A BAYESIAN APPROACH TO DOSE-RESPONSE ASSESSMENT AND DRUG-DRUG INTERACTION ANALYSIS: APPLICATION TO IN VITRO STUDIES

The considerable search for synergistic agents in cancer research is motivated by the therapeutic benefits achieved by combining anti-cancer agents. Synergistic agents make it possible to reduce dosage while maintaining or enhancing a desired effect. Other favorable outcomes of synergistic agents include reduction in toxicity and minimizing or delaying drug resistance. Dose-response assessment and drug-drug interaction analysis play an important part in the drug discovery process, however analysis are often poorly done. This dissertation is an effort to notably improve dose-response assessment and drug-drug interaction analysis. The most commonly used method in published analysis is the Median-Effect Principle/Combination Index method (Chou and Talalay, 1984). The Median-Effect Principle/Combination Index method leads to inefficiency by ignoring important sources of variation inherent in dose-response data and discarding data points that do not fit the Median-Effect Principle. Previous work has shown that the conventional method yields a high rate of false positives (Boik, Boik, Newman, 2008; Hennessey, Rosner, Bast, Chen, 2010) and, in some cases, low power to detect synergy. There is a great need for improving the current methodology. We developed a Bayesian framework for dose-response modeling and drug-drug interaction analysis. First, we developed a hierarchical meta-regression dose-response model that accounts for various sources of variation and uncertainty and allows one to incorporate knowledge from prior studies into the current analysis, thus offering a more efficient and reliable inference. Second, in the case that parametric dose-response models do not fit the data, we developed a practical and flexible nonparametric regression method for meta-analysis of independently repeated dose-response experiments. Third, and lastly, we developed a method, based on Loewe additivity that allows one to quantitatively assess interaction between two agents combined at a fixed dose ratio. The proposed method makes a comprehensive and honest account of uncertainty within drug interaction assessment. Extensive simulation studies show that the novel methodology improves the screening process of effective/synergistic agents and reduces the incidence of type I error. We consider an ovarian cancer cell line study that investigates the combined effect of DNA methylation inhibitors and histone deacetylation inhibitors in human ovarian cancer cell lines. The hypothesis is that the combination of DNA methylation inhibitors and histone deacetylation inhibitors will enhance antiproliferative activity in human ovarian cancer cell lines compared to treatment with each inhibitor alone. By applying the proposed Bayesian methodology, in vitro synergy was declared for DNA methylation inhibitor, 5-AZA-2'-deoxycytidine combined with one histone deacetylation inhibitor, suberoylanilide hydroxamic acid or trichostatin A in the cell lines HEY and SKOV3. This suggests potential new epigenetic therapies in cell growth inhibition of ovarian cancer cells.

THE BIOSYNTHESIS AND CHARACTERIZATION OF MURINE LEUKEMIA VIRAL PROTEINS

Two murine leukemia viruses (MuLVs), Rauscher (R-MuLV) and Moloney (Mo-MuLV) MuLVs, were studied to identify the biosynthetic pathways leading to the generation of mature virion proteins. Emphasis was placed on the examination of the clone 1 Mo-MuLV infected cell system.^ At least three genetic loci vital to virion replication exist on the MuLV genome. The 'gag' gene encodes information for the virion core proteins. The 'pol' gene specifies information for the RNA-dependent-DNA-polymerase (pol), or reverse transcriptase (RT). The 'env' gene contains information for the virion envelope proteins.^ MuLV specified proteins were synthesized by way of precursor polyproteins, which were processed to yield mature virion proteins. Pulse-chase kinetic studies, radioimmunoprecipitation, and peptide mapping were the techniques used to identify and characterize the MuLV viral precursor polyproteins and mature virion proteins.^ The 'gag' gene of Mo-MuLV coded for two primary gene products. One 'gag' gene product was found to be a polyprotein of 65,000 daltons M(,r) (Pr65('gag)). Pr65('gag) contained the antigenic and structural determinants of all four viral core proteins--p30, p15, pp12 and p10. Pr65('gag) was the major intracellular precursor polyprotein in the generation of mature viral core proteins. The second 'gag' gene product was a glycosylated gene product (gPr('gag)). An 85,000 dalton M(,r) polyprotein (gPr85('gag)) and an 80,000 dalton M(,r) (gPr80('gag)) polyprotein were the products of the 'gag' genes of Mo-MuLV and R-MuLV, respectively. gPr('gag) contained the antigenic and structural determinants of the four virion core proteins. In addition, gPr('gag) contained peptide information over and above that of Pr65('gag). Pulse-chase kinetic studies in the presence of tunicamycin revealed a separate processing pathway of gPr('gag) that did not seem to involve the generation of mature virion core proteins. Subglycosylated gPr('gag) was found to have a molecular weight of 75,000 daltons (Pr75('gag)) for both Mo-MuLV and R-MuLV.^ The Mo-MuLV 'pol' gene product was initially synthesized as a read-through 'gag-pol' intracellular polyprotein containing both antigenic and structural determinants of both the 'gag' and 'pol' genes. This read-through polyprotein was found to be a closely spaced doublet of two similarly sized proteins at 220-200,000 daltons M(,r) (Pr220/200('gag-pol)). Pulse-chase kinetic studies revealed processing of Pr220/200('gag-pol) to unstable intermediate intracellular proteins of 145,000 (Pr145('pol)), 135,000 (Pr135('pol)), and 125,000 (Pr125('pol)) daltons M(,r). Further chase incubations demonstrated the appearance of an 80,000 dalton M(,r) protein, which represented the mature polymerase (p80('pol)).^ The primary intracellular Mo-MuLV 'env' gene product was found to be a glycosylated polyprotein of 83,000 daltons M(,r) (gPr83('env)). gPr83('env) contained the antigenic and structural determinants of both mature virion envelope proteins, gp70 and p15E. In addition, gPr83('env) contained unique peptide sequences not present in either gp70 or p15E. The subglycosylated form of gPr83('env) had a molecular weight of 62,000 daltons (Pr62('env)).^ Virion core proteins of R-MuLV and Mo-MuLV were examined. Structural homology was observed betwen p30s and p10s. Significant structural non-homology was demonstrated between p15s and pp12s. ^

Ovarian cancer angiogenesis, biology and therapy

The progressive growth of epithelial ovarian cancer tumor is regulated by proangiogenic molecules and growth factors released by tumor cells and the microenvironment. Previous studies showed that the expression of interleukin-8 (IL-8) directly correlates with the progression of human ovarian carcinomas implanted into the peritoneal cavity of nude mice. We examined the expression level of IL-8 in archival specimens of primary human ovarian carcinoma from patients undergoing curative surgery by in situ mRNA hybridization technique. The expression of IL-8 was significantly higher in patients with stage III disease than in patients with stage I disease. To investigate the role of IL-8 in the progressive growth of ovarian cancer, we isolated high- and low-IL-8 producing clones from parental Hey-A8 human ovarian cancer cells, and compared their proliferative activity and tumorigenicity in nude mice. The effect of exogenous IL-8 and IL-8 neutralizing antibody on ovarian cancer cell proliferation was investigated. Finally, we studied the modulation of IL-8 expression in ovarian cancer cells by sense and antisense IL-8 expression vector transfection and its effect on proliferation and tumorigenicity. We concluded that IL-8 has a direct growth potentiating activity in human ovarian cancer cells. ^ The expression level of IL-8 directly correlates with disease progression of human ovarian cancer, but the mechanism of induction is unknown. Since hypoxia and acidic pH are common features in solid tumors, we determined whether hypoxic and acidic conditions could regulate the expression of IL-8. Culturing the human ovarian cancer cells in hypoxic or acidic medium led to a significant increase in IL-8 mRNA and protein. Hypoxic- and acidosis-mediated transient increase in IL-8 expression involved both transcriptional activation of the IL-8 gene and enhanced stability of the IL-8 mRNA. Furthermore, we showed that IL-8 transcription activation by hypoxia or acidosis required the cooperation of NF-κB and AP-1 binding sites. ^ Finally, we studied novel therapies against human ovarian cancer. First, we determined whether inhibition of the catalytic tyrosine kinase activity of the receptors for vascular endothelial growth factor/vascular permeability factor (VEGF/VPF) inhibits the formation of malignant ascites and the progressive growth of human ovarian carcinoma cells implanted into the peritoneal cavity of nude mice. Our results suggest that blockade of the VEGF/VPF receptor may be an efficient strategy to inhibit formation of malignant ascites and growth of VEGF/VPF-dependent human ovarian carcinomas. Secondly, we determined whether local sustained production of murine interferon-β could inhibit the growth of human ovarian cancer cells in the peritoneal cavity of nude mice. Our results showed that local production of IFN-β could inhibit the in vivo growth of human ovarian cancer cells by upregulating the expression of the inducible nitric oxide synthase (NOS) in host macrophages. ^

Transcriptional upregulation of the p21Cip1 promoter by STAT3 and nuclear ErbB2

Over-expression of the receptor tyrosine kinase ErbB2 is prevalent in approximately 30% of human breast carcinomas and confers Taxol resistance. In breast cancer cells, Taxol induces tubulin polymerization and hyperstable microtubule formation. This in turn prematurely activates Cdc2 kinase allowing early entry into the G2/M phase of the cell cycle resultant in mitotic catastrophe followed by apoptosis. Over-expression of ErbB2 upregulates p21Cip1, which inhibits Cdc2 activation, and leads to Taxol resistance in patients. However, the mechanism of ErbB2-mediated p21 Cip1 upregulation is unclear. Here in this study, we investigated the mechanism of ErbB2 downstream signaling events leading to upregulation. The CDKN1A (p21Cip1) gene promoter contains numerous cis-elements including a Signal transducer and activator of transcription (STAT) Inducable Element (SIE) located at -679 kb. Our studies showed ErbB2 overexpressing cells had increased activated levels of STAT3, and therefore we hypothesized that STAT3 is responsible for the upregulation of the p21Cip1 promoter by ErbB2. EMSA and ChIP assays confirmed the binding of STAT3 to the p21Cip1 promoter and luciferase assays showed higher p21 Cip1 promoter activity in ErbB2 over-expressing transfectants when compared to parental cells, in a STAT3 binding site dependant manner. Additionally, reduced level of STAT3 led to reduced p21Cip1 protein expression and promoter activity indicating that both the STAT3 binding site and STAT3 protein are required for ErbB2-mediated p21Cip1 upregulation. Further investigation of ErbB2 downstream signaling showed increased Src kinase activity in ErbB2 over-expressing cells which was required for ErbB2-mediated STAT3 activation and p21Cip1 increase. Treatment of ErbB2 over-expressing resistant cells with STAT3 inhibitor peptides sensitized the cells to Taxol. In addition to classical signal transduction pathways, I identified a novel ErbB2 mediated regulatory mechanism of p21Cip1. I found that a nuclear ErbB2 and STAT3 complex binds directly to the p21Cip1 promoter offering a non-classical mechanism of p21Cip1 promoter regulation. These data suggest that ErbB2 over-expression can confer Taxol resistance of breast cancer cells by transcriptional upregulation of p21 Cip1 via activation of STAT3 by Src kinase and also by cooperation with nuclear ErbB2. The data suggest a potential clinical mechanism for STAT3 inhibitors in sensitizing ErbB2 over-expressing breast cancers to Taxol. ^

The impact of nutrition intervention on glycemic control in a pediatric type 1 diabetes mellitus population

Aim: The goal of this study was to evaluate the change in hemoglobin A1C and glycemic control after nutrition intervention among a population of type 1 diabetic pediatric patients. Methods: Data was collected from all type 1 diabetic patients who were scheduled for a consultation with the diabetes/endocrine RD from January 2006 through December 2006. Two groups were compared, those who kept their RD appointment and those who did not keep their appointment. The main outcome measure was HgbA1C. An independent samples t-test compared the two groups with respect to change in HbgA1C before and after the most recent scheduled appointment with the RD. Baseline characteristics were used as covariates and analyzed and controlled for using analysis of covariance (ANCOVA). Results: There was no difference in HgbA1c after either attending an RD appointment or not having attended an RD appointment. Those who arrived for and attended their RD appointment and those who did not arrive for and attend their RD appointment, had statistically different HgbA1C's before their scheduled appointment as well as after the RD appointment. However, the two groups were not equal at the beginning of the study period. Discussion: A study design with inclusion criteria of a specified range of HgbA1C values within which the study subjects needed to fall, would have potentially eliminated the difference between the two groups at the beginning of the study period. Conducting either another retrospective study that controlled for the initial HgbA1C value or conducting a prospective study that designated a range of HgbA1C values would be worth investigating to evaluate the impact of medical nutrition therapy intervention and the role of the RD in diabetes management. It is an interesting finding that there was a significant difference in the initial HgbA1c for those who came to the RD appointment compared to those who did not come. The fact that in this study those who did not arrive for their RD appointment had worse control of their diabetes suggests that this is a high-risk group. Targeting diabetes education toward this group of patients may prove to be beneficial. ^

The association between stress and physical fitness testing in the 2005 Department of Defense population survey

Objective. The purpose of this study was to examine the association of perceived stress and passing the fitness test in a cohort of Department of Defense active duty members. Reports of this association have been suggested in numerous articles. Methods. The 2005 DoD Survey of Health Related Behaviors Among Active Duty Military Personnel was used to examine the association between the participants’ perceived levels of stress from family and/or work related sources and the respondents’ last required fitness test taking into account potential confounder of the association. Measures of association were obtained from logistic regression models. Results. Participants who experienced “some” or “a lot” of stress either from work sources (OR 0.69, 95% CI: 0.58-0.87) or from personal/family sources (OR 0.70, 95% CI: 0.57-0.86) were less likely to pass the fitness test when compared to their counterparts who experienced “none” or “a little” stress. Additionally, those who reported “some” or “a lot” of stress either from work sources (OR 0.54, 95% CI: 0.41-0.70) or from personal/family sources (OR 0.54, 95% CI: 0.44-0.67) that interfered with their military duties were also less likely to pass the fitness test. The multivariate adjustment only slightly reduced the unadjusted association. Conclusions . An association exists between perceived stress levels and outcome of fitness testing. The higher the level of stress perceived, the less likely the person will be to pass the fitness test. Stress-related intervention might be useful to help the military members to achieve the level of fitness needed to perform their duties.^

The p53 tumor suppressor pathway in culture and {\it in vivo\/}

p53 functions as a tumor suppressor through its ability to initiate either growth arrest or apoptosis in cells which have sustained DNA damage. p53 elicits these cellular phenotypes through its biochemical function as a transcriptional activator. By inducing the expression of a battery of target genes, p53 is able to prevent the propagation of cells with damaged DNA. However, the genes transcriptionally induced by p53 which have been identified to date do not fully explain p53 function. p53 has been demonstrated to activate genes involved in cell cycle inhibition, apoptosis and cell proliferation. The reasons for simultaneous activation of p53 targets with disparate, opposing functions are not clear, but may be due to the use of transformed cell lines in previous experiments. In the studies presented in this thesis, the pathway of p53 tumor suppression has been studied in detail in two systems chosen for their relevance to the natural cell environment. One utilizes a normal, unaltered cultured cell system; the other the whole mouse. In order to better understand the role of the known p53 targets in effecting p53 function in normal cells, early rat embryo fibroblasts were irradiated with ultraviolet light to induce DNA damage. It was discovered that p53 protein levels increased in response to irradiation. The known targets of p53, namely, $p21\sp{WAF1/CIP1},\ mdm2,\ cyclin\ G,$ and bax, were shown for the first time to have a differential temporal induction. The growth suppressor $p21\sp{WAF1/CIP1}$ was induced first, followed by cyclin G then mdm2, which is involved in proliferation through its inactivation of p53, and finally, the apoptosis promoter, bax. These findings indicated that p53 activates its target genes in a manner to allow maximum effectiveness of target function. The rat embryo fibroblasts were shown to undergo apoptosis 24 h after irradiation. Additionally, investigation of these cells for cell cycle alterations demonstrated a brief arrest in G1. In the second study, thymocytes from mice with wild type p53 were shown to undergo apoptosis and activate p53 target genes upon ionizing radiation treatment, while thymocytes from mice deficient in p53 could not. The p53 target genes mdm2 and fas were tested in vivo for their ability to mediate p53-regulated apoptosis, and were found dispensible for that cellular function. Therefore, the p53 targets identified to date do not fully explain the ability of p53 to function as a tumor suppressor. Potentially, functional redundancy between the known targets would account for the data seen in these experiments. Additionally, identification of additional target genes should add further understanding of the p53 pathway of tumor suppression. ^