Profiles of global gene expression in ionizing-radiation--damaged human diploid fibroblasts reveal synchronization behind the [G.sub.1] checkpoint in a [G.sub.0]-like state of quiescence.Cell cycle arrest and stereotypic transcriptional responses to DNA DNA: see nucleic acid. DNA or deoxyribonucleic acid One of two types of nucleic acid (the other is RNA); a complex organic compound found in all living cells and many viruses. It is the chemical substance of genes. damage induced by ionizing radiation i·on·i·zing radiation n. High-energy radiation capable of producing ionization in substances through which it passes. Ionizing radiation (IR) were quantified in telomerase-expressing human diploid diploid /dip·loid/ (dip´loid) 1. having two sets of chromosomes, as normally found in the somatic cells; in humans, the diploid number is 46. 2. an individual or cell having two full sets of homologous chromosomes. fibroblasts Fibroblasts A type of cell found in connective tissue; produces collagen. Mentioned in: Skin Grafting . Analysis of cytotoxicity demonstrated that 1.5 Gy IR inactivated inactivated rendered inactive; the activity is destroyed. inactivated viruses treated so that they are no longer able to produce evidence of growth or damaging effect on tissue. colony formation by 40-45% in three fibroblast fibroblast /fi·bro·blast/ (fi´bro-blast) 1. an immature fiber-producing cell of connective tissue capable of differentiating into chondroblast, collagenoblast, or osteoblast. 2. lines; this dose was used in all subsequent analyses. Fibroblasts exhibited > 90% arrest of progression from [G.sub.2] to M at 2 hr post-IR and a similarly severe arrest of progression from [G.sub.1] to S at 6 and 12 hr post-IR. Normal rates of DNA synthesis and mitosis 6 and 12 hr post-IR caused the S and M compartments to empty by > 70% at 24 hr. Global gene expression was analyzed in IR-treated cells. A microarray analysis algorithm, EPIG, identified nine IR-responsive patterns of gene expression that were common to the three fibroblast lines, including a dominant p53-dependent [G.sub.1] checkpoint response. Many p53 target genes, such as CDKN CDKN Cyclin-Dependent Kinase Inhibitor 1A, GADD45, BT[G.sub.2], and PLK PLK Polskie Linie Kolejowe (Polish Railways) PLK Partia Liberale e Kosovës (Liberal Party of Kosovo) PLK Place Last Known (search and rescue) PLK Present Level of Knowledge 3, were significantly up-regulated at 2 hr post-IR. Many genes whose expression is regulated by E2F E2F E-Mail to Fax family transcription factors, including CDK Cdk cyclin-dependent protein kinase. 2, CCNE CCNE Commission on Collegiate Nursing Education (national accrediting organization for baccalaureate and graduate nursing programs) CCNE Comité Consultatif National d'Éthique CCNE Cisco Certified Network Engineer CCNE Connecticut Center for a New Economy 1, CDC See Control Data, century date change and Back Orifice. CDC - Control Data Corporation 6, CDC2, MCM (MultiChip Module or MicroChip Module) A chip package that contains several bare chips mounted close together on a substrate (base) of some kind. 2, were significantly down-regulated at 24 hr post-IR. Numerous genes that participate in DNA metabolism were also markedly repressed re·pressed adj. Being subjected to or characterized by repression. in arrested fibroblasts apparently as a result of cell synchronization behind the [G.sub.1] checkpoint. However, cluster and principal component analyses of gene expression revealed a profile 24 hr post-IR with similarity to that of [G.sub.0] growth quiescence. The results reveal a highly stereotypic pattern of response to IR in human diploid fibroblasts that reflects primarily synchronization behind the [G.sub.1] checkpoint but with prominent induction of additional markers of [G.sub.0] quiescence such as GAS1. Key words: cell cycle checkpoints, DNA damage, gene expression, human fibroblasts, ionizing radiation, microarray. doi.10.1289/ehp.8026 available via http://dx.doi.org/[Online 19 December 2005] ********** Exposure to ionizing radiation (IR) produces several forms of cellular DNA damage, including formation of uracil uracil (y r`əsĭl), organic base of the pyrimidine family. It was isolated from herring sperm and also produced in a laboratory in 1900–1901. ,
apurinic/apyrimidinic sites, 8-oxoguanine, single-strand breaks, and
double-strand breaks (Heinloth et al. 2003; Slupphaug et at. 2003). Cell
cycle checkpoint responses to IR-induced DNA damage employ a complex
network of gene products that cooperate to delay progression through the
interphase interphase /in·ter·phase/ (in´ter-faz) the interval between two successive cell divisions, during which the chromosomes are not individually distinguishable. in·ter·phase n. compartments of the cell cycle and enhance repair of damaged DNA (Fornace et at. 2002). When DNA damage is irreparable, checkpoints also inactivate in·ac·ti·vate v. 1. To render nonfunctional. 2. To make quiescent. in·ac ti·va clonogenic survival by permanent cell cycle arrest or
apoptosis. Posttranslational modifications of proteins in the ATM/ATR
(ataxia telangiectasia ataxia telangiectasian. A disease characterized by progressive ataxia due to disease in the cerebellum, oculocutaneous telangiectases, proneness to pulmonary infections, and immunodeficiency. mutated/ATM- and Rad3-related) CHK CHK Check CHK CHKDSK (File Name Extension) CHK Chuuk, Caroline Islands, Micronesia (airport code) CHK Check File 1/CHK2 (checkpoint kinase 1/checkpoint kinase 2), and p53 signaling pathways have been well studied in response to IR-induced DNA damage (Abraham 2003; Bartek and Lukas 2001; Falck et al. 2001). Several studies have also shown that global gene expression, including expression of many cell cycle-regulated genes, is markedly affected by IR (Amundson et al. 2001; Bishay et al. 2000; Cheung et al. 2003; Heinloth et al. 2003). The transcriptional regulation of cell cycle-regulated genes may be closely related to checkpoint functions upon DNA damage. Changes in gene expression may be a mechanism for initiation of cell cycle arrest or a consequence of cell synchronization. The relationships between cell cycle checkpoint function and transcriptional regulation of gene expression Gene modulation redirects here. For information on therapeutic regulation of gene expression, see therapeutic gene modulation.
. have not been systematically studied in normal human fibroblast lines. In the present study, the changes in global gene expression that occur in normal human fibroblasts in response to IR-induced DNA damage were determined using 20K Agilent human 1A microarrays. Three different lines were analyzed to identify stereotypic patterns of response to IR that are common to human fibroblasts. Gene expression profiles were analyzed using a method called "extracting microarray gene expression patterns and identifying biologically significant genes" (EPIG; Chou JW, Zhou T, Paules RS, Kaufmann WK, Bushel bushel: see English units of measurement. PR, unpublished method). EPIG extracts significant patterns by calculating the correlations of gene expression and then identifies significant genes based on their correlations with a specific pattern, the signal-to-noise ratio The ratio of the power or volume (amplitude) of a signal to the amount of unwanted interference (the noise) that has mixed in with it. Measured in decibels, signal-to-noise ratio (SNR or S/N) measures the clarity of the signal in a circuit or a wired or wireless transmission channel. , and the magnitude of change. Nine distinct patterns including 1,811 IR-responsive genes were observed. Congruent analyses of gene expression and checkpoint-dependent delays in progression through the cell cycle revealed a complex integration of networks of DNA damage response and cell division. A dominant p53-dependent [G.sub.1] checkpoint response to IR was recognized that led to repression of approximately 900 growth-related transcripts as the cell culture was depleted of S- and M-phase cells. However, fibroblasts at 24 hr post-IR showed greater similarity to [G.sub.0]- than to [G.sub.1]-synchronized fibroblasts, indicating for the first time that the IR-induced growth arrest also included induction of quiescence-associated transcripts. Materials and Methods Cell lines and culture. Normal human fibroblast strains, NHF NHF Norges Handikapforbund NHF National Headache Foundation NHF National Hemophilia Foundation NHF National Housing Federation (UK) NHF Nordisk Herpetologisk Forening NHF National Hairdressers' Federation (UK) 1, NHF3, and NHF10, were derived from neonatal foreskins and established in secondary culture according to established methods (Maher et al. 1981). Immortal cell lines were obtained by ectopic expression of human telomerase telomerase /telo·mer·ase/ (te-lo´mer-as) a DNA polymerase involved in the formation of telomeres and the maintenance of telomere sequences during replication. te·lom·er·ase n. (hTERT), as previously described (Deming et al. 2001; Heffeman et al. 2002). Fibroblasts were cultured in Dulbecco's modified Eagle's medium (Invitrogen, Carlsbad, CA) supplemented with 2 mM L-glutamine (Invitrogen) and 10% fetal bovine serum Fetal bovine serum ( or foetal bovine serum) is serum taken from the fetuses of cows. Fetal Bovine Serum (or FBS) is the most widely used serum in the culturing of cells. In some papers the expression foetal calf serum is used. (Sigma Chemical Co., St. Louis, MO). All cell lines were maintained at 37[degrees]C in a humidified atmosphere of 5% C[O.sub.2] and were tested and shown to be free of mycoplasma mycoplasma Any of the bacteria that make up the genus Mycoplasma. They are among the smallest of bacterial organisms. The cell varies from a spherical or pear shape to that of a slender branched filament. contamination using a commercial kit (Gen-Probe, San Diego, CA). Cytogenetic cytogenetic /cy·to·ge·net·ic/ (-je-net´ik) 1. pertaining to chromosomes. 2. pertaining to cytogenetics. cytogenetic pertaining to or originating from the origin and development of the cell. analysis established that all three fibroblast lines were 46XY with normal chromosome numbers and structure (data not shown). Cell irradiation. We exposed cells to IR in culture medium using a cesium-137 source (Gammacel40; Atomic Energy of Canada Ltd., Ottawa, Canada) at a dose rate of 0.84 Gy/min. Sham-treated controls were subjected to the same movements in and out of incubators as were irradiated cells. Clonogenic survival assay. Clonogenic survival was measured in logarithmically log·a·rithm n. Mathematics The power to which a base, such as 10, must be raised to produce a given number. If nx = a, the logarithm of a, with n as the base, is x; symbolically, logn a = x. growing NHF1, NHF3, NHF10 fibroblasts, plated at 400-500 cells per 100-mm-diameter dish and incubated for 8 hr before exposure to IR (three dishes per dose). Cells were cultured for 2 weeks, with medium changed twice a week. Colonies were fixed and stained with a solution of 40% methanol and 0.05% crystal violet crystal violet n. A dye derived from gentian violet that is used as a general biological stain, an acid-base indicator, and an agent against infection by bacteria, fungi, pinworms, and other parasites. . Colonies with [greater than or equal to] 50 cells were counted. The relative colony-forming efficiency of IR-treated cells was expressed as a fraction of sham-treated controls. Cell cycle checkpoint assays. We quantified [G.sub.1] checkpoint function using flow cytometry flow cytometry (flōˑ sī·t pertaining to mitosis. mitotic activity degree to which a cell population is proliferating; used as an index of tumor aggression. cells 2 hr after 1.5 Gy (Doherty et al. 2003). To determine the percentage changes in the fractions of cells in various cell cycle compartments with time post-IR, we incubated cells with BrdU for 2 hr beginning 2, 6, 12, and 24 hr after 1.5 Gy or sham treatment. Cells were harvested and analyzed for BrdU incorporation and expression of phosphohistone H3. Summit flow cytometry analysis software (Dako Cytomation, Fort Collins, CO) was used to quantify the numbers of unlabeled cells with 2N ([G.sub.0]/[G.sub.1]) and 4N DNA content ([G.sub.2]), BrdU-labeled cells with 2-4N DNA content (S), and 4N cells with high phospho-histone H3 (M). Cell synchronization. NHF1, NHF3, and NHF10 fibroblasts were synchronized as previously described (Cordeiro-Stone et al. 1986). Briefly, we plated cells at a density of 1.3 x [10.sup.4]/[cm.sup.2] and allowed them to grow for 8 days to confluence arrest ([G.sub.0] phase). Cells were fed on days 3 and 5 postseeding. We trypsinized, reseeded, and incubated cells for 8 hr in fresh medium to allow them to reach [G.sub.1] phase. Then, 1 x [10.sup.7] cells were harvested at each growth phase for RNA RNA: see nucleic acid. RNA in full ribonucleic acid One of the two main types of nucleic acid (the other being DNA), which functions in cellular protein synthesis in all living cells and replaces DNA as the carrier of genetic isolation. Flow cytometric analysis indicated that > 90% of cells were synchronized to GO by confluence arrest, and 8 hr after release from confluence and reseeding in serum-containing medium, > 90% remained with 2N DNA content ([G.sub.1]) (Unsal-Kacmaz et al. 2005). Using this synchronization method, cells began to enter S phase 12 hr after release from confluence arrest (Cordeiro-Stone et al. 1986; Dulic et al. 1994). Oligo DNA microarray. Logarithmically growing NHF1, NHF3, and NHF10 cells were treated with 1.5 Gy IR, or sham-treated, and harvested at 2, 6, or 24 hr after the treatment. Total RNA was isolated using an RNeasy kit (Qiagen Inc., Valencia, CA). The quality of all RNA samples was confirmed using an Agilent 2100 bioanalyzer. Microarray analysis was then performed. Briefly, 1 [micro]g of sample RNA and global reference RNA (Stratagene, La Jolla, CA) were converted to cDNA with reverse transcriptase Reverse transcriptase Any of the deoxyribonucleic acid (DNA) polymerases present in particles of retroviruses which are able to carry out DNA synthesis using an RNA template. and then amplified using T7 RNA polymerase T7 RNA Polymerase is an RNA polymerase that catalyzes the formation of RNA in the 5'→ 3' direction. T7 RNA polymerase is extremely promoter-specific and only transcribes bacteriophage T7 DNA or DNA cloned downstream of a T7 promoter. while labeling with either cyanine cy·a·nine n. Any of various blue dyes, used to sensitize photographic emulsions to a greater range of light. 3 deoxyuridine triphosphate triphosphate /tri·phos·phate/ (tri-fos´fat) a salt containing three phosphate radicals. tri·phos·phate n. A salt or ester containing three phosphate groups. (Cy3-dUTP) or Cy5-dUTP (Low RNA Input Linear Amplification Kit, Agilent Techologies). The quality of each labeled cRNA was evaluated using an Agilent 2100 bioanalyzer before hybridization hybridization /hy·brid·iza·tion/ (hi?brid-i-za´shun) 1. crossbreeding; the act or process of producing hybrids. 2. molecular hybridization 3. ; 750 ng of Cy3- and Cy5-labeled cRNA were used in the hybridization. The labeled cRNA from shamor IR-treated samples was hybridized with the labeled global reference cRNA on an Agilent 22K human 1A array (Agilent Techologies) in a hybridization oven (model 400, 1040-60-1AG; Robbins Scientific, Sunnyvale, CA) at 60[degrees]C for 17 hr. Hybridization of sample RNA against reference RNA was done twice with dye swap. After hybridization, we scanned the arrays using the Agilent DNA Microarray Scanner with SureScan Technology; microarray images were analyzed using Agilent Feature Extraction software (version 7.1; Agilent Techologies). The gene expression level was presented as the ratio of sample intensity against reference intensity. Microarray data analysis. The extracted intensity data from each array were preprocessed, which included array-based systematic variation normalization In relational database management, a process that breaks down data into record groups for efficient processing. There are six stages. By the third stage (third normal form), data are identified only by the key field in their record. (Chou et al. 2005), profile-based dye-swap correction, and biological reference state alignment (Chou JW, Zhou T, Raules RS, Kaufmann WK, Bushel PR, unpublished data). In this data set, the sham-treated condition was used as a reference state. The average of the dye-swapped pair of sham-treated control arrays was aligned to log zero as a baseline, with the IR-treated samples adjusted by the same amount. Through signal-to-noise ratio evaluation applied to each correlation local cluster, EPIG extracted a set of discrete gene expression patterns. Each pattern represented a set of co-expressed genes. EPIG used the profile's signal magnitude and signal-to-noise ratio to identify biologically significant genes and categorized them within patterns according to their correlation r-values. (Chou Chou JW, Zhou T, Raules RS, Kaufmann WK, Bushel PR, unpublished data). Two-way clustering heat maps were made by using Cluster and Treeview software (Eisen et al. 1998). Three-dimensional principal component analysis (PCA (tool, programming) PCA - A dynamic analyser from DEC giving information on run-time performance and code use. ) was done using EPIG. Categories of genes that were over-represented in a selected gene list, compared with what was represented in the microarray, were analyzed using Expression Analysis Systematic Explorer (EASE; http://david.niaid.nih.gov/ david/ease.htm). Such overrepresented o·ver·rep·re·sent·ed adj. Represented in excessive or disproportionately large numbers: "Some groups, and most notably some races, may be overrepresented and others may be underrepresented" categories represent biological "themes" of a given list (Hawes et al. 2005). Results Dose-dependent inactivation inactivation /in·ac·ti·va·tion/ (in-ak?ti-va´shun) the destruction of biological activity, as of a virus, by the action of heat or other agent. of clonogenic survival by IR. Treatment with IR inhibited single-cell colony formation in three diploid human fibroblast lines, NHF1, NHF3, and NHF10, with similar dose kinetics (Figure 1). A shoulder on survival curves was apparent below the 1.5-Gy dose. The slope of the curves between the 1.5- and 4.5-Gy doses approximated a DO (lethel dose) dose of about 1.5 Gy similar to DO (mean lethal dose 1. The amount of nuclear irradiation of the whole body which would be fatal to 50 percent of the exposed personnel in a given period of time. 2. The dose of chemical agent that would kill 50 percent of exposed, unprotected, and untreated personnel. ) values previously recorded for IR-treated normal human fibroblasts (Arlett et al. 1988). The 1.5-Gy dose reduced colony formation in fibroblasts by 40-45% relative to sham-treated controls and was selected for further analysis of cell cycle checkpoint responses and changes in gene expression. [FIGURE 1 OMITTED] IR-induced cell cycle checkpoint responses synchronize cell division. We quantified the IR-induced [G.sub.1] checkpoint by measuring the incorporation of bromodeoxyuridine 6-8 hr after 1.5-Gy or sham treatment (Figure 2A, left). IR-treated fibroblasts displayed a severe reduction in the fraction of BrdU-labeled S-phase cells with 2-3N DNA content (first half of S) due to ATM- and p53-dependent [G.sub.1] arrest (Kaufmann et al. 2003). The three fibroblast lines exhibited > 93% [G.sub.1] arrest (Table 1). The IR-induced [G.sub.2] checkpoint was quantified by measuring mitosis-specific phosphohistone H3 immunostaining 2 hr post-IR or sham treatment (Figure 2A, right). IR-treated fibroblasts displayed a severe reduction in the fraction of mitotic cells because of ATM-dependent [G.sub.2] arrest. The three fibroblast lines exhibited > 94% [G.sub.2] arrest (Table 1). [FIGURE 2 OMITTED] Dynamic changes in DNA content, DNA synthesis, and mitosis were charted 2-24 hr post-IR (Figure 2B). The three cell lines showed very similar responses to IR. The percentage of cells with 2N DNA that did not incorporate BrdU ([G.sub.1]) showed a small decline at 2 hr post-IR and then rose to a plateau 10% above control by 12 hr. S-phase cells with 2-4N DNA content and labeled with BrdU declined between 6 and 12 hr post-IR to a nadir at < 5% of control, then recovered by 24 hr to 10-30% of the sham-treated control. There was a rapid post-IR accumulation of 4N cells with no BrdU incorporation (predominantly [G.sub.2]), which peaked at 6 hr and then declined to near control levels by 24 hr. Mitosis was severely inhibited 2 hr post-IR and then recovered to control levels at 6 and 12 hr before falling again at 24 hr to < 25% of control. The recovery of mitotic cells 6 and 12 hr post-IR and the decline in [G.sub.2] cells 6-24 hr post-IR indicate that the [G.sub.2] checkpoint response to IR was a transient arrest that was largely reversed by 6 hr. The severe (70-90%) reduction in S-and M-phase cells 24 hr post-IR is consistent with synchronization of fibroblasts behind a persistent [G.sub.1] checkpoint response. Profiles of gene expression in response to IR in normal human fibroblasts. We used Agilent human 1A arrays (22K) to monitor gene expression post-IR in the three different fibroblast lines. Fibroblasts were harvested 2, 6, and 24 hr after 1.5 Gy, which are times of maximal initial [G.sub.2] arrest with minimal reduction in S phase, maximal [G.sub.1] arrest with recovery of mitosis, and sustained [G.sub.1] arrest with depletion of S phase and mitosis, respectively. Controls were harvested 6 hr after sham treatment. Gene expression profiles obtained from microarray data included 24 arrays. Each cell line (NHF1, NHF3, and NHF10) had four treatment states (sham and 2, 6, or 24 hr after the 1.5 Gy IR) and dye-swapped pairs for each treatment. EPIG extracted nine patterns of change in gene expression and identified a total of 1,811 genes as significantly altered in response to IR (Figure 3). The numbers of genes in each pattern varied from several to several hundreds, and about one-third of the 1,811 selected genes were expressed sequence tags (ESTs). Pattern 1 included 18 genes that were highly induced at 2 hr, then declined modestly through 24 hr. This pattern included prototypical p53-target genes that mainly contribute to initiation and maintenance of [G.sub.1] arrest through inhibition of cyclin-dependent kinases. Pattern 2 included 24 genes that were progressively induced from 2 to 24 hr. These genes also are known to be induced by p53-dependent signaling. CCNG CCNG Call Center Network Group International, Inc. (Flower Mound, TX) 1 may contribute to recovery of DNA synthesis through attenuation Loss of signal power in a transmission. Attenuation The reduction in level of a transmitted quantity as a function of a parameter, usually distance. It is applied mainly to acoustic or electromagnetic waves and is expressed as the ratio of power densities. of p53 signaling (Ohtsuka et al. 2004). Pattern 3 included 15 genes that were induced only at 2 hr, including immediate early-response genes IER IER Institut d'Economie Rurale IER Institute for Economic Research (Ljubljana, Slovenia) IER Institute for Employment Research IER Ion-Exchange Resin (building material) IER Initial Environmental Review 3 and IER5 and a p16 (INK4A) antagonist SEL (SELect) A toggle switch on a printer that takes the printer alternately between online and offline. 1. SEL - Self-Extensible Language. 2. SEL - Subset-Equational Language. 1. Pattern 4 included 18 genes that were repressed only at 2 hr. Repression of MYC and the early growth-response gene EGR EGR Engineering EGR Exhaust Gas Recirculation EGR Engineer EGR Early Growth Response EGR Extra Grace Required EGR Enhanced Gas Recovery EGR Embedded GPS Receiver EGR Emergency Generator Room 1 in this group may further negatively regulate E2F1 and its target gene expression. Pattern 5 included 6 genes that were induced modestly at 6 hr but repressed at 24 hr. Pattern 6 included 9 genes that were induced at 2 and 24 hr but not at 6 hr. Pattern 7 included 14 genes that were highly repressed at 6 and 24 hr, of which CCNE1 (cyclin E) repression is an important indicator of [G.sub.1] arrest starting at 6 hr. Several DNA repair genes, such as MSH MSH melanocyte-stimulating hormone. MSH abbr. melanocyte-stimulating hormone MSH, n See hormone, melanocyte-stimulating. MSH melanocyte-stimulating hormone. 2, FANCE, and UNG UNG Unguent (ointment, medical) UNG UNG's not GNU , were in this group. Pattern 8 was composed of 901 genes that were repressed moderately at 6 hr but highly repressed at 24 hr, including many genes whose products participate in various DNA metabolic events during the cell division cycle, such as ASK, CCNA See Cisco certification. 2, CCNB CCNB Clay Coated Newsback (paperstock) CCNB Concerned Citizens for the Nuclear Breeder 1, CCNB2, CDK2, CDC2, CDC6, CDC45L, CDC7L, MCMs, RFC (Request For Comments) A document that describes the specifications for a recommended technology. Although the word "request" is in the title, if the specification is ratified, it becomes a standards document. subunits, and TOP2A (Mendez and Stillman 2000; Stillman 1996). Several DNA repair genes, MSH2, RAD18, RAD51, RAD54, XRCC XRCC Xerox Research Centre of Canada XRCC X-Ray Repair, Complementing Defective, in Chinese Hamster 1, XRCC4, and XRCC5, and two apoptosis inducers, CASP CASP California Anti-SLAPP Project CASP Critical Appraisal Skills Programme CASP Canadian Association for Suicide Prevention CASP California Association of School Psychologists CASP Comprehensive Agricultural Support Programme (South Africa) 3 and HCS HCS - Heterogeneous Computer System A distributed system project. , were also in this category. Pattern 9 included 806 genes that were induced at 24 hr, including CCNDBP1 (a negative regulator of E2F1), the stress-response genes GSTM GSTM Gatespace Telematics (supplier of systems and components for telematics) GSTM General System Test Module 3 and SOD3, and p53-dependent genes (TP53BP1 and TP53T[G.sub.1]). A [G.sub.0]-specific gene GAS1 was highly induced at 24 hr. Gene Ontology (http://david.niaid.nih.gov/ david/ease.htm) analysis of the 1,811 genes using EASE revealed that more than 30 biological processes were overrepresented in response to IR-induced DNA damage (Table 2). Categories in which the proportion of IR-responsive genes exceeded expectation based on chance included cell cycle, cell proliferation, DNA and RNA metabolism, M phase of mitotic cell cycle, S phase of mitotic cell cycle, response to DNA damage stimulus, DNA repair, and cell-cycle checkpoint (Table 2). When EASE analysis was focused on each pattern, genes in pattern 1 indicated negative regulation of cell proliferation and cell cycle arrest (Table 3), genes in pattern 8 showed similar categories as analyzed in the entire 1,811 gene list, and genes in pattern 9 showed only several categories that were not obviously related to DNA damage response, such as extracellular matrix extracellular matrix (eksˈ·tr Global gene expression patterns in fibroblasts reveal individual genetic background, previous IR treatment, and IR-induced [G.sub.0] quiescence. Many genes display cell cycle-dependent changes in expression, and it has been demonstrated that IR treatment can induce a senescence-like permanent [G.sub.1] arrest in fibroblasts, even after a low dose of 1 Gy (Di Leonardo et al. 1994). We were interested in determining whether the IR-induced changes in gene expression reflected a pattern of G1 arrest. Cells were synchronized to Go by growth to confluence and cells were synchronized to [G.sub.1] by replating Go quiescent cells at lower cell density in serum-containing medium with harvest at 8 hr after replating. Previous studies using this method indicated that [G.sub.0]-synchronized cells expressed low levels of cyclins cyclins a set of related proteins that regulate the passage of cells through the cell cycle by forming complexes with cyclin-dependent protein kinases. cyclins-dependent protein kinase (Cdk) A and D1 and hypophosphorylated retinoblastoma Retinoblastoma Definition Retinoblastoma is a malignant tumor of the retina that occurs predominantly in young children. Description The eye has three layers, the sclera, the choroid, and the retina. (RB), whereas [G.sub.1]-synchronized cells expressed increasing levels of cyclins A and D1 with hyperphosphorylated RB (Dulic et al. 1994). Unsupervised hierarchical cluster analysis Cluster analysis A statistical technique that identifies clusters of stocks whose returns are highly correlated within each cluster and relatively uncorrelated across clusters. Cluster analysis has identified groupings such as growth, cyclical, stable, and energy stocks. of all genes in the arrays, totaling 16,390 single clones, was performed using data from shamor IR-treated cells and cells synchronized to [G.sub.0] or [G.sub.1] (Figure 4A). Two main clusters were identified that represent asynchronous Refers to events that are not synchronized, or coordinated, in time. The following are considered asynchronous operations. The interval between transmitting A and B is not the same as between B and C. The ability to initiate a transmission at either end. and synchronous cell populations. Consistently, the sham, 2-hr IR, and 6-hr IR samples from the same cell line were clustered together in the asynchronous group, demonstrating that gene expression was closely correlated with individual genetic background, and changes in gene expression 2 and 6 hr post-IR did not override basal differences due to interindividual variation. However, all three 24-hr IR samples, despite interindividual differences, were clustered with the synchronized cells. Moreover, the patterns of gene expression 24 hr post-IR were clustered with synchronized [G.sub.0] cells. [FIGURE 4 OMITTED] We performed a similar analysis using 1,811 genes that were selected by EPIG as showing significant response to IR-induced DNA damage. As found in the cluster analysis with all 16,390 genes, the pattern of gene expression using the smaller set of 1,811 IR-responsive genes revealed similarity between 24-hr post-IR and [G.sub.0] cells, and differences with [G.sub.1] cells (Figure 4B). One group of genes induced by IR at 24 hr was expressed at the highest level in Go cells compared with [G.sub.1]-, S-, [G.sub.2]-, and M-synchronized cell populations (Zhou et al., unpublished observations) and asynchronous cell populations. Genes in this group included GAS1 (growth-arrestspecific 1) that was first recognized as induced in Go cells (Del Sal et al. 1992) and several p53 target genes, FDXR, DDB DDB - device independent bitmap 2, BTG BTG BIT (Built-In Test) Target Generator BTG Bridging the Gap BTG British Technology Group BtG Betreuungsgesetz (Germany) BTG Biomass Technology Group BV BTG Begbies Traynor Group 2, CCNG1, PA26, and SNK SNK Shin Nihon Kikaku (Japanese: New Japan Product; video game manufacturer) SNK Strong Name Key (.Net file extension) SNK Shin Nihon Kikaku Corporation (Japan) A second group of genes that was more highly expressed in [G.sub.1] cells than in GO and 24-hr post-IR cells included GOS2, MYC, CCND CCND Change Control for Network Devices CCND City County Narcotics Drug Taskforce (now City County Narcotics Unit; Idaho) 1, CNK CNK Crash Nitro Kart (Playstation 2 video game) CNK Coated Natural Kraft (MeadWestvaco paperboard) CNK Compute Node Kernel CNK Cryptonet Key , ID1, and ID3. The marked differences in gene expression patterns between [G.sub.1] cells and [G.sub.0] or 24-hr post-IR cells were largely contributed by these two groups of genes. Most of the cell cycle-regulated genes, functioning in the [G.sub.1]/S and [G.sub.2]/M transitions, were expressed at similar low levels in 24-hr post-IR, [G.sub.0], and [G.sub.1] groups compared with other asynchronous groups. The same set of 1,811 genes was used for three-dimensional PCA. The results with both asynchronous and synchronized cell populations showed that 24-hr post-IR components were very close to but did not overlap with the [G.sub.0] components, and both 24-hr post-IR and [G.sub.0] components were far from [G.sub.1] components (Figure 4C). Discussion Cell cycle checkpoint functions and gene regulation in response to IR Although each cell line displayed a unique pattern of gene expression (Cheung et al. 2003), changes in gene expression related to cell cycle control, DNA metabolism, and apoptosis were very similar in the three lines in response to IR treatment. When DNA damage occurred in [G.sub.2] cells (- 10% of the total cell population), a stringent G2 arrest was observed 2 hr post-IR, as indicated by [greater than or equal to] 94% reduction in mitotic cells. We did not expect the 1.5-Gy dose of IR to impede progress through and completion of mitosis. As a consequence of the IR-induced [G.sub.2] arrest due to ATM- and ATR-dependent signaling (Deming et al. 2001; Kaufmann et al. 2003), the mitotic compartment emptied nearly fully. The expression of genes that controls the [G.sub.2]/M transition, particularly Plk1, Cdc25C, CDC2, and cyclin B1, was not changed at 2 hr post-IR, demonstrating the importance for this rapid [G.sub.2] arrest of posttranscriptional post·tran·scrip·tion·al adj. Of or relating to a substance or process, such as splicing, that occurs or is formed after transcription of RNA: posttranscriptional modification of RNA. modification of the above proteins. The ATM-CHK1 pathway responsible for changes in the phosphorylation phosphorylation, chemical process in which a phosphate group is added to an organic molecule. In living cells phosphorylation is associated with respiration, which takes place in the cell's mitochondria, and photosynthesis, which takes place in the chloroplasts. status of CDC2 and Polo-like kinases has been well studied in activation of the immediate G2 checkpoint response post-IR (for a review, see Kaufmann et al. 2002). The [G.sub.2] arrest induced by 1.5 Gy IR did not last long, however, because by 6 hr post-IR the frequency of mitotic cells in IR-treated cultures equaled or exceeded control values. Synchronization of cells behind the [G.sub.1] checkpoint can be expected to produce significant changes in gene expression. Given the approximately 4-fold reduction in S- and M-phase cells 24 hr post-IR as cells were arrested in [G.sub.1], one would expect that the levels of expression of genes that are normally expressed in S, [G.sub.2], and M phases would decline to a similar extent. More than 20 genes involved in cell cycle control and DNA metabolism were down-regulated by 4-fold or more 24 hr post-IR, implying that there was a common response to IR-induced DNA damage affecting large numbers of genes. The down-regulation of genes required for passage through S, [G.sub.2], and M phases will be a necessary secondary consequence of prolonged accumulation of cells behind the [G.sub.1] checkpoint. It is notable that the kinetic pattern of change in gene expression in diploid human fibroblasts given 1.5 Gy IR is quite different from that observed in Hela cells HeLa cells cells of the first continuously cultured carcinoma strain, descended from a human cervical carcinoma; used in the study of life processes, including viruses, at the cell level. given 10 Gy IR, where cells experience a prolonged [G.sub.2] delay (Crawford and Piwnica-Worms 2001). Genes that play important roles in the [G.sub.1]/S transition and initiation of DNA replication, including CCNE, CDK2, CDC6, CDC45, CDC7, RFC subunits, and MCM family members, were down-regulated at 6 and 24 hr post-IR as an expected consequence of the p53-dependent induction of CDKN1A (p21Wafl) to enforce the [G.sub.1] checkpoint response. However, the p53/p21Wafl pathway may not be the only one contributing to [G.sub.1] arrest. For example, ARF (alternative reading frame) induced biphasic bi·pha·sic adj. Having two distinct phases: a biphasic waveform; a biphasic response to a stimulus. ([G.sub.1] and [G.sub.2]) arrest in a p21-independent pathway (Modestou et al. 2001), and expression of c-Abl tyrosine kinase tyrosine kinase An enzyme intimately linked to signal transduction–ST, either as a receptor-type TK, which participates in transmembrane signaling, or as an intracellular TK, participating in ST to the nucleus; ↑ or ↓ TK activity is associated with down-regulated the activity of CDK2 and induced [G.sub.1] arrest in [p21.sup.-1-] but not [p53.sup.-1-] cells (Yuan et al. 1996). Many other p53 target genes (for early induced genes, see patterns 1 and 2 in Figure 3) may also play roles in p53-dependent cell cycle arrest. BTG2 induces accumulation of unphosphorylated RB by inhibiting cyclin D1 (Guardavaccaro et al. 2000). GADD45 stabilizes phosphorylation of serine-15 of p53 providing a positive feedback signal in activation of the p53 pathway (Jin et al. 2003), Plk3 phosphorylates p53 on serine-20 and enhances p53 stabilization (Xie et al. 2001), and p53-dependent activation of Plk2 prevents mitotic catastrophe after spindle damage (Burns et al. 2003). PPMD PPMD Posterior Polymorphous Dystrophy (eye disorder) PPMD Polished Plate Meteroid Detector PPMD Programs and Projects Management Division (USACE) 1, a member of the PP2C PP2C Protein Phosphatase 2C family of Ser/Thr protein phosphatases that is induced in a p53-dependent manner in response to various environmental stresses, reduces the phosphorylation of p53 through negative regulation of p38 MAP kinase, and in turn suppresses p53-mediated transcription and apoptosis (Bulavin et al. 2004). The p53-dependent [G.sub.1] checkpoint orchestrates a complex signaling network to regulate the [G.sub.1]/S transition. Other p53-target genes seen in patterns 1 and 2, including FDXR, PLAB, PA26, SES2, and TRF TRF thyrotropin releasing factor. 4, may function in cell cycle regulation, although their correspondent functions have not been determined. However, at least one gene in pattern 2, CCNG1, has been reported to contribute to recovery of DNA synthesis after DNA damage through negative feedback regulation of p53 signaling (Ohtsuka et al. 2003). Several genes in pattern 1 have not been reported as p53-target genes (Bunz et al. 2002; Hoh et al. 2002; Sax and El-Deiry 2003; Yu et al. 1999). We found that several genes of unknown function, I_1000314, OSBPL3, FLJ FLJ Full Leather Jacket (iPhone case) 12484, and 1_931541, were regulated in a p53-dependent way upon DNA damage. These genes and most of the genes in patterns 1 and 2 were not induced by IR in fibroblasts expressing the HPV HPV human papillomavirus. HPV abbr. human papilloma virus Human papilloma virus (HPV) 16E6 oncoprotein or a dominant-negative mutant p53 allele allele (əlēl`): see genetics. allele Any one of two or more alternative forms of a gene that may occur alternatively at a given site on a chromosome. to inactivate p53 function (Zhou et al., unpublished observations). IR synchronized fibroblasts to a [G.sub.0]-like state. An important finding in the present study was that 1.5 Gy IR induced a pattern of gene expression 24 hr post-IR that was more similar to Go than to [G.sub.1]. Moreover, a [G.sub.0]-specific gene, GAS1, was markedly induced at 24 hr, indicating induction of a [G.sub.0]-1ike state of quiescence. Quantifcation of colony formation post-IR indicated that 40-45% of cells were permanently arrested and unable to form colonies. Although 55-60% of irradiated cells re-entered the cell cycle and successfully produced colonies, this resumption of DNA synthesis was not evident 24 hr post-IR. Di Leonardo et al. (1994) have charted the kinetics of DNA replication in irradiated fibroblasts and shown that a portion of cells arrested behind the [G.sub.1] checkpoint resume DNA synthesis 24-72 hr post-IR. DNA double-strand breaks are thought to be the IR-induced lethal damage, and a small portion (2-5%) of DNA double-strand breaks is not rejoined by DNA repair (Dikomey et al. 2003). These unrepaired or misrepaired double-strand breaks likely account for an unremitting signal to arrest growth. Most of the observed 40-45% reduction of colony formation was considered previously to be a permanent G1 arrest (Di Leonardo et al. 1994; Walworth 2000). The present analysis of more than 16,000 genes showed that cells arrested behind the [G.sub.1] checkpoint displayed a pattern ofgene expression more reflective of G0 than of [G.sub.1]. This suggests that during prolonged IR-induced [G.sub.1] arrest, additional reprogramming Reprogramming refers to erasure and remodeling of epigenetic marks, such as DNA methylation, during mammalian development[1]. After fertilization some cells of the newly formed embryo migrate to the germinal ridge and will eventually become the germ cells of gene expression occurs to bring cells into a [G.sub.0]-like state. To test for induction of replicative senescence senescence /se·nes·cence/ (se-nes´ens) the process of growing old, especially the condition resulting from the transitions and accumulations of the deleterious aging processes. se·nes·cence n. , the senescence-associated marker pH 6.0 [beta]-galactosidase (Dimri et al. 1995) was determined in a senescent se·nes·cent adj. Growing old; aging. fibroblast line (positive control) and in sham-treated or 1.5 Gy IR-treated cells from 1 to 7 days after the treatment. The percentage of [beta]-galactosidase-positive cells was much higher in the senescent cells than in the sham- or IR-treated young cells, and no increased [beta]-galactosidase staining was observed in IR-treated cells compared with sham-treated cells (data not shown). This result further supports the conclusion that IR induced a [G.sub.0]-1ike growth arrest instead of a senescence-like [G.sub.1] arrest. In summary, low-dose (1.5 Gy) IR induced marked [G.sub.1] and [G.sub.2] delays in normal human fibroblasts and caused stereotypic changes in the patterns of gene expression associated with these cell cycle delays. Early transcriptional activation of CDKN1A (p21 Waft) and many other p53-target genes as the effectors of [G.sub.1] checkpoint response may account for the great majority of changes in gene expression recognized in irradiated fibroblasts. 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Nature 382(6588):272-274. Tong Zhou, (1) Jeff W. Chou, (2) Dennis A. Simpson, (1) Yingchun Zhou, (1) Thomas E. Mullen, (1) Margarida Medeiros, (1) Pierre R. Bushel, (2) Richard S. Paules, (2) Xuebin Yang, (1) Patrick Hurban, (3) Edward K. Lobenhofer, (3) and William K. Kaufmann (1) (1) Department of Pathology and Laboratory Medicine, Center for Environmental Health and Susceptibility, and Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill The University of North Carolina at Chapel Hill is a public, coeducational, research university located in Chapel Hill, North Carolina, United States. Also known as The University of North Carolina, Carolina, North Carolina, or simply UNC , Chapel Hill, North Carolina Chapel Hill is a town in North Carolina and the home of the University of North Carolina at Chapel Hill (UNC-CH), the oldest state-supported university in the United States. As of the 2000 census, it had a population of 48,715. As of 2004 its estimated population was 52,440. , USA; (2) National Institute of Environmental Health Sciences The National Institute of Environmental Health Sciences (NIEHS) is one of 27 Institutes and Centers of the National Institutes of Health (NIH),which is a component of the Department of Health and Human Services (DHHS). The Director of the NIEHS is Dr. David A. Schwartz. , National Institutes of Health, Department of Health and Human Services Noun 1. Department of Health and Human Services - the United States federal department that administers all federal programs dealing with health and welfare; created in 1979 Health and Human Services, HHS , Research Triangle Park Research Triangle Park, research, business, medical, and educational complex situated in central North Carolina. It has an area of 6,900 acres (2,795 hectares) and is 8 × 2 mi (13 × 3 km) in size. Named for the triangle formed by Duke Univ. , North Carolina North Carolina, state in the SE United States. It is bordered by the Atlantic Ocean (E), South Carolina and Georgia (S), Tennessee (W), and Virginia (N). Facts and Figures Area, 52,586 sq mi (136,198 sq km). Pop. , USA; (3) paradigm Array Labs, Icoria Inc., Research Triangle Park, North Carolina, USA Address correspondence to W.K. Kaufmann, CB#7295, Room 31-325, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7295 USA. Telephone: (919) 966-8209. Fax: (919) 966-9673. E-mail: wkarlk@med.unc.edu We thank J. Helms for performing tests for mycoplasma contamination, Y. Shi and R. Tian Tian or T'ien (Chinese; “Heaven”) In indigenous Chinese religion, the supreme power reigning over humans and lesser gods. The term refers to a deity, to impersonal nature, or to both. for help with pilot microarray experiments, and G. Wu, D. Xiang, and J. Li for help with microarray data analysis. We acknowledge the U.S. Public Health Service's contribution of the software Expression Analysis Systematic Explorer (EASE) used in our data analysis. This project was funded with federal funds Federal Funds Funds deposited to regional Federal Reserve Banks by commercial banks, including funds in excess of reserve requirements. Notes: These non-interest bearing deposits are lent out at the Fed funds rate to other banks unable to meet overnight reserve from the National Institute of Environmental Health Sciences, National Institutes of Health, under contract NO1-ES-25497, and U.S. Public Health Service (PHS (Personal Handyphone System) A TDMA-based cellular phone system introduced in Japan in mid-1995. Operating in the 1880-1930 MHz band, PHS uses microcells that cover an area only 100 to 500 meters in diameter, resulting in lower equipment costs but requiring more base ) grants ES11391 and ES10126. P.H. and E.K.L. are employed by Icoria, Inc. The remaining authors declare they have no competing financial interests.
Table 1. DNA damage [G.sub.1], and [G.sub.2] checkpoint
responses to 1.5 Gy IR (mean [+ or -] SD, n = 4 - 6).
[G.sub.1], [G.sub.2],
arrest arrest
Cell line (%) (a) (%) (b)
NHF1-hTERT 95 [+ or -] 2 97 [+ or -] 1
NHF3-hTERT 93 [+ or -] 2 95 [+ or -] 1
NHF10-hTERT 94 [+ or -] 1 94 [+ or -] 2
(a) [G.sub.1] arrest was quantified by determining the percentage
reduction in the fraction of cells in the first half of the
S phase (Figure 2A). (b) [G.sub.2] arrest was quantified by
determining the percentage reduction in the fraction of
cells in mitosis (Figure 2A).
Table 2. EASE analysis of all genes selected by EPIG
based on the Gene Ontology biological process.
Gene category EASE score Bonferronia
Mitotic cell cycle 3.19 x [10.sup.-33] 7.87 x [10.sup.-30]
Cell cycle 4.33 x [10.sup.-28] 1.07 x [10.sup.-24]
Cell proliferation 5.35 x [10.sup.-23] 1.32 x [10.sup.-19]
DNA metabolism 1.59 x [10.sup.-21] 3.93 x [10.sup.-18]
DNA replication and
chromosome cycle 6.16 x [10.sup.-20] 1.52 x [10.sup.-16]
M phase 2.92 x [10.sup.-16] 7.20 x [10.sup.-13]
Mitosis 3.35 x [10.sup.-16] 8.24 x [10.sup.-13]
M phase of mitotic
cell cycle 7.48 x [10.sup.-16] 1.84 x [10.sup.-12]
Nuclear division 7.64 x [10.sup.-11] 1.88 x [10.sup.-12]
S phase of mitotic
cell cycle 1.38 x [10.sup.-15] 3.40 x [10.sup.-12]
DNA replication 1.38 x [10.sup.-15] 3.40 x [10.sup.-12]
RNA metabolism 1.47 x [10.sup.-13] 3.61 x [10.sup.-10]
RNA processing 6.56 x [10.sup.-13] 1.62 x [10.sup.-09]
Regulation of cell cycle 6.87 x [10.sup.-13] 1.69 x [10.sup.-09]
Response to endogenous
stimulus 1.49 x [10.sup.-12] 3.68 x [10.sup.-09]
Response to DNA
damage stimulus 2.42 x [10.sup.-12] 5.96 x [10.sup.-09]
DNA repair 5.91 x [10.sup.-12] 1.45 x [10.sup.-08]
Cell cycle checkpoint 2.13 x [10.sup.-10] 5.24 x [10.sup.-07]
DNA-dependent DNA
replication 4.35 x [10.sup.-09] 1.07 x [10.sup.-05]
Cell growth and/or
maintenance 2.01 x [10.sup.-08] 4.94 x [10.sup.-05]
RNA splicing 2.18 x [10.sup.-08] 5.36 x [10.sup.-05]
mRNA processing 6.78 x [10.sup.-08] 1.67 x [10.sup.-04]
mRNA metabolism 2.04 x [10.sup.-07] 5.02 x [10.sup.-04]
RNA splicing, via
transesterification
reactions 2.24 x [10.sup.-07] 5.52 x [10.sup.-04]
Nuclear mRNA splicing,
via spliceosome 2.24 x [10.sup.-07] 5.52 x [10.sup.-04]
Ribosome biogenesis
and assembly 7.03 x [10.sup.-07] 1.73 x [10.sup.-03]
Ribosome biogenesis 8.23 x [10.sup.-07] 2.03 x [10.sup.-03]
rRNA processing 8.61 x [10.sup.-07] 2.12 x [10.sup.-03]
DNA recombination 1.31 x [10.sup.-06] 3.23 x [10.sup.-03]
rRNA metabolism 2.76 x [10.sup.-06] 6.80 x [10.sup.-03]
Cell organization
and biogenesis 6.71 x [10.sup.-06] 1.65 x [10.sup.-02]
Regulation of mitosis 7.27 x [10.sup.-06] 1.79 x [10.sup.-02]
(a) p-Value adjusted for multiple comparison.
Table 3. EASE analysis of overrepresented genes in pattern 1.
Gene category EASE score Bonferroni
Negative regulation of 7.93 x [10.sup.-06] 1.07 x [10.sup.-03]
cell proliferation
Regulation of cell 1.09 x [10.sup.-04] 1.48 x [10.sup.-02]
proliferation
Regulation of cellular 2.83 x [10.sup.-04] 3.82 x [10.sup.-02]
process
Regulation of biologic 2.94 x [10.sup.-04] 3.96 x [10.sup.-02]
process
Cell proliferation 4.47 x [10.sup.-04] 6.04 x [10.sup.-02]
Regulation of cell cycle 6.12 x [10.sup.-04] 8.26 x [10.sup.-02]
Cell cycle arrest 1.42 x [10.sup.-03] 1.91 x [10.sup.-01]
Figure 3. Patterns of gene expression in the three fibroblast lines
NHF1, NHF3, and NHF10 in response to IR-induced DNA damage. Nine
different DNA-damage--responsive patterns of gene expression were
extracted using EPIG, each pattern representing a group of genes
that were expressed in the same way upon DNA damage. In each panel
(patterns 1-9) the numbers of genes in each pattern are shown in
parentheses. For each cell line, the [log.sub.2] ratios of sample
RNA against reference RNA are indicated at each time point (IR 2 hr,
IR 6 hr, IR 24 hr) with the sham-treated controls adjusted to zero
and with both dye-flip replicates shown. The thick lines show the
average response to IR of genes in the pattern for each of the
fibrolast lines, and the thin lines show the responses of the
selected genes listed to the right. For the genes listed, the
coefficient of correlation with the average pattern, the magnitude
of change in gene expression ([log.sub.2]), and the signal-to-noise
ratio (SNR) are given.
Selected genes Coefficient magnitude SNR
I_1000314 0.98 1.41 8.63
PLAB 0.98 2.15 13.01
CDKN1A 0.94 1.78 16.11
CNK 0.93 1.03 8.97
PPM1D 0.93 1.07 7.69
SNK 0.91 0.73 11.00
TRAF4 0.90 0.64 7.76
C60RF37 0.88 0.49 9.76
LOC55901 0.87 0.58 5.37
SES2 0.86 0.66 8.49
GADD45A 0.86 0.70 5.51
TOB1 0.83 0.54 4.66
BTG2 0.81 0.44 3.49
BHLHB2 0.78 0.95 6.16
PA26 0.75 0.77 3.37
FDXR 0.99 1.26 7.11
DD82 0.98 0.63 4.80
CES2 0.94 0.55 7.00
PIG3 0.90 0.54 5.78
RRAD 0.88 0.89 4.37
CCNG1 0.88 0.75 5.40
EFNB1 0.86 0.59 5.71
LRDD 0.85 0.51 3.24
I_929113 (P53R2) 0.64 0.54 3.21
I_943874 0.84 0.53 4.73
BAX 0.83 0.47 4.38
OSBPL3 0.83 0.42 4.33
I_931389 0.83 0.97 3.74
I_964209 0.82 0.49 4.21
TP531NP1 0.79 0.40 3.16
Selected
genes Coeffiecient magnitude SNR
TBX2 0.98 0.85 8.92
SEI1 0.94 6.69 6.16
FLJ2484 0.94 0.77 5.07
FLJ10210 0.92 0.80 5.74
FOXD1 0.92 6.99 8.31
IER3 0.89 0.48 5.12
DYRK3 0.85 0.53 4.27
IER5 0.84 0.64 1.69
NR4A1 0.83 0.83 6.52
NOG 0.83 0.60 3.23
I_929351 0.81 0.81 4.56
I_965787 0.81 0.60 3.03
HRY 0.78 1.02 7.48
I_941555 0.77 0.67 4.05
ID3 0.77 1.06 3.57
EGR1 0.96 1.38 4.62
BANP 0.95 0.58 7.29
DUSP1 0.93 0.55 4.71
MYC 0.93 0.85 5.23
DUSP6 0.84 0.46 2.16
I_956405 0.83 0.40 6.84
I_939918 0.81 0.49 3.32
ETAA16 0.78 0.52 4.12
I_963261 0.76 0.54 3.85
LOC51315 0.76 0.61 5.15
ARHE 0.75 0.87 4.67
FLJ23233 0.74 0.50 4.13
SS-56 0.72 0.41 3.23
BCL6 0.71 0.70 3.15
FLJ10846 0.71 0.47 3.83
Selected Coefficient magnitude SNR
genes
SMAP 0.97 0.57 7.64
FLJ22624 0.95 1.28 10.03
NUDE1 0.90 0.46 6.07
EPOR 0.86 0.59 3.68
SIP1 0.86 0.60 5.65
BIRC3 0.70 0.74 3.31
I_959634 0.94 0.41 4.08
FOXO1A 0.93 0.54 4.04
PP5395 0.89 0.52 6.44
ZFP36L2 0.83 0.51 4.20
I_1109523 0.83 0.92 5.51
INSIG1 0.80 0.63 4.42
H2AFL 0.77 0.73 3.64
DF 0.71 0.60 3.13
Selected
genes Coefficient magnitude SNR
SLBP 0.99 0.83 8.62
MSH6 0.99 0.96 8.97
FANCE 0.98 0.67 5.61
STRIN 0.97 0.42 4.80
UNG 0.96 0.97 10.82
HNRPF 0.95 0.44 3.77
FLJ13081 0.93 0.66 4.40
GART 0.90 0.45 5.05
I_1152224 0.90 0.44 4.23
LOC85028 0.89 0.51 5.13
PNN 0.85 0.49 3.32
H1FO 0.83 0.47 3.99
AD158 0.75 0.46 3.04
CCNE1 0.86 0.38 3.24
ASK 0.98 2.04 11.18
BUB1 0.98 2.44 15.15
CCNB1 0.98 2.86 15.59
CDC2 0.96 2.87 14.24
CDC25C 0.92 0.71 5.55
CDC45L 0.97 1.73 12.06
CDC6 0.92 2.24 5.68
CDK2 0.98 1.36 14.40
E2F1 0.97 1.13 9.42
GOS2 0.98 2.53 10.58
KNSL1 0.98 2.62 13.90
MCM2 0.96 1.19 10.20
PCNA 0.97 1.48 8.66
PLK 0.89 0.51 5.46
TOP2A 0.96 3.19 10.97
Selected
genes Coefficient magnitude SNR
GSTM3 0.98 0.58 11.39
FLJ10055 0.98 0.98 10.62
I_1002147 0.98 1.42 14.15
BAG2 0.98 0.59 9.65
CASP1 0.96 0.94 8.93
TP53BP1 0.96 0.47 7.05
TP53TG1 0.95 0.80 8.48
SOD3 0.95 0.67 7.51
GAS1 0.93 1.48 9.30
CCNDBP1 0.92 0.44 7.15
SOD2 0.91 0.54 5.92
POLD4 0.90 0.59 5.68
ERCC5 0.89 0.48 6.54
CCNG2 0.86 0.73 6.45
POLI 0.73 0.69 3.83
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