasets.cgi) under Sanger Cell Line Project. Expression data were normalized using GCRMA (Bolstad et al., 2003). To derive the KRAS dependency gene set, p-values were computed comparing average normalized probe intensity for each probe set between the cell lines shown in FIG. 2A. Fold differences for the average probe intensities were calculated. The p-value was—log transformed and fold difference was log 2 transformed. The product of these log-transformed values was designated as the “DEP SCORE” (Table 3) and genes were ranked based on this score. Significantly over- or under-expressed genes (p<0.05; fold difference>2) were identified by this method. To generate heatmaps, complete linkage hierarchical clustering by Euclidean or city-block distance was performed using Cluster (Eisen et al., 1998) and Java Treeview (Bioinformatics (2004) 20 (17): 3246-3248). Statistical analyses of correlations with gene expression data were performed with Graphpad Prism. Patient data are available through the NCBI GEO database (accession #: GSE16125; Reid et al., Genes Chromosomes Cancer 2009 November; 48(11):953-62).


The results are shown in FIG. 2A. A core “KRAS Dependency Gene Set” was identified, comprising 687 genes overexpressed in KRAS-independent cells (IND genes) and 832 genes overexpressed in KRAS-dependent cells (DEP genes). Hierarchical clustering of this KRAS Dependency Gene Set across 40 colon cancer cell lines with either wild-type or mutant KRAS demonstrated 3 clusters: IND, DEP and intermediate (FIG. 8A). Gene ontology analysis of the DEP gene set, using the DAVID algorithm (Dennis et al., 2003) identified major functional classes, of which kinases were the most abundant (FIG. 8B). These were selected for further analysis, given the possibility of identifying novel tractable therapeutic targets. The 47 DEP protein, lipid and nucleotide kinase genes showed significant overexpression in KRAS-dependent colon cancer cells, confirmed for a subset at the protein level (FIGS. 2B and C). The DEP gene set prominently featured genes relevant to mitotic checkpoint control and DNA replication/repair pathways (KEGG pathway database) (FIG. 8C). Of note, Wnt signaling components were significantly enriched in KRAS-dependent cells, compared to KRAS-independent cells, despite both classes having a comparable frequency of APC mutations (FIG. 8C).


Candidate protein kinase-encoding genes were further selected from the list of 47, based on ranking by DEP scores as well as literature searches for genes with putative cancer-associated function. To establish the functional relevance of these DEP kinases, the consequences of knockdown in two cell lines were compared with comparable lentiviral infection profiles (KRAS-independent SW837 cells and KRAS-dependent SW620 cells; FIGS. 8D-F). Each of 17 kinases was targeted using 5 shRNAs at 3 different viral MOIs, measuring relative cell densities at 6 days post-infection (FIGS. 8E and 8F). Among all kinases tested, TAK1 (MAP3K7) depletion had the most potent and selective effect on viability of SW620 versus SW837 cells, measured as the cumulative effect of all shRNA constructs tested (FIG. 2D). Two other genes, VRK2 encoding vaccinia related kinase isoform 2 and CHUK encoding I-κB kinase alpha, also demonstrated selective albeit less potent effects on SW620 cell viability (FIGS. 8E, 8F and 2D). TAK1 depletion in KRAS-dependent SW620 cells was remarkable in producing a strong, viral titer-dependent apoptotic response, as assessed by PARP cleavage (FIG. 2E). Since other kinase-encoding genes from the original list of 47 have not been functionally validated, it remains formally possible that additional untested kinases may play stronger pro-survival roles than those tested.


Example 3
Validation of TAK1 as a Therapeutic Target in KRAS-Dependent Colon Cancer

To further validate TAK1 as a candidate therapeutic target in this context, a potent and selective TAK1 kinase inhibitor, 5Z-7-oxozeaenol (Rawlins et al., 1999), was used. Sensitivity to 5Z-7-oxozeaenol was tested in a panel of 47 colon cancer cell lines with various genotypes (FIGS. 3A and 9A). KRAS and BRAF genotypes were either procured from the Sanger Institute's Catalog of Somatic Mutations (COSMIC) or determined by targeted resequencing (Table 2). KRAS mutation status was determined as described above; the same methods were used to determine the mutation states of BRAF. BRAF exon15 was sequenced with TCA TAA TGC TTG CTC TGA TAG GA (forward; SEQ ID NO:3) and GGC CAA AAA TTT AAT CAG TGG (reverse; SEQ ID NO:4).


Among KRAS-mutant cells, those classified as KRAS-dependent by virtue of sensitivity to KRAS shRNA knockdown were also highly sensitive to TAK1 inhibition, whereas KRAS-independent cells were generally resistant (P<0.0001). Notably, of 10 BRAF-mutant cell lines tested, 5 were also sensitive to 5Z-7-oxozeaenol (FIG. 3A). The majority of cells with wild-type KRAS and BRAF were 5Z-7-oxozeaenol-resistant, although some with mutations that potentially impact the Ras pathway (e.g., NF1 mutation in HT55 cells and ALK mutation in CoCM-1 cells—COSMIC, Sanger Institute) were moderately sensitive to 5Z-7-oxozeaenol. Consistent with their colon cancer derivation, almost all cell lines tested harbored APC mutations; of note, three cell lines with wild-type APC but harboring downstream CTNNB1 (β-catenin) activating mutations (either S33Y or S45 missense mutations) were resistant to TAK1 inhibition (Table 2).


To determine if sensitivity to TAK1 inhibition is specific to colon cancer-derived cell lines, sensitivity to 5Z-7-oxozeaenol was assessed in 5 KRAS mutant pancreatic ductal adenocarcinoma (PDAC) and 4 non-small cell lung cancer (NSCLC) cells, all of which are APC wild-type (FIG. 9B). Whether previously classified as KRAS-dependent or -independent (Singh et al., 2009), PDAC and NSCLC cells were largely refractory to 5Z-7-oxozeaenol treatment. Finally, two non-transformed epithelial cell lines were also 5Z-7-oxozeaenol-refractory—MCF10A (IC50=5.5 μM) and MDCK (IC50=22 μM) (FIG. 9A).


Pharmacologic TAK1 inhibition triggered apoptosis in KRAS-dependent colon cancer cells, as measured by PARP and caspase-3 cleavage (FIG. 3B). In these cells, 5Z-7-oxozeaenol treatment caused reduced threonine 172 phosphorylation of the AMP-activated kinase (p-AMPK), an established TAK1 regulated kinase (Xie et al., 2006). In contrast, KRAS-independent cells displayed little or no 5Z-7-oxozeaenol-mediated caspase-3 or PARP cleavage, except at very high doses, and AMPK phosphorylation was unaffected. Thus, low concentrations of 5Z-7-oxozeaenol, in the range of 0.625 to 1.25 μM, promote apoptosis selectively in KRAS-dependent colon cancer cells.


To validate the efficacy of 5Z-7-oxozeaenol in vivo, subcutaneous xenografted tumors were generated in NOD/SCID mice using four representative KRAS mutant cell lines: HCT8 and SW837 (KRAS-independent), and SK-CO-1 and SW620 (KRAS-dependent). Human colorectal cancer tumor cells were trypsinized and resuspended as single cell suspensions at 3×107 cells per ml in PBS. 100 μL (3×106 cells total) of this suspension were injected into opposite left and right flanks of NOD/SCID mice. All mice were housed in a pathogen-free environment. Tumor size was monitored daily and once tumor volume had reached approximately 200 mm3, treatment with 5Z-7-oxozeaenol was initiated (7 to 14 days post-implantation). Mice were injected daily with 15 mg/kg 5Z-7-oxozeaenol. The drug was resuspended as a 25 mg/ml stock in DMSO. This was further diluted 10-fold in Arachis Oil (Sigma Inc.) to yield a 2.5 mg/ml stock in 10% DMSO. Approximately 120 μl of this stock was delivered to 20 g mice intraperitoneally. Alternatively, 10% DMSO in Arachis Oil was delivered as a vehicle control.


Palpable tumors were evident two weeks post-implantation, at which time mice were treated with either daily intraperitoneal 15 mg/kg of 5Z-7-oxozeaenol or vehicle alone (Rawlins et al., 1999). Tumor imaging demonstrated remarkable regression of both KRAS-dependent tumors after as few as 6 days of treatment. In contrast, tumors derived from the KRAS-independent cell lines showed no significant response to TAK1 inhibition. No overt toxicity was evident in 5Z-7-oxozeaenol-treated mice at the selected dosing regimen. See FIG. 3C.









TABLE 2







IC50 values for 5Z-7-oxozeaenol (in μM) for


CRC cell lines used in this study, with corresponding


genotypes for KRAS, BRAF, APC and CTNNB1.












Cell Line
IC50
KRAS
BRAF
APC
CTNNB1















SKCO1
0.026
G12V*
WT
del
WT


SW620
0.093
G12V*
WT
del
WT


LoVo
0.106
G13D*
WT
del
WT


SW1116
0.122
G12A*
WT
del
WT


MDST8
0.226
WT
V600K
nd
WT


RCM-1
0.277
G12V*
WT
del
WT


CCK-81
0.412
WT
WT
nd
nd


CL-40
0.482
G12D*
WT
nd
nd


CL-34
0.489
WT
V600E
nd
nd


COLO-206F
0.509
WT
V600E
nd
nd


COLO-678
0.774
G12D*
WT
del
WT


CoCM-1
0.926
WT
WT
WT
WT


RKO
1.103
WT
V600E
del
WT


COLO-205
1.304
WT
V600E
del
WT


C170
1.068
G13D*
WT
nd
WT


CL-11
1.155
V14I*
WT
nd
WT


SW1417
1.235
WT
V600E
del
WT


HT115
1.329
WT
WT
WT
WT


Caco-2
1.439
WT
V600E
nd
WT


HT55
1.540
WT
WT
del
WT


Gp5D
1.768
G12D*
WT
del
WT


COLO-741
1.818
WT
V600E
nd
nd


SW48
1.941
WT
WT
WT
S33Y


SW948
2.321
Q61L
WT
del
WT


HCC56
2.336
G12V
WT
nd
nd


HCT-116
2.375
G13D
WT
WT
S45del


SW1463
2.415
G12C
WT
del
WT


WiDR
2.477
WT
V600E
del
WT


T84
2.814
G13D
WT
del
WT


Hs 257.T
3.204
G13D
WT
nd
nd


H630
4.475
WT
WT
del
WT


Hs 1.Int
5.639
WT
WT
nd
nd


SW837
5.953
G12C
WT
del
WT


CaR-1
6.077
WT
WT
nd
nd


LS-174T
6.232
G12D
WT
WT
S45A


LS-180
6.745
G12D
WT
WT
S45A


HT29
7.885
WT
V600E
del
WT


HCT-15
8.195
G13D
WT
del
WT


DLD-1
8.233
G13D
WT
del
WT


C2BBe1
9.318
WT
WT
del
WT


HCT-8
47.318
G13D
WT
del
WT


OUMS-23
48.392
WT
WT
nd
nd


HRT-18
59.969
G13D
WT
del
WT





*denotes KRAS-dependent cell lines.


WT = wild-type;


nd = not determined.






Example 4
A Gene Expression Signature Associated with Sensitivity to TAK1 Inhibition

To identify molecular mechanisms underlying sensitivity to TAK1 inhibition, subsets of genes within the KRAS DEP gene set were identified that were most highly correlated with 5Z-7-oxozeaenol sensitivity. K-means clustering (Gasch and Eisen, 2002) was employed for unsupervised pattern recognition in the KRAS dependency gene set in a test set of 21 colon cancer cell lines whose sensitivity to TAK1 inhibition had been determined (FIG. 10A). By setting the parameters to k=3 clusters, 10 nodes (0 through 9) representing synexpression groups of co-regulated genes were identified. Average expression scores were then correlated for the genes in each node with IC50 values for 5Z-7-oxozeaenol by linear regression modeling, and computed the coefficients of determination (r2) and p-values for each node/IC50 correlation (FIG. 10B). This analysis revealed two nodes of genes (FIGS. 10B and C) whose expression is most strongly correlated with sensitivity to TAK1 inhibition. The genes from these nodes were combined to generate a 32 gene “TAK1 dependency signature”.


Clustering of the 32 genes across 21 colon cancer cell lines demonstrated a high degree of concordance between expression of the TAK1 dependency gene set, sensitivity to TAK1 inhibition and the degree of KRAS dependency (FIG. 4A). Average expression of the TAK1 dependency signature was very significantly correlated with previously derived RDI values for the KRAS mutant cell lines shown in FIG. 4A (P<0.0001, FIG. 10E). Three general classes of cell lines appeared from this analysis: KRAS-dependent, TAK1 inhibitor-sensitive cell lines with highest expression of the TAK1 dependency signature; KRAS-independent, TAK1 inhibitor-refractory cells with weak expression of the signature; and a cluster of cell lines with intermediate levels of expression, demonstrating enrichment for BRAF mutations (4 out of 6 cell lines).


Since Wnt pathway enrichment was found in KRAS-dependent cells (FIG. 8C), the TAK1 dependency signature was overlapped with a dataset of binding sites for the Wnt-regulated transcription factor TCF4, derived from ChIP-on-Chip analyses (Hatzis et al., 2008). Of the 32 TAK1 dependency genes, 18 contained proximal TCF4 binding sites. A number of these genes, such as BAMBI, PROX1 and NAV2 (HELAD1) have been previously linked to colon tumorigenesis in the context of deregulated Wnt signaling (Lin et al., 2008; Petrova et al., 2008; Sekiya et al., 2004). Basal Wnt signaling activity was measured by TOP-FLASH TCF4-responsive luciferase assays. Cells were plated in 12-well tissue culture plates at a density of 5×104 cells/ml and 1 ml per well. Cells were then co-transfected with either 0.5 μg FOP-FLASH or TOP-FLASH plasmids plus 50 ng of pRL-TK (expressing Renilla luciferase). Normalized luciferase activity was obtained by using the Dual-Luciferase Reporter Assay System (Promega Inc). The KRAS-dependent cell lines had higher Wnt signaling activity than KRAS-independent cell lines (FIG. 4B).


Remarkably, when applied to a primary colon cancer dataset (Reid et al., 2009), the TAK1 dependency signature distinguished tumors with mutations in both APC and KRAS from those with only APC mutations (FIG. 10C). In particular, the subset of TAK1 dependency genes identified as being Wnt targets was expressed at higher levels in APC/KRAS mutant primary colon cancers compared to APC mutant/KRAS wild-type tumors (FIG. 4C). While these observations imply increased Wnt signaling in KRAS-mutant cancers, some established Wnt target genes (e.g. MYC and TCF7 (FIG. 10D)) were not enriched in the APC/KRAS mutant tumors. Taken altogether, gene expression analyses suggest that the combination of APC and KRAS mutations in colon cancers is associated with Wnt pathway hyperactivation and correlated with susceptibility to TAK1 inhibition.


Example 5
KRAS and TAK1 Regulate β-Catenin Transcriptional Activity and Nuclear Localization

To explore the role of KRAS and TAK1 in modulating Wnt signaling, the effect of KRAS depletion on β-catenin/TCF transcription was first assessed in a panel of KRAS mutant cell lines using the TOP-FLASH reporter (FIGS. 5A and 11A). Stable cell lines expressing the TOP-FLASH reporter were generated by transducing cells with 7TFP recombinant lentiviruses encoding a 7×Tcf-FFLUC (obtained from Addgene; Fuerer and Nusse, 2010) and selecting with 2 μg/mlpuromycin for 5 days.


The KRAS-dependent cells SW1116 and SK-CO-1 exhibited decreased TOP-FLASH reporter activity following KRAS depletion, which was correlated with the level of KRAS knockdown (FIG. 5A). In contrast, KRAS depletion had no effect in one KRAS-independent line (SW1463) and increased TOP-FLASH activity in another (LS174T). In KRAS-dependent cells, 24 h 5Z-7-oxozeaenol treatment strongly suppressed TOP-FLASH activity in a dose-dependent manner (IC50 0.8 μM to 2.5 μM) (FIG. 5B). In contrast, TAK1 inhibition had a much weaker effect on TOP-FLASH activity in KRAS-independent cells (IC50>10 μM). Of note, SW837 cells exhibited a biphasic response to 5Z-7-oxozeaenol, with increased TOP-FLASH activity at low doses and reduced activity at the high dose of 5 μM. To define the effect of TAK1 signaling on a physiological Wnt target gene, protein expression levels of the endogenous Axin 2 gene (Lustig et al., 2002) were measured following treatment with 5Z-7-oxozeaenol. TAK1 inhibition resulted in a dose-dependent reduction in Axin 2 expression in KRAS-dependent cells, but not in KRAS-independent cells (FIG. 5C). Thus, both KRAS and TAK1 suppression selectively suppress β-catenin-mediated transcription and Wnt target gene expression in KRAS-dependent cells.


Since activation of Wnt signaling is associated with nuclear translocation of β-catenin, its subcellular localization was analyzed following TAK1 suppression by immunofluorescence microscopy. Cells were fixed in EM grade 4% formaldehyde and permeabilized with 0.1% Triton X-100. Staining with primary antibodies was carried out overnight at 4° C. For mouse monoclonal antibodies, an Alexa594-conjugated goat anti-mouse secondary antibody was used (Molecular Probes). For rabbit polyclonal antibodies, Alexa-488 conjugated goat anti-rabbit secondary antibody was used (Molecular Probes). Nuclei were visualized using DAPI. Micrographs were either captured on an IX81 Spinning Disk Deconvolution Microscope equipped with 100×Plan-Apo Oil objective or a Zeiss Laser Confocal Microscope equipped with a 63×Plan-Apo Oil objective. Digital images were processed with Slidebook, Zeiss LSM Browser and Adobe Photoshop CS4. Parental and vehicle-treated KRAS-dependent SW1116 and SK-CO-1 cells showed nuclear β-catenin localization, in addition to its co-localization with E-cadherin at adherens junctions. TAK1 inhibition in these cells resulted in loss of nuclear β-catenin within 24 h. No such effect was seen in KRAS-independent LS174T and SW1463 cells. Thus, inhibition of TAK1 signaling causes reduced β-catenin nuclear localization in KRAS-dependent but not in KRAS-independent cells.


Example 6
Reconstitution of TAK1 Dependency Through KRAS and Wnt Activation

To determine whether TAK1-independent cells could be driven toward TAK1 dependency by enhanced KRAS/Wnt signaling, a series of reconstitution experiments was performed. HT29, SW620 or SKCO1 cells were infected with recombinant lentiviruses encoding either BMPR1A-CA and CTNNB1-CA or vector control (containing the ccDB gene). For BMPR1A-CA stable expression, cells were selected in 5 μg/mlBlasticidin for 7 days and pooled clones were established. Stable expression was verified using the V5 epitope tag on the BMPR1A transgene product. For CTNNB1-CA, the pWPI recombinant lentiviruses encode GFP driven by IRES. Thus, stable cell clones were obtaining by FACS live cell sorting to obtain the top 10% of GFP expressing cells. The SW620-CTNNB1-CA stable cell clones were passaged 1:5 every 2 days and assayed for KRAS dependency after the fifth passage.


HT29 and C2BBel colon cancer cells, with mutant APC and wild-type KRAS, exhibit very little basal TCF/LEF reporter activity and demonstrate low or undetectable nuclear β-catenin signal (FIG. 11C). These cell lines are insensitive to 5Z-7-oxozeaenol. To determine whether activation of KRAS is sufficient to increase Wnt signaling and hence lead to sensitivity to TAK1 inhibition, mutant KRAS (G12V) was ectopically introduced in HT29 cells through phosphoglycerate kinase (PGK) promoter-driven expression. Expression of either the 4A or 4B splice isoforms of mutant KRAS in these cells resulted in a 3-fold reduction in the IC50 for 5Z-7-oxozeaenol (FIGS. 11B and 5E). In contrast, ectopic expression of mutant NRAS at equivalent expression levels caused slightly increased resistance to 5Z-7-oxozeaenol.


The increased TAK1 dependency resulting from ectopic mutant KRAS in HT29 cells was correlated with 5-fold upregulated β-catenin transcriptional activity, which was blocked in a dose-dependent manner by TAK1 inhibition (FIG. 5F). Similar results were obtained in a second KRAS wild-type, TAK1-independent cell line (C2BBel) (FIG. 11C). Ectopic expression of mutant KRAS resulted in increased TAK1 autophosphorylation, Erk phosphorylation, elevated Axin 2 levels and nuclear β-catenin localization (FIGS. 5G and 5H). TAK1 inhibition reversed the KRAS-induced 13-catenin nuclear localization. Finally, pretreatment of cells with 5Z-7-oxozeaenol, prior to their transduction with mutant KRAS, abrogated the KRAS-mediated increase in Wnt signaling (FIG. 11D). Taken together, ectopic expression of mutant KRAS is sufficient to activate TAK1 in APC-deficient cells, leading to increased Wnt signaling and sensitization to TAK1 inhibition.


To further test the role of Wnt signaling in this context, experiments were performed using two KRAS mutant pancreatic cancer (PDAC) cell lines, PANC-1 and YAPC, which are APC wild-type. PANC-1 cells are KRAS-independent, whereas YAPC cells are KRAS-dependent, a distinction that has been linked to increased KRAS signaling in YAPC cells (Singh et al., 2009). Activation of canonical Wnt signaling by inhibition of GSK-3 using the selective inhibitor BIO caused strong, dose-dependent TOP-FLASH reporter induction in KRAS-dependent YAPC cells, compared to weak induction in the KRAS-independent PANC-1 cells (FIG. 11E). Simultaneous treatment of YAPC cells with 5Z-7-oxozeaenol abrogates the BIO-mediated TOP-FLASH induction. In contrast, PANC-1 cells undergo stronger induction of TOP-FLASH activity with combined GSK-3 and TAK1 inhibition (FIG. 11F, lower upper panel). While the viability of KRAS-dependent YAPC cells was greatly suppressed by combined GSK-3 and TAK1 inhibition, no such effect was seen with PANC-1 cells (FIG. 11G). Finally, a constitutively-activated mutant of β-catenin (CTNNB1-CA) containing S33Y and S45A missense mutations was introduced into KRAS-dependent SW620 cells. This mutant caused partial losses in both KRAS and TAK1 dependencies (FIGS. 13A-C). Taken altogether, these reconstitution studies indicate that KRAS and Wnt pathway hyperactivation together contribute to TAK1 dependency.


Example 7
KRAS Activates TAK1 Through Enhanced BMP Signaling

TAK1 encodes an effector of the BMP receptor, which is activated in response to BMP ligand binding. The TAK1 dependency signature described herein is notably enriched for TGF-β/BMP pathway components, including BMP7, BAMBI and INHBB (FIG. 4A). To test for a direct role of the BMP pathway in KRAS-mediated activation of TAK1, the expression of the BMP receptor ligand BMP7 and markers of BMP activation were measured following KRAS depletion. In KRAS-dependent SW620 and SK-CO-1 cells, KRAS depletion caused reduced BMP-7 expression, BMP-mediated phosphorylation of its effector Smad1, and TAK1 autophosphorylation (FIG. 6A). Of note, the predominant phospho-TAK1 immunoreactive band in this context is the 40 kD isoform, although two isoforms (40 kD and 75 kD) were observed and depleted by TAK1 shRNA (FIG. 2E). Finally, Axin 2 levels were suppressed following KRAS depletion, indicating that KRAS signaling enhances both BMP signaling and Wnt activation (FIG. 6A). These effects of KRAS depletion were not seen in KRAS-independent LS-174T and SW837 cells.


Given the observed KRAS-regulated expression of BMP7 in SW620 cells, the functional role of this ligand was tested using lentiviral shRNA-mediated knockdown. Cells were plated on day zero at 3×104 cells/ml in 96 well plates (100 μl per well) or 6 well plates (3 ml per well). Cells were spin infected, as described previously (Moffat et al., 2006). 24 hours post-infection, cells were treated with 1 μg/mlpuromycin for 3 days to eliminate uninfected cells. Media was replaced and cells were grown for 2 more days, then fixed with 4% formaldehyde and stained with 1 μM Syto60 dye (Invitrogen Inc) for 1 hour. Syto60 fluorescence was quantified with a LiCor fluorescence scanner in the IR700 channel. Alternatively, cells were harvested for western blot analysis by lysing in MLB (20 mM Tris HCl pH7.5, 150 mM NaCl, 10 mM MgCl2, 1% NP-40, 0.25% Na deoxycholate, 10% Glycerol, supplemented with Complete Protease Inhibitor Cocktail, 1 mM Na Vanadate and 25 mM NaF). Lysates were normalized for total protein using Pierce BCA reagent and resolved by SDS-PAGE followed by transfer to PVDF.


BMP-7 depletion using a panel of 5 different shRNAs caused pronounced viral titer-dependent apoptosis (FIG. 6B). Similarly, knockdown of BMPR1A, encoding the BMP receptor type 1A (Alk-3) and also a component of the KRAS dependency gene set, suppressed proliferation and viability of the KRAS-dependent SW620 cells (FIG. 2D). In KRAS-independent SW837 cells we did not observe significant proliferation or viability defects following BMP7 depletion (FIGS. 12A and 12B). Thus, autocrine BMP-7 ligand expression and receptor activation are required to maintain the viability of KRAS-dependent cells.


To determine whether BMP-7 induction is a direct consequence of KRAS activation, as opposed to an indirect effect of cell transformation, an inducible mutant KRAS-estrogen receptor chimera (ER-KRAS(12V)) was introduced into HT29 cells, which normally express wild-type endogenous KRAS. At 24 h following KRAS induction using 4-hydroxytamoxifen (4-HT), BMP7 mRNA levels were increased, along with cellular and secreted BMP-7 protein levels (FIG. 6C). Endogenous levels of Axin 2 were also increased following KRAS induction, as was TOP-FLASH reporter activity. The activation of these downstream markers of Wnt signaling by inducible KRAS was effectively suppressed by depletion of BMP7, BMPR1A and TAK1 (FIG. 6D), consistent with their function as key mediators of the KRAS-potentiated Wnt pathway activation.


To further define the role of BMP signaling in TAK1 dependency, a constitutively-activated (CA) variant (Q233D) of BMPR1A (Zou et al., 1997) was ectopically expressed in HT29 cells. Expression of BMPR1A-CA conferred increased sensitivity to 5Z-7-oxozeaenol with an IC50 value of 1.1 μM compared to 7.7 μM for vector control cells (FIG. 6E). TAK1 inhibition in BMPR1A-CA-expressing cells resulted in apoptosis as shown by caspase-3 and PARP cleavage (FIG. 6F). This was accompanied by dose-dependent decreases in Axin 2 and phosphorylated Smad2 levels. Finally, BMPR1A-CA-induced nuclear accumulation of β-catenin, which was suppressed following TAK1 inhibition (FIG. 6G). Thus, in APC-mutant cells with low baseline β-catenin transcriptional activity, artificial BMP activation enhances Wnt signaling through TAK1 activation, conferring TAK1 dependency. Surprisingly, introduction of BMPR1A-CA into KRAS-dependent SW620 cells could not rescue KRAS depletion-induced cell death (FIG. 6D), suggesting that BMP receptor activation may be necessary but not sufficient to promote cell survival in KRAS-dependent cancer cells. In summary, mutant KRAS promotes autocrine BMP signaling causing TAK1 activation and leading to enhanced Wnt signaling in APC-deficient colon cancer cells. In KRAS-dependent cells, all of these components are necessary for full anti-apoptotic signaling.


The following antibodies were used for western blotting in the above examples: KRAS OP-24, Pan-Ras OP-40 (Calbiochem); PARP (BD Pharmigen, 4C10-5); BMP-7 (Abcam); phospho-ERK, Axin2, phospho Smad1 and total Smad1/5/8, phospho- and total AMPK, phospho- and total AKT, cleaved Caspase-3 (Cell Signaling); GAPDH (Chemicon); E-Cadherin, beta-catenin (BD Pharmigen) Syk, TAK1, total ERK1 (Santa Cruz). For secreted BMP-7 levels, 1×106 HT29 cells stably expressing ER-KRAS(12V) were plated in 10 cm dishes. 24 h post-plating, 10 ml serum-free DME/F12 medium (Gibco) was added. Conditioned media was collected 24 h post-induction of ER-KRAS(12V) with 4-HT and concentrated to 5004, using AMICON® Ultra-4 Centrifugal Filter Units with 3 kDa membranes. To assess BMP-7 levels, 604 of this concentrated conditioned medium was used for western blotting.


REFERENCES



  • Barbie, D. A., Tamayo, P., Boehm, J. S., Kim, S. Y., Moody, S. E., Dunn, I. F., Schinzel, A. C., Sandy, P., Meylan, E., Scholl, C., et al. (2009). Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1. Nature 462, 108-112.

  • Behrens, J., von Kries, J. P., Kuhl, M., Bruhn, L., Wedlich, D., Grosschedl, R., and Birchmeier, W. (1996). Functional interaction of beta-catenin with the transcription factor LEF-1. Nature 382, 638-642.

  • Bolstad, B. M., Irizarry, R. A., Astrand, M., and Speed, T. P. (2003). A comparison of normalization methods for high density oligonucleotide array data based on variance and bias. Bioinformatics 19, 185-193.

  • Dennis, G., Jr., Sherman, B. T., Hosack, D. A., Yang, J., Gao, W., Lane, H. C., and Lempicki, R. A. (2003). DAVID: Database for Annotation, Visualization, and Integrated Discovery. Genome Biol 4, P3.

  • Downward, J. (2003). Targeting RAS signalling pathways in cancer therapy. Nat Rev Cancer 3, 11-22.

  • Ebi, H., Corcoran, R. B., Singh, A., Chen, Z., Song, Y., Lifshits, E., Ryan, D. P., Meyerhardt, J. A., Benes, C., Settleman, J., et al. (2011). Receptor tyrosine kinases exert dominant control over PI3K signaling in human KRAS mutant colorectal cancers. J Clin Invest 121, 4311-4321.

  • Eisen, M. B., Spellman, P. T., Brown, P. O., and Botstein, D. (1998). Cluster analysis and display of genome-wide expression patterns. Proc Natl Acad Sci USA 95, 14863-14868.

  • Gasch, A. P., and Eisen, M. B. (2002). Exploring the conditional coregulation of yeast gene expression through fuzzy k-means clustering. Genome Biol 3, RESEARCH0059.

  • Haber, D. A., Gray, N. S., and Baselga, J. (2011). The evolving war on cancer. Cell 145, 19-24.

  • Hatzis, P., van der Flier, L. G., van Driel, M. A., Guryev, V., Nielsen, F., Denissov, S., Nijman, I. J., Koster, J., Santo, E. E., Welboren, W., et al. (2008). Genome-wide pattern of TCF7L2/TCF4 chromatin occupancy in colorectal cancer cells. Mol Cell Biol 28, 2732-2744.

  • Janssen, K. P., Alberici, P., Fsihi, H., Gaspar, C., Breukel, C., Franken, P., Rosty, C., Abal, M., El Marjou, F., Smits, R., et al. (2006). APC and oncogenic KRAS are synergistic in enhancing Wnt signaling in intestinal tumor formation and progression. Gastroenterology 131, 1096-1109.

  • Lin, Z., Gao, C., Ning, Y., He, X., Wu, W., and Chen, Y. G. (2008). The pseudoreceptor BMP and activin membrane-bound inhibitor positively modulates Wnt/beta-catenin signaling. J Biol Chem 283, 33053-33058.

  • Luo, J., Emanuele, M. J., L1, D., Creighton, C. J., Schlabach, M. R., Westbrook, T. F., Wong, K. K., and Elledge, S. J. (2009a). A genome-wide RNAi screen identifies multiple synthetic lethal interactions with the Ras oncogene. Cell 137, 835-848.

  • Luo, J., Solimini, N. L., and Elledge, S. J. (2009b). Principles of cancer therapy: oncogene and non-oncogene addiction. Cell 136, 823-837.

  • Lustig, B., Jerchow, B., Sachs, M., Weiler, S., Pietsch, T., Karsten, U., van de Wetering, M., Clevers, H., Schlag, P. M., Birchmeier, W., et al. (2002). Negative feedback loop of Wnt signaling through upregulation of conductin/axin2 in colorectal and liver tumors. Mol Cell Biol 22, 1184-1193.

  • Melisi, D., Xia, Q., Paradiso, G., Ling, J., Moccia, T., Carbone, C., Budillon, A., Abbruzzese, J. L., and Chiao, P. J. (2011). Modulation of pancreatic cancer chemoresistance by inhibition of TAK1. J Natl Cancer Inst 103, 1190-1204.

  • Meylan, E., Dooley, A. L., Feldser, D. M., Shen, L., Turk, E., Ouyang, C., and Jacks, T. (2009). Requirement for NF-kappaB signalling in a mouse model of lung adenocarcinoma. Nature 462, 104-107.

  • Moffat, J., Grueneberg, D. A., Yang, X., Kim, S. Y., Kloepfer, A. M., Hinkle, G., Piqani, B., Eisenhaure, T. M., Luo, B., Grenier, J. K., et al. (2006). A lentiviral RNAi library for human and mouse genes applied to an arrayed viral high-content screen. Cell 124, 1283-1298.

  • Naldini, L., Blomer, U., Gallay, P., Ory, D., Mulligan, R., Gage, F. H., Verma, I. M., and Trono, D. (1996). In vivo gene delivery and stable transduction of nondividing cells by a lentiviral vector. Science 272, 263-267.

  • Nakamura, K., Kim, S., Ishidate, T., Bei, Y., Pang, K., Shirayama, M., Trzepacz, C., Brownell, D. R., and Mello, C. C. (2005). Wnt signaling drives WRM-1/beta-catenin asymmetries in early C. elegans embryos. Genes Dev 19, 1749-1754.

  • Normanno, N., Tejpar, S., Morgillo, F., De Luca, A., Van Cutsem, E., and Ciardiello, F. (2009). Implications for KRAS status and EGFR-targeted therapies in metastatic CRC. Nat Rev Clin Oncol 6, 519-527.

  • Petrova, T. V., Nykanen, A., Norrmen, C., Ivanov, K. I., Andersson, L. C., Haglund, C., Puolakkainen, P., Wempe, F., von Melchner, H., Gradwohl, G., et al. (2008). Transcription factor PROX1 induces colon cancer progression by promoting the transition from benign to highly dysplastic phenotype. Cancer Cell 13, 407-419.

  • Phelps, R. A., Chidester, S., Dehghanizadeh, S., Phelps, J., Sandoval, I. T., Rai, K., Broadbent, T., Sarkar, S., Burt, R. W., and Jones, D. A. (2009). A two-step model for colon adenoma initiation and progression caused by APC loss. Cell 137, 623-634.

  • Rawlins, P., Mander, T., Sadeghi, R., Hill, S., Gammon, G., Foxwell, B., Wrigley, S., and Moore, M. (1999). Inhibition of endotoxin-induced TNF-alpha production in macrophages by 5Z-7-oxo-zeaenol and other fungal resorcylic acid lactones. Int J Immunopharmaco121, 799-814.

  • Reid, J. F., Gariboldi, M., Sokolova, V., Capobianco, P., Lampis, A., Perrone, F., Signoroni, S., Costa, A., Leo, E., Pilotti, S., et al. (2009). Integrative approach for prioritizing cancer genes in sporadic colon cancer. Genes Chromosomes Cancer 48, 953-962.

  • Scholl, C., Frohling, S., Dunn, I. F., Schinzel, A. C., Barbie, D. A., Kim, S. Y., Silver, S. J., Tamayo, P., Wadlow, R. C., Ramaswamy, S., et al. (2009). Synthetic lethal interaction between oncogenic KRAS dependency and STK33 suppression in human cancer cells. Cell 137, 821-834.

  • Sekiya, T., Adachi, S., Kohu, K., Yamada, T., Higuchi, O., Furukawa, Y., Nakamura, Y., Nakamura, T., Tashiro, K., Kuhara, S., et al. (2004). Identification of BMP and activin membrane-bound inhibitor (BAMBI), an inhibitor of transforming growth factor-beta signaling, as a target of the beta-catenin pathway in colorectal tumor cells. J Biol Chem 279, 6840-6846.

  • Shin, T. H., Yasuda, J., Rocheleau, C. E., Lin, R., Soto, M., Bei, Y., Davis, R. J., and Mello, C. C. (1999). MOM-4, a MAP kinase kinase kinase-related protein, activates WRM-1/LIT-1 kinase to transduce anterior/posterior polarity signals in C. elegans. Mol Cell 4, 275-280.

  • Singh, A., Greninger, P., Rhodes, D., Koopman, L., Violette, S., Bardeesy, N., and Settleman, J. (2009). A gene expression signature associated with “K-Ras addiction” reveals regulators of EMT and tumor cell survival. Cancer Cell 15, 489-500.

  • Starczynowski, D. T., Lockwood, W. W., Delehouzee, S., Chari, R., Wegrzyn, J., Fuller, M., Tsao, M. S., Lam, S., Gazdar, A. F., Lam, W. L., et al. (2011). TRAF6 is an amplified oncogene bridging the RAS and NF-kappaB pathways in human lung cancer. J Clin Invest 121, 4095-4105.

  • Vogelstein, B., Fearon, E. R., Hamilton, S. R., Kern, S. E., Preisinger, A. C., Leppert, M., Nakamura, Y., White, R., Smits, A. M., and Bos, J. L. (1988). Genetic alterations during colorectal-tumor development. N Engl J Med 319, 525-532.

  • Whyte, D. B., Kirschmeier, P., Hockenberry, T. N., Nunez-Oliva, I., James, L., Catino, J. J., Bishop, W. R., and Pai, J. K. (1997). K- and N-Ras are geranylgeranylated in cells treated with farnesyl protein transferase inhibitors. J Biol Chem 272, 14459-14464.

  • Xie, M., Zhang, D., Dyck, J. R., L1, Y., Zhang, H., Morishima, M., Mann, D. L., Taffet, G. E., Baldini, A., Khoury, D. S., et al. (2006). A pivotal role for endogenous TGF-beta-activated kinase-1 in the LKB1/AMP-activated protein kinase energy-sensor pathway. Proc Natl Acad Sci USA 103, 17378-17383.

  • Zou, H., Wieser, R., Massague, J., and Niswander, L. (1997). Distinct roles of type I bone morphogenetic protein receptors in the formation and differentiation of cartilage. Genes Dev 11, 2191-2203.










TABLE 3







TABLE 3


Differentially expressed probesets comparing K-Ras independent to K-Ras dependent


CRC cells. Probesets with p-values <0.05 and fold expression either >2 (DEP genes) or


<0.5 (IND genes) were selected. DEP score is the product of −log(p-value) and log(fold


difference) for each probeset. DEP score >0 indicates association with K-Ras dependency


whereas <0 indicates association with K-Ras independency.











Affy ID
SYMBOL
−log P-Value
log2 fold
DEP SCORE














203423_at
RBP1
1.388637364
8.527651438
11.84181542


216033_s_at
FYN
2.048943293
6.501224991
13.32064134


207401_at
PROX1
1.533913479
6.401660749
9.819593713


205258_at
INHBB
2.217613379
6.137184273
13.60990195


213807_x_at
MET
2.385082397
6.129775503
14.62001965


206805_at
SEMA3A
1.510672241
5.974567863
9.025613822


203998_s_at
SYT1
2.303851319
5.840599597
13.45587308


210517_s_at
AKAP12
2.998547598
5.776620589
17.32147179


211599_x_at
MET
2.711183799
5.625353962
15.25136853


87100_at
ABHD2
3.03976234
5.510298455
16.74999773


220892_s_at
PSAT1
1.494042004
5.501729942
8.219815629


204427_s_at
TMED2
3.410253531
5.240983887
17.8730838


214617_at
PRF1
1.492755869
5.218989255
7.790676841


206429_at
F2RL1
5.894894854
5.057501819
29.81344144


200769_s_at
MAT2A
2.451948435
5.005493428
12.27321178


205778_at
KLK7
1.50716922
4.99229245
7.524229515


210105_s_at
FYN
2.202114206
4.940476364
10.87949319


203999_at
SYT1
1.809260254
4.890328037
8.847876143


219836_at
ZBED2
1.327827039
4.762526155
6.323811001


220477_s_at
C20orf30
2.155843977
4.747956672
10.2358538


212486_s_at
FYN
1.380636098
4.724256984
6.522479727


209568_s_at
RGL1
1.767576997
4.682180173
8.276113969


205003_at
DOCK4
2.538475677
4.66282114
11.83645805


205499_at
SRPX2
1.347942404
4.628490449
6.238938545


204602_at
DKK1
1.431478239
4.590141984
6.570688365


200008_s_at
GDI2
3.115798809
4.522639639
14.0916352


214240_at
GAL
1.763409072
4.494668455
7.925939131


217294_s_at
ENO1
3.356636712
4.491641261
15.07680795


212009_s_at
STIP1
3.884154907
4.476353268
17.38684951


201211_s_at
DDX3X
1.313458563
4.430494797
5.819271329


215913_s_at
GULP1
3.105008429
4.387014636
13.62171742


207610_s_at
EMR2
1.352274425
4.368127116
5.906906583


215236_s_at
PICALM
2.406109724
4.33056696
10.41981927


213872_at
None
2.364272468
4.303081499
10.17365712


214581_x_at
TNFRSF21
1.923544502
4.268596226
8.210834801


210904_s_at
IL13RA1
3.861406088
4.258624955
16.44428033


212097_at
CAV1
2.185744895
4.244063435
9.276439988


201971_s_at
ATP6V1A
2.620516315
4.240826542
11.11315514


203186_s_at
S100A4
1.304568687
4.220869436
5.506414099


203357_s_at
CAPN7
3.022490256
4.181515342
12.63858938


221428_s_at
TBL1XR1
2.763153093
4.166893201
11.51376384


203065_s_at
CAV1
2.225352654
4.141469202
9.216229481


202444_s_at
ERLIN1
3.055303322
4.132579462
12.62628376


202129_s_at
RIOK3
3.240104394
4.121139387
13.35292184


208608_s_at
SNTB1
1.567062689
4.109097125
6.439212788


221268_s_at
SGPP1
2.259789665
4.106443143
9.279697774


204128_s_at
RFC3
4.253038512
4.092487588
17.40550732


211450_s_at
MSH6
3.342223306
4.085201706
13.65365635


218748_s_at
EXOC5
2.039130307
4.082041998
8.323815553


201476_s_at
RRM1
3.614101322
4.065613804
14.69354022


200641_s_at
YWHAZ
3.366537158
4.06443244
13.68306284


211090_s_at
PRPF4B
2.075214076
4.044729164
8.393678895


213548_s_at
CDV3
1.770641182
4.034850552
7.144272549


221618_s_at
TAF9B
1.441898317
3.977758596
5.735523427


205555_s_at
MSX2
1.677936814
3.970888
6.66289916


210317_s_at
YWHAE
2.618092011
3.962691069
10.37468983


202990_at
PYGL
2.421598932
3.951518783
9.568993662


203304_at
BAMBI
1.790298272
3.946624477
7.065634983


220658_s_at
ARNTL2
2.096237772
3.944800003
8.269238769


218182_s_at
CLDN1
2.358392024
3.911617591
9.225127726


210154_at
ME2
1.74734127
3.909863312
6.831865525


202593_s_at
GDE1
3.01160269
3.892636311
11.72307399


217963_s_at
NGFRAP1
1.814936969
3.884883761
7.05081916


214845_s_at
CALU
2.339192622
3.875135475
9.064688311


210639_s_at
ATG5
3.323431745
3.864945465
12.84488245


202784_s_at
NNT
2.260633315
3.855119534
8.715011653


201120_s_at
PGRMC1
3.333097434
3.831669307
12.77132714


214959_s_at
API5
2.458987623
3.825659793
9.407250081


211574_s_at
CD46
2.686862781
3.82334363
10.2727997


206432_at
HAS2
1.589504218
3.822941502
6.076581642


210734_x_at
MAX
2.922849508
3.807667697
11.12923966


202278_s_at
SPTLC1
3.347486294
3.802262401
12.72802128


218036_x_at
NMD3
4.136152583
3.79696537
15.70482812


204353_s_at
POT1
2.747366788
3.783417094
10.39443447


219132_at
PELI2
1.540557654
3.764867468
5.799995395


202226_s_at
CRK
3.17436211
3.761156224
11.93927181


207620_s_at
CASK
2.928698184
3.759238903
11.00967615


212514_x_at
DDX3X
1.77451918
3.742080569
6.640393744


205542_at
STEAP1
2.000234086
3.725714113
7.452300365


200756_x_at
CALU
2.280015988
3.723994537
8.490767081


201490_s_at
PPIF
3.097859978
3.689381174
11.42918628


214895_s_at
ADAM10
2.517388746
3.686910817
9.281387799


210543_s_at
PRKDC
2.976334387
3.681655524
10.95783794


220585_at
HKDC1
1.98718113
3.681011319
7.314836232


203851_at
IGFBP6
1.898886343
3.679449689
6.986856764


216266_s_at
ARFGEF1
2.387511479
3.678401441
8.782225665


210284_s_at
MAP3K7IP2
2.971274888
3.664169575
10.88725504


200712_s_at
MAPRE1
2.809140517
3.653839684
10.2641491


211363_s_at
MTAP
1.799517047
3.606493026
6.48994568


210529_s_at
FAM115A
3.297308504
3.597966321
11.86360495


209772_s_at
CD24
1.765995128
3.595404447
6.349466735


215037_s_at
BCL2L1
2.980484262
3.586153108
10.6884729


219856_at
C1orf116
2.549659673
3.580418155
9.128847784


217301_x_at
RBBP4
3.009582336
3.567913933
10.73793075


211864_s_at
MYOF
2.000759183
3.56516601
7.133038635


221781_s_at
DNAJC10
2.364857856
3.564591209
8.429751524


220199_s_at
AIDA
3.42148789
3.549910623
12.14597621


214908_s_at
TRRAP
2.829115046
3.545211882
10.02981228


212092_at
PEG10
1.57888619
3.541096814
5.590988855


206667_s_at
SCAMP1
1.8126988
3.535528859
6.40884892


211537_x_at
MAP3K7
2.514747804
3.535296666
8.890379529


206670_s_at
GAD1
1.561755304
3.52040984
5.49801874


202147_s_at
IFRD1
2.936923218
3.494661772
10.2635533


203323_at
CAV2
2.911878109
3.492325891
10.16922731


218000_s_at
PHLDA1
1.352550246
3.486603012
4.715805761


212577_at
SMCHD1
2.277562249
3.485321692
7.938037111


218156_s_at
TSR1
2.853540079
3.48060028
9.932032398


211668_s_at
PLAU
1.408870148
3.480337517
4.903343632


210655_s_at
FOXO3B
3.186757769
3.478200848
11.08418358


215033_at
TM4SF1
2.615923605
3.476816416
9.095086133


218119_at
TIMM23
2.891934346
3.475780562
10.05172919


202166_s_at
PPP1R2
2.818746564
3.463756806
9.763452595


208698_s_at
NONO
3.191694877
3.461153115
11.04694467


217999_s_at
PHLDA1
1.708991781
3.458448941
5.910460816


209765_at
ADAM19
2.159425928
3.453207906
7.456946689


207563_s_at
OGT
1.688144859
3.450939263
5.825685377


217998_at
PHLDA1
1.428312932
3.441836889
4.916020137


210186_s_at
FKBP1A
1.485254467
3.438243123
5.106665957


202143_s_at
COPS8
3.203393823
3.432950921
10.99709377


204344_s_at
SEC23A
2.407329316
3.414405756
8.219599072


218292_s_at
PRKAG2
2.978019695
3.413230415
10.1646674


209080_x_at
GLRX3
3.229562021
3.410673477
11.01498153


204989_s_at
ITGB4
2.371378343
3.382979175
8.022323553


214168_s_at
TJP1
3.21512782
3.380334425
10.86820725


221430_s_at
RNF146
2.545057015
3.369988417
8.576812661


216685_s_at
MTAP
1.831620474
3.367575036
6.168119383


214545_s_at
PROSC
1.347317334
3.355653854
4.521130604


203210_s_at
RFC5
2.596622924
3.352756139
8.705843451


AFFX-HSAC07/X00351_5_at
ACTB
3.403706413
3.351420928
11.4072529


207079_s_at
MED6
2.337696961
3.314737321
7.748851362


201742_x_at
SFRS1
2.416488402
3.31323431
8.006392285


208403_x_at
MAX
2.746392088
3.306371457
9.08059241


201337_s_at
VAMP3
2.79685079
3.298103726
9.22430401


208811_s_at
DNAJB6
4.28480004
3.293171736
14.11058239


217799_x_at
UBE2H
2.805639953
3.292705069
9.238144896


203324_s_at
CAV2
1.814602894
3.289192961
5.968579067


211905_s_at
ITGB4
2.261189734
3.286733643
7.431928372


219710_at
SH3TC2
1.413910749
3.277981621
4.634773448


214434_at
HSPA12A
2.104487589
3.26925592
6.88010851


207549_x_at
CD46
2.760069373
3.263621149
9.007820778


204426_at
TMED2
3.115876095
3.259250527
10.15542081


216125_s_at
RANBP9
1.834417744
3.255854674
5.972597586


207782_s_at
PSEN1
2.784683286
3.252441617
9.057019811


211536_x_at
MAP3K7
2.541759138
3.237774902
8.229643942


215832_x_at
PICALM
2.539895824
3.237168651
8.222071139


218853_s_at
MOSPD1
2.289663735
3.224868313
7.383864027


213562_s_at
SQLE
2.335789614
3.22136558
7.524432263


208316_s_at
OCRL
2.723330084
3.191516658
8.691553326


207791_s_at
RAB1A
3.343903839
3.183549558
10.64548359


209109_s_at
TSPAN6
2.842243588
3.171072409
9.01296022


202955_s_at
ARFGEF1
3.280043673
3.16447406
10.37961312


203328_x_at
IDE
3.949802335
3.145367131
12.42357844


208290_s_at
EIF5
3.401615579
3.141406397
10.68585694


210470_x_at
NONO
2.734707534
3.129559607
8.558430235


201325_s_at
EMP1
2.963693668
3.119524658
9.245315478


211676_s_at
IFNGR1
5.551693008
3.107509298
17.25193764


213461_at
NUDT21
1.374113452
3.096521416
4.254971733


209387_s_at
TM4SF1
2.122145593
3.07422463
6.52395225


201179_s_at
GNAI3
2.647466738
3.072277785
8.133753246


205659_at
HDAC9
1.797075301
3.066099147
5.510011046


208447_s_at
PRPS1
1.937018619
3.061450972
5.930087534


205965_at
BATF
1.50839475
3.052500942
4.604376396


217356_s_at
PGK1
3.661048121
3.046109521
11.15195354


200776_s_at
BZW1L1
3.028444285
3.041513783
9.211055032


211518_s_at
BMP4
1.374961135
3.041293543
4.181660421


208310_s_at
FSTL1
2.579531185
3.039180515
7.839660914


210338_s_at
HSPA8
4.929227306
3.037510359
14.972579


204147_s_at
TFDP1
2.323968707
3.036904294
7.057670545


219121_s_at
RBM35A
2.218074371
3.029579857
6.719833437


202583_s_at
RANBP9
2.582289314
3.023294769
7.807021773


218122_s_at
SENP2
1.35957994
3.021317969
4.107723304


219311_at
CEP76
1.647516207
3.009282898
4.957842347


218439_s_at
COMMD10
4.375709838
2.99875502
13.12168184


213348_at
CDKN1C
1.622204842
2.998118875
4.863562957


202213_s_at
CUL4B
2.017092632
2.997070192
6.045368203


208852_s_at
CANX
2.23171428
2.991303927
6.675735691


210337_s_at
ACLY
2.248838056
2.985881028
6.714762888


203032_s_at
FH
2.446553329
2.982048605
7.295740942


213901_x_at
RBM9
3.604204602
2.979993434
10.74050605


210935_s_at
WDR1
2.871404135
2.97377852
8.53891994


208651_x_at
CD24
1.355984312
2.95899375
4.012349103


205730_s_at
ABLIM3
1.675738338
2.957147724
4.955405813


219326_s_at
B3GNT2
1.698818876
2.941421035
4.996941576


216976_s_at
RYK
2.935292946
2.93993342
8.629565831


208097_s_at
None
1.748572657
2.939520389
5.139964978


213652_at
PCSK5
2.027550456
2.938885435
5.958738505


213470_s_at
HNRNPH1
2.509837555
2.935613637
7.367913354


209035_at
MDK
1.834109435
2.929982536
5.373908614


218340_s_at
UBA6
1.775139538
2.926750806
5.195391074


201123_s_at
EIF5A
1.829895352
2.924523993
5.351572863


200722_s_at
CAPRIN1
2.599240646
2.914500279
7.575487589


207431_s_at
DEGS1
2.635317704
2.910198534
7.669297719


207627_s_at
TFCP2
2.296292999
2.885674483
6.626354114


201629_s_at
ACP1
2.961620036
2.877812459
8.52298704


203157_s_at
GLS
2.470649137
2.87142717
7.094289061


210896_s_at
ASPH
1.468049381
2.866244415
4.207788338


209624_s_at
MCCC2
4.044606414
2.863170864
11.58039924


207821_s_at
PTK2
1.872000392
2.853475823
5.341707857


217777_s_at
PTPLAD1
1.830832337
2.849188557
5.216386545


215794_x_at
GLUD2
2.669933128
2.847985458
7.603930723


201250_s_at
SLC2A1
1.451389778
2.843722918
4.127350374


209363_s_at
MED21
2.009657407
2.836828915
5.701054242


201551_s_at
LAMP1
3.040247778
2.832218091
8.610644757


200813_s_at
PAFAH1B1
1.31934818
2.828729063
3.732078541


202236_s_at
SLC16A1
2.139868335
2.823150646
6.041170673


212521_s_at
PDE8A
3.146631758
2.817017041
8.864115287


220918_at
C21orf96
1.454341149
2.814477426
4.093210334


220924_s_at
SLC38A2
1.701378422
2.808734202
4.778719765


211744_s_at
CD58
2.015120543
2.804433619
5.651271797


201504_s_at
TSN
2.400750926
2.80259961
6.728343607


217811_at
SELT
3.665841049
2.801711253
10.27062812


202829_s_at
VAMP7
1.354287268
2.801308596
3.793776566


219599_at
EIF4B
1.875035313
2.797820789
5.246012779


211016_x_at
HSPA4
1.864305044
2.790855083
5.203005207


209316_s_at
HBS1L
2.807142852
2.789638322
7.830913274


209653_at
KPNA4
2.048515723
2.77941314
5.693671519


218224_at
PNMA1
2.091149848
2.77711112
5.807355496


219015_s_at
ALG13
2.483152963
2.775784747
6.89269812


201823_s_at
RNF14
2.544802204
2.775497676
7.063092604


210156_s_at
PCMT1
2.803090582
2.774494832
7.777160332


206669_at
GAD1
2.795769572
2.756524353
7.706606912


201259_s_at
SYPL1
2.335524228
2.756015839
6.436741763


212008_at
UBXN4
2.248100504
2.749783765
6.181790268


211061_s_at
MGAT2
2.222428999
2.742924273
6.095954447


202576_s_at
DDX19B
1.389400749
2.740211536
3.807251961


208650_s_at
CD24
1.555261162
2.734065301
4.252185578


207983_s_at
STAG2
2.442850149
2.724576261
6.655731527


215997_s_at
CUL4B
1.35955932
2.717025868
3.693957843


210087_s_at
MPZL1
1.968771714
2.712911559
5.341103542


207108_s_at
NIPBL
3.46860902
2.704424429
9.380590969


210716_s_at
CLIP1
2.079804814
2.703555308
5.622867345


210830_s_at
PON2
2.368956997
2.697729501
6.390805178


217496_s_at
IDE
3.083787368
2.695151124
8.311272991


212595_s_at
DAZAP2
3.102157024
2.692435072
8.352356369


208860_s_at
ATRX
2.41994028
2.680977021
6.487804284


208853_s_at
CANX
1.408155374
2.670419331
3.760365332


218782_s_at
ATAD2
1.438189522
2.668679023
3.838066208


210257_x_at
CUL4B
1.910906647
2.664635683
5.09187004


211855_s_at
SLC25A14
1.535680971
2.660672984
4.085944871


216591_s_at
SDHC
2.642093846
2.651460438
7.005407305


206665_s_at
BCL2L1
2.130831115
2.649782086
5.646238116


218041_x_at
SLC38A2
1.602143389
2.632950837
4.218364778


203265_s_at
MAP2K4
2.79817085
2.631861092
7.364396988


217677_at
PLEKHA2
3.338622883
2.629663139
8.779453533


213501_at
ACOX1
2.912742338
2.616348682
7.620749577


206113_s_at
RAB5A
1.394989625
2.60981222
3.640660972


203207_s_at
MTFR1
1.650680606
2.60676898
4.302942999


201523_x_at
UBE2N
3.573131793
2.596214493
9.276616548


203968_s_at
CDC6
1.635366937
2.592546758
4.239765251


210153_s_at
ME2
1.479362928
2.590766902
3.832684511


209257_s_at
SMC3
2.90671947
2.587934249
7.522398867


211612_s_at
IL13RA1
1.846672682
2.583569452
4.771007128


206348_s_at
PDK3
1.317075708
2.578786122
3.396456556


211814_s_at
CCNE2
1.344799762
2.5787672
3.467925517


215034_s_at
TM4SF1
1.715789547
2.575303363
4.418678591


221039_s_at
ASAP1
1.887513969
2.573032144
4.856634113


212253_x_at
DST
2.048427116
2.567842648
5.260038508


216942_s_at
CD58
2.248309148
2.560591832
5.75700204


220494_s_at
None
2.019466439
2.556475603
5.162716682


208793_x_at
SMARCA4
1.898230418
2.549320282
4.839197305


210285_x_at
WTAP
2.71479325
2.54928201
6.920773595


218757_s_at
UPF3B
1.902711901
2.546177205
4.844641669


202585_s_at
NFX1
1.371388696
2.543253467
3.487789056


201835_s_at
PRKAB1
3.231898376
2.537466808
8.200834857


217996_at
PHLDA1
1.530585265
2.534285412
3.878939909


203015_s_at
SSX2IP
1.813124096
2.53231979
4.591410029


206920_s_at
GLE1
2.036101799
2.527843312
5.146946314


217915_s_at
None
1.897120655
2.521668205
4.783908838


201988_s_at
CREBL2
1.698337846
2.517104668
4.27489412


215207_x_at
LOC729148
1.663274278
2.499589501
4.157502923


203311_s_at
ARF6
3.81985167
2.486518516
9.498131903


200751_s_at
HNRNPC
3.123392007
2.485149547
7.762096231


201881_s_at
ARIH1
2.029548595
2.484406032
5.042222772


211015_s_at
HSPA4
2.536679412
2.483403507
6.299598549


209360_s_at
RUNX1
2.244700125
2.478559153
5.56362204


219198_at
GTF3C4
2.29436223
2.464953804
5.655496906


202731_at
PDCD4
2.008658065
2.46483896
4.951018655


202101_s_at
RALB
3.316509824
2.463494861
8.170204906


201096_s_at
ARF4
3.205357754
2.462953137
7.894645937


200730_s_at
PTP4A1
1.632253317
2.460831812
4.016700888


216574_s_at
RPE
1.757576891
2.454788278
4.314479151


221220_s_at
SCYL2
1.591878604
2.454081474
3.906599792


217975_at
WBP5
1.584602158
2.448688095
3.880196439


206303_s_at
NUDT4
1.493487318
2.447938249
3.65596473


209362_at
MED21
1.741668564
2.443083737
4.255042143


202854_at
HPRT1
2.660892766
2.441139569
6.495610621


221679_s_at
ABHD6
2.457229886
2.436674885
5.98747035


205780_at
BIK
2.83066435
2.436353179
6.896498087


212379_at
GART
1.807051188
2.431035976
4.393006447


210802_s_at
DIMT1L
1.961532507
2.425713755
4.758116384


204186_s_at
PPID
1.679127283
2.422212283
4.067202728


203373_at
SOCS2
1.6321445
2.420295298
3.95027166


217791_s_at
ALDH18A1
2.160231977
2.419402313
5.226470242


209269_s_at
SYK
2.003269366
2.418789116
4.84548614


217445_s_at
GART
1.557131264
2.418426316
3.765807226


214553_s_at
ARPP-19
1.671158562
2.414797585
4.03550966


52285_f_at
CEP76
1.357445194
2.409776082
3.27113896


219960_s_at
UCHL5
1.443187816
2.408046722
3.475263689


201688_s_at
TPD52
2.23041242
2.407257327
5.369176642


206550_s_at
NUP155
1.734568336
2.404676347
4.17107545


221962_s_at
UBE2H
2.200089778
2.403600632
5.288137182


213789_at
EBP
1.347948999
2.399909774
3.234955977


205401_at
AGPS
1.899043625
2.396751099
4.551534895


204768_s_at
FEN1
2.853432567
2.39251101
6.826868832


202062_s_at
SEL1L
1.786498775
2.388446755
4.266957202


212515_s_at
DDX3X
2.143629095
2.38692176
5.116674932


201386_s_at
DHX15
4.710211933
2.377178903
11.19701644


206533_at
CHRNA5
1.929510523
2.370924269
4.574723326


209091_s_at
SH3GLB1
2.018826391
2.366552136
4.777657909


205512_s_at
AIFM1
3.096291219
2.360614651
7.309150414


200628_s_at
WARS
1.968240988
2.354173823
4.633581411


218295_s_at
NUP50
1.432725276
2.352794991
3.370908852


222132_s_at
AGK
2.329140245
2.346429222
5.465162733


211114_x_at
SIP1
2.368446203
2.346279644
5.557037116


215113_s_at
SENP3
1.85536238
2.343663931
4.348345888


210779_x_at
SIP1
1.968284049
2.337205186
4.600283687


211689_s_at
TMPRSS2
1.502860928
2.336750884
3.511811601


202069_s_at
IDH3A
4.037717034
2.333393331
9.421582002


203214_x_at
CDC2
1.653732853
2.330440602
3.853926186


208810_at
DNAJB6
3.794699349
2.328126684
8.834540812


212003_at
C1orf144
2.243468566
2.327291655
5.221205671


202453_s_at
GTF2H1
1.68900152
2.32467095
3.926372768


219485_s_at
PSMD10
1.950185413
2.320677876
4.525752142


204312_x_at
CREB1
3.559027148
2.320434994
8.25849114


204045_at
TCEAL1
1.822720503
2.306311507
4.203761269


212572_at
STK38L
1.37207822
2.306271521
3.164384922


211563_s_at
C19orf2
2.295481398
2.296346595
5.271220891


209471_s_at
FNTA
2.799341434
2.28872284
6.406916678


211212_s_at
ORC5L
1.880651322
2.279600597
4.287133875


222192_s_at
C2orf43
1.768270341
2.278759116
4.029462159


202874_s_at
ATP6V1C1
2.331959631
2.277690456
5.311482197


202516_s_at
DLG1
2.070182966
2.275096232
4.709865467


208931_s_at
ILF3
2.272873368
2.271042653
5.161792365


210570_x_at
MAPK9
1.802584111
2.267520427
4.087396292


212016_s_at
PTBP1
2.636308817
2.264433508
5.969746022


210101_x_at
SH3GLB1
1.904905692
2.260139819
4.305353207


201830_s_at
NET1
2.653127771
2.251802034
5.974318511


211228_s_at
RAD17
2.749511786
2.249143645
6.184046959


208456_s_at
RRAS2
2.453253254
2.247490486
5.513663348


201267_s_at
PSMC3
2.395229
2.24484728
5.376923306


209369_at
ANXA3
1.423490488
2.24246546
3.192128251


218330_s_at
NAV2
1.32985191
2.240104299
2.97900698


202006_at
PTPN12
1.913594731
2.238220303
4.283046579


209421_at
MSH2
2.149570637
2.234673498
4.803588533


218163_at
MCTS1
2.85345367
2.234370456
6.375672576


208925_at
CLDND1
2.035012159
2.234110427
4.546441884


218178_s_at
CHMP1B
1.988422156
2.232177109
4.438510419


214708_at
SNTB1
1.316720166
2.231346905
2.938059468


214119_s_at
FKBP1A
1.904431059
2.22622155
4.239685465


201104_x_at
NBPF14
1.475612179
2.224380353
3.282322739


220773_s_at
GPHN
2.539139173
2.224025884
5.647111245


214507_s_at
EXOSC2
1.602959543
2.223434655
3.5640758


219858_s_at
MFSD6
2.903244926
2.215279557
6.431499132


211475_s_at
BAG1
2.110365099
2.208695058
4.661152965


214941_s_at
PRPF40A
3.207845413
2.207706548
7.081981321


200798_x_at
MCL1
2.237353794
2.207329296
4.938576575


202058_s_at
KPNA1
2.798118146
2.198884998
6.152740015


216593_s_at
PIGC
2.428179807
2.197372246
5.335614917


AFFX-
STAT1
2.892576241
2.196890048
6.354671956


HUMISGF3A/M97935_MB_at


200778_s_at
40788
1.971283174
2.192493043
4.322024645


203967_at
CDC6
1.307820129
2.188172462
2.861735992


210732_s_at
LGALS8
1.391310604
2.183278128
3.037618011


201554_x_at
GYG1
2.630225127
2.181510534
5.73786382


206582_s_at
GPR56
1.469621204
2.179939138
3.203684781


218129_s_at
NFYB
2.811357949
2.178876167
6.125600834


205217_at
TIMM8A
2.476912274
2.176918102
5.392035168


220202_s_at
RC3H2
2.133830723
2.175812717
4.642816023


201571_s_at
DCTD
1.996157266
2.172914782
4.337479632


211150_s_at
DLAT
2.022627643
2.172184899
4.393521222


211022_s_at
ATRX
1.318648809
2.172095787
2.864231522


203553_s_at
MAP4K5
1.526045183
2.154734021
3.288221472


205017_s_at
MBNL2
1.61188039
2.149080201
3.464060233


208867_s_at
CSNK1A1
1.935444529
2.148556956
4.158412806


217919_s_at
MRPL42
2.037159833
2.14664116
4.373051147


202730_s_at
PDCD4
2.489216452
2.146028173
5.341928634


217188_s_at
C14orf1
2.428794854
2.143286305
5.205602749


214359_s_at
HSP90AB1
2.712641664
2.137076432
5.797122569


212142_at
MCM4
1.540840316
2.12398673
3.272724384


211997_x_at
H3F3B
2.258189088
2.121174635
4.790013416


205770_at
GSR
1.644127786
2.112157635
3.472657056


210625_s_at
AKAP1
1.75255728
2.109263346
3.696604833


203960_s_at
HSPB11
1.517892899
2.107212966
3.198523596


208055_s_at
HERC4
1.589675525
2.098849748
3.336490074


202889_x_at
MAP7
1.576300696
2.094174265
3.301048351


213419_at
APBB2
2.109656903
2.087470616
4.403846794


209055_s_at
CDC5L
1.690338292
2.084988337
3.524335624


217140_s_at
LOC100133724
2.663485215
2.078188471
5.535224265


200052_s_at
ILF2
2.4460391
2.077588414
5.081862495


200987_x_at
PSME3
2.787474647
2.074285159
5.782017292


205763_s_at
DDX18
2.032716564
2.070427479
4.208592231


215023_s_at
PEX1
2.151651558
2.069948931
4.453808841


202113_s_at
SNX2
1.944858925
2.060779535
4.007925472


200806_s_at
HSPD1
2.363975463
2.057684024
4.864314542


206173_x_at
GABPB1
2.130947054
2.051421731
4.371471095


202352_s_at
PSMD12
2.789160813
2.048526889
5.713670923


213133_s_at
GCSH
1.748867744
2.047748977
3.581242135


209463_s_at
TAF12
1.407978843
2.041399831
2.874247772


201821_s_at
TIMM17A
3.035295076
2.040641309
6.193948517


219467_at
GIN1
2.899990729
2.034518096
5.900083618


216274_s_at
SEC11A
3.006138069
2.031184127
6.106019929


202272_s_at
FBXO28
1.719394583
2.030173143
3.490668704


201444_s_at
ATP6AP2
2.241478385
2.028659675
4.547196813


217370_x_at
FUS
3.083194636
2.020157598
6.22853907


217185_s_at
ZNF259P
2.12213094
2.01870359
4.283953347


209440_at
PRPS1
1.96119624
2.017207404
3.956139576


202717_s_at
CDC16
1.48865743
2.006778883
2.987406295


217755_at
HN1
2.17393426
2.004977961
4.35869028


220240_s_at
TMCO3
1.493120375
1.998251536
2.983630084


202374_s_at
RAB3GAP2
1.522123628
1.995232598
3.03699068


218667_at
PJA1
1.901520148
1.988544742
3.781257892


214487_s_at
RAP2B
1.798808852
1.98680507
3.573882547


214482_at
ZBTB25
1.444479554
1.986280144
2.869141056


200892_s_at
None
2.592728219
1.984339563
5.144853181


214578_s_at
ROCK1
1.876752856
1.983334629
3.722228929


202805_s_at
ABCC1
2.681482504
1.983204996
5.3179295


216971_s_at
PLEC1
1.64471623
1.982496889
3.26064481


213983_s_at
PDS5A
1.490802453
1.981316566
2.953751596


214512_s_at
SUB1
3.675105323
1.979777191
7.275889693


203158_s_at
GLS
1.491351667
1.97944427
2.95204751


217173_s_at
LDLR
1.85074533
1.978787865
3.662232399


201532_at
PSMA3
2.362792085
1.977378475
4.672134211


202654_x_at
40609
1.604587942
1.977157402
3.172522926


204119_s_at
ADK
2.282387494
1.976686776
4.511565176


201435_s_at
EIF4E
3.083953978
1.973211749
6.085294224


203746_s_at
HCCS
1.939134041
1.973194975
3.826289544


221423_s_at
YIPF5
1.668316103
1.973132717
3.291809086


213937_s_at
FTSJ1
1.941970083
1.969166451
3.824062336


204460_s_at
RAD1
2.162361229
1.967908359
4.255328739


219033_at
PARP8
1.398324699
1.967407198
2.751074079


208669_s_at
EID1
1.555665526
1.961097723
3.050812121


203972_s_at
PEX3
2.054179435
1.959930733
4.026049406


204313_s_at
CREB1
3.069832052
1.958661596
6.012762146


208351_s_at
MAPK1
1.486244554
1.95211245
2.901316497


204369_at
PIK3CA
1.539333248
1.950898837
3.003083444


201383_s_at
LOC100133166
1.565841467
1.9502577
3.053794379


212877_at
KLC1
1.941474125
1.946699176
3.779466079


221691_x_at
NPM1
2.806407297
1.944773085
5.457825375


202899_s_at
SFRS3
2.98782329
1.942129916
5.802740996


202431_s_at
MYC
1.366134701
1.940207401
2.650584657


212579_at
SMCHD1
1.416934893
1.938944256
2.747357772


210754_s_at
LYN
1.5169722
1.938734801
2.941006796


217881_s_at
CDC27
1.967633373
1.936408967
3.810142908


201898_s_at
UBE2A
1.825859897
1.934083447
3.531365403


209591_s_at
BMP7
1.563981451
1.930992555
3.020036538


213875_x_at
C6orf62
1.741993209
1.929819334
3.361732175


218013_x_at
DCTN4
3.280616912
1.928714868
6.327374613


210104_at
MED6
1.422596942
1.927988377
2.74275037


203771_s_at
BLVRA
1.960959033
1.922486407
3.769917085


205450_at
PHKA1
1.563066311
1.921348999
3.003195891


204605_at
CGRRF1
1.691254268
1.9204846
3.248027776


205895_s_at
NOLC1
1.888061042
1.916137517
3.617784597


216202_s_at
SPTLC2
1.560268428
1.914102512
2.986513717


210594_x_at
MPZL1
1.576494807
1.908892885
3.00935972


200946_x_at
GLUD1
2.275723163
1.908760039
4.343809434


222262_s_at
ETNK1
2.106751762
1.902967673
4.009080498


217208_s_at
DLG1
1.780715107
1.900818364
3.384815977


218393_s_at
SMU1
2.021606976
1.899751232
3.840550343


203962_s_at
NEBL
1.944918412
1.897796839
3.691060014


201151_s_at
MBNL1
2.000818624
1.895876871
3.793305752


210667_s_at
C21orf33
2.21899236
1.890806224
4.195684564


218582_at
40607
2.41258312
1.890753377
4.561599682


213358_at
KIAA0802
3.034781681
1.886424203
5.724885613


201014_s_at
PAICS
2.27434176
1.88621989
4.289908665


215936_s_at
KIAA1033
2.352278365
1.884060525
4.43183481


201946_s_at
CCT2
2.17555817
1.883271354
4.097166381


221620_s_at
APOO
2.248586692
1.88119835
4.230037576


200723_s_at
CAPRIN1
2.727328175
1.880202727
5.127929874


222150_s_at
PION
1.353933589
1.880086424
2.54551216


219204_s_at
SRR
1.885057105
1.87810516
3.540335476


201043_s_at
ANP32A
1.864025489
1.875670879
3.496298328


209067_s_at
HNRPDL
3.644546702
1.875353331
6.834812798


205219_s_at
GALK2
1.306217167
1.871096185
2.444057959


212181_s_at
NUDT4
1.808648769
1.869863933
3.381927101


216511_s_at
TCF7L2
2.759986102
1.869342602
5.159359601


215933_s_at
HHEX
2.575215254
1.868137934
4.810857305


204032_at
BCAR3
1.63594675
1.867439924
3.055032273


205704_s_at
ATP6V0A2
2.588256854
1.865541162
4.828499698


64883_at
MOSPD2
1.439578532
1.865051641
2.684888305


204234_s_at
ZNF195
1.303364359
1.86075718
2.425244589


216604_s_at
SLC7A8
1.692540175
1.859888212
3.14793552


207614_s_at
CUL1
2.424746803
1.859698872
4.509298893


218219_s_at
LANCL2
1.460007041
1.85700175
2.71123563


200737_at
PGK1
2.146220557
1.855637672
3.982607718


200624_s_at
MATR3
2.559983934
1.854014902
4.746248361


216899_s_at
SKAP2
1.682771266
1.853659606
3.119285122


201784_s_at
C11orf58
2.504388646
1.845666167
4.622265392


205961_s_at
PSIP1
1.676689692
1.843535948
3.09103772


201529_s_at
RPA1
2.280069821
1.841240587
4.198157095


203560_at
GGH
1.694347972
1.838605348
3.115237243


207469_s_at
PIR
2.981131185
1.836347452
5.474392657


203347_s_at
MTF2
1.63123664
1.82945714
2.984277519


207654_x_at
DR1
1.810304468
1.828743668
3.310582834


204420_at
FOSL1
1.720739795
1.82599387
3.142060317


218349_s_at
ZWILCH
1.615259877
1.820016239
2.939799205


201580_s_at
None
1.351483264
1.812336273
2.449342142


AFFX-HSAC07/X00351_M_at
ACTB
2.432239795
1.812181095
4.407658976


219080_s_at
CTPS2
2.10229726
1.81198194
3.809324668


207645_s_at
CHD1L
1.602366975
1.810333947
2.90081933


202164_s_at
CNOT8
2.427157406
1.807270619
4.386530269


214649_s_at
MTMR2
1.71969127
1.804421571
3.103048024


200898_s_at
MGEA5
1.818897612
1.803693479
3.280733762


210007_s_at
GPD2
2.588257918
1.803152448
4.667023602


211762_s_at
KPNA2
1.797907148
1.800025526
3.23627876


203622_s_at
PNO1
1.655470396
1.799472422
2.978973322


200605_s_at
PRKAR1A
1.685680308
1.798830658
3.032253417


204107_at
NFYA
1.969136115
1.796005298
3.536578895


201872_s_at
ABCE1
1.656617239
1.795248254
2.974039206


213376_at
ZBTB1
1.458626378
1.794311647
2.617230299


219295_s_at
PCOLCE2
1.302307275
1.794081355
2.336445202


203105_s_at
DNM1L
2.68008164
1.794030748
4.808148871


209287_s_at
CDC42EP3
1.745257512
1.793677798
3.13042965


203100_s_at
CDYL
2.355642271
1.790950933
4.218839723


40148_at
APBB2
1.970137706
1.790249794
3.527038622


211749_s_at
VAMP3
2.798762451
1.786316317
4.999475034


213346_at
C13orf27
2.057600675
1.784886046
3.672582733


218398_at
MRPS30
1.985354839
1.784747773
3.543357629


210759_s_at
PSMA1
2.328609093
1.784518733
4.155446549


210983_s_at
MCM7
1.586515111
1.780472703
2.824746847


218989_x_at
SLC30A5
2.039275649
1.769462854
3.60842251


201926_s_at
CD55
1.394870382
1.768799421
2.467245924


208622_s_at
LOC100129652
1.512571487
1.767094206
2.672856311


203199_s_at
MTRR
1.331913811
1.766290216
2.352546333


202783_at
NNT
1.844184219
1.766265624
3.257319189


212729_at
DLG3
1.694875125
1.766102379
2.993322992


221381_s_at
MORF4
1.858585203
1.764899891
3.280216823


210826_x_at
RAD17
1.949768554
1.761883624
3.435265286


201747_s_at
SAFB
1.855520619
1.760064493
3.265835956


204589_at
NUAK1
1.310066452
1.759226217
2.304703249


204764_at
FNTB
1.98200753
1.757864435
3.484100548


200753_x_at
SFRS2
1.919199942
1.753375851
3.365078831


208739_x_at
SUMO2
1.784042518
1.751779409
3.125248949


65591_at
WDR48
1.560475026
1.747821798
2.727432266


201324_at
EMP1
1.641375639
1.747817981
2.868825856


218342_s_at
ERMP1
1.707647959
1.746673653
2.9827037


204453_at
ZNF84
1.985952595
1.741047923
3.457638641


219081_at
ANKHD1
1.400083241
1.740949353
2.437474012


212590_at
RRAS2
2.010220788
1.738487098
3.494742904


212036_s_at
PNN
2.078351828
1.737945783
3.612062796


212878_s_at
KLC1
1.310411444
1.733831762
2.272032983


212065_s_at
USP34
2.267225791
1.733375265
3.929953105


205173_x_at
CD58
1.805540595
1.731083834
3.125542136


221987_s_at
TSR1
1.440399056
1.725568694
2.485507517


201727_s_at
ELAVL1
1.544487021
1.722014826
2.65962955


204493_at
BID
1.843927759
1.717895759
3.167675677


215160_x_at
LOC642236
1.564037428
1.717722976
2.686583026


207622_s_at
ABCF2
2.925065102
1.717551756
5.023950704


218499_at
RP6-213H19.1
1.958909223
1.716516549
3.362500099


214060_at
SSBP1
1.653486358
1.713492555
2.833236564


201376_s_at
HNRNPF
2.411905286
1.713218717
4.132121281


210278_s_at
AP4S1
1.347073227
1.712497303
2.306859268


209157_at
DNAJA2
1.593166845
1.710710575
2.725447369


216532_x_at
LOC728344
1.368471933
1.708113442
2.337505304


217050_at
EPAG
1.665548644
1.707483093
2.84389615


221641_s_at
ACOT9
2.258418803
1.702191313
3.844260866


209027_s_at
ABI1
1.707674524
1.701986231
2.906438527


200927_s_at
RAB14
1.71796126
1.701474297
2.923066927


203640_at
MBNL2
1.638458514
1.700599069
2.786361024


218049_s_at
MRPL13
2.959996563
1.700415223
5.033223215


201457_x_at
BUB3
1.943014648
1.700242306
3.303595706


211115_x_at
SIP1
1.952542808
1.699466632
3.31828135


221517_s_at
MED17
1.862629699
1.697038111
3.160953587


208899_x_at
ATP6V1D
1.473385636
1.69396999
2.495871052


216100_s_at
TOR1AIP1
1.556388622
1.690809973
2.631557403


209799_at
PRKAA1
2.416051028
1.689889465
4.08285918


214513_s_at
CREB1
2.314019119
1.688645747
3.907558545


221449_s_at
ITFG1
2.57384445
1.684313697
4.335161461


217457_s_at
RAP1GDS1
2.309262888
1.68409782
3.889024596


208708_x_at
EIF5
2.559228954
1.682656872
4.306304186


208884_s_at
UBR5
1.887298014
1.682286161
3.17497533


213288_at
MBOAT2
1.804601421
1.680766545
3.033113696


211665_s_at
SOS2
1.327393521
1.680536463
2.230733214


218073_s_at
TMEM48
2.159127914
1.675769225
3.618200111


201452_at
RHEB
1.541718694
1.669082329
2.573255427


202591_s_at
SSBP1
2.709643371
1.668384632
4.520727359


206468_s_at
None
2.408341445
1.667447284
4.015782401


218365_s_at
DARS2
2.089395223
1.665973496
3.480877065


217738_at
NAMPT
1.64757468
1.665687382
2.744344355


208992_s_at
STAT3
1.817268372
1.664697531
3.025202172


208696_at
CCT5
3.347314426
1.662153441
5.56375019


200803_s_at
TMBIM6
1.919072378
1.658398812
3.182587351


203843_at
RPS6KA3
1.789593816
1.656419832
2.964318688


214931_s_at
SRPK2
1.331221274
1.656109732
2.204648508


215992_s_at
RAPGEF2
1.467233268
1.655847593
2.429514675


219758_at
TTC26
1.310808274
1.652860542
2.166583273


221513_s_at
UTP14A
1.324396204
1.651753263
2.187575751


200604_s_at
PRKAR1A
1.37394072
1.640602936
2.254091179


210216_x_at
RAD1
2.050648978
1.638924251
3.360858341


208453_s_at
XPNPEP1
3.614155507
1.636531415
5.914679028


221143_at
RPA4
2.875057911
1.6352154
4.701338971


200950_at
ARPC1A
1.369723294
1.634802419
2.239226954


211622_s_at
ARF3
2.395617654
1.634236478
3.915005758


219079_at
CYB5R4
1.48636266
1.630272381
2.423175993


200638_s_at
YWHAZ
2.695488798
1.623538413
4.376229605


218801_at
UGCGL2
1.540674517
1.618745112
2.493959343


206158_s_at
CNBP
2.140468464
1.61757459
3.462367397


219974_x_at
ECHDC1
2.299105846
1.614366752
3.711600039


200902_at
40801
2.823155055
1.613141202
4.554147738


208816_x_at
ANXA2P2
1.661803035
1.612073614
2.678948825


205761_s_at
DUS4L
1.616077615
1.60824473
2.599048308


222382_x_at
NUP205
1.680914053
1.605584742
2.698849956


213047_x_at
SET
1.572936169
1.604167248
2.523252685


208627_s_at
YBX1
2.158234077
1.602719423
3.459043675


201929_s_at
PKP4
1.78992883
1.598841107
2.861811792


215918_s_at
SPTBN1
1.376150783
1.597505595
2.198408576


219715_s_at
TDP1
1.535615916
1.596931355
2.452273206


221514_at
UTP14A
1.67059454
1.596837751
2.667668427


210009_s_at
GOSR2
3.336940126
1.596105018
5.326106879


212481_s_at
TPM4
2.062458235
1.593715449
3.286971553


208846_s_at
VDAC3
2.125878357
1.590527253
3.381267462


202429_s_at
PPP3CA
1.359415454
1.58984136
2.161254914


201239_s_at
SPCS2
2.459200834
1.582905963
3.892683665


200973_s_at
TSPAN3
2.393244067
1.582115752
3.786389136


210283_x_at
PAIP1
3.178238597
1.581918581
5.027714691


215424_s_at
SNW1
3.479622213
1.579700452
5.496760782


200828_s_at
ZNF207
3.257080306
1.579314584
5.143954429


217786_at
PRMT5
3.127631044
1.579136751
4.938957126


202697_at
NUDT21
1.610587638
1.576125298
2.538487921


221531_at
WDR61
3.055148492
1.574491583
4.810305586


201308_s_at
40797
2.508473181
1.571221227
3.941366308


219217_at
NARS2
1.387766483
1.569785801
2.178496121


211559_s_at
CCNG2
1.367121034
1.569054822
2.14508785


201298_s_at
MOBKL1B
2.02350442
1.567113018
3.171060119


209188_x_at
DR1
1.875389338
1.566993949
2.938723744


202162_s_at
CNOT8
1.627769586
1.565148155
2.547700565


215984_s_at
ARFRP1
2.205054861
1.564043731
3.448802232


211793_s_at
ABI2
1.306946066
1.562054006
2.041520338


206302_s_at
NUDT4
1.324300016
1.559048495
2.064647946


220985_s_at
RNF170
1.40955207
1.557396848
2.195231951


203518_at
LYST
1.442937462
1.556874798
2.24647297


221482_s_at
ARPP-19
1.967690852
1.556273556
3.062265241


200872_at
S100A10
1.408379321
1.553299812
2.187635333


202635_s_at
POLR2K
2.336974581
1.553117336
3.629595736


205053_at
PRIM1
1.615025966
1.551761907
2.506135773


203267_s_at
DRG2
1.545495219
1.551623447
2.398026619


209331_s_at
MAX
2.860928216
1.55099038
4.437272142


210596_at
MAGT1
2.153676795
1.550727733
3.339766334


218669_at
RAP2C
1.58340239
1.550329121
2.454794835


204853_at
ORC2L
2.222351537
1.549881396
3.444381304


209015_s_at
DNAJB6
2.301551257
1.547839543
3.562432047


212871_at
MAPKAPK5
1.911251193
1.546166256
2.955112101


215549_x_at
CTAGE4
1.984462968
1.544431628
3.064867372


212436_at
TRIM33
1.589120801
1.543111715
2.452190924


209545_s_at
RIPK2
1.447619299
1.542484744
2.232930685


211681_s_at
PDLIM5
1.4881733
1.536467464
2.286529855


208857_s_at
PCMT1
1.487851828
1.535668553
2.284847264


207974_s_at
SKP1
2.268842567
1.529735083
3.470728073


203345_s_at
MTF2
1.645654837
1.528831494
2.515928943


200889_s_at
SSR1
1.52518641
1.527997316
2.330480742


202579_x_at
HMGN4
1.87403219
1.52444461
2.85685827


209452_s_at
VTI1B
2.033874076
1.523081481
3.097755939


208683_at
CAPN2
3.182044967
1.521472495
4.841393897


217725_x_at
SERBP1
1.648728859
1.519827052
2.505782722


203091_at
FUBP1
2.222991778
1.516032879
3.370128625


212168_at
RBM12
2.214742007
1.515525251
3.356497436


209095_at
DLD
1.449909894
1.514447403
2.195812273


201127_s_at
ACLY
3.12071727
1.514428374
4.726102782


214074_s_at
CTTN
1.876908804
1.512867612
2.83951454


203790_s_at
HRSP12
1.882906753
1.511579742
2.846163703


209276_s_at
GLRX
1.307837612
1.51033512
1.975273078


217821_s_at
WBP11
1.92441363
1.509565748
2.9050289


212254_s_at
DST
1.452259714
1.509319145
2.191923389


207275_s_at
ACSL1
2.141852341
1.508733726
3.231484864


204976_s_at
AMMECR1
2.146100159
1.507674514
3.235620514


209108_at
TSPAN6
1.316756173
1.506118176
1.983190406


209139_s_at
PRKRA
1.896384386
1.506083839
2.856113876


218842_at
RPAP3
1.633348188
1.50290249
2.454763059


204023_at
RFC4
1.734762441
1.498089554
2.598829491


208897_s_at
DDX18
1.606458241
1.495794627
2.402931605


209853_s_at
PSME3
2.503437843
1.494911649
3.742418394


208863_s_at
SFRS1
1.93974053
1.489489996
2.889224114


211804_s_at
CDK2
2.263003921
1.488800228
3.369160753


211337_s_at
TUBGCP4
1.877768282
1.488744335
2.795516892


222035_s_at
PAPOLA
2.326275607
1.482554296
3.448829896


201695_s_at
NP
1.496300929
1.482384217
2.218092882


214107_x_at
LOC729034
2.579341127
1.478763301
3.814235


209063_x_at
LOC645139
2.873773705
1.478613139
4.249199559


221622_s_at
TMEM126B
2.003278565
1.478505738
2.961858853


202925_s_at
PLAGL2
1.821660891
1.478129058
2.692649897


212792_at
DPY19L1
2.342197176
1.477321031
3.460177146


210092_at
MAGOH
1.651328539
1.476593087
2.438340305


203319_s_at
ZNF148
1.905016776
1.475794053
2.81141243


211725_s_at
BID
1.504902931
1.471990547
2.215202888


202941_at
NDUFV2
2.251626426
1.471671771
3.31365505


208761_s_at
SUMO1
1.81702305
1.471602928
2.673936441


202691_at
SNRPD1
1.469310693
1.471420847
2.161974385


200693_at
YWHAQ
2.614028859
1.471130418
3.845577368


209600_s_at
ACOX1
1.651048891
1.468561076
2.424666136


218479_s_at
XPO4
1.312648993
1.463946225
1.921647539


203696_s_at
RFC2
1.597162562
1.463896229
2.338080251


210988_s_at
PRUNE
1.380714237
1.463768804
2.021046427


202179_at
BLMH
1.607419002
1.461627422
2.349447691


209249_s_at
GHITM
1.792309705
1.459574799
2.616010078


209069_s_at
H3F3B
1.812905644
1.45774931
2.642761951


219283_at
C1GALT1C1
2.402444697
1.457710996
3.502070052


203293_s_at
LMAN1
1.370350102
1.457509743
1.997298625


209307_at
SWAP70
1.609456923
1.454280037
2.340601072


203165_s_at
SLC33A1
1.396760761
1.45170147
2.02767965


209386_at
TM4SF1
1.389564972
1.451536674
2.017004517


212568_s_at
DLAT
1.561320705
1.451081273
2.265603238


217383_at
PGK1
1.812908111
1.444474343
2.618699253


202514_at
DLG1
1.436436562
1.444372983
2.074750162


215084_s_at
LRRC42
1.403113219
1.44216131
2.023515598


202736_s_at
LSM4
2.063104166
1.44087161
2.972668221


201520_s_at
GRSF1
2.768923028
1.440203356
3.987812239


216640_s_at
PDIA6
1.920080901
1.439346328
2.763661395


202918_s_at
MOBKL3
1.775574977
1.438343564
2.553886839


212896_at
SKIV2L2
1.856382816
1.437559709
2.668661141


204459_at
CSTF2
1.351823259
1.435897225
1.941079266


221547_at
PRPF18
1.686304963
1.434174912
2.418456272


204350_s_at
MED7
2.20724942
1.434119374
3.165459157


204132_s_at
FOXO3
2.0775093
1.433409764
2.977922116


218167_at
AMZ2
1.56002377
1.432832059
2.235252071


221770_at
RPE
2.038201811
1.426881339
2.90827213


212247_at
NUP205
1.996657583
1.425590164
2.846415411


220949_s_at
C7orf49
1.775462772
1.425093304
2.530200107


219420_s_at
C1orf163
1.536079783
1.424378949
2.187959707


212206_s_at
H2AFV
1.476631435
1.423888483
2.102558493


201888_s_at
IL13RA1
1.644265886
1.418737124
2.332781055


203338_at
PPP2R5E
1.445189106
1.418212255
2.049584901


212470_at
SPAG9
1.900750373
1.414221787
2.688082588


212985_at
APBB2
1.838108524
1.410606773
2.592848333


AFFX-
STAT1
2.171575542
1.410519986
3.063050703


HUMISGF3A/M97935_MA_at


216652_s_at
DR1
1.645976487
1.41007552
2.320951151


212025_s_at
FLII
1.863763208
1.4094925
2.626960265


210235_s_at
PPFIA1
1.826897735
1.407654114
2.571640113


213423_x_at
TUSC3
2.924887642
1.405606753
4.111241822


201914_s_at
SEC63
1.475846941
1.405588966
2.074434176


213794_s_at
NGDN
2.68075732
1.403064199
3.761274623


221676_s_at
CORO1C
2.416045074
1.402820022
3.389276403


217955_at
BCL2L13
2.776322697
1.401527999
3.891093994


1053_at
RFC2
2.348767887
1.399291357
3.286610604


203142_s_at
AP3B1
1.355600018
1.39835962
1.895616326


208653_s_at
CD164
1.444092754
1.397652552
2.018339923


203893_at
TAF9
1.485985978
1.397429894
2.076561227


208967_s_at
AK2
2.355755406
1.39434318
3.284731485


209590_at
BMP7
2.283284987
1.392422679
3.179297798


213182_x_at
CDKN1C
1.461838265
1.39239315
2.035453588


217960_s_at
TOMM22
1.36926067
1.390552073
1.904028263


220121_at
LINS1
1.388764348
1.389330413
1.929452545


208642_s_at
XRCC5
2.734559153
1.388750112
3.797619331


212460_at
C14orf147
2.130658664
1.388322767
2.958041932


218462_at
BXDC5
1.445013025
1.385195352
2.001625327


203492_x_at
CEP57
1.481318788
1.38433419
2.050640244


201144_s_at
EIF2S1
2.296906988
1.382990409
3.176600336


201021_s_at
DSTN
1.375569584
1.377552065
1.894918721


210765_at
CSE1L
1.888082513
1.377005105
2.59989926


209860_s_at
ANXA7
1.981716562
1.374606748
2.724080959


217743_s_at
TMEM30A
1.691655863
1.373200169
2.322982118


202232_s_at
EIF3M
2.265070641
1.372754789
3.109386571


217465_at
NCKAP1
1.605273277
1.372692034
2.203545839


212225_at
EIF1
1.459062087
1.366215843
1.993393739


202078_at
COPS3
1.429676324
1.361443734
1.946423872


208643_s_at
XRCC5
1.673976464
1.359822975
2.276311656


214449_s_at
RHOQ
2.806843503
1.357447718
3.810143309


218172_s_at
DERL1
1.649641783
1.353818249
2.233315149


208980_s_at
UBC
2.907060914
1.353353595
3.934281339


219200_at
FASTKD3
2.006734371
1.351116324
2.711331566


201920_at
SLC20A1
2.039190814
1.349329328
2.751539971


212342_at
YIPF6
1.685404068
1.346786945
2.269880196


221703_at
BRIP1
2.229833737
1.345712886
3.000715993


208800_at
SRP72
1.931580099
1.344988072
2.597952193


207845_s_at
ANAPC10
2.623981484
1.344668061
3.528384094


209445_x_at
C7orf44
1.796042127
1.344466157
2.414717856


202467_s_at
COPS2
1.835151639
1.339889895
2.458901136


205324_s_at
FTSJ1
1.96710661
1.339358242
2.63466045


201619_at
PRDX3
3.144912921
1.337394361
4.205988808


209628_at
NXT2
1.521182161
1.336594414
2.033203579


202566_s_at
SVIL
1.398041356
1.335993399
1.867774023


211963_s_at
ARPC5
2.620643407
1.333803471
3.495423271


219356_s_at
CHMP5
2.632500762
1.333731772
3.511049906


204113_at
CUGBP1
1.934481976
1.33209682
2.576917288


213031_s_at
WDR73
1.88977161
1.331103312
2.515481249


218118_s_at
TIMM23
1.491773804
1.331068384
1.985652946


204752_x_at
PARP2
1.342312529
1.329523539
1.784636104


204361_s_at
SKAP2
1.817740902
1.328286769
2.414481189


200996_at
ACTR3
1.719495333
1.327397642
2.28245405


215090_x_at
LOC440434
2.631244092
1.326699384
3.490869916


203582_s_at
RAB4A
1.920379278
1.324613453
2.543760227


214141_x_at
SFRS7
2.275223525
1.322769474
3.009596226


211139_s_at
NAB1
1.307016007
1.321133543
1.726742688


218238_at
GTPBP4
1.523635665
1.320792135
2.012406003


217744_s_at
PERP
1.690111912
1.320226921
2.231331245


209804_at
DCLRE1A
1.553579859
1.314947717
2.042876288


209520_s_at
NCBP1
1.877143552
1.313859518
2.466302923


217848_s_at
PPA1
2.626231962
1.313356722
3.449179401


203087_s_at
KIF2A
2.986602338
1.312625734
3.920291086


205004_at
NKRF
1.897369459
1.312411018
2.490128583


200881_s_at
DNAJA1
1.453689005
1.309878482
1.904155947


220369_at
SMEK1
1.551966847
1.309793799
2.032756551


204725_s_at
NCK1
1.950765079
1.307663852
2.550944978


202131_s_at
RIOK3
1.610653144
1.306374261
2.104115812


209861_s_at
METAP2
2.847167296
1.304177624
3.713211878


215220_s_at
TPR
2.347029142
1.303847313
3.06016764


219449_s_at
TMEM70
2.56580495
1.303528797
3.34460064


218568_at
AGK
1.516241312
1.302931351
1.975558341


201020_at
YWHAH
1.331326594
1.300163262
1.730941927


200739_s_at
SUMO3
1.885745604
1.300150473
2.45175304


209902_at
ATR
1.970785581
1.299224269
2.560492455


206238_s_at
YAF2
2.664532984
1.298898255
3.460957242


209796_s_at
CNPY2
1.631111868
1.29691293
2.115410072


200755_s_at
CALU
1.311506775
1.295111311
1.698547259


201485_s_at
RCN2
1.657130457
1.294553451
2.145243952


201899_s_at
UBE2A
2.063824956
1.293427853
2.669408682


207551_s_at
MSL3
2.04075172
1.293344301
2.639394608


204336_s_at
RGS19
1.337611315
1.29266689
1.729085858


219399_at
LIN7C
1.67104856
1.290297163
2.156149216


204643_s_at
ENOX2
1.54509483
1.28671248
1.9880928


219158_s_at
NARG1
1.579622116
1.285910184
2.031252166


202753_at
PSMD6
1.910806528
1.28309699
2.451750106


203594_at
RTCD1
1.349606005
1.283035193
1.731592


205282_at
LRP8
1.313835549
1.280945315
1.682951492


217739_s_at
NAMPT
1.338718745
1.277438693
1.710131124


209330_s_at
HNRNPD
1.7694121
1.276612209
2.25885309


213823_at
HOXA11
2.002986235
1.275943108
2.555696481


202061_s_at
SEL1L
1.704458684
1.275711178
2.174396995


201518_at
CBX1
1.528466201
1.274766176
1.948437014


201222_s_at
RAD23B
1.352475798
1.272249432
1.720686566


219099_at
C12orf5
2.255702781
1.271286679
2.867644898


201653_at
CNIH
1.747162242
1.270401012
2.219596681


201317_s_at
PSMA2
2.188657485
1.269682847
2.778900865


200883_at
UQCRC2
1.813732854
1.269213877
2.302014908


201196_s_at
AMD1
1.361616865
1.267894099
1.726385988


206854_s_at
MAP3K7
1.408291117
1.264505353
1.780791657


201121_s_at
PGRMC1
2.629952894
1.263293359
3.322402024


221477_s_at
SOD2
1.617288663
1.262090148
2.041164089


202100_at
RALB
1.440404461
1.261859151
1.817587551


212678_at
NF1
2.445644792
1.26087184
3.083644648


212378_at
GART
1.872755408
1.260810892
2.361190417


202290_at
PDAP1
1.945050804
1.260380261
2.45150364


203415_at
PDCD6
2.438808276
1.260120752
3.073192918


201132_at
HNRNPH2
1.958201637
1.257565746
2.462567301


221194_s_at
RNFT1
1.96289022
1.254368329
2.462187325


217932_at
MRPS7
1.36066133
1.253888142
1.706117107


219819_s_at
MRPS28
1.316340573
1.252244181
1.648379823


202165_at
PPP1R2
1.770237061
1.24986162
2.21255136


212121_at
TCTN3
1.518353655
1.249373363
1.896990613


209022_at
STAG2
1.479190807
1.248694284
1.847057107


222122_s_at
THOC2
1.772371644
1.247647677
2.211295364


219030_at
TPRKB
1.715111767
1.246286003
2.137519789


201274_at
PSMA5
2.271368732
1.24508649
2.828050522


210540_s_at
B4GALT4
1.412508994
1.244484617
1.757845714


211666_x_at
RPL3
1.667832434
1.244145576
2.075026344


209049_s_at
ZMYND8
1.329243714
1.244082014
1.653688197


215227_x_at
ACP1
2.005170169
1.243515919
2.493461024


217099_s_at
GEMIN4
1.642599155
1.238629926
2.03457247


212260_at
GIGYF2
1.424253378
1.237868691
1.763038665


212749_s_at
RCHY1
1.767133121
1.231906444
2.176942679


208600_s_at
GPR39
1.562086549
1.231118329
1.923113382


204699_s_at
C1orf107
2.417518298
1.225284726
2.962148245


216977_x_at
SNRPA1
1.472912895
1.221479411
1.799132775


213503_x_at
ANXA2
1.47351781
1.22054792
1.798499098


201847_at
LIPA
1.64057093
1.219816272
2.001195116


210427_x_at
ANXA2
1.48285211
1.216254917
1.80352617


221437_s_at
MRPS15
2.627909323
1.215567555
3.194401312


204496_at
STRN3
1.590631013
1.21216869
1.928113112


215773_x_at
PARP2
1.460768327
1.212122351
1.770629939


203465_at
MRPL19
2.516133409
1.211040169
3.04713863


209175_at
SEC23IP
2.643364265
1.209556591
3.197298667


208047_s_at
NAB1
1.414264994
1.209140222
1.710044689


217745_s_at
NAT13
2.611285181
1.208582541
3.155953679


200593_s_at
HNRNPU
1.885496633
1.207563996
2.276857849


203676_at
GNS
2.205775503
1.207212447
2.662839643


221808_at
RAB9A
2.288627876
1.207180221
2.762786306


205480_s_at
UGP2
1.971063714
1.205737218
2.376584879


205084_at
BCAP29
1.564322859
1.205734759
1.886158445


217890_s_at
PARVA
1.698005147
1.205182209
2.046405593


209856_x_at
ABI2
1.450400501
1.204628447
1.747193703


201590_x_at
ANXA2
1.457991337
1.204199844
1.75571294


202142_at
COPS8
2.108343246
1.203365507
2.53710754


204216_s_at
ZC3H14
1.978143175
1.201792133
2.377316906


213655_at
YWHAE
1.601369147
1.2008877
1.923064511


218360_at
RAB22A
1.303302581
1.19647849
1.559373504


211505_s_at
STAU1
1.76919242
1.196077255
2.116090814


211376_s_at
NSMCE4A
2.280564721
1.195625285
2.726700845


218558_s_at
MRPL39
2.551562215
1.195344509
3.049995883


218668_s_at
RAP2C
1.738870345
1.193566999
2.075458259


218598_at
RINT1
1.309713056
1.191875601
1.561015036


201068_s_at
PSMC2
1.476902117
1.187650352
1.754043319


202413_s_at
USP1
1.402708554
1.183654404
1.660322158


210573_s_at
POLR3C
1.659846749
1.183651773
1.964680548


211672_s_at
ARPC4
1.487661421
1.180954738
1.756860804


210907_s_at
PDCD10
1.861413457
1.179532864
2.195598347


201699_at
PSMC6
1.745734526
1.178517851
2.057379303


209085_x_at
RFC1
2.01168279
1.177646545
2.369051287


219649_at
ALG6
1.319615263
1.171947032
1.546519191


202214_s_at
CUL4B
1.317906852
1.169976149
1.541919583


220588_at
BCAS4
1.507272705
1.169535205
1.762808492


202704_at
TOB1
1.886258782
1.167866731
2.202898878


220631_at
OSGEPL1
1.359068963
1.167513883
1.586731882


211714_x_at
TUBB
1.408309913
1.166225406
1.6424068


203433_at
MTHFS
2.465168399
1.166221415
2.874932179


200984_s_at
CD59
1.872443713
1.166001916
2.183272957


202300_at
HBXIP
1.600645781
1.164756376
1.864362379


212522_at
PDE8A
2.070625886
1.164330692
2.41089327


200934_at
DEK
1.600975187
1.162582588
1.861265875


206052_s_at
SLBP
2.044749077
1.161793194
2.375575562


206992_s_at
ATP5S
1.573294949
1.161792426
1.827842156


218229_s_at
POGK
1.931136715
1.160648596
2.241371117


220607_x_at
TH1L
1.624138601
1.157335922
1.879673945


209026_x_at
TUBB
1.339232027
1.157295098
1.549886659


218894_s_at
MAGOHB
2.547781573
1.152313492
2.935843083


211098_x_at
TMCO1
1.44965992
1.151305174
1.669000966


202776_at
DNTTIP2
1.490770196
1.151113443
1.716045612


202309_at
MTHFD1
2.452917899
1.149033747
2.818485445


218123_at
C21orf59
2.306312857
1.14541641
2.641688593


202487_s_at
H2AFV
1.678083479
1.144742393
1.920973298


219207_at
EDC3
1.550721147
1.143491714
1.773236781


200669_s_at
UBE2D3
1.710477458
1.142271275
1.953829266


213754_s_at
PAIP1
2.146455154
1.14203657
2.451330282


201091_s_at
CBX3
1.78117428
1.141450885
2.033122959


201825_s_at
SCCPDH
1.799452009
1.140886531
2.05297056


200821_at
LAMP2
1.461459313
1.132839508
1.655598848


200033_at
DDX5
1.804770566
1.131881784
2.042786929


219275_at
PDCD5
1.34682981
1.131798226
1.524339589


219675_s_at
UXS1
1.89504069
1.131679309
2.144578339


221265_s_at
C15orf44
1.31328861
1.131291652
1.485712441


208778_s_at
TCP1
2.981865002
1.130528822
3.371084328


200072_s_at
HNRNPM
2.197044605
1.129623583
2.481833398


213404_s_at
RHEB
1.795463964
1.129541364
2.028050815


201676_x_at
PSMA1
1.693705389
1.123113931
1.902224117


207630_s_at
CREM
1.826174639
1.122977774
2.050753531


218482_at
ENY2
1.728441072
1.121873474
1.939092191


219177_at
BXDC2
1.566939321
1.119250473
1.753797576


201351_s_at
YME1L1
1.563937886
1.119099455
1.750202036


204833_at
ATG12
1.471241459
1.116822476
1.64311553


217879_at
CDC27
1.532441995
1.11421814
1.707474668


208066_s_at
GTF2B
1.738925966
1.113616801
1.936497172


205061_s_at
EXOSC9
1.744404488
1.108937469
1.934435497


211746_x_at
PSMA1
1.92075732
1.108466983
2.129096072


206989_s_at
SFRS2IP
1.443981407
1.107620695
1.59938369


212712_at
CAMSAP1
2.929425932
1.099489787
3.220873894


202522_at
PITPNB
2.038690095
1.097788
2.238049522


201931_at
ETFA
2.12688323
1.097214409
2.333646927


202483_s_at
RANBP1
1.353211584
1.097176204
1.484711549


204832_s_at
BMPR1A
1.577462333
1.096348904
1.7294491


217834_s_at
SYNCRIP
1.560206423
1.095211275
1.708755665


217907_at
MRPL18
2.147311556
1.09029789
2.341209259


210028_s_at
ORC3L
1.792968924
1.090105647
1.954525548


208663_s_at
TTC3
1.868486178
1.09005312
2.036749188


211985_s_at
CALM1
1.580325736
1.089944897
1.722467972


200084_at
C11orf58
1.343427712
1.089078977
1.463098879


210947_s_at
MSH3
1.707578336
1.088946004
1.859460605


218866_s_at
POLR3K
2.788547828
1.088906734
3.036468509


209284_s_at
C3orf63
1.936777189
1.085024443
2.101450591


200664_s_at
DNAJB1
1.601871082
1.08486607
1.737815586


208842_s_at
GORASP2
1.619492897
1.083454843
1.754647423


214875_x_at
APLP2
1.371245746
1.079240114
1.479903415


217956_s_at
ENOPH1
2.054064392
1.076423389
2.211042954


214251_s_at
NUMA1
1.999738336
1.075832553
2.1513836


211594_s_at
MRPL9
1.893239597
1.075382128
2.035956027


214711_at
GATC
1.523931402
1.072870491
1.634981031


202055_at
KPNA1
2.57232619
1.070953199
2.754840963


212986_s_at
TLK2
1.319185196
1.067075218
1.40766983


200057_s_at
NONO
1.835343153
1.066075545
1.956614452


212833_at
SLC25A46
1.613710674
1.066035032
1.72027211


210011_s_at
EWSR1
2.2666392
1.06547367
2.415044386


203197_s_at
C1orf123
1.542757873
1.064733551
1.642626069


209247_s_at
ABCF2
1.829166363
1.064606441
1.947342292


217322_x_at
None
1.483396954
1.064337323
1.578834742


204835_at
POLA1
1.740577924
1.064212557
1.852344883


210460_s_at
PSMD4
1.82127519
1.06370444
1.937298507


201202_at
PCNA
2.902603153
1.063235338
3.086150245


212711_at
CAMSAP1
3.015680277
1.060250423
3.197376289


218343_s_at
GTF3C3
1.527224774
1.051765909
1.606282953


203194_s_at
NUP98
3.600121644
1.047492969
3.771102111


214795_at
ZMYND8
1.408715193
1.046995753
1.474918824


219193_at
WDR70
2.030537173
1.046750553
2.125465907


216988_s_at
PTP4A2
3.152632595
1.046441622
3.299045966


219924_s_at
ZMYM6
1.713159312
1.044637406
1.789630301


217832_at
SYNCRIP
1.425524047
1.044264874
1.48862469


AFFX-
GAPDH
2.026948073
1.041558691
2.111185382


HUMGAPDH/M33197_5_at


202679_at
NPC1
1.649772294
1.035926071
1.70904213


218488_at
EIF2B3
1.542799096
1.034417115
1.595897789


208679_s_at
ARPC2
2.041612902
1.033674628
2.110363456


201947_s_at
CCT2
2.546236768
1.032420954
2.628788194


214550_s_at
TNPO3
1.524506584
1.031223997
1.572107773


213180_s_at
GOSR2
2.294370255
1.028469234
2.359689218


212196_at
IL6ST
2.276028252
1.027311266
2.338189465


220363_s_at
ELMO2
2.367346104
1.026366146
2.429763896


205459_s_at
NPAS2
1.898708173
1.025338979
1.946819499


218827_s_at
CEP192
1.672448682
1.019750623
1.705480585


218569_s_at
KBTBD4
1.403624183
1.018774915
1.429977108


214155_s_at
LARP4
1.623577698
1.017634322
1.652208389


201318_s_at
None
1.89854344
1.015340623
1.927668279


210458_s_at
TANK
1.458218241
1.013704645
1.478202604


214300_s_at
TOP3A
1.620416365
1.010831718
1.637968259


200750_s_at
RAN
3.702048329
1.010349572
3.740362945


208777_s_at
PSMD11
2.98886846
1.009114033
3.016109106


206044_s_at
BRAF
1.601772835
1.006435889
1.612081666


201713_s_at
RANBP2
1.580830724
1.005664552
1.589785422


209084_s_at
RFC1
1.704828972
1.004906965
1.713194508


209450_at
OSGEP
1.618671407
1.000600785
1.619643881


208784_s_at
KLHDC3
1.482802962
−1.000826666
−1.484028745


212802_s_at
GAPVD1
1.469647658
−1.002074397
−1.472696291


215404_x_at
FGFR1
2.114629318
−1.002918355
−2.120800558


202344_at
HSF1
1.393076203
−1.003024455
−1.397289499


208030_s_at
ADD1
1.334480877
−1.003056452
−1.338559654


202096_s_at
TSPO
1.815305968
−1.005254938
−1.824845289


212890_at
SLC38A10
1.452079175
−1.005357976
−1.45985938


203503_s_at
PEX14
2.200875697
−1.00775994
−2.217954361


215208_x_at
RPL35A
1.617639198
−1.009017763
−1.632226684


206106_at
MAPK12
1.922872323
−1.009491852
−1.941123944


201441_at
COX6B1
1.599172645
−1.010417311
−1.615831725


202187_s_at
PPP2R5A
1.969988772
−1.010554489
−1.990780997


201949_x_at
CAPZB
3.462272546
−1.011356568
−3.501592078


212152_x_at
ARID1A
1.845864443
−1.011577337
−1.867234637


213279_at
DHRS1
1.316654435
−1.011754964
−1.332131661


213660_s_at
TOP3B
1.304227021
−1.012885443
−1.321032563


218745_x_at
TMEM161A
1.490856425
−1.013016727
−1.510262495


218132_s_at
TSEN34
2.030835765
−1.013658794
−2.058574531


205205_at
RELB
1.551169347
−1.014122501
−1.573075737


206056_x_at
SPN
2.228448991
−1.015262893
−2.262461568


219379_x_at
ZNF358
2.666252538
−1.01539055
−2.707287631


203155_at
SETDB1
1.93717193
−1.016223924
−1.968600459


203080_s_at
BAZ2B
2.4832914
−1.016822231
−2.525065901


202876_s_at
PBX2
1.42310765
−1.018200552
−1.449008995


212384_at
BAT1
1.906111996
−1.018707893
−1.941771335


218240_at
NKIRAS2
1.454898989
−1.020015426
−1.484019412


221907_at
TRMT61A
1.591331097
−1.020185056
−1.623452204


222200_s_at
BSDC1
2.351120368
−1.02094202
−2.400357579


204449_at
PDCL
1.75477169
−1.021188458
−1.791952596


208728_s_at
CDC42
1.886044393
−1.022036714
−1.927606615


213517_at
PCBP2
1.66249641
−1.024656931
−1.703488469


208713_at
HNRNPUL1
2.327941966
−1.025244483
−2.386709657


214808_at
None
1.327825902
−1.025945143
−1.362276534


221769_at
SPSB3
1.550328998
−1.02659998
−1.591567719


32029_at
PDPK1
1.413696206
−1.027494815
−1.452565522


205449_at
SAC3D1
1.766242085
−1.030677723
−1.820426371


218335_x_at
TNIP2
1.345279293
−1.030832542
−1.386757673


219838_at
TTC23
1.489952146
−1.031821081
−1.537364033


203643_at
ERF
1.646088957
−1.032500297
−1.699587337


218155_x_at
TSR1
3.287067186
−1.032780752
−3.394819719


219333_s_at
CAPN10
2.84724133
−1.033201937
−2.941775258


211752_s_at
NDUFS7
1.430551238
−1.036118244
−1.482220237


207798_s_at
ATXN2L
2.144606495
−1.036412949
−2.222697941


201059_at
CTTN
1.979340363
−1.046366307
−2.071115066


221767_x_at
HDLBP
2.22624431
−1.046553412
−2.329883578


202044_at
GRLF1
2.288050875
−1.046939578
−2.395451018


213474_at
KCTD7
1.878068745
−1.047863089
−1.967958916


45572_s_at
GGA1
1.62242486
−1.048483031
−1.701084934


212101_at
KPNA6
1.348450329
−1.050555557
−1.416621986


211040_x_at
GTSE1
1.524896361
−1.051670923
−1.603689163


209238_at
STX3
2.517779852
−1.054478598
−2.654944968


220079_s_at
USP48
2.015952931
−1.054512448
−2.12584746


212111_at
STX12
1.505427504
−1.055590107
−1.589114379


203055_s_at
ARHGEF1
2.009297052
−1.057294233
−2.124418186


218962_s_at
TMEM168
1.886018752
−1.057349697
−1.994181355


214017_s_at
DHX34
2.043872457
−1.061425636
−2.169418623


221904_at
FAM131A
1.696308255
−1.061742087
−1.801041867


221818_at
INTS5
2.198366598
−1.062690288
−2.336182833


213227_at
PGRMC2
1.828473418
−1.065101929
−1.947510565


208190_s_at
LSR
1.306665003
−1.066212905
−1.393183088


210723_x_at
NCRNA00093
1.451538068
−1.067345712
−1.549292933


215928_at
None
2.814102427
−1.068726681
−3.007506346


38340_at
HIP1R
1.314192763
−1.069800917
−1.405924623


44696_at
TBC1D13
1.806260133
−1.072353276
−1.936948972


219002_at
FASTKD1
2.148590531
−1.072495505
−2.304353686


218893_at
ISOC2
1.414576845
−1.073262644
−1.518212484


39705_at
SIN3B
2.411083923
−1.074027251
−2.589569839


204859_s_at
APAF1
1.661528314
−1.076871013
−1.789251679


216144_at
None
2.117415434
−1.078339683
−2.283293087


57539_at
LIME1
1.575271952
−1.07942853
−1.700393487


77508_r_at
RABEP2
1.381375832
−1.080251955
−1.492233943


212209_at
MED13L
1.705004241
−1.082318405
−1.84535747


208238_x_at
None
2.099608752
−1.083256258
−2.274414319


36129_at
SGSM2
1.63896054
−1.083701737
−1.776144385


221762_s_at
PCIF1
1.410609602
−1.08401939
−1.52912816


221998_s_at
VRK3
1.810643557
−1.084219964
−1.963135893


215595_x_at
None
2.280164319
−1.084806907
−2.473538003


203950_s_at
CLCN6
1.366850596
−1.085631592
−1.483896188


206848_at
HOXA7
1.513239102
−1.086619429
−1.644315009


203938_s_at
TAF1C
1.972025332
−1.086663585
−2.142928117


217446_x_at
None
2.916940517
−1.088856251
−3.176128917


212218_s_at
FASN
1.361863444
−1.089581548
−1.483861279


210649_s_at
ARID1A
2.43563006
−1.089812853
−2.654380945


218407_x_at
NENF
1.321787616
−1.090518128
−1.441433357


213313_at
RABGAP1
1.903615468
−1.090813947
−2.076490303


213842_x_at
NSUN5C
1.449507485
−1.091160398
−1.581645165


215568_x_at
LYPLA2
3.152302348
−1.091412815
−3.44046318


219186_at
ZBTB7A
1.538252589
−1.091666786
−1.679259259


202702_at
TRIM26
1.560329804
−1.091963266
−1.703822829


205370_x_at
DBT
2.542941759
−1.093809929
−2.781494946


209561_at
THBS3
1.522006015
−1.095757097
−1.667748892


212329_at
SCAP
2.171960858
−1.095770342
−2.379970291


212319_at
SGSM2
1.91585642
−1.095946156
−2.09967548


221005_s_at
PTDSS2
1.314867674
−1.097203281
−1.442677126


220777_at
KIF13A
1.701899703
−1.097629282
−1.868054949


218697_at
NCKIPSD
1.35305395
−1.098017729
−1.485677225


203916_at
NDST2
1.852983293
−1.098219039
−2.034981532


219696_at
DENND1B
1.697859163
−1.099139452
−1.866183991


218522_s_at
MAP1S
1.360923248
−1.099976932
−1.496984178


206048_at
OVOL2
3.021096232
−1.103642702
−3.33421081


53968_at
INTS5
2.36840069
−1.10373821
−2.614094338


210705_s_at
TRIM5
2.064779808
−1.106432384
−2.284539246


41858_at
FRAG1
2.198426837
−1.107128574
−2.433941169


56829_at
TRAPPC9
1.546952665
−1.112065172
−1.72031218


202960_s_at
MUT
1.514713865
−1.112605973
−1.685279694


218777_at
REEP4
2.309235559
−1.11371257
−2.571824669


206487_at
UNC84A
1.554758364
−1.114065862
−1.732103217


216211_at
None
1.469059515
−1.114275125
−1.636936475


211424_x_at
METTL7A
2.468993547
−1.114677148
−2.752130685


40446_at
PHF1
2.010071638
−1.11651711
−2.244279376


201701_s_at
PGRMC2
2.198116095
−1.117260565
−2.455868431


221506_s_at
TNPO2
2.725267909
−1.118320622
−3.047723302


222128_at
NSUN6
1.588766535
−1.11946795
−1.778573216


203174_s_at
ARFRP1
1.970915219
−1.119530527
−2.206499754


217544_at
LOC729806
1.60267632
−1.120128262
−1.795203041


50277_at
GGA1
2.002695778
−1.120556288
−2.244133348


215179_x_at
PGF
2.800194226
−1.120901205
−3.138741082


213685_at
None
1.320764522
−1.121949357
−1.481830906


217855_x_at
SDF4
1.503430313
−1.122109067
−1.687012787


215529_x_at
DIP2A
2.149185791
−1.123734956
−2.4151152


205750_at
BPHL
1.659177158
−1.124316708
−1.8654406


202040_s_at
JARID1A
2.999059476
−1.125272401
−3.374758858


202354_s_at
GTF2F1
1.536238603
−1.125726194
−1.729384035


201933_at
CHMP1A
2.734257401
−1.125771316
−3.078148553


221848_at
ZGPAT
2.137222507
−1.126703624
−2.408016343


206257_at
CCDC9
3.173965176
−1.126782132
−3.576367249


203825_at
BRD3
2.478184732
−1.127039298
−2.793011582


213445_at
ZC3H3
1.496739729
−1.130220864
−1.691646469


221006_s_at
SNX27
1.40918
−1.131907074
−1.59506081


219019_at
LRDD
2.343558266
−1.132868297
−2.654942863


215600_x_at
FBXW12
2.008105276
−1.133664349
−2.276517359


209413_at
B4GALT2
1.925033332
−1.13478666
−2.184502145


211779_x_at
AP2A2
2.087044635
−1.135129588
−2.369066116


38892_at
KIAA0240
1.989350046
−1.137038178
−2.26196695


221267_s_at
FAM108A1
1.385404424
−1.138954029
−1.57791195


211136_s_at
CLPTM1
1.963008596
−1.139554384
−2.236955053


203686_at
MPG
3.080184168
−1.141015134
−3.51453675


219290_x_at
DAPP1
3.919956087
−1.141779035
−4.475723678


217729_s_at
AES
1.413686086
−1.143904241
−1.617121509


220113_x_at
POLR1B
2.264493557
−1.14450777
−2.591730471


208759_at
NCSTN
2.526905059
−1.144701098
−2.892550997


214188_at
None
1.486858048
−1.148276918
−1.707324777


203749_s_at
RARA
2.0587962
−1.149463334
−2.366510745


206551_x_at
KLHL24
2.075517893
−1.149723803
−2.386272326


213460_x_at
NSUN5C
1.571506653
−1.149911628
−1.807093775


220525_s_at
AUP1
1.962660138
−1.151245596
−2.25950384


219224_x_at
ZNF408
1.599567741
−1.153268972
−1.844731844


202292_x_at
LYPLA2
2.640061742
−1.15385245
−3.046241708


213127_s_at
MED8
2.137645183
−1.155550716
−2.470157422


214751_at
ZNF468
2.130163788
−1.155561389
−2.461535025


203831_at
R3HDM2
2.705415753
−1.15565704
−3.126532762


222125_s_at
P4HTM
1.317773926
−1.158373757
−1.526474733


203522_at
CCS
1.550081411
−1.159156225
−1.796786517


203330_s_at
STX5
1.648655201
−1.159984378
−1.912414278


215373_x_at
IBD12
2.136370954
−1.160660846
−2.47960212


202102_s_at
BRD4
2.597533269
−1.161982993
−3.018289481


218251_at
MID1IP1
1.442544038
−1.16359218
−1.678532962


46256_at
SPSB3
1.86329339
−1.164065779
−2.168996072


214722_at
NOTCH2NL
1.869770011
−1.164266381
−2.176910363


44617_at
OGFOD2
1.821716859
−1.16514517
−2.122564599


212147_at
SMG5
2.601667114
−1.165453395
−3.03212177


37012_at
CAPZB
3.64434435
−1.16682018
−4.252294531


204275_at
SOLH
2.031531391
−1.169215495
−2.37529798


216858_x_at
None
2.663107334
−1.169428513
−3.114313649


38710_at
OTUB1
1.354110286
−1.17077327
−1.585356127


219630_at
PDZK1IP1
1.31790619
−1.17093164
−1.543178057


215978_x_at
LOC152719
2.192300333
−1.172277312
−2.569983942


216813_at
None
2.417917934
−1.17341201
−2.837213942


221943_x_at
RPL38
1.612040337
−1.175275083
−1.89459084


209352_s_at
SIN3B
1.862577856
−1.175539934
−2.189534649


220319_s_at
MYLIP
1.940369434
−1.177073664
−2.28395776


218189_s_at
NANS
1.802514524
−1.177720258
−2.122857869


219188_s_at
MACROD1
1.52753803
−1.178385057
−1.800027989


211996_s_at
LOC23117
1.407673281
−1.179399372
−1.660208983


215846_at
None
1.422992454
−1.179894242
−1.678980604


200747_s_at
NUMA1
2.220198103
−1.179913496
−2.619641705


215588_x_at
RIOK3
1.57466384
−1.181014785
−1.859701277


219999_at
MAN2A2
1.796581071
−1.181130083
−2.121995949


218523_at
LHPP
1.683842117
−1.181954568
−1.990224883


219625_s_at
COL4A3BP
1.453406448
−1.182586024
−1.718778152


215067_x_at
PRDX2
2.402345483
−1.184195978
−2.844847858


219907_at
FRS3
2.194057237
−1.185177901
−2.60034815


214682_at
LOC399491
1.473383789
−1.185983725
−1.747409195


222057_at
NOL12
1.337112378
−1.187019642
−1.587178656


205980_s_at
PRR5
1.417456161
−1.189925076
−1.68666663


205441_at
OCEL1
1.937467289
−1.190341707
−2.30624812


201598_s_at
INPPL1
2.595136884
−1.19157117
−3.092290293


203795_s_at
BCL7A
1.601365436
−1.191956497
−1.908757936


217734_s_at
WDR6
1.619295904
−1.192721779
−1.931369491


219966_x_at
BANP
3.295715922
−1.192893236
−3.93143723


203421_at
TP53I11
1.346100534
−1.194848772
−1.60838657


219354_at
KLHL26
1.689888629
−1.196834388
−2.022516823


218821_at
NPEPL1
1.447497808
−1.196871672
−1.732469121


202356_s_at
GTF2F1
2.761565699
−1.197874509
−3.308009156


202109_at
ARFIP2
1.462207326
−1.198609104
−1.752615012


214198_s_at
DGCR2
1.572635235
−1.199263231
−1.886003613


209262_s_at
NR2F6
1.550749294
−1.199758919
−1.860525297


215281_x_at
POGZ
1.898405128
−1.203443591
−2.284623484


214030_at
CRYBG3
1.518115963
−1.205533883
−1.830140232


212177_at
SFRS18
1.316474002
−1.205561957
−1.587090974


212001_at
SFRS14
1.434517004
−1.208414192
−1.733490707


216117_at
EXOSC2
1.743912881
−1.209377039
−2.109048198


207730_x_at
None
2.153453769
−1.209746019
−2.605132125


207435_s_at
SRRM2
1.511049329
−1.210110098
−1.828536051


200714_x_at
OS9
1.93320442
−1.21099311
−2.341097232


214902_x_at
None
2.750175532
−1.21205972
−3.333376985


201224_s_at
SRRM1
2.376226378
−1.212936704
−2.882212191


221649_s_at
PPAN
1.612345114
−1.213934578
−1.957281485


222190_s_at
C16orf58
1.69559413
−1.215366883
−2.060768952


218530_at
FHOD1
2.102120414
−1.216277968
−2.556762747


39729_at
PRDX2
2.583346819
−1.217193284
−3.144432399


41657_at
STK11
2.080088188
−1.218987819
−2.535602164


212359_s_at
KIAA0913
2.534777823
−1.219186508
−3.090366923


218030_at
GIT1
3.177940805
−1.220974264
−3.880183936


218083_at
PTGES2
1.483781835
−1.223265038
−1.815058442


211464_x_at
CASP6
1.454702206
−1.224678433
−1.781542418


202573_at
CSNK1G2
2.762614393
−1.224767981
−3.383561652


44669_at
LOC644096
1.656956618
−1.224860385
−2.029540522


204740_at
CNKSR1
2.049819185
−1.225398219
−2.511844779


209241_x_at
MINK1
2.181112255
−1.225591964
−2.673153653


212052_s_at
TBC1D9B
2.054280755
−1.225757181
−2.518049388


204442_x_at
LTBP4
1.314052889
−1.228360651
−1.614130862


206687_s_at
PTPN6
3.293768405
−1.230342941
−4.052464705


215604_x_at
None
2.496723009
−1.231396458
−3.074455871


219843_at
IPP
1.594814277
−1.231440151
−1.963918334


211289_x_at
CDC2L2
1.745153052
−1.233479535
−2.152610574


210981_s_at
GRK6
1.624494145
−1.237759696
−2.010733379


211780_x_at
DCTN1
1.584535573
−1.238604348
−1.96261265


208137_x_at
ZNF611
2.539921729
−1.239202758
−3.147478011


212080_at
MLL
2.399373994
−1.239273475
−2.973480547


35436_at
GOLGA2
1.372948941
−1.239393327
−1.701623756


215566_x_at
LYPLA2
1.882444205
−1.240404636
−2.334992518


212726_at
PHF2
1.55502855
−1.240414912
−1.928880602


35666_at
SEMA3F
1.378370277
−1.241798043
−1.711657513


208774_at
CSNK1D
3.641615005
−1.242886708
−4.526114885


214645_at
None
1.450182998
−1.245366049
−1.80600867


212955_s_at
POLR2I
2.247337496
−1.245633046
−2.799357851


220661_s_at
ZNF692
1.835625953
−1.245920573
−2.287044138


214001_x_at
RPS10
1.93594095
−1.249150123
−2.418280876


214723_x_at
ANKRD36
1.591946617
−1.251119585
−1.99171559


214123_s_at
C4orf10
1.500096235
−1.251575503
−1.8774837


219755_at
CBX8
1.569304027
−1.251826564
−1.964496468


202178_at
PRKCZ
1.523801512
−1.252032645
−1.907849238


201321_s_at
SMARCC2
1.581130961
−1.252079273
−1.979701305


40850_at
FKBP8
1.884172023
−1.252827949
−2.36054337


208297_s_at
EVI5
2.012189555
−1.253593105
−2.522466951


202871_at
TRAF4
1.911406741
−1.254630095
−2.398108422


202135_s_at
ACTR1B
1.852328113
−1.255919091
−2.326374241


203288_at
KIAA0355
1.636745726
−1.256134768
−2.055973213


213642_at
None
1.608622419
−1.256597032
−2.021390157


220587_s_at
GBL
1.79543275
−1.257362075
−2.257509048


214674_at
USP19
1.368475596
−1.258287219
−1.721935352


212625_at
STX10
3.255567361
−1.258790125
−4.098076044


203175_at
RHOG
1.453745288
−1.259337569
−1.830756057


201640_x_at
CLPTM1
1.350042842
−1.260684613
−1.701978237


64474_g_at
TRMT2A
1.587682782
−1.262065351
−2.003759428


204512_at
HIVEP1
2.960025373
−1.262688104
−3.737588826


203315_at
NCK2
1.541450872
−1.265878271
−1.951289164


203942_s_at
MARK2
2.482695674
−1.268268487
−3.148724687


201320_at
SMARCC2
2.122864803
−1.268920503
−2.693746674


218389_s_at
APH1A
1.606620221
−1.269127995
−2.039006699


203514_at
MAP3K3
1.840342282
−1.269175589
−2.335717499


214740_at
POLR2J2
1.370421379
−1.269571847
−1.739848401


40489_at
ATN1
1.409814994
−1.271293432
−1.792288541


215628_x_at
None
2.844932321
−1.271333362
−3.616857372


216804_s_at
PDLIM5
2.183739022
−1.271640688
−2.776931394


214021_x_at
ITGB5
1.423366806
−1.272934221
−1.811852316


211065_x_at
PFKL
1.334272675
−1.273231939
−1.698838585


219906_at
FLJ10213
1.573496227
−1.274050088
−2.004713007


52078_at
TMEM222
1.458803457
−1.27499358
−1.859965042


218463_s_at
MUS81
2.289075577
−1.27671794
−2.922503854


202549_at
VAPB
1.310099005
−1.277877083
−1.674145495


213368_x_at
PPFIA3
1.663843944
−1.281992895
−2.133036115


36084_at
CUL7
1.407896866
−1.283447555
−1.806961791


205774_at
F12
1.775996554
−1.283824772
−2.280068372


213758_at
COX4I1
1.98000759
−1.284248251
−2.542821285


205025_at
ZBTB48
1.427580391
−1.286190998
−1.836141049


215206_at
None
1.502834579
−1.286282343
−1.933069585


213231_at
DMWD
1.49518681
−1.287032384
−1.924353845


215032_at
RREB1
3.351667755
−1.289008382
−4.32032783


204573_at
CROT
2.042413549
−1.291202359
−2.637169193


217646_at
SURF1
2.268271302
−1.29129328
−2.92900349


218038_at
ATP5SL
1.305419949
−1.29212723
−1.686768663


212784_at
CIC
1.612419599
−1.293900246
−2.086310117


204842_x_at
PRKAR2A
1.907580435
−1.295908773
−2.472050222


212695_at
CRY2
2.056963698
−1.295934279
−2.665689767


207390_s_at
SMTN
2.189637276
−1.297092012
−2.84016102


214656_x_at
MYO1C
1.829974232
−1.297227
−2.373891983


202463_s_at
MBD3
1.896195327
−1.297894304
−2.461061115


211197_s_at
ICOSLG
1.395069984
−1.298090911
−1.810927666


201793_x_at
SMG7
1.909516067
−1.298178328
−2.478892375


203193_at
ESRRA
1.398766598
−1.298790505
−1.816704775


214792_x_at
VAMP2
2.937637696
−1.299143415
−3.816412669


211503_s_at
RAB14
1.96631059
−1.299452687
−2.555127579


210443_x_at
OGFR
1.570427873
−1.301397943
−2.043751603


217931_at
CNPY3
1.950872216
−1.30165428
−2.53936117


219453_at
KLHL36
1.4929559
−1.303330439
−1.945814869


206792_x_at
PDE4C
2.372000326
−1.30487045
−3.095153131


201046_s_at
RAD23A
4.336268245
−1.305001171
−5.65883514


214259_s_at
AKR7A2
1.639386515
−1.306119451
−2.141234615


207643_s_at
TNFRSF1A
1.781302553
−1.308002837
−2.329948794


219429_at
FA2H
1.347970187
−1.308206283
−1.763423067


48659_at
RP5-1077B9.4
2.612144457
−1.309765442
−3.421296539


41386_i_at
JMJD3
1.869649474
−1.310821969
−2.450777605


50376_at
ZNF444
1.873437637
−1.312007152
−2.457963579


32099_at
SAFB2
1.547920221
−1.312262798
−2.03127812


212383_at
ATP6V0A1
1.675807115
−1.312385359
−2.199304723


222282_at
None
1.420314197
−1.312394316
−1.864012278


203719_at
ERCC1
2.108238303
−1.315573908
−2.773543304


205731_s_at
NCOA2
1.408102084
−1.316620481
−1.853936043


212146_at
PLEKHM2
1.453614155
−1.317142058
−1.914616339


208871_at
ATN1
4.941809817
−1.317372171
−6.510202729


214395_x_at
EEF1D
1.378882817
−1.317792446
−1.817081359


202993_at
ILVBL
1.328490164
−1.318318404
−1.751373032


219413_at
ACBD4
1.889873017
−1.318454568
−2.491711713


33760_at
PEX14
1.576265068
−1.319234067
−2.079462576


221495_s_at
TCF25
1.459355373
−1.320507436
−1.927089622


219380_x_at
POLH
2.474901977
−1.320869331
−3.269022119


210717_at
None
1.445990446
−1.321632648
−1.911068183


208246_x_at
None
2.863255541
−1.322279109
−3.786022985


35201_at
HNRNPL
1.676173921
−1.322949286
−2.217493092


60528_at
JMJD7
4.555471491
−1.323031502
−6.027032289


40149_at
SH2B1
1.721307866
−1.324224881
−2.279398704


219392_x_at
PRR11
1.993481885
−1.324766637
−2.640898292


210825_s_at
PEBP1
1.917976558
−1.32660002
−2.544387739


202368_s_at
TRAM2
1.365903344
−1.326628675
−1.812046543


216310_at
TAOK1
2.012329162
−1.327301451
−2.670967417


221832_s_at
LUZP1
2.148442686
−1.328498434
−2.854202744


203252_at
CDK2AP2
2.140394663
−1.329173086
−2.844954979


208710_s_at
AP3D1
2.668651574
−1.329913825
−3.549076621


220036_s_at
LMBR1L
1.652504888
−1.330725678
−2.199030688


220081_x_at
HSD17B7
2.004405326
−1.331573308
−2.66901263


200070_at
C2orf24
1.881574424
−1.337892229
−2.517343799


217612_at
TIMM50
1.439770265
−1.338205394
−1.926708335


202015_x_at
METAP2
2.683310153
−1.339543616
−3.594410985


204927_at
RASSF7
1.526363389
−1.339558305
−2.044652754


215620_at
RREB1
1.318263501
−1.340449602
−1.767065785


209815_at
PTCH1
1.805740716
−1.341353949
−2.42213744


221192_x_at
MFSD11
1.932634628
−1.341549648
−2.592725305


208987_s_at
FBXL11
2.6353182
−1.342400643
−3.537652847


218130_at
C17orf62
1.820417075
−1.34705637
−2.452204417


212991_at
FBXO9
1.323413694
−1.347295148
−1.783028848


218887_at
MRPL2
2.089725866
−1.347935921
−2.816816561


206169_x_at
ZC3H7B
1.960874804
−1.349809969
−2.646808358


215316_at
None
1.413115635
−1.351444651
−1.909747566


217286_s_at
NDRG3
1.922181878
−1.351650437
−2.598117976


211950_at
UBR4
2.643280828
−1.352773632
−3.575760605


202182_at
KAT2A
2.235150886
−1.3551021
−3.02885766


211730_s_at
POLR2L
1.401234688
−1.355280556
−1.899066126


220973_s_at
SHARPIN
1.5127852
−1.356175484
−2.051602201


204805_s_at
H1FX
1.845881527
−1.356288324
−2.503547562


203994_s_at
C21orf2
1.52932621
−1.360344454
−2.080410428


214486_x_at
CFLAR
1.468930754
−1.360620318
−1.99865703


213350_at
RPS11
3.372011718
−1.36341467
−4.597450243


217297_s_at
MYO9B
1.972231807
−1.364343519
−2.690801684


201728_s_at
KIAA0100
1.815101786
−1.364373892
−2.476477487


211316_x_at
CFLAR
1.434638721
−1.365808653
−1.959441978


205964_at
ZNF426
1.540681012
−1.36727429
−2.106533537


208369_s_at
GCDH
1.387744999
−1.367788681
−1.898141902


210172_at
SF1
2.193182238
−1.368072343
−3.000431963


209013_x_at
TRIO
2.789806599
−1.369240863
−3.819917196


212759_s_at
TCF7L2
1.913620764
−1.369782343
−2.621243934


215377_at
CTBP2
1.992558434
−1.370094796
−2.72999394


212930_at
ATP2B1
2.689723896
−1.371349242
−3.688550825


217117_x_at
MUC3A
1.413483123
−1.372521575
−1.940036083


209703_x_at
METTL7A
2.769250965
−1.373287554
−3.802977884


215137_at
RP11-374F3.4
1.77731123
−1.373618892
−2.441348283


214241_at
NDUFB8
1.597179679
−1.375076712
−2.196244582


216187_x_at
None
2.797659118
−1.375679997
−3.848683686


203956_at
MORC2
1.593137399
−1.375744493
−2.191750004


209370_s_at
SH3BP2
1.72584838
−1.377321699
−2.377048424


215359_x_at
ZNF44
1.606108005
−1.377884544
−2.213031396


215191_at
None
1.884227212
−1.378285959
−2.597003909


219053_s_at
VPS37C
2.431773534
−1.380008362
−3.355867811


204824_at
ENDOG
1.654127601
−1.381282105
−2.284816855


212512_s_at
CARM1
1.665968963
−1.383075997
−2.304161685


202072_at
HNRNPL
1.534963713
−1.385379458
−2.126507197


201140_s_at
RAB5C
2.16930321
−1.385430645
−3.005419145


221569_at
AHI1
2.363904036
−1.385484112
−3.275151486


211474_s_at
SERPINB6
1.551731967
−1.388173614
−2.154073371


218301_at
RNPEPL1
1.669825719
−1.388281664
−2.318188429


205069_s_at
ARHGAP26
1.350537214
−1.391035824
−1.878645647


214829_at
AASS
1.588837299
−1.392395551
−2.212289987


217891_at
C16orf58
1.799848854
−1.393684685
−2.508421783


221887_s_at
DFNB31
1.363442952
−1.393950167
−1.900571531


220796_x_at
SLC35E1
2.961754061
−1.394737114
−4.130868311


202339_at
SYMPK
3.035144819
−1.396034353
−4.237166433


202081_at
IER2
2.06841802
−1.398343366
−2.892358616


222006_at
LETM1
1.821438821
−1.398792769
−2.547815453


201480_s_at
SUPT5H
3.561120754
−1.402368171
−4.994002398


215887_at
ZNF277
1.51447551
−1.402602246
−2.124206752


41160_at
MBD3
2.349244379
−1.402742433
−3.295384776


215012_at
ZNF451
1.410555236
−1.402827097
−1.978765107


212778_at
PACS2
1.589579317
−1.404742061
−2.232948926


203388_at
ARRB2
1.466573547
−1.405472375
−2.061228606


213394_at
MAPKBP1
1.994640694
−1.406441132
−2.805344715


204921_at
GAS8
2.628236274
−1.40871646
−3.7024397


215553_x_at
None
2.964228371
−1.411071414
−4.18273792


218920_at
FLJ10404
2.077043964
−1.411488846
−2.931724387


201082_s_at
DCTN1
2.000944573
−1.417200043
−2.835738734


215735_s_at
TSC2
1.526056544
−1.417731353
−2.163538209


218424_s_at
STEAP3
1.786899641
−1.418813767
−2.535277812


221920_s_at
SLC25A37
1.502421461
−1.419238253
−2.132294009


208751_at
NAPA
1.922029426
−1.420163332
−2.729595713


204968_at
C6orf47
1.926211836
−1.42151035
−2.738130061


212208_at
MED13L
1.917089075
−1.422390593
−2.726849465


205353_s_at
PEBP1
1.790975978
−1.422665736
−2.547960159


208874_x_at
PPP2R4
1.629875493
−1.424059944
−2.321040404


218714_at
PRR14
1.335508308
−1.424726962
−1.902734695


215764_x_at
AP2A2
2.239647798
−1.424781875
−3.191009589


202739_s_at
PHKB
2.225709536
−1.42525215
−3.172197301


203227_s_at
TSPAN31
2.829043375
−1.426451626
−4.035493523


219040_at
CORO7
3.70025503
−1.427084608
−5.280576999


219206_x_at
TMBIM4
2.764749299
−1.428173875
−3.948542719


220934_s_at
None
1.888256338
−1.432331796
−2.704609592


201591_s_at
NISCH
2.096340562
−1.43291296
−3.00387356


216751_at
None
1.818772413
−1.433305418
−2.606856353


222339_x_at
None
1.327480095
−1.435052214
−1.905003249


216105_x_at
PPP2R4
1.675751944
−1.435146436
−2.404949431


218665_at
FZD4
1.360485653
−1.435755742
−1.953325089


221755_at
EHBP1L1
1.4166785
−1.43608867
−2.034475942


206845_s_at
RNF40
1.346966641
−1.436501176
−1.934919165


213388_at
PDE4DIP
1.528524101
−1.436623633
−2.195913847


208610_s_at
SRRM2
1.635356369
−1.437145686
−2.350245351


217844_at
CTDSP1
2.36486364
−1.439874489
−3.405106825


203280_at
SAFB2
1.560748237
−1.440311336
−2.247963379


202615_at
GNAQ
1.791411361
−1.444881334
−2.588376837


217586_x_at
None
2.34158559
−1.445416731
−3.384566988


203384_s_at
GOLGA1
2.592192916
−1.445550797
−3.747146536


202802_at
DHPS
1.471099128
−1.455617909
−2.141358237


207839_s_at
C9orf127
1.416744497
−1.457163521
−2.0644284


209364_at
BAD
1.54042107
−1.458211882
−2.246260308


206352_s_at
PEX10
1.343818378
−1.459224913
−1.960933256


216472_at
None
1.547332277
−1.459554955
−2.258416493


222131_x_at
RHOT2
2.305066258
−1.460241742
−3.365953967


218180_s_at
EPS8L2
1.5267374
−1.464715806
−2.236236402


205757_at
ENTPD5
2.016840908
−1.467621807
−2.959959699


212401_s_at
CDC2L2
2.286116295
−1.468220171
−3.356522057


218206_x_at
SCAND1
1.882201185
−1.47081382
−2.768367515


207365_x_at
USP34
2.180591337
−1.470951901
−3.207544973


211031_s_at
CLIP2
1.897951806
−1.472126365
−2.794024893


45828_at
ATP5SL
1.493856738
−1.473724161
−2.201532767


213885_at
TRIM3
1.359029257
−1.474341514
−2.003673253


203297_s_at
JARID2
2.135629723
−1.475236583
−3.150559095


219346_at
LRFN3
1.509613525
−1.476737197
−2.229302445


203239_s_at
CNOT3
3.570583605
−1.477953333
−5.277155939


213913_s_at
TBC1D30
2.359528407
−1.478135701
−3.487703174


215587_x_at
None
2.002973158
−1.478590557
−2.961577197


202321_at
GGPS1
2.583569575
−1.479905074
−3.823437723


65884_at
MAN1B1
1.452334518
−1.483557293
−2.154621467


55065_at
MARK4
2.432015449
−1.483646951
−3.608252305


221888_at
CC2D1A
2.732159385
−1.484585069
−4.05612303


47560_at
LPHN1
1.48186614
−1.48627205
−2.202456226


214707_x_at
ALMS1
3.070157006
−1.486712769
−4.564441623


39817_s_at
C6orf108
1.582401447
−1.487406842
−2.353674739


213840_s_at
MRPS12
1.602680448
−1.489606164
−2.387362674


203005_at
LTBR
3.115464322
−1.492495071
−4.649815143


216338_s_at
YIPF3
1.530253868
−1.494240878
−2.286567884


204067_at
SUOX
3.027535576
−1.495343422
−4.527205408


202621_at
IRF3
2.104436218
−1.495904961
−3.148036578


222238_s_at
POLM
2.429285613
−1.500088596
−3.644143645


214782_at
CTTN
1.664672447
−1.500990948
−2.498658274


205823_at
RGS12
1.384976096
−1.501607481
−2.079690467


218679_s_at
VPS28
1.322223623
−1.503646546
−1.988156984


201331_s_at
STAT6
1.686291982
−1.507145461
−2.541487306


215147_at
None
3.763077251
−1.508504014
−5.676617138


204828_at
RAD9A
2.712547336
−1.508623735
−4.092213294


218262_at
RMND5B
1.3397247
−1.508818911
−2.021401964


210647_x_at
PLA2G6
1.543475106
−1.509488953
−2.329858623


200827_at
PLOD1
1.807018447
−1.510765834
−2.72998173


218762_at
ZNF574
2.188539208
−1.511876129
−3.308800187


203488_at
LPHN1
1.79906729
−1.514588054
−2.724845826


222372_at
None
1.834639014
−1.514902508
−2.779299244


218004_at
BSDC1
2.26121302
−1.516387082
−3.428874213


210977_s_at
HSF4
2.083390894
−1.518728251
−3.164104608


203655_at
XRCC1
1.776911513
−1.519302332
−2.699665805


202492_at
ATG9A
2.918582723
−1.520385404
−4.437370571


219541_at
LIME1
1.951027458
−1.52091373
−2.967344448


213190_at
COG7
2.741847737
−1.521616338
−4.172040312


210622_x_at
CDK10
1.597016719
−1.524362977
−2.43443316


43977_at
TMEM161A
1.471384218
−1.528100232
−2.248422565


210958_s_at
MAST4
2.069342145
−1.529980137
−3.166052378


202913_at
ARHGEF11
2.636492557
−1.531024978
−4.036535958


221496_s_at
TOB2
1.947387302
−1.532608204
−2.984581754


202093_s_at
PAF1
1.836502832
−1.534433597
−2.817991646


221855_at
LOC644096
1.887448439
−1.539805395
−2.906303288


221250_s_at
MXD3
1.614781822
−1.542317271
−2.490505892


218900_at
CNNM4
1.406461751
−1.544524625
−2.172314809


202959_at
MUT
2.076682009
−1.545927632
−3.2104001


210719_s_at
HMG20B
2.537209784
−1.546934359
−3.924896992


214715_x_at
ZNF160
3.083069146
−1.54760254
−4.771365642


213944_x_at
GNA11
1.609528405
−1.548213336
−2.491893341


215754_at
SCARB2
1.827687132
−1.549624475
−2.832228712


215605_at
NCOA2
1.351722329
−1.551365288
−2.0970151


218874_s_at
C6orf134
1.841940453
−1.553608204
−2.8616538


203668_at
MAN2C1
1.725139795
−1.554641472
−2.68197387


34406_at
PACS2
1.786815962
−1.557578741
−2.783106557


201556_s_at
VAMP2
1.929080553
−1.559498715
−3.008398643


90610_at
LRCH4
2.791040935
−1.562211935
−4.360197461


212332_at
RBL2
1.791654961
−1.562605055
−2.799649099


211374_x_at
None
2.232624944
−1.563037805
−3.489677191


210069_at
CPT1B
1.480814645
−1.565148675
−2.31769508


221860_at
HNRNPL
2.073741906
−1.565336706
−3.246104324


212155_at
RNF187
1.599413161
−1.570282104
−2.511529864


217914_at
TPCN1
1.547478243
−1.571239544
−2.431459009


203117_s_at
PAN2
1.48085074
−1.573458435
−2.330057088


65770_at
RHOT2
1.529513613
−1.574885602
−2.408808967


213681_at
CYHR1
2.523908437
−1.576098787
−3.977929025


221754_s_at
CORO1B
1.847280532
−1.580955087
−2.920467555


212207_at
MED13L
2.896167426
−1.581195873
−4.579407981


221800_s_at
C17orf70
2.132152521
−1.586745192
−3.38318276


47083_at
C7orf26
2.048004027
−1.58813589
−3.252508698


212090_at
GRINA
1.603021121
−1.588404337
−2.546245701


214779_s_at
SGSM3
3.35267845
−1.588947694
−5.327230693


203837_at
MAP3K5
1.719865693
−1.591168769
−2.736596578


202667_s_at
SLC39A7
2.253552549
−1.592769517
−3.589389806


33814_at
PAK4
1.799884909
−1.594309729
−2.869574023


213778_x_at
ZNF276
2.244270535
−1.595641038
−3.581050165


205406_s_at
SPA17
1.940940015
−1.597062846
−3.099803185


214679_x_at
GNA11
1.543037715
−1.598688412
−2.466836514


210384_at
PRMT2
2.417527177
−1.601317572
−3.871228749


207556_s_at
DGKZ
1.348115106
−1.601956515
−2.159621777


220605_s_at
SIRT2
1.789729509
−1.602004232
−2.867154247


219818_s_at
GPATCH1
2.211039263
−1.603954884
−3.546407226


202648_at
RPS19
1.712183054
−1.606463517
−2.750559611


218642_s_at
CHCHD7
1.354511456
−1.606854854
−2.176503308


203452_at
B3GAT3
1.457260967
−1.607786252
−2.342964149


217679_x_at
None
3.07507401
−1.608544538
−4.946393503


32402_s_at
SYMPK
4.996598388
−1.609849611
−8.04377197


221939_at
CARM1
2.924939809
−1.610742296
−4.711324263


221176_x_at
WBSCR23
3.456460128
−1.612775103
−5.574492839


213076_at
ITPKC
2.128609667
−1.616678745
−3.441278004


219730_at
MED18
1.875978567
−1.616766364
−3.033019047


214879_x_at
USF2
2.681696112
−1.616776742
−4.335703904


206385_s_at
ANK3
1.387578305
−1.617162472
−2.243939561


203014_x_at
SGSM3
2.026310655
−1.617552135
−3.277663127


202785_at
NDUFA7
1.519545403
−1.617631241
−2.458064116


209166_s_at
MAN2B1
1.566306144
−1.617635697
−2.533712732


213072_at
CYHR1
2.22775777
−1.618491149
−3.605606234


201247_at
SREBF2
1.451401088
−1.619779498
−2.350949726


38269_at
PRKD2
3.068219564
−1.624392051
−4.983991471


214326_x_at
JUND
1.518758289
−1.627277813
−2.471441668


35179_at
B3GAT3
1.932804739
−1.628697701
−3.147954636


203965_at
USP20
1.662819451
−1.629097436
−2.708894904


219562_at
RAB26
1.392132518
−1.631493652
−2.271255365


201473_at
JUNB
1.475460638
−1.63186138
−2.407747233


212566_at
MAP4
1.426349229
−1.633192768
−2.329503246


203249_at
EZH1
1.301452365
−1.634061302
−2.126652945


212518_at
PIP5K1C
1.780849207
−1.634960572
−2.911618237


218551_at
RP5-1077B9.4
4.527257708
−1.636612642
−7.409367197


213311_s_at
TCF25
2.393321467
−1.636796892
−3.917381139


204175_at
ZNF593
1.476536653
−1.637666509
−2.418074626


61874_at
C9orf7
3.079239657
−1.638228103
−5.044496942


209468_at
LRP5
2.16513818
−1.643163682
−3.557676425


204985_s_at
TRAPPC6A
1.786778235
−1.644179069
−2.937783375


220546_at
MLL
1.589923989
−1.646442797
−2.617718899


221071_at
None
1.519135536
−1.646885932
−2.501842944


210679_x_at
None
3.058317028
−1.648361044
−5.041210651


222378_at
None
1.777012791
−1.651606185
−2.934925315


201333_s_at
ARHGEF12
1.46227928
−1.654720052
−2.419662847


221599_at
C11orf67
1.622683437
−1.654773106
−2.68517291


218419_s_at
TMUB2
2.073619002
−1.654857546
−3.431544054


203010_at
STAT5A
1.310080833
−1.656049105
−2.16955819


221593_s_at
RPL31
2.432281868
−1.657915319
−4.03251737


48106_at
SLC48A1
1.333711686
−1.66078655
−2.215010429


201282_at
OGDH
1.503905646
−1.661403125
−2.498593541


203379_at
RPS6KA1
1.353985915
−1.664678774
−2.253951612


218131_s_at
GATAD2A
1.58574991
−1.666123973
−2.64205594


209513_s_at
HSDL2
1.774694715
−1.667019634
−2.958450933


40829_at
WDTC1
2.720508179
−1.667339371
−4.536010396


212495_at
JMJD2B
1.308227658
−1.66897395
−2.183397881


204978_at
SFRS16
2.886561224
−1.67492115
−4.834762445


201621_at
NBL1
1.44627046
−1.677913963
−2.426717399


217969_at
C11orf2
1.452979201
−1.680192358
−2.44128455


213045_at
MAST3
2.678898031
−1.681778967
−4.505314364


214246_x_at
MINK1
2.356884722
−1.682239561
−3.96484472


201353_s_at
BAZ2A
2.117118455
−1.68765662
−3.572968976


222332_at
None
1.305872835
−1.692275518
−2.209896628


209675_s_at
HNRNPUL1
2.10725452
−1.697887398
−3.577880894


213766_x_at
GNA11
2.026100128
−1.69791629
−3.440148412


216067_at
None
2.486837437
−1.699649171
−4.226751187


213204_at
CUL9
2.605781472
−1.700377384
−4.430811884


217903_at
STRN4
2.227871431
−1.700860587
−3.78929871


209367_at
STXBP2
1.463551501
−1.702880749
−2.492253676


212032_s_at
PTOV1
1.613586781
−1.707630081
−2.755409326


209002_s_at
CALCOCO1
2.894256606
−1.709420733
−4.947502249


206580_s_at
EFEMP2
2.819999251
−1.712859553
−4.830262657


205727_at
TEP1
1.449885589
−1.713443454
−2.484296972


204398_s_at
EML2
2.202556733
−1.715589337
−3.778682846


212303_x_at
KHSRP
1.382218028
−1.716534413
−2.372624812


212772_s_at
ABCA2
2.334900238
−1.718604485
−4.012770022


213705_at
None
1.995659862
−1.719413682
−3.431364871


219742_at
PRR7
2.080335259
−1.71998455
−3.578144504


217164_at
None
1.757492686
−1.721420608
−3.025384127


206335_at
GALNS
1.983984605
−1.723773062
−3.419939218


213147_at
HOXA10
3.379927161
−1.730275836
−5.848206294


213244_at
SCAMP4
2.615231786
−1.73344941
−4.533371996


221789_x_at
RHOT2
1.577813449
−1.733839917
−2.735675941


214149_s_at
ATP6V0E1
2.605176657
−1.740888325
−4.535321628


221831_at
LUZP1
2.325935678
−1.742677634
−4.053356083


209820_s_at
TBL3
1.554465127
−1.746695742
−2.715177619


221588_x_at
ALDH6A1
2.169693336
−1.747579401
−3.791711381


218650_at
DGCR8
2.398992778
−1.749926966
−4.198062152


219807_x_at
RAB4B
1.956887266
−1.749948373
−3.424451687


212553_at
RPRD2
3.102904376
−1.750110838
−5.430426579


200623_s_at
CALM3
1.826847477
−1.751774916
−3.200225586


205130_at
RAGE
1.366442438
−1.752060879
−2.39409034


209282_at
PRKD2
3.652934574
−1.757397049
−6.41965644


204248_at
GNA11
1.470590713
−1.759082773
−2.58689079


215148_s_at
APBA3
2.154357706
−1.760972733
−3.793765177


218476_at
POMT1
1.824915132
−1.762744833
−3.21685972


218555_at
ANAPC2
1.51621462
−1.768695443
−2.681721889


215555_at
None
1.43000785
−1.776781023
−2.540810811


209587_at
PITX1
2.01193101
−1.778591016
−3.578402419


221044_s_at
TRIM34
1.894374593
−1.778947843
−3.369993596


219154_at
RHOF
1.329141408
−1.780014228
−2.365890616


214041_x_at
RPL37A
2.942767433
−1.783879839
−5.249543494


202801_at
PRKACA
2.548967397
−1.789107565
−4.560376853


204650_s_at
APBB3
2.406480243
−1.789282111
−4.305872049


219233_s_at
GSDMB
1.326678938
−1.792696642
−2.378332877


64486_at
CORO1B
1.362294664
−1.794125054
−2.444126988


213502_x_at
LOC91316
1.385426048
−1.795327991
−2.487294164


219223_at
C9orf7
1.769167725
−1.795983845
−3.177396654


201314_at
STK25
3.52863928
−1.796257491
−6.338344741


205182_s_at
ZNF324
1.894748547
−1.796673483
−3.404244471


40016_g_at
MAST4
2.486977449
−1.796855272
−4.46873854


218780_at
HOOK2
2.38561357
−1.798324679
−4.290107759


221010_s_at
SIRT5
1.778172562
−1.798690889
−3.198382787


219854_at
ZNF14
1.50482631
−1.798787861
−2.706863299


205614_x_at
MST1
1.456304185
−1.798937566
−2.619800307


204193_at
CHKB
1.484624666
−1.801234537
−2.674157224


219919_s_at
SSH3
1.553693581
−1.804980809
−2.804387097


37005_at
NBL1
1.544365825
−1.805770806
−2.788770721


218466_at
TBC1D17
2.040625583
−1.812632588
−3.698904431


91617_at
TRMT2A
2.131795437
−1.813293508
−3.865570828


215390_at
None
2.160553244
−1.81346346
−3.918084361


204611_s_at
PPP2R5B
1.549049038
−1.816828052
−2.814355745


213616_at
C18orf10
2.134004231
−1.817052934
−3.877598649


213485_s_at
ABCC10
3.095723846
−1.825708568
−5.65188955


213771_at
IRF2BP1
1.604736471
−1.830646984
−2.93770598


201673_s_at
GYS1
1.463391239
−1.831145353
−2.679682068


219095_at
JMJD7-
5.896601331
−1.832569907
−10.80593415



PLA2G4B


216109_at
MED13L
1.887874731
−1.833882707
−3.462140821


203777_s_at
RPS6KB2
2.269075121
−1.836017303
−4.166061183


219062_s_at
ZCCHC2
3.378532814
−1.83839128
−6.211065264


218771_at
PANK4
2.170614379
−1.840495598
−3.99500621


203149_at
PVRL2
1.462292209
−1.841687014
−2.693084571


212064_x_at
MAZ
3.01680862
−1.845199743
−5.566614489


201531_at
ZFP36
1.847129985
−1.846971796
−3.411596987


203230_at
DVL1
1.934794561
−1.847817937
−3.575148094


205372_at
PLAG1
1.538177856
−1.851064241
−2.847266025


220015_at
CASZ1
1.328123757
−1.853666202
−2.461898121


218857_s_at
ASRGL1
1.558753979
−1.856866027
−2.894397308


203926_x_at
ATP5D
1.411940375
−1.858634289
−2.624280796


218492_s_at
THAP7
1.361570715
−1.859572914
−2.531940021


215376_at
None
1.511033367
−1.86481488
−2.817797507


221560_at
MARK4
2.25603853
−1.865806408
−4.209331147


204522_at
DOM3Z
1.43548043
−1.87145628
−2.686438866


221587_s_at
C19orf24
1.398929632
−1.87533903
−2.62346734


222234_s_at
DBNDD1
1.877414029
−1.875759647
−3.521577476


209936_at
RBM5
1.574767938
−1.875811527
−2.95396785


203568_s_at
TRIM38
1.858355672
−1.876050086
−3.486368319


203752_s_at
JUND
2.239439065
−1.876340232
−4.201949615


46142_at
LMF1
1.478765067
−1.876967775
−2.775594378


215873_x_at
ABCC10
2.377482817
−1.879122565
−4.46758161


221765_at
UGCG
2.369805873
−1.880058677
−4.455374095


220312_at
FAM83E
2.025311539
−1.880674136
−3.808951028


204804_at
TRIM21
1.642510671
−1.882375277
−3.091821479


218910_at
ANO10
1.693031374
−1.883296287
−3.188479701


221589_s_at
ALDH6A1
1.865071664
−1.883716707
−3.513266653


201050_at
PLD3
1.707611641
−1.884002236
−3.217144152


210771_at
PPARA
1.62407904
−1.884268514
−3.060200999


564_at
GNA11
1.464635065
−1.88542797
−2.761463919


218274_s_at
ANKZF1
1.600190238
−1.886040841
−3.018024141


203469_s_at
CDK10
3.062190507
−1.89219653
−5.79426625


203652_at
MAP3K11
1.920249977
−1.894415069
−3.637750494


217991_x_at
SSBP3
1.891299346
−1.900100457
−3.593658751


212448_at
NEDD4L
1.459498901
−1.911205699
−2.789402618


202331_at
BCKDHA
1.851316462
−1.911251362
−3.53833111


201206_s_at
RRBP1
1.777827407
−1.912679622
−3.400414253


213178_s_at
MAPK8IP3
2.807020873
−1.913523655
−5.371300839


204379_s_at
FGFR3
1.346769082
−1.917085911
−2.581872032


213326_at
VAMP1
1.490365103
−1.92337322
−2.866528328


1487_at
ESRRA
1.563123088
−1.926953521
−3.012065538


38157_at
DOM3Z
1.389619288
−1.941262893
−2.697616358


200884_at
CKB
1.961783098
−1.941287723
−3.808385444


203419_at
MLL4
3.268278097
−1.942351595
−6.348145175


213041_s_at
ATP5D
1.396833494
−1.94527489
−2.717225122


203412_at
LZTR1
2.000400539
−1.94555865
−3.891896571


202552_s_at
CRIM1
1.517512813
−1.950332543
−2.959654624


35148_at
TJP3
1.350014694
−1.954637249
−2.638789007


221734_at
PRRC1
1.780184182
−1.955613317
−3.481351893


209453_at
SLC9A1
1.992400207
−1.957937271
−3.900994624


222319_at
None
2.886204241
−1.965627024
−5.673201053


215544_s_at
UBOX5
1.440329009
−1.967289068
−2.833543515


218764_at
PRKCH
1.701202991
−1.980533899
−3.369290192


218309_at
CAMK2N1
2.118028254
−1.983375668
−4.200845704


57082_at
LDLRAP1
1.714309801
−1.986566939
−3.405591175


202455_at
HDAC5
2.692794147
−1.990138402
−5.359033041


204717_s_at
SLC29A2
1.668804901
−1.991785255
−3.323900994


209850_s_at
CDC42EP2
2.247969861
−2.001881517
−4.500169316


40562_at
GNA11
2.079385851
−2.008414859
−4.17626944


219707_at
CPNE7
2.305259847
−2.008527107
−4.630176891


91952_at
LOC90379
2.034903447
−2.012311926
−4.094860474


220956_s_at
EGLN2
1.992608393
−2.013235587
−4.011590128


218022_at
VRK3
3.397463701
−2.013757784
−6.841668974


213296_at
RER1
1.987671662
−2.014011213
−4.003193015


212492_s_at
JMJD2B
2.119155307
−2.014496664
−4.269031295


221849_s_at
LOC90379
3.66192102
−2.018209123
−7.390522408


206956_at
PMF1
2.821626243
−2.023076611
−5.708366058


217548_at
LOC100129502
1.317327938
−2.023091721
−2.665075245


205310_at
FBXO46
1.978317605
−2.024921931
−4.005938705


37462_i_at
SF3A2
1.649568688
−2.029496163
−3.347793322


65635_at
None
1.373263426
−2.032644986
−2.791357018


218547_at
DHDDS
2.403288809
−2.034323324
−4.889066479


203154_s_at
PAK4
2.118122025
−2.04071623
−4.322485994


207498_s_at
CYP2D6
1.494791709
−2.041704985
−3.051923683


222025_s_at
OPLAH
1.452218223
−2.043154595
−2.967106335


207722_s_at
BTBD2
2.288634231
−2.068008453
−4.732914937


32259_at
EZH1
2.650196948
−2.06875483
−5.482607735


216101_at
LOC440248
2.626252627
−2.075165344
−5.449908436


56256_at
SIDT2
2.606973648
−2.08466365
−5.4346632


218548_x_at
TEX264
1.858621314
−2.087787047
−3.880405504


222052_at
C19orf54
2.280338389
−2.093316993
−4.773471099


221961_at
CLCN7
1.364874905
−2.096410255
−2.861337747


205760_s_at
OGG1
1.357675019
−2.097243025
−2.847374463


58994_at
CC2D1A
2.961773606
−2.098107822
−6.214120371


208165_s_at
PRSS16
2.01287509
−2.103883796
−4.234855285


221656_s_at
ARHGEF10L
1.886046868
−2.108788622
−3.977274174


202253_s_at
DNM2
1.957491474
−2.113043606
−4.136264843


210720_s_at
NECAB3
2.038121153
−2.117442507
−4.315604363


212771_at
FAM171A1
1.56089198
−2.118890474
−3.307359147


213792_s_at
INSR
2.684805561
−2.131889468
−5.7237087


218944_at
PYCRL
2.445592126
−2.132028402
−5.214071872


214250_at
NUMA1
3.139460553
−2.132424627
−6.694662997


202700_s_at
TMEM63A
1.532321829
−2.146179964
−3.288638407


218068_s_at
ZNF672
2.492519907
−2.146374573
−5.349881353


202152_x_at
USF2
4.328393574
−2.147087657
−9.293440416


212719_at
PHLPP
2.033021723
−2.157232519
−4.385700573


55616_at
PERLD1
1.659640792
−2.165741464
−3.594352878


78047_s_at
MT1P3
1.920205998
−2.167613894
−4.1622652


221640_s_at
LRDD
2.892444453
−2.175461647
−6.292401975


215066_at
PTPRF
1.543368948
−2.175492304
−3.357587269


201204_s_at
RRBP1
1.82704092
−2.179575511
−3.982173646


218913_s_at
GMIP
1.363434298
−2.183458156
−2.977001737


210409_at
C6orf124
1.421268292
−2.186348225
−3.107387408


213038_at
RNF19B
1.542575931
−2.191729985
−3.380909922


208009_s_at
ARHGEF16
1.836677894
−2.191909033
−4.025830867


213526_s_at
LIN37
3.593649077
−2.212542611
−7.951101712


215591_at
SATB2
1.701220379
−2.213938983
−3.766398116


202440_s_at
ST5
1.345085406
−2.220440956
−2.986682724


210874_s_at
NAT6
1.357114131
−2.22171267
−3.015117658


219341_at
CLN8
1.495157025
−2.22282877
−3.323478052


204908_s_at
BCL3
1.498246532
−2.224558786
−3.332937485


52940_at
SIGIRR
1.873462135
−2.229992581
−4.177806662


204418_x_at
GSTM2
1.804309984
−2.230898281
−4.025232041


220748_s_at
ZNF580
1.684651431
−2.23631175
−3.76740579


203815_at
GSTT1
1.493737089
−2.245821328
−3.354666612


203718_at
PNPLA6
1.822324942
−2.250683321
−4.101476354


209381_x_at
SF3A2
2.180343157
−2.267029615
−4.942902508


212873_at
HMHA1
2.410168569
−2.26709846
−5.464089451


202551_s_at
CRIM1
1.764419032
−2.288282725
−4.037489591


220638_s_at
CBLC
1.721941354
−2.290018924
−3.943278287


40569_at
MZF1
1.983436411
−2.295503433
−4.552985089


204506_at
PPP3R1
2.497444922
−2.300568803
−5.745543873


218921_at
SIGIRR
1.763854318
−2.301444911
−4.059413544


213435_at
SATB2
1.434834722
−2.311028117
−3.315943385


203140_at
BCL6
2.146265706
−2.31718774
−4.97330058


215314_at
ANK3
3.15531488
−2.32480591
−7.335494679


213412_at
TJP3
1.794375785
−2.326116762
−4.173927592


635_s_at
PPP2R5B
1.592616057
−2.327268228
−3.70644475


213143_at
C2orf72
1.893254749
−2.33171107
−4.414523057


210336_x_at
MZF1
1.746761333
−2.338050338
−4.084015924


205289_at
BMP2
2.242102576
−2.339404831
−5.245185597


221256_s_at
HDHD3
1.404196865
−2.343415423
−3.29061659


221191_at
STAG3L1
2.064698715
−2.358957038
−4.870535566


219513_s_at
SH2D3A
1.301540055
−2.370360177
−3.085118714


218208_at
PQLC1
1.954837135
−2.372838793
−4.638513389


215737_x_at
USF2
3.40204127
−2.376785762
−8.08592325


219864_s_at
RCAN3
1.353500609
−2.37780441
−3.218359717


203110_at
PTK2B
2.325736975
−2.390046876
−5.558620393


203468_at
CDK10
2.593828517
−2.395523449
−6.213577036


212346_s_at
MXD4
3.908469171
−2.39773697
−9.371481027


36564_at
RNF19B
1.424324951
−2.399672509
−3.417913428


219802_at
PYROXD1
1.535393557
−2.429941422
−3.730916403


213820_s_at
STARD5
1.357206768
−2.444302219
−3.317423515


206374_at
DUSP8
1.568237928
−2.452565549
−3.846206314


219373_at
DPM3
2.949390434
−2.455718628
−7.242873031


204139_x_at
MZF1
1.786370291
−2.463040064
−4.399901597


202022_at
ALDOC
1.415487323
−2.479993294
−3.51039907


207761_s_at
METTL7A
1.754809173
−2.492950018
−4.37465156


43544_at
MED16
1.526430994
−2.493275861
−3.805813552


218086_at
NPDC1
1.54271921
−2.496470643
−3.851353218


202821_s_at
LPP
2.993567954
−2.551946238
−7.639424477


213384_x_at
PLCB3
2.704644578
−2.555041216
−6.910478371


218546_at
C1orf115
1.537648287
−2.562912342
−3.940857772


206453_s_at
NDRG2
1.50377893
−2.564843825
−3.856958104


216756_at
None
2.302033948
−2.568166572
−5.912006633


209889_at
SEC31B
1.39528962
−2.625485784
−3.663313061


209782_s_at
DBP
2.754461758
−2.634516354
−7.256674548


203365_s_at
MMP15
1.97614824
−2.63762731
−5.212342565


208094_s_at
CCDC130
3.403826159
−2.657333313
−9.045100643


213651_at
INPP5J
1.336094241
−2.665826322
−3.561795197


207291_at
PRRG4
1.414964049
−2.667600532
−3.77455885


215606_s_at
ERC1
3.965738868
−2.670345904
−10.58989454


202972_s_at
None
1.56527109
−2.683109656
−4.199793975


222364_at
SLC44A1
1.44058192
−2.696306777
−3.884250794


218901_at
PLSCR4
2.814177119
−2.696343603
−7.587988474


206043_s_at
ATP2C2
1.696449955
−2.700315584
−4.580950252


213931_at
ID2
1.336439137
−2.707074381
−3.61784015


204241_at
ACOX3
2.648369082
−2.712910216
−7.184787539


217047_s_at
None
1.347839143
−2.722204968
−3.669094412


204301_at
KBTBD11
1.851086467
−2.722358526
−5.039321026


214965_at
SPATA2L
2.249900446
−2.732352081
−6.147520168


215659_at
GSDMB
2.860997046
−2.737757857
−7.832717141


218552_at
ECHDC2
1.718321014
−2.756029892
−4.735744079


207394_at
ZNF137
2.061292159
−2.768679088
−5.707056494


205166_at
CAPN5
1.475709723
−2.809963536
−4.146690512


220609_at
LOC202181
1.400330211
−2.818470551
−3.946789462


49679_s_at
MMP24
2.381557522
−2.852546783
−6.793504247


218789_s_at
C11orf71
1.521622833
−2.857469782
−4.347991264


222109_at
GNL3L
2.908716621
−2.883322556
−8.386768242


209588_at
EPHB2
1.724482716
−3.012776237
−5.195480546


213686_at
None
1.59221253
−3.044419158
−4.84736233


200649_at
NUCB1
1.529376223
−3.049640824
−4.664048164


214797_s_at
PCTK3
2.070512079
−3.076077317
−6.369055242


221953_s_at
MT1P3
2.290601047
−3.114347528
−7.133727709


203722_at
ALDH4A1
1.692046662
−3.181697726
−5.383581015


202973_x_at
None
1.601036994
−3.301633772
−5.286037808


206539_s_at
CYP4F12
1.310354945
−3.30570521
−4.331647167


204916_at
RAMP1
1.970671227
−3.353876344
−6.609387609


220326_s_at
FLJ10357
2.665093064
−3.402337814
−9.067546912


58780_s_at
FLJ10357
2.361286421
−3.48697091
−8.233737062


204231_s_at
FAAH
2.813440938
−3.501857127
−9.852268198


205059_s_at
IDUA
2.708882688
−3.57711066
−9.689973139


216699_s_at
KLK1
1.799056981
−3.642521745
−6.553104174


202158_s_at
CUGBP2
2.35792462
−3.644372431
−8.593155481


202156_s_at
CUGBP2
3.889750038
−3.653791668
−14.21233628


203474_at
IQGAP2
2.788321364
−3.76088463
−10.48655496


204897_at
PTGER4
1.534532785
−3.858789664
−5.921439249


209354_at
TNFRSF14
3.020767152
−3.919820183
−11.84086405


202620_s_at
PLOD2
1.523131358
−4.042656919
−6.157497523


202242_at
TSPAN7
1.530337805
−4.097474087
−6.270519501


214719_at
SLC46A3
1.451139677
−4.186483694
−6.075172595


203911_at
RAP1GAP
2.292748105
−4.205652432
−9.642501642


211434_s_at
CCRL2
1.324889224
−4.270815501
−5.658357435


204600_at
EPHB3
1.784309897
−4.278768757
−7.634649441


204057_at
IRF8
1.840219164
−4.387579036
−8.074107027


202619_s_at
PLOD2
2.897827555
−4.456204937
−12.91331346


205259_at
NR3C2
1.366758546
−4.463925271
−6.101108013


215028_at
SEMA6A
1.363070202
−4.486472649
−6.115377178


205290_s_at
BMP2
4.600624389
−4.709299373
−21.66571755


207202_s_at
NR1I2
1.326178557
−5.16482967
−6.849486357


202157_s_at
CUGBP2
3.826380835
−5.461321549
−20.89709611


207655_s_at
BLNK
1.483299767
−5.521282843
−8.189717553


218625_at
NRN1
1.792160656
−5.676573284
−10.1733313


212768_s_at
OLFM4
1.535156652
−8.313186512
−12.76204357









Other Embodiments

It is to be understood that while the invention has been described in conjunction with the detailed description thereof, the foregoing description is intended to illustrate and not limit the scope of the invention, which is defined by the scope of the appended claims. Other aspects, advantages, and modifications are within the scope of the following claims.

Claims
  • 1. A method of selecting an appropriate chemotherapy for a subject with cancer, comprising: providing a sample from the subject;determining a level of expression of one of more genes selected from the group consisting of TAK1 biomarkers listed in Table 1, or any subset or combination thereof; andselecting a chemotherapy comprising a TAK1 inhibitor for a subject who has a level of TAK1 biomarker expression above, or at or above, a reference level, or selecting a chemotherapy lacking a TAK1 inhibitor for a subject who has a level of TAK1 biomarker expression below a reference level.
  • 2-4. (canceled)
  • 5. The method of claim 1, wherein the method comprises: determining a level of BMP7 expression in the sample; andselecting a chemotherapy comprising a TAK1 inhibitor for a subject who has a level of BMP7 expression above, or at or above, a reference level, or selecting a chemotherapy lacking a TAK1 inhibitor for a subject who has a level of BMP7 expression below a reference level.
  • 6. The method of claim 1, further comprising administering the selected chemotherapy to the subject.
  • 7. The method of claim 1, wherein the TAK1 inhibitor is selected from the group consisting of 5Z-7-oxozeaenol, 2-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-3-carboxamide, 2-[(aminocarbonyl)amino]-5-[4-(1-piperidin-1-ylethyl)phenyl]thiophene-3-carboxamide, 3-[(aminocarbonyl)amino]-5-[4-(morpholin-4-ylmethyl)phenyl]thiophene-2-carboxamide, and 3-[(aminocarbonyl)amino]-5-(4-{[(2-methoxy-2-methylpropyl)amino]methyl}phenyl)thiophene-2-carboxamide.
  • 8. The method of claim 1, wherein the subject has colorectal cancer, pancreatic cancer, or lung cancer.
  • 9. The method of claim 1, wherein the sample comprises tumorous tissue, serum, plasma, whole blood, or urine.
  • 10. The method of claim 1, wherein the level of TAK1 biomarker expression is determined based on TAK1 biomarker protein levels.
  • 11. The method of claim 1, wherein the level of TAK1 biomarker expression is determined based on TAK1 biomarker mRNA levels.
  • 12. The method of claim 1, wherein the subject is a human.
  • 13. The method of claim 1, comprising determining a level of expression of one of more genes selected from the group consisting of GGH, BMP7, BAMBI, MBOAT2, HSPA12A, FYN, NAV2, RGL1, SYK and RUNX1, optionally with one or both of INHBB and/or BMPR1A.
  • 14. The method of claim 1, comprising determining a level of expression of one, two, three, or all of BMP7, BAMBI, BMPR1A, and INHBB.
  • 15-20. (canceled)
CLAIM OF PRIORITY

This application claims the benefit of U.S. Provisional Patent Application Ser. No. 61/493,205, filed on Jun. 3, 2011, and 61/578,119, filed on Dec. 20, 2011. The entire contents of the foregoing are hereby incorporated by reference.

FEDERALLY SPONSORED RESEARCH OR DEVELOPMENT

This invention was made with Government support under Grant Numbers K99 CA149169, R01 CA109447, and R01 CA129933 awarded by National Institutes of Health. The Government has certain rights in the invention.

PCT Information
Filing Document Filing Date Country Kind 371c Date
PCT/US2012/039845 5/29/2012 WO 00 4/8/2014
Provisional Applications (2)
Number Date Country
61578119 Dec 2011 US
61493205 Jun 2011 US