Expression cloning of a candidate prostate cancer oncogene

Genetic analysis, both karyotyping and comparative genomic hybridization, of prostate cancer cell lines and specimens have revealed multiple areas of concordant increases in DNA content. An increase of DNA in specific regions of the genome in cancer is often associated with the amplification of oncogenes. Based on these observations we have hypothesized that oncogenes are involved in the initiation or progression of prostate cancer. An expression cloning approach was utilized to identify candidate oncogenes in prostate cancer. ^ A full-length, unidirectional cDNA expression library was constructed from DU145 prostate cancer cells. The cDNA library was screened using CP12, a rat prostate epithelial cell line. In soft agarose assays, CP12 (parental or vector transfected) do not form colonies. However, upon the introduction of a number of known oncogenes CP12 becomes anchorage independent in soft agarose. Based on this in-vitro phenotypic shift, a DU145 cDNA library was stably transfected into CP12, and selected for anchorage independence. Two hundred fifty nine anchorage independent clones were isolated. Some colonies contained more than one insert, bringing the candidate oncogene pool to approximately 400. Seven inserts were sequenced at random. Using the sequences obtained, GenBank was screened, and matches were found with p53, PARG1, a mitochondrial ATPase, RNF6, and three unknown genes that mapped to Unigene clusters. As the pool of cDNA inserts appeared promising, overexpressed genes were further selected. From 259 clones, 17 clones were overexpressed more than 6-fold in DU145 compared to Normal Prostate. From the 17 clones, 12 cDNA inserts were strongly expressed in DU145 and were isolated for sequencing. ^ Two of the sequences, 1G6 and 3E9, were identical. Expression of 1G6/2G9/3E9 was tested by RT-PCR. 1G6/2G9/3E9 was not expressed in normal prostate, but was expressed in all prostate cancer cell lines tested as well as six prostate cancer samples. When retransfected into CP12, 1G6/2G9/3E9 induced the formation of foci and anchorage independent colonies. Thus, functional and expression data suggest that 1G6/2G9/3E9 may be a prostate cancer oncogene. ^

Studies on the {\it in vivo} function of a phosphatidylinositol transfer protein from {\it Saccharomyces cerevisiae}

Phosphatidylinositol transfer proteins (PI-TP's) catalyze the transfer of phosphatidylinositol and phosphatidylcholine between membranes in vitro. However the in vivo function of these proteins is unknown. In this thesis we have used a combined biochemical and genetic approach to determine the importance of PI-TP in vivo. An oligonucleotide based on the amino terminal sequence of the PI-TP from Saccharomyces cerevisiae, was used to screen a yeast genomic library for the gene encoding PI-TP (PIT1 gene). Yeast strains transformed with the positive clones showed overproduction of transfer activities and transfer protein in the 100,000 x g supernatants. The 5$\sp\prime$ terminus of the PIT1 gene correlates with the predicted codons for residues 3-30 of the determined protein sequence. Tetrad analysis of a heterozygous diploid (PIT1/pit1::LEU2) revealed that the PIT1 gene is essential for cell growth. Non-viable spores could be rescued by transformation of the above diploid prior to sporulation, with a plasmid borne copy of the wild type gene. Sequencing of the entire PIT1 gene has revealed that the PIT1 gene is identical to the SEC14 gene. The sec14 ts mutant which exhibits conditional defects at the Golgi stage of protein secretion, is also temperature sensitive for PI-TP activity in vitro. These findings represent the first instance in which a physiological function has been assigned to any phospholipid transfer protein. ^

Molecular mechanisms of prostatic carcinoma growth and progression

Prostate cancer represents the most commonly diagnosed malignancies in American men and is the second leading cause of male cancer deaths. The overall objectives of this research were designed to understand the cellular and molecular mechanisms of prostatic carcinoma growth and progression. This dissertation was divided into two major parts: (1) to clone and characterize soluble factor(s) associated with bone that may mediate prostatic carcinoma growth and progression; (2) to investigate the roles of extracellular matrix in prostatic carcinogenesis.^ The propensity of prostate cancer cells to metastasize to the axial skeleton and the subsequent osteoblastic reactions observed in the bone indicate the possible reciprocal cellular interaction between prostate cancer cells and the bone microenvironment. To understand the molecular and cellular basis of this interaction, I focused on the identification and cloning of soluble factor(s) from bone stromal cells that may exert direct mitogenic action on cultured prostate cells. A novel BPGF-1 gene expressed specifically by bone and male accessory sex organs (prostate, seminal vesicles, and coagulating gland) was identified and cloned.^ The BPGF-1 was identified and cloned from a cDNA expression library prepared from a human bone stromal cell line, MS. The conditioned medium (CM) of this cell line contains mitogenic materials that induce human prostate cancer cell growth both in vivo and in vitro. The cDNA expression library was screened by an antibody prepared against the mitogenic fraction of the CM.^ The cloned BPGF-1 cDNA comprises 3171 nucleotides with a single open reading frame of 1620 nucleotides encoding 540 amino acids. The BPGF-1 gene encodes two transcripts (3.3 and 2.5 kb) with approximately equal intensity in human cells and tissues, but only one transcript (2.5 kb) in rat and mouse tissues. Southern blot analysis of human genomic DNA revealed a single BPGF-1 gene. The BPGF-1 gene is expressed predominantly in bone and seminal vesicles, but at a substantially lower level in prostate. Polyclonal antibodies generated from synthetic peptides that correspond to the nucleotide sequences of the cloned BPGF-1 cDNA reacted with a putative BPGF-1 protein with an apparent molecular weight of 70 kDa. The conditioned media isolated from COS cells transfected with BPGF-1 cDNA stimulated the proliferation and increased the anchorage-independent growth of prostate epithelial cells. These findings led us to hypothesize that BPGF-1 expression in relevant organs, such as prostate, seminal vesicles, and bone, may lead to local prostate cancer growth, metastasis to the seminal vesicles, and subsequently dissemination to the skeleton.^ To assess the importance of extracellular matrix in prostatic carcinogenesis, the role of extracellular matrix in induction of rat prostatic carcinoma growth in vivo was evaluated. NbE-1, a nontumorigenic rat prostatic epithelial cell line, was induced to form carcinoma in athymic nude hosts by coinjecting them with Matrigel and selected extracellular matrix components. Induction of prostatic tumor formation by laminin and collagen IV was inhibited by their respective antibodies. Prostatic epithelial cells cloned from the tumor tissues were found to form tumors in athymic nude hosts in the absence of exogenously added extracellular matrix. These results suggest that extracellular matrix induce irreversibly prostatic epithelial cells that behave distinctively different from the parental prostatic epithelial cell line. ^

Role of the glutathione S -transferase P1 (GSTP1) electrophile binding site (H-site) in protection from doxorubicin -mediated cytotoxicity

The hypothesis addressed in this project was that novel variants of naturally occurring human glutathione S-transferase P1 (GSTP1) can be created by random mutagenesis of the GSTP1 active site to yield polypeptides with increased enzymatic activity against electrophilic substrates. Specifically, the mutant proteins would metabolize and inactivate selected electrophiles more efficiently than wild-type GSTP1 and confer significant cytoprotection, as measured by reduced apoptosis and increased clonogenic survival. Glutathione S-transferase P1, a major electrophile metabolizing and detoxifying enzyme, is encoded by a polymorphic genetic locus. This locus contains nucleotide transitions in the region encoding the active site of the peptide that yields proteins with significant structural and functional differences. The method of Degenerate Oligonucleotide Mediated Random Mutagenesis (DOMRM) was used to generate cDNAs encoding unique GSTP1 polypeptides with mutations within electrophile binding site (H-site) while leaving the glutathione binding site unaffected. A prokaryotic expression library of the mutant GSTP1 polypeptides was created and screened for increased resistance to cisplatin. This screen resulted in the isolation of 96 clones representing 22 distinct mutant cDNA sequences. To investigate the effects of the changes in the H-site on the biological activity of GSTP1, the cDNA of wild-type GSTP1c and two of the identified mutants were stably transfected into human LNCaP-Pro5 prostate cancer cells that do not endogenously express GSTP1. Wild-type transfectants were resistant to doxorubicin-induced apoptosis and displayed increased clonogenic survival compared to vector controls. However, contrary to the hypothesis, in both assays the mutant transfectants were no more resistant to doxorubicin than the wild-type transfectants. To elucidate the mechanisms underlying GSTP1-mediated survival, an in-vitro assay was developed to determine whether active GSTP1 protein directly metabolizes doxorubicin by conjugation to reduced glutathione (GSH). Although GSH did promote the appearance of a unique doxorubicin conjugate, conjugate formation was not substantially increased by the addition of GSTP1 in a variety of reaction conditions. ^

Stress-induced targeting of molecular chaperones in the yeast Saccharomyces cerevisiae

The eukaryotic stress response is an essential mechanism that helps protect cells from a variety of environmental stresses. Cell death can result if cells are not able to properly adapt and protect themselves against adverse stress conditions. Failure to properly deal with stress has implications in human diseases including neurodegenerative disorders and distinct cancers, emphasizing the importance of understanding the eukaryotic stress response in detail. As part of this response, expression of a battery of heat shock proteins (HSP) is induced, which act as molecular chaperones to assist in the repair or triage of unfolded proteins. The 90-kDa HSP (Hsp90) operates in the context of a multi-chaperone complex to promote the maturation of nuclear and cytoplasmic clients. I have discovered that Hsp90 and the co-chaperone Sba1 accumulate in the nucleus of quiescent Saccharomyces cerevisiae cells in a karyopherin-dependent manner. I isolated nuclear accumulation- defective HSP82 mutant alleles to probe the nature of this targeting event and identified a mutant with a single amino acid substitution (I578F) sufficient to prevent nuclear accumulation of Hsp90 in quiescent cells. Diploid hsp82-I578F cells exhibited pronounced defects in spore wall construction and maturation, resulting in catastrophic sporulation. The mislocalization and sporulation phenotypes were shared by another previously identified HSP82 mutant allele, further linking localization to Hsp90 functional status. Pharmacological inhibition of Hsp90 with macbecin in sporulating diploid cells also blocked spore formation, underscoring the importance of this chaperone in this developmental program. The yeast molecular chaperone Hsp104 is a member of the Hsp100 superfamily of AAA+ ATPases. Unlike the Hsp90 family of chaperones, Hsp104 is not restricted to a specific set of client proteins, but rather assists in reactivating stress-denatured proteins by solubilizing protein aggregates. I have discovered that Hsp104, along with the Hsp70 chaperone, Ssa1, and the sHSP Hsp26 accumulate into RNA processing bodies (P- bodies) and stress granules, sites of mRNA metabolism. I found that Hsp104 recruits both Ssa1 and Hsp26 to P-bodies and that these three chaperones are required for stress granule formation. These findings suggest a possible role for chaperones in mRNA metabolism by aiding in the assembly, disassembly or conversion of these enigmatic mRNP complexes. Taken together, the work presented in this dissertation serves to better understand the eukaryotic stress response by illustrating the importance of subcellular-chaperone localization in key biological processes.

Differential gene expression in multistep tumorigenesis using an {\it in vitro\/} human cell model

Using a human terato-carcinoma cell line, PA-1, the functional role of the oncogenes and tumor suppressor gene involved in the multistep process of carcinogenesis have been analyzed. The expression of AP-2 was strongly correlated with the susceptibility to ras transformation. The differential responsiveness to growth factors between stage 1 ras resistant cells and stage 2 ras susceptible cells was observed, indicating that the ability of stage 2 cells to respond to the mutated ras oncogenes in transformation correlated with the ability to be stimulated by certain growth factors. Using differential screening of cDNA libraries, a number of differentially expressed cDNA clones was isolated. One of those, clone 12, is overexpressed in ras transformed stage 3 cells. The amino acid sequence of clone 12 is almost identical to a mouse LLrep3 gene that was growth-regulated, and 78% similar to a yeast ribosomal protein S4. These results suggest that the S4 gene may be involved in regulation of growth. Clone 9 is expressed in stage 1 ras resistant cells (3.5-kb and 3.0-kb transcripts) but the expression of this clone in stage 2 ras susceptible cells and stage 3 ras-transformed cells is greatly diminished. The expression of this cDNA clone was increased to at least five fold in ras resistant cells and nontumorigenic hybrids treated with retinoic acid but not increased in retinoic acid treated ras susceptible cells, ras transformed cells and the tumorigenic segregants. Partial sequence of this clone showed no homology to the sequences in Genbank. These findings suggest that clone 9 could be a suppressor gene or the genes that are involved in the biochemical pathway of tumor suppression or neurogenic differentiation. The apparent pleiotropic effect of the loss of this suppressor gene function support Harris' proposal that tumor suppressor genes regulate differentiation. The tumor suppressor gene may act as negative regulator of tumor growth by controlling gene expression in differentiation. ^

Studies of the expression of DNA repair related genes

This dissertation examines the biological functions and the regulation of expression of DNA ligase I by studying its expression under different conditions.^ The gene expression of DNA ligase I was induced two- to four-fold in S-phase lymphoblastoid cells but was decreased to 15% of control after administration of a DNA damaging agent, 4-nitroquinoline-1-oxide. When cells were induced into differentiation, the expression level of DNA ligase I was decreased to less than 15% of that of the control cells. When the gene of DNA ligase I was examined for tissue specific expression in adult rats, high levels of DNA ligase I mRNA were observed in testis (8-fold), intermediate levels in ovary and brain (4-fold), and low levels were found in intestine, spleen, and liver (1- to 2-fold).^ In confluent cells of normal skin fibroblasts, UV irradiation induced the gene expression of DNA ligase I at 24 and 48 h. The induction of DNA ligase I gene expression requires active p53 protein. Introducing a vector containing the wild type p53 protein in the cells caused an induction of the DNA ligase I protein 24 h after the treatment.^ Our results indicate that, in addition to the regulation by phosphorylation/dephosphorylation, cellular DNA ligase I activity can be regulated at the gene transcription level, and the p53 tumor suppresser is one of the transcription factors for the DNA ligase I gene. Also, our results suggest that DNA ligase I is involved in DNA repair as well as in DNA replication.^ Also, as an early attempt to clone the human homolog of the yeast CDC9 gene which has been shown to be involved in DNA replication, DNA repair, and DNA recombination, we have identified a human gene with mRNA of 1.7 kb. This dissertation studies the gene regulation and the possible biological functions of this new human gene by examining its expression at different stages of the cell cycle, during cell differentiation, and in cellular response to DNA damage.^ The new gene that we recently identified from human cells is highly expressed in brain and reproductive organs (BRE). This BRE gene encodes an mRNA of 1.7-1.9 kb, with an open reading frame of 1,149 bp, and gives rise to a deduced polypeptide of 383 amino acid residues. No extensive homology was found between BRE and sequences from the EMBL-Gene Banks. BRE showed tissue-specific expression in adult rats. The steady state mRNA levels were high in testis (5-6 fold), ovary and brain (3-4 fold) compared to the spleen level, but low in intestine and liver (1-2 fold). The expression of this gene is responsive to DNA damage and/or retinoic acid (RA) treatment. Treatment of fibroblast cells with UV irradiation and 4-nitroquinoline-1-oxide caused more than 90% and 50% decreases in BRE mRNA, respectively. Similar decreases in BRE expression were observed after treatment of the brain glioma cell line U-251 and the promyelocytic cell line HL-60 with retinoic acid. (Abstract shortened by UMI). ^

GENETIC ANALYSIS OF THE FUNCTION OF THE DROSOPHILA DOUBLESEX-RELATED FACTOR dmrt93B

DMRT (Doublesex and Mab-3 related transcription factor) proteins generally associated with sexual differentiation in many organisms share a common DNA binding domain and are often expressed in reproductive tissues. Aside from doublesex, which is a central factor in the regulation of sex determination, Drosophila possesses three different dmrt genes that are of unknown function. Because the association with sexual differentiation and reproduction is not universal and some DMRT proteins have been found to play other developmental roles we chose to further characterize one of these Drosophila genes. We carried out genetic analysis of dmrt93B, which was previously found to be expressed sex-specifically in the developing somatic gonad and to affect testis morphogenesis in RNAi knockdowns. In order to disrupt this gene, the GAL4 yeast transcriptional activator followed by a polyadenylation signal was inserted after the dmrt93B start codon and introduced into the genome by homologous recombination. Analysis of the knock-in mutation as well as a small deletion removing all dmrt93B sequence demonstrate that loss of function causes partial lethality at the late pupal stage. Surprisingly, these mutations have no significant effect on gonad formation or male fertility. Analysis of GAL4-driven GFP reporter expression indicates that the dmrt93B promoter activity is highly specific to neurons in the suboesophageal and proventricular ganglion in larva and adult of both sexes suggesting a possible role in digestive tract function. Using the Capillary Feeder (CAFÉ) assay to measure daily food intake we find that reduction in this gene’s function leads to an increase in food consumption. These results suggest dmrt93 plays an important role in the formation or maintenance of neurons that affect feeding and support the idea that dmrt genes may not be restricted to roles in sexual differentiation.

IL-2 REGULATION OF IL-24 EXPRESSION LEADS TO GROWTH SUPPRESSION OF MELANOMA CELLS

Melanoma is known to be highly resistant to chemotherapy. Treatment with high dose IL-2 has shown significant clinical benefit in a minority of metastatic melanoma patients and has lead to long term survival in a few cases. However, this treatment is associated with excessive multiorgan toxicities, which severely limits its use. We hypothesize that one mechanism of effective IL-2 therapy is through the direct upregulation of IL-24 production in melanoma tumors and subsequent IL-24 mediated tumor growth suppression. Five melanoma cell lines were treated with high dose recombinant hIL-2 at 1000U/ml. Three of the cell lines (A375, WM1341, WM793) showed statistically significant increases in their levels of IL-24 protein when measured by Western blotting, while the remaining two lines (WM35, MeWo) remained negative for IL-24 message and protein. This increase in IL-24 was abolished by either preincubating with an anti-IL-2 antibody or by blocking the IL-2 receptor directly with antibodies against the receptor chains. We also demonstrated by ELISA that these three cell lines secrete IL-24 protein in higher amounts when stimulated with IL-2 than do untreated cells. These cells were found to contain IL-2R beta and gamma message by RT-PCR and also expressed higher levels of IL-24 when treated with IL-15, which shares the IL-2R beta chain. Thus we propose that IL-2 is signaling through IL-2R beta on some melanoma cells to upregulate IL-24 protein expression. To address the biological function of IL-2 in melanoma cells, five cell lines were treated with IL-2 and cell viability determined. Cell growth was found to be significantly decreased by day 4 in the IL-24 positive cell lines while no effect on growth was seen in WM35 or MeWo. Incubating the cells with anti-IL-24 antibody or transfecting with IL-24 siRNA effectively negated the growth suppression seen with IL-2. These data support our hypothesis that in addition to its immunotherapeutic effects, IL-2 also acts directly on some melanoma tumors and that the IL-24 and IL-2R beta status of a tumor may be useful in predicting patient response to high dose IL-2.

THE EXPRESSION AND CELLULAR LOCALIZATION OF CC-CHEMOKINE RECEPTOR 5 (CCR5) AFTER TRAUMATIC BRAIN INJURY

Traumatic brain injury results from a primary insult and secondary events that together result in tissue injury. This primary injury occurs at the moment of impact and damage can include scalp laceration, skull fraction, cerebral contusions and lacerations as well as intracranial hemorrhage. Following the initial insult, a delayed response occurs and is characterized by hypoxia, ischemia, cerebral edema, and infection. During secondary brain injury, a series of neuroinflammatory events are triggered that can produce additional damage but may also help to protect nervous tissue from invading pathogens and help to repair the damaged tissue. Brain microglia and astrocytes become activated and migrate to the site of injury where these cells secrete immune mediators such as cytokines and chemokines. CC-chemokine receptor 5 (CCR5) is a member of the CC chemokine receptor family of seven transmembrane G protein coupled receptors. CCR5 is expressed in the immune system and is found in monocytes, leukoctyes, memory T cells, and immature dendritic cells. Upon binding to its ligands, CCR5 functions in the chemotaxis of these immune cells to the site of inflammation. In the CNS, CCR5 and its ligands are expressed in multiple cell types. In this study, I investigated whether CCR5 expression is altered in brain after traumatic brain injury. I examined the time course of CCR5 protein expression in cortex and hippocampus using quantitative western analysis of tissues from injured rat brain after mild impact injury. In addition, I also investigated the cellular localization of CCR5 before and after brain injury using confocal microscopy. I have observed that after brain injury CCR5 is upregulated in a time dependent manner in neurons of the parietal cortex and hippocampus. The absence of CCR5 expression in microglia and its delayed expression in neurons after injury suggests a role for CCR5 in neuronal survival after injury.

Regulation of survivin gene expression in the human endometrium and endometrial cancer

In the United States, endometrial cancer is the leading cancer of the female reproductive tract. There are 40,100 new cases and 7,470 deaths from endometrial cancer estimated for 2008 (47). The average five year survival rate for endometrial cancer is 84% however, this figure is substantially lower in patients diagnosed with late stage, advanced disease and much higher for patients diagnosed in early stage disease (47). Endometrial cancer (EC) has been associated with several risk factors including obesity, diabetes, hypertension, previously documented occurrence of hereditary non-polyposis colorectal cancer (HNPCC), and heightened exposure to estrogen (25). As of yet, there has not been a dependable molecular predictor of endometrial cancer occurrence in women with these predisposing factors. The goal of our lab is to identify genes that are aberrantly expressed in EC and may serve as molecular biomarkers of EC progression. One candidate protein that we are exploring as a biomarker of EC progression is the cell survival protein survivin.

THE EXPRESSION AND CELLULAR LOCALIZATION OF CC-CHEMOKINE RECEPTOR 5 (CCR5) AFTER TRAUMATIC BRAIN INJURY

Traumatic brain injury results from a primary insult and secondary events that together result in tissue injury. This primary injury occurs at the moment of impact and damage can include scalp laceration, skull fraction, cerebral contusions and lacerations as well as intracranial hemorrhage. Following the initial insult, a delayed response occurs and is characterized by hypoxia, ischemia, cerebral edema, and infection. During secondary brain injury, a series of neuroinflammatory events are triggered that can produce additional damage but may also help to protect nervous tissue from invading pathogens and help to repair the damaged tissue. Brain microglia and astrocytes become activated and migrate to the site of injury where these cells secrete immune mediators such as cytokines and chemokines. CC-chemokine receptor 5 (CCR5) is a member of the CC chemokine receptor family of seven transmembrane G protein coupled receptors. CCR5 is expressed in the immune system and is found in monocytes, leukoctyes, memory T cells, and immature dendritic cells. Upon binding to its ligands, CCR5 functions in the chemotaxis of these immune cells to the site of inflammation. In the CNS, CCR5 and its ligands are expressed in multiple cell types. In this study, I investigated whether CCR5 expression is altered in brain after traumatic brain injury. I examined the time course of CCR5 protein expression in cortex and hippocampus using quantitative western analysis of tissues from injured rat brain after mild impact injury. In addition, I also investigated the cellular localization of CCR5 before and after brain injury using confocal microscopy. I have observed that after brain injury CCR5 is upregulated in a time dependent manner in neurons of the parietal cortex and hippocampus. The absence of CCR5 expression in microglia and its delayed expression in neurons after injury suggests a role for CCR5 in neuronal survival after injury.

XENOESTROGEN-SPECIFIC MECHANISMS OF DEVELOPMENTAL REPROGRAMMING CORRELATE WITH GENE EXPRESSION AND TUMOR DEVELOPMENT

Environmental exposures during sensitive windows of development can reprogram normal physiological responses and alter disease susceptibility later in life in a process known as developmental reprogramming. We have shown that neonatal exposure to the xenoestrogen diethylstilbestrol (DES) can developmentally reprogram the reproductive tract in genetically susceptible Eker rats giving rise to complete penetrance of uterine leiomyoma. Based on this, we hypothesized that xenoestrogens, including genistein (GEN) and bisphenol A (BPA), reprogram estrogen-responsive gene expression in the myometrium and promote the development of uterine leiomyoma. We proposed the mechanism that is responsible for the developmental reprogramming of gene expression was through estrogen (E2)/ xenoestrogen inducedrapid ER signaling, which modifies the histone methyltransferase Enhancer of Zeste homolog 2 (EZH2) via activation of the PI3K/AKT pathway. We further hypothesized that there is a xenostrogen-specific effect on this pathway altering patterns of histone modification, DNA methylation and gene expression. In addition to our novel finding that E2/DES-induced phosphorylation of EZH2 by AKT reduces the levels of H3K27me3 in vitro and in vivo, this work demonstrates in vivo that a brief neonatal exposure to GEN, in contrast to BPA, activates the PI3K/AKT pathway to regulate EZH2 and decreases H3K27me3 levels in the neonatal uterus. Given that H3K27me3 is a repressive mark that has been shown to result in DNA methylation and gene silencing we investigated the methylation of developmentally reprogrammed genes. In support of this evidence, we show that neonatal DES exposure in comparison to VEH, leads to hypomethylation of the promoter of a developmentally reprogrammed gene, Gria2, that become hyper-responsive to estrogen in the adult myometrium indicating vi that DES exposure alter gene expression via chromatin remodeling and loss of DNA methylation. In the adult uterus, GEN and BPA exposure developmentally reprogrammed expression of estrogen-responsive genes in a manner opposite of one another, correlating with our previous data. Furthermore, the ability of GEN and BPA to developmental reprogram gene expression correlated with tumor incidence and multiplicity. These data show that xenoestrogens have unique effects on the activation of non-genomic signaling in the developing uterus that promotes epigenetic and genetic alterations, which are predictive of developmental reprogramming and correlate with their ability to modulate hormone-dependent tumor development.

SURVIVAL PREDICTION FOR BRAIN TUMOR PATIENTS USING GENE EXPRESSION DATA

Brain tumor is one of the most aggressive types of cancer in humans, with an estimated median survival time of 12 months and only 4% of the patients surviving more than 5 years after disease diagnosis. Until recently, brain tumor prognosis has been based only on clinical information such as tumor grade and patient age, but there are reports indicating that molecular profiling of gliomas can reveal subgroups of patients with distinct survival rates. We hypothesize that coupling molecular profiling of brain tumors with clinical information might improve predictions of patient survival time and, consequently, better guide future treatment decisions. In order to evaluate this hypothesis, the general goal of this research is to build models for survival prediction of glioma patients using DNA molecular profiles (U133 Affymetrix gene expression microarrays) along with clinical information. First, a predictive Random Forest model is built for binary outcomes (i.e. short vs. long-term survival) and a small subset of genes whose expression values can be used to predict survival time is selected. Following, a new statistical methodology is developed for predicting time-to-death outcomes using Bayesian ensemble trees. Due to a large heterogeneity observed within prognostic classes obtained by the Random Forest model, prediction can be improved by relating time-to-death with gene expression profile directly. We propose a Bayesian ensemble model for survival prediction which is appropriate for high-dimensional data such as gene expression data. Our approach is based on the ensemble "sum-of-trees" model which is flexible to incorporate additive and interaction effects between genes. We specify a fully Bayesian hierarchical approach and illustrate our methodology for the CPH, Weibull, and AFT survival models. We overcome the lack of conjugacy using a latent variable formulation to model the covariate effects which decreases computation time for model fitting. Also, our proposed models provides a model-free way to select important predictive prognostic markers based on controlling false discovery rates. We compare the performance of our methods with baseline reference survival methods and apply our methodology to an unpublished data set of brain tumor survival times and gene expression data, selecting genes potentially related to the development of the disease under study. A closing discussion compares results obtained by Random Forest and Bayesian ensemble methods under the biological/clinical perspectives and highlights the statistical advantages and disadvantages of the new methodology in the context of DNA microarray data analysis.

A model of the roles of essential kinases in the induction and expression of late long-term potentiation.

The induction of late long-term potentiation (L-LTP) involves complex interactions among second-messenger cascades. To gain insights into these interactions, a mathematical model was developed for L-LTP induction in the CA1 region of the hippocampus. The differential equation-based model represents actions of protein kinase A (PKA), MAP kinase (MAPK), and CaM kinase II (CAMKII) in the vicinity of the synapse, and activation of transcription by CaM kinase IV (CAMKIV) and MAPK. L-LTP is represented by increases in a synaptic weight. Simulations suggest that steep, supralinear stimulus-response relationships between stimuli (e.g., elevations in [Ca(2+)]) and kinase activation are essential for translating brief stimuli into long-lasting gene activation and synaptic weight increases. Convergence of multiple kinase activities to induce L-LTP helps to generate a threshold whereby the amount of L-LTP varies steeply with the number of brief (tetanic) electrical stimuli. The model simulates tetanic, -burst, pairing-induced, and chemical L-LTP, as well as L-LTP due to synaptic tagging. The model also simulates inhibition of L-LTP by inhibition of MAPK, CAMKII, PKA, or CAMKIV. The model predicts results of experiments to delineate mechanisms underlying L-LTP induction and expression. For example, the cAMP antagonist RpcAMPs, which inhibits L-LTP induction, is predicted to inhibit ERK activation. The model also appears useful to clarify similarities and differences between hippocampal L-LTP and long-term synaptic strengthening in other systems.