Comparison of multiple comparison methods for identifying differential gene expression in simulated and real papillary thyroid cancer microarray data

The difficulty of detecting differential gene expression in microarray data has existed for many years. Several correction procedures try to avoid the family-wise error rate in multiple comparison process, including the Bonferroni and Sidak single-step p-value adjustments, Holm's step-down correction method, and Benjamini and Hochberg's false discovery rate (FDR) correction procedure. Each multiple comparison technique has its advantages and weaknesses. We studied each multiple comparison method through numerical studies (simulations) and applied the methods to the real exploratory DNA microarray data, which detect of molecular signatures in papillary thyroid cancer (PTC) patients. According to our results of simulation studies, Benjamini and Hochberg step-up FDR controlling procedure is the best process among these multiple comparison methods and we discovered 1277 potential biomarkers among 54675 probe sets after applying the Benjamini and Hochberg's method to PTC microarray data.^

Antibody chemical reactivity: Beneficial and pathogenic roles

Antibodies (Abs) to autoantigens and foreign antigens (Ags) mediate, respectively, various pathogenic and beneficial effects. Abs express enzyme-like nucleophiles that react covalently with electrophiles. A subpopulation of nucleophilic Abs expresses proteolytic activity, which can inactivate the Ag permanently. This thesis shows how the nucleophilicity can be exploited to inhibit harmful Abs or potentially protect against a virus. ^ Inactivation of pathogenic Abs from Hemophilia A (HA) patients by means of nucleophile-electrophile pairing was studied. Deficient factor VIII (FVIII) in HA subjects impairs blood coagulation. FVIII replacement therapy fails in 20-30% of HA patients due to production of anti-FVIII Abs. FVIII analogs containing electrophilic phosphonate group (E-FVIII and E-C2) were hypothesized to inactivate the Abs by reacting specifically and covalently with nucleophilic sites. Anti-FVIII IgGs from HA patients formed immune complexes with E-FVIII and E-C2 that remained irreversibly associated under conditions that disrupt noncovalent Ab-Ag complexes. The reaction induced irreversible loss of Ab anti-coagulant activity. E-FVIII alone displayed limited interference with coagulation. E-FVIII is a prototype reagent suitable for further development as a selective inactivator of pathogenic anti-FVIII Abs. ^ The beneficial function of Abs to human immunodeficiency virus type 1 (HIV-1) was analyzed. HIV-1 eludes the immune system by rapidly changing its coat protein structure. IgAs from noninfected subjects hydrolyzed gp120 and neutralized HIV-1 with modest potency by recognizing the gp120 421-433 epitope, a conserved B cell superantigenic region that is also essential for HIV-1 attachment to host cell CD4 receptors. An adaptive immune response to superantigens is generally prohibited due to their ability to downregulate B cells. IgAs from subjects with prolonged HIV-1 infection displayed improved catalytic hydrolysis of gp120 and exceptionally potent and broad neutralization of diverse CCR5-dependent primary HIV isolates attributable to recognition of the 421-433 epitope. This indicates that slow immunological bypass of the superantigenic character of gp120 is possible, opening the path to effective HIV vaccination. ^ My research reveals a novel route to inactivate pathogenic nucleophilic Abs using electrophilic antigens. Conversely, naturally occurring nucleophilic Abs may help impede HIV infection, and the Abs could be developed for passive immunotherapy of HIV infected subjects. ^

Role of activation of the protein tyrosine kinase, Src, in colorectal cancer chemoresistance

Advances in therapy for colorectal cancer have been hampered by development of resistance to chemotherapy. The Src family of protein tyrosine kinases has been associated with colorectal cancer development and progression. Activation of the prototypic member of the family, Src, occurs in advanced colorectal cancer and is associated with a worse outcome. This work tests the hypotheses that Src activation contributes to chemoresistance in some colon tumors and that this resistance can be overcome by use of Src inhibitors. The aims of the proposal were to (1) determine if constitutive Src activation is sufficient to induce oxaliplatin resistance; (2) evaluate the role of reactive oxygen species (ROS) in the activation of Src after oxaliplatin treatment; (3) determine the frequency of Src activation in liver metastases after oxaliplatin treatment; and (4) evaluate the safety, preliminary efficacy, and pharmacodynamics of the combination of dasatinib with oxaliplatin-based therapy in patients with metastatic colorectal cancer. ^ Using a panel of colon cancer cell lines and murine models, I demonstrate that administration of oxaliplatin, a commonly utilized chemotherapy for colorectal cancer, results in an increased activation of Src. The activation occurs acutely in some, but not all, colorectal carcinoma cell lines. Cell lines selected for oxaliplatin resistance are further increased in Src activity. Treatment of cell lines with dasatinib, a non-selective pharmacologic inhibitor of the Src family kinases synergistically killed some, but not all cell lines. Cell lines with the highest acute activation of Src after oxaliplatin administration were the most sensitive to the combination therapy. Previous work demonstrated that siRNA to Src increased sensitivity to oxaliplatin, suggesting that the effects of dasatinib are primarily due to its ability to inhibit Src in these cell lines. ^ To examine the mechanism underlying these results, I examined the effects of reactive oxygen species (ROS), as previous studies have demonstrated that platinum chemotherapeutics result in intracellular oxidative stress. I demonstrated that oxaliplatin-induced reactive oxygen species were higher in the cell lines with Src activation, relative to those in which Src was not activated. This oxaliplatin-induced Src activation was blocked by the administration of anti-oxidants, thereby demonstrating that synergistic killing between dasatinib and oxaliplatin was associated with the ability of the latter to generate ROS. ^ In a murine model of colorectal cancer metastasis to the liver, the combination of dasatinib and oxaliplatin was more effective in reducing tumor volume than either agent alone. However, when oxaliplatin resistant cell lines were treated with a combination of oxaliplatin and AZD0530, an inhibitor in the clinic with increased specificity for Src, no additional benefit was seen, although Src was activated by oxaliplatin and Src substrates were inhibited. The indolent growth of oxaliplatin-resistant cells, unlike the growth of oxaliplatin resistant tumors in patients, precludes definitive interpretation of these results. ^ To further explore Src activation in patients with oxaliplatin exposure and resistance, an immunohistochemistry analysis of tumor tissue from resected liver metastases of colorectal cancer was performed. Utilizing a tissue microarray, staining for phosphorylated Src and FAK demonstrated strong staining of tumor relative to stromal and normal liver. In patients recently exposed to oxaliplatin, there was increased FAK activation, supporting the clinical relevance of the prior preclinical studies. ^ To pursue the potential clinical benefit of the combination of Src inhibition with oxaliplatin, a phase IB clinical trial was completed. Thirty patients with refractory metastatic colorectal cancer were treated with a combination of 5-FU, oxaliplatin, an epidermal-growth factor receptor monoclonal antibody, and dasatinib. The recommended phase II dose of dasatinib was established, and toxicities were quantified. Pharmacodynamic studies demonstrated increased phosphorylation of the Src substrate paxillin after dasatinib therapy. Tumor biopsies were obtained and Src expression levels were quantitated. Clinical benefit was seen with the combination, including a response rate of 20% and disease control rate of 56%, prompting a larger clinical study. ^ In summary, although Src is constitutively activated in metastatic colorectal cancer, administration of oxaliplatin chemotherapy can further increase its activity, through a reactive oxygen species dependent manner. Inhibition of Src in combination with oxaliplatin provides additional benefit in vitro, in preclinical animal models, and in the clinic. Further study of Src inhibition in the clinic and identification of predictive biomarkers of response will be required to further advance this promising therapeutic target. ^

Statistical Methods for Differential Expressions of Genes Detected in Multiple-Condition Experiment of Microarray

Most studies of differential gene-expressions have been conducted between two given conditions. The two-condition experimental (TCE) approach is simple in that all genes detected display a common differential expression pattern responsive to a common two-condition difference. Therefore, the genes that are differentially expressed under the other conditions other than the given two conditions are undetectable with the TCE approach. In order to address the problem, we propose a new approach called multiple-condition experiment (MCE) without replication and develop corresponding statistical methods including inference of pairs of conditions for genes, new t-statistics, and a generalized multiple-testing method for any multiple-testing procedure via a control parameter C. We applied these statistical methods to analyze our real MCE data from breast cancer cell lines and found that 85 percent of gene-expression variations were caused by genotypic effects and genotype-ANAX1 overexpression interactions, which agrees well with our expected results. We also applied our methods to the adenoma dataset of Notterman et al. and identified 93 differentially expressed genes that could not be found in TCE. The MCE approach is a conceptual breakthrough in many aspects: (a) many conditions of interests can be conducted simultaneously; (b) study of association between differential expressions of genes and conditions becomes easy; (c) it can provide more precise information for molecular classification and diagnosis of tumors; (d) it can save lot of experimental resources and time for investigators.^

Disease risk factors and humoral antibody response to periodontal-associated pathogens: A model to evaluate periodontal disease in older adults

Periodontal diseases (PD) are infectious, inflammatory, and tissue destructive events which affect the periodontal ligament that surround and support the teeth. Periodontal diseases are the major cause of tooth loss after age 35, with gingivitis and periodontitis affecting 75% of the adult population. A select group of bacterial organisms are associated with periodontal pathogenesis. There is a direct association between oral hygiene and prevention of PD. The importance of genetic differences and host immune response capabilities in determining host, susceptibility or resistance to PD has not been established. This study examined the risk factors and serum (humoral) immune response to periodontal diseased-associated pathogens in a 55 to 80+ year old South Texas study sample with PD. This study sample was described by: age, sex, ethnicity, the socioeconomic factors marital status, income and occupation, IgG, IgA, IgM immunoglobulin status, and the autoimmune response markers rheumatoid factor (RF) and antinuclear antibody (ANA). These variables were used to determine the risk factors associated with development of PD. Serum IgG, IgA, IgM antibodies to bacterial antigens provided evidence for disease exposure.^ A causal model for PD was constructed from associations for risk factors (ethnicity, marital status, income, and occupation) with dental exam and periodontitis. The multiple correlation between PD and ethnicity, income and dental exam was significant. Hispanics of low income were least likely to have had a dental exam in the last year and most likely to have PD. The etiologic agents for PD, as evidenced by elevated humoral antibody responses, were the Gram negative microorganisms Bacteroides gingivalis, serotypes FDC381 and SUNYaBA7A1-28, and Wolinella recta. Recommendation for a PD prevention and control program are provided. ^

Dissection of antitumor activity by lymphokine -activated killer cells: Role of FcR+ precursors and obligatory role of tumor necrosis factor-$\alpha$ in antibody -dependent cellular cytotoxicity

Human peripheral blood lymphocytes (PBL) cultured for varying lengths of time in IL-2 are able to mediate antibody independent cellular cytotoxicity (AICC) as well as antibody dependent cellular cytotoxicity (ADCC) against a wide range of tumor targets. The objective of our study is to determine the cytotoxic potential of the subset of LAK cells involved in ADCC, the tumor recognition mechanism in ADCC, the kinetics of ADCC mediated by PBL cultured under various conditions and the role of TNF-$\alpha$ in the development and maturation of ADCC effectors in the LAK population.^ The model system in this study for ADCC used a monoclonal antibody 14G2a (IgG2a), that recognizes the GD2 epitope on human melanoma cell line, SK-Mel-1. The target recognition mechanism operative in AICC (traditionally known as lymphokine activated killing or LAK) is an acquired property of these IL-2 activated cells which confers on them the unique ability to distinguish between tumor and normal cells. This recognition probably involves the presence of a trypsin sensitive N-linked glycoprotein epitope on tumor cells. Proteolytic treatment of the tumor cells with trypsin renders them resistant to AICC by PBL cultured in IL-2. However, ADCC is unaffected. This ADCC, mediated by the relatively small population of cells that are positive for the Fc receptor for IgG (FcR), is an indication that this subset of "LAK" cells does not require the trypsin sensitive epitope on tumor cells to mediate killing. Enriching PBL for FcR+ cells markedly enhanced both AICC and ADCC and also reduced the IL-2 requirement of these cells.^ The stoichiometry of Fc receptor (FcR) expression on the cytotoxic effectors does not correlate with ADCC lytic activity. Although FcRs are necessary to mediate ADCC, other factors, appear to regulate the magnitude of cytolytic activity. In order to investigate these putative factors, the kinetics of ADCC development was studied under various conditions (in IL-2 (10u/ml) and 100u/ml), in IL-2(10u/ml) + TNF$\alpha$ (500u/ml) and in TNF-$\alpha$ (500u/ml) alone). Addition of exogenous TNF-$\alpha$ into the four hour cytotoxicity assay did not increase ADCC, nor did anti-TNF antibodies result in inhibition. On the other hand, addition of anti-TNF antibodies to PBL and IL-2 for 24 hours, resulted in a marked inhibition of the ADCC, suggesting that endogenous TNF-$\alpha$ is obligatory for the maturation and differentiation of ADCC effectors. ^