Behavioral and cellular analysis of classical conditioning of feeding behavior in Aplysia

In classical conditioning, an associative form of learning, animals learn to associate two stimuli. Cellular and molecular mechanisms for the induction and consolidation of associative learning and memory at the level of single cells and synaptic connections have been studied in both vertebrate and invertebrate animals. The majority of studies, however, relied on aversive stimuli to induce learning. This bias may limit the extent to which identified mechanisms generalize to other forms of associative learning and memory, such as appetitive forms. The goal of the present study was to develop a classical conditioning procedure for the marine mollusk Aplysia californica using appetitive reinforcement, and to analyze associative learning using behavioral and electrophysiological techniques. ^ Using tactile stimulation of the lips as the conditional stimulus (CS) and food as the unconditional stimulus (US) a training protocol was developed that reliably induced classical conditioning of feeding behavior. Memory persisted for at least 24 hours. The gross organization of reinforcement-mediating pathways was analyzed in additional behavioral experiments. Moreover, neurophysiological correlates of classical conditioning were identified and characterized in an in vitro preparation containing the circuitry for feeding behavior. In vitro stimulation of a nerve (AT4) that may mediate the CS during training, resulted in a greater number of buccal motor patterns (BMPs) in brains from conditioned animals, as compared to control animals. The majority of these BMPs were ingestion-like, consistent with the increased number of bites in response to the CS after classical conditioning. Moreover, classical conditioning correlated with increased excitatory synaptic input to BMP-initiating neuron B31/32, in response to stimulation of AT 4, as compared to controls. The expression of the correlates of classical conditioning identified in this study was specific to stimulation of AT 4, which is consistent the stimulus specificity that is characteristic for classical conditioning. ^ The identification of cellular correlates of classical conditioning documented here provides the basis for future, more detailed analyses of an appetitive form of associative learning and memory, that may extend the working knowledge of the cellular and molecular mechanisms for associative plasticity in general. ^

Lindane induced cellular dysfunction in MDCK cells: The role of the peripheral benzodiazepine receptor

The central nervous system GABAA/Benzodiazepine (GABAA/BZD) receptors are targets for many pharmaceutical agents and several classes of pesticides. Lindane is an organochlorine pesticide, although banned from production in the U.S. since 1977, still imported for use as an insecticide and pharmaceutically to control ectoparasites (ATSDR, 1994). Lindane functions as a GABA/BZD receptor antagonist within the central nervous system (CNS). Outside of the CNS, peripheral BZD receptors have been localized to the distal tubule of the kidney. Previous research in our laboratory has shown that incubation of renal cortical slices with lindane can produce an increase in kallikrein leakage, suggesting a distal tubular effect. In this study, Madin Darby Canine Kidney (MDCK) cells were used as an in vitro system to assess the toxicity of lindane. This purpose of this study was to determine if interactions between a renal distal tubular BZD-like receptor and lindane could lead to perturbations in renal distal cellular chloride (Cl−) transport and mitochondrial dysfunction and ultimately, cellular death. ^ Pertubations in renal chloride transport were measured indirectly by determining if lindane altered cell function responsiveness following osmotic stress. MDCK cells pre-treated with lindane and then subjected to osmotic stress remained swollen for up to 12 hours post-stress. Lindane-induced dysfunction was assessed through stress protein induction measured by Western Blot analysis. Lindane pretreatment delayed Heat Shock Protein 72 (HSP72) induction by 36 hours in osmotically stressed cells. Pretreatment with 1 × 10 −5 M LIN followed by osmotic stress elevated p38 and Stress Activated Protein Kinase (SAPK/JNK) at 15 minutes which declined at 30 minutes. Lindane appeared to have no effect on Endoplasmic Reticulum Related Kinase (ERK) induction. Lindane did not effect osmotically stressed LLC-PKI cells, a control cell line. ^ Lindane-treated MDCK cells did not exhibit necrosis. Instead, apoptosis was observed in lindane-treated MDCK cells in both time- and dose-dependent manners. LLC-PKI cells were not affected by LIN treatment. ^ To better understand the mechanism of lindane-induced apoptosis, mitochondrial function was measured. No changes in cytochrome c release or mitochondrial membrane potential were observed suggesting the mitochondrial pathway was not involved in lindane-induced apoptosis. ^ Further research will need to be conducted to determine the mechanism of lindane-induced adverse cellular effects. ^

A study in the molecular and cellular functions of GSK3beta in prostate adenocarcinoma

Kinases are part of a complex network of signaling pathways that enable a cell to respond to changes in environmental conditions in a regulated and coordinated way. For example, Glycogen Synthase Kinase 3 beta (GSK3β) modulates conformational changes, protein-protein interaction, protein degradation, and activation of unique domains in proteins that transduce signals from the extracellular milieu to the nucleus. ^ In this project, I investigated the expression and function that GSK3β exhibits in prostate cells. The capacity of GSK3β to regulate two transcription factors (JUN and CREB), which are known to be inversely utilized in prostate tumor cells, was measured. JUN/AP1 is constitutively activated in PC-3 cells; whereas, CREB/CRE activity is ∼20 fold less than the former. GSK3β overexpression obliterates JUN/AP1 activity. With respect to CREB GSK3β increases CREB/CRE activity. Cellular levels of active GSK3β can determine whether JUN or CREB is preferentially active in the PC-3s. Theoretically, in response to a particular cellular context or stimulus, a cell may coordinate JUN and CREB function by regulating GSK3β.^ A comparison of various prostate cell lines showed that active GSK3β is less expressed in normal prostate epithelial cells than in tumor cells. Differentially expressed active (GSK3β) may correlate with progression of prostate carcinoma. If a known marker associated with carcinoma of the prostate could be shown to be regulated by GSK3β then, further study of GSK3β may lead to a better understanding of both possible prevention of the disease and improved therapy for advanced stages. ^ The androgen receptor (AR) is an intriguing phosphoprotein whose regulation is potentially determined by a variety of kinases. One of these is (GSK3β) I found that (GSK3β) is a regulator of the androgen receptor in both the unliganded and liganded states. It can inhibit AR function as measured by reporter assays. Also, GSK3β associates with the AR at the DNA binding domain because deletion constructs expressing either the n-terminus or the c-terminus (both having the DBD in common) immunoprecipitated with GSK3β. Increased understanding of how GSK3β functions in prostate cancer would provide clues into how (1) certain signal pathways are coordinated and (2) the androgen receptor may be regulated. ^

Compounds that bind to the gamma-aminobutyric acid benzodiazepine ionophore complex modulate the cellular response to oxidant stress

The γ-aminobutyric acid benzodiazepine (GABAA /BZDR) ionophore complex has been widely studied in the central nervous system (CNS) and it regulates Cl− ion movement across the plasma membrane. The complex has been found in the distal tubule and the thick ascending limb of the kidney. The goal of this study was to see if modulation of this complex by agonists or antagonists could affect the way Madin-Darby Canine Kidney (MDCK) cells responded to an oxidant stress induced by menadione. When compared to cells incubated with menadione alone, preincubation with lindane, a nonspecific GABAA antagonist, coincubation with bicuculline, a specific GABAA antagonist, and coincubation with FG7142, an inverse agonist for the BZDR, protected cells from menadione cytotoxicity. Preincubation of cells in media containing PK11195 had no effect on menadione cytotoxicity. Coincubation with flurazepam, a BZDR agonist, exacerbated menadione cytotoxicity. This suggests that modulation of the GABAA/BZDR ionophore complex within MDCK cells with agonists and antagonists can alter the cellular responsiveness to an oxidant-induced injury. These responses via agonists and antagonists may be due to alterations of Cl− ion influx during late stage necrotic cell death. ^

Requirements for Staphylococcus aureus in vitro cellular internalization

Staphylcoccus aureus is a prokaryotic organism capable of causing numerous superficial and severe human infections. Adhesion of S. aureus to host tissues or cells is believed to be a crucial event in S. aureus infections. Subsequently, S. aureus can seed into the bloodstream resulting in metastasis of the infection. Several reports show that S. aureus can be internalized by non-professional phagocytes, a process which has been proposed to be important in S. aureus dissemination. An intracellular residence has also been proposed to provide safe harbor to reservoirs of dormant bacteria contributing to the persistence of infection. This dissertation describes an investigation into the molecular mechanisms of S. aureus internalization into both fibroblast and epithelial cells. Bacterial requirements for internalization were found to be limited to expression of proteins that bind the extracellular matrix protein fibronectin. A previously unknown fibronectin-binding region in the S. aureus fibronectin-binding protein A was discovered after showing competitive inhibition of S. aureus internalization. This novel fibronectin-binding activity is characterized. Internalization also required cell-based factors. The presence of fibronectin and cell surface receptors of the β1 integrin class, which are known to bind and internalize fibronectin, were found to be necessary for optimal internalization of S. aureus. These results led to the conclusion that fibronectin acts as a bridge between the bacterium and integrins on the host cells. The internalization process exhibits features characteristic of integrin-mediated cell migration on fibronectin-coated surfaces. Both processes involved an active form of the β1 integrin subunit and the protein tyrosine kinase Src. Finally, a Src inhibitor previously shown to be effective in reducing osteoporosis in an in vivo rat model is capable of greatly reducing S. aureus internalization. ^

Dimethylsphingosine evokes diverse cellular death modes in HL60

Among the barriers to successful cancer treatment is the acquired resistance that tumors undergo due to clonal evolution. Non-cross resistant drugs could add to the current options of chemotherapeutic drugs. In order to improve tumor response, investigators have been identifying defective death pathways acquired by specific cancer types, so to target directly those pathways. Sphingolipids have emerged as potential drugs for tumor-targeted therapy, and among them, Dimethylsphingosine (DMS), known to be a competitive inhibitor of Sphingosine Kinase (SK). DMS actions have been documented by several investigators, but the mechanisms by which DMS exerts cytotoxicity have not been fully investigated. We evaluated the cytotoxicity of DMS against human leukemia cell lines and against blasts isolated from leukemia patients. Cell line viability decreased proportionally to DMS concentration and treatment time. Resistant and MDR positive cell lines were the most sensitive, indicating DMS efficacy against human leukemia MDR. Importantly, leukemia samples showed a similar sensitivity to DMS, the first demonstration of DMS activity against fresh human leukemia specimens. Mechanistically we have demonstrated that DMS efficacy is due to its ability to induce cytotoxicity by inducing necrosis, apoptosis or both concomitantly, revealing a mixed-feature cell death mode never described before for DMS. Further, we have shown evidence suggesting pathways cross-talk, since apoptosis inhibition led to accelerated rate of necrosis. DMS diverse killing mechanisms and the high expression of SK in leukemias could explain DMS potent cytotoxicity. DMS-based regimens may increase response rates and therefore, improve leukemia treatment. ^

Mammalian Snm1 participates in cellular responses to genotoxic and mitotic stress

Eukaryotic cells have evolved a complex network of metabolic processes and regulatory systems to help ensure that hereditary information is protected or restored when exposed to genotoxic agents. Two members of the Snm1 protein family have been characterized; scSNM1/PSO2, a yeast gene responsible for repair of DNA interstrand crosslinks, and hARTEMIS, a human gene that is mutated in radiosensitive severe combined immunodeficiency (RS-SCID). Here we report on another member of this protein family, hSNM1, and its response to DNA damage and mitotic stress. We have found that this protein colocalizes and physically associates with 53BP1, a crucial member of the mammalian response to DNA damage. In addition, hSnm1 interacts with several proteins involved in mitosis, and mSNM1 deficiency causes a mitotic checkpoint defect in mouse embryonic fibroblasts. ^

Cellular mechanisms of operant and classical conditioning

The ability to associate a predictive stimulus with a subsequent salient event (i.e., classical conditioning) and the ability to associate an expressed behavior with the consequences (i.e., operant conditioning) allow for a predictive understanding of a changing environment. Although they are operationally distinct, there has been considerable debate whether at some fundamental level classical and operant conditioning are mechanistically distinct or similar. Feeding behavior of Aplysia (i.e., biting) was chosen as the model system and was successfully conditioned with appetitive forms of both operant and classical conditioning. The neuronal circuitry responsible for feeding is well understood and is suitable for cellular analyses, thus providing for a mechanistic comparison between these two forms of associative learning. ^ Neuron B51 is part of the feeding circuitry of Aplysia and is critical for the expression of ingestive behaviors. B51 also is a locus of plasticity following both operant and classical conditioning. Both in vivo and in vitro operant conditioning increased the input resistance and the excitability of B51. No pairing-specific changes in the input resistance were observed following both in vivo and in vitro classical conditioning. However, classical conditioning decreased the excitability of B51. Thus, both operant and classical conditioning modified the threshold level for activation of neuron B51, but in opposite directions, revealing key differences in the cellular mechanisms underlying these two forms of associative learning. ^ Next, the cellular mechanisms underlying operant conditioning were investigated in more detail using a single-cell analogue. The single-cell analogue successfully recapitulated the previous in vivo and in vitro operant conditioning results by increasing the input resistance and the excitability of B51. Both PKA and PKC were necessary for operant conditioning. Dopamine appears to be the transmitter mediating the reinforcement signal in this form of conditioning. A D1 dopamine receptor antibody revealed that the D1receptor localizes to the axon hillock, which is also the region that gives the strongest response when iontophoresing dopamine. ^ The studies presented herein, thus, provide for a greater understanding of the mechanisms underlying both of these forms of associative learning and demonstrate that they likely operate through distinct cellular mechanisms. ^

The mechanism of action of a novel benzo[c]phenanthridine alkaloid, NK314 and the cellular responses

NK314 is a novel synthetic benzo[c]phenanthridine alkaloid that is currently in clinical trials as an antitumor compound, based on impressive activities in preclinical models. However, its mechanism of action is unknown. The present investigations were directed at determining the mechanism of action of this agent and cellular responses to NK314. My studies demonstrated that NK314 intercalated into DNA, trapped topoisomerase IIα in its cleavage complex intermediate, and inhibited the ability of topoisomerase IIα to relax super-coiled DNA. CEM/VM1 cells, which are resistant to etoposide due to mutations in topoisomerase IIα, were cross-resistant to NK314. However, CEM/C2 cells, which are resistant to camptothecin due to mutations in topoisomerase I, retained sensitivity. This indicates topoisomerase IIα is the target of NK314 in the cells. NK314 caused phosphorylation of the histone variant, H2AX, which is considered a marker of DNA double-strand breaks. DNA double-strand breaks were also evidenced by pulsed-field gel electrophoresis and visualized as chromosomal aberrations after cells were treated with NK314 and arrested in mitosis. Cell cycle checkpoints are activated following DNA damage. NK314 induced significant G2 cell cycle arrest in several cell lines, independent of p53 status, suggesting the existence of a common mechanism of checkpoint activation. The Chk1-Cdc25C-Cdk1 G2 checkpoint pathway was activated in response to NK314, which can be abrogated by the Chk1 inhibitor UCN-01. Cell cycle checkpoint activation may be a defensive mechanism that provides time for DNA repair. DNA double-strand breaks are repaired either through ATM-mediated homologous recombination or DNA-PK-mediated non-homologous end-joining repair pathways. Clonogenic assays demonstrated a significant decrease of colony formation in both ATM deficient and DNA-PK deficient cells compared to ATM repleted and DNA-PK wild type cells respectively, indicating that both ATM and DNA-PK play important roles in the survival of the cells in response to NK314. The DNA-PK specific inhibitor NU7441 also significantly sensitized cells to NK314. In conclusion, the major mechanism of NK314 is to intercalate into DNA, trap and inhibit topoisomerase IIα, an action that leads to the generation of double-strand DNA breaks, which activate ATM and DNA-PK mediated DNA repair pathways and Chk1 mediated G2 checkpoint pathway. ^

SFRP4 regulation of Wnt7a signaling and cellular proliferation in the endometrium

In the endometrium, hormonal effects on epithelial cells are often elicited through stromal hormone receptors via unknown paracrine mechanisms. Several lines of evidence support the hypothesis that Wnts participate in stromal-epithelial cell communication and thus mediate hormone action. Characterization of specific Wnt signaling components in the endometrium was performed using cellular localization studies and evaluating hormone effects in a rat model. Wnt7a was expressed in the luminal epithelium, whereas the extracellular Wnt modulator, SFRP4, was localized to the endometrial stroma. SFRP4 expression is significantly decreased in endometrial carcinoma and aberrant Wnt7a signaling has been shown to cause uterine defects and contribute to the onset of disease. The specific Fzds and SFRPs that bind Wnt7a and the particular signal transduction pathway each Wnt7a-Fzd pair activates have not been identified. Additionally, the function of Wnt7a and SFRP4 in the endometrium has not been addressed. A survey of all Wnt signaling proteins expressed in the endometrium was conducted and Fzd5 and Fzd10 were identified as two receptors capable of transducing the Wnt7a signal. Biologically active recombinant Wnt7a and SFRP4 proteins were purified for quantitative biochemical studies. In Ishikawa cells, Wnt7a binding to Fzd5 activated β-catenin/canonical Wnt signaling and increased cellular proliferation. Wnt7a signaling mediated by Fzd10 induced a non-canonical/JNK-responsive pathway. SFRP4 suppressed Wnt7a action in both an autocrine and paracrine manner. Treatment with SFRP4 protein and overexpression of SFRP4 inhibited endometrial cancer cell growth and induced apoptosis in vitro. A split-eGFP complementation assay was developed to visually detect Wnt7a-Fzd interactions and subsequent pathway activation in cells. By employing a unique ELISA-based protein-protein binding technique, it was demonstrated that Wnt7a binds to SFRP4 and Fzd5 with equal nanomolar affinity. The development of these novel biological tools could lead to a better understanding of Wnt-protein interactions and the identification of new modulators of Wnt signaling. This study supports a mechanism by which the nature of the Wnt7a signal in the endometrium is dependent upon the Fzd repertoire of the cell and can be regulated by SFRP4. The potential tumor suppressor function of SFRP4 suggests it may serve as a therapeutic target for endometrial carcinoma. ^

The cellular and molecular responses to a novel nucleotide analogue, GS-9219

GS-9219 is a cell-permeable double-prodrug of the acyclic nucleotide analogue 9-(2-phosphonylmethoxyethyl)guanine (PMEG). The conversion of GS-9219 to its active metabolite, PMEG diphosphate (PMEGpp), involves several intracellular enzymatic reactions which reduces the concentration of nephrotoxic PMEG in plasma. PMEGpp competes with the natural substrate, dGTP, for incorporation by DNA polymerases. The lack of a 3'-hydroxyl moiety makes PMEGpp a de facto DNA chain-terminator. The incorporation of PMEGpp into DNA during DNA replication causes DNA chain-termination and stalled replication forks. Thus, the primary mechanism of action of GS-9219 in replicating cells is via DNA synthesis inhibition. GS-9219 has substantial antiproliferative activity against activated lymphocytes and tumor cell lines of hematological malignancies. Tumor cell proliferation was significantly reduced as measured by PET/CT scans in dogs with advanced-stage, spontaneously occurring non-Hodgkin's lymphoma (NHL).^ The hypothesis of this dissertation is that the incorporation of PMEGpp into DNA during repair re-synthesis would result in the inhibition of DNA repair and accumulation of DNA damage in chronic lymphocytic leukemia (CLL) cells and activate signaling pathways to cell death.^ To test this hypothesis, CLL cells were treated with DNA-damaging agents to stimulate nucleotide excision repair (NER) pathways, enabling the incorporation of PMEGpp into DNA. When NER was activated by UV, PMEGpp was incorporated into DNA in CLL cells. Following PMEGpp incorporation, DNA repair was inhibited and led to the accumulation of DNA strand breaks. The combination of GS-9219 and DNA-damaging agents resulted in more cell death than the sum of the single agents alone. The presence of DNA strand breaks activated the phosphatidylinositol 3-kinase-like protein kinase (PIKK) family members ataxia-telangiectasia mutated (ATM) and DNA-dependent protein kinase (DNA-PK). The activated ATM initiated signaling to the downstream target, p53, which was subsequently phosphorylated and accumulated to exert its apoptotic functions. P53-targeted pro-apoptotic genes, Puma and Bax, were upregulated and activated when DNA repair was inhibited, likely contributing to cell death. ^

The eukaryotic cellular stress response: Biochemical and genetic analyses in Saccharomyces cerevisiae

All cells must have the ability to deal with a variety of environmental stresses. Failure to correctly adapt to and/or protect against adverse stress conditions can lead to cell death. In humans, stress response defects have been linked to a number of neurodegenerative diseases and cancer, underscoring the importance of developing a fundamental understanding of the eukaryotic stress response.^ In an effort to characterize cellular response to high temperature stress, I identified and described one member of a novel gene family— RTR1. I show that the RTR1 gene and its protein product genetically and biochemically interact with core subunits of the RNA polymerase II enzyme. Appropriately, loss of RTR1 results in defective transcription from multiple promoters. These data provide evidence that Rtr1, which is essential under stress conditions, acts as a key regulator of transcription.^ In addition to transcriptional regulation, cells deal with many stressors by inducing molecular chaperones. Molecular chaperones are ubiquitous in all living cells and bind unfolded or damaged proteins and catalyze refolding or degradation. Hsp90 is a unique chaperone because it targets specific clients—typically signaling proteins—for maturation. While it has been shown that Sse1, the yeast Hsp110, is a critical regulator of the Hsp90 chaperone cycle, this work describes the molecular basis for that regulation. I show that Sse1 modulates Hsp90 function through regulation of Hsp70 nucleotide exchange. Further, Hsp110-type nucleotide exchange factors (NEFs) appear to have a specific role in modulating Hsp90 function in this manner. Finally, in addition to Hsp110, the eukaryotic cytosol contains two other types of Hsp70 NEF: Snl1 (BAG-domain protein) and Fes1 (HspBP1-like protein). I investigated the cellular roles of these NEFs to better understand the reason that eukaryotic cells contain three distinct protein families that perform the same biochemical function. I show that while cytsolic Hsp70 NEFs have some degree of functional overlap, they also exhibit striking divergence. Taken together, the work presented in this dissertation provides a more detailed understanding of the eukaryotic stress response. ^

Cellular Uptake of Neutrohpil Elastase Links Inflammation to Adaptive Immunity

Many tumors arise from sites of inflammation providing evidence that innate immunity is a critical component in the development and progression of cancer. Neutrophils are primary mediators of the innate immune response. Upon activation, an important function of neutrophils is release of an assortment of proteins from their granules including the serine protease neutrophil elastase (NE). The effect of NE on cancer has been attributed primarily to its ability to degrade the extracellular matrix thereby promoting invasion and metastasis. Recently, it was shown that NE could be taken up by lung cancer cells leading to degradation of insulin receptor substrate-1 thereby promoting hyperactivity of the phosphatidylinositol-3 kinase (PI3K) pathway and tumor cell proliferation. To our knowledge, nobody has investigated uptake of NE by other tumor types. In addition, NE has broad substrate specificity suggesting that uptake of NE by tumor cells could impact processes regulating tumorigenensis other than activation of the PI3K pathway. Neutrophil elastase has been identified in breast cancer specimens where high levels of NE have prognostic significance. These studies have assessed NE levels in whole tumor lysates. Because the major source of NE is from activated neutrophils, we hypothesized that breast cancer cells do not have endogenous NE but may take up NE released by tumor associated neutrophils in the tumor microenvironment and that this could provide a link between the innate immune response to tumors and specific adaptive immune responses. In this thesis, we show that breast cancer cells lack endogenous NE expression and that they are able to take up NE resulting in increased generation of low molecular weight cyclin E (CCNE) and enhanced susceptibility to lysis by CCNE-specific cytotoxic T lymphocytes. We also show that after taking up NE and proteinase 3 (PR3), a second primary granule protease with significant homology to NE, breast cancer cells cross-present the NE- and PR3-derived peptide PR1 rendering them susceptible to PR1-targeted therapies. Taken together, our data support a role for NE uptake in modulating adaptive immune responses against breast cancer.

Cellular Trafficking of Single and Multistage Vectors

Nanomedicine is an innovative field of science which has recently generated many drug delivery platforms with exciting results. The great potential of these strategies rely on the unique characteristics of the devices at the nano-scale in terms of long time circulation in the blood stream, selective accumulation at the lesions sites, increased solubility in aqueous solutions, etc. Herein we report on a new drug delivery system known as a multistage system which is comprised of non-spherical, mesoporous silicon particles loaded with second stage nanoparticles. The rationally designed particle shape, the possibility to modulate the surface properties and the degree of porosity allow these carriers to be optimized for vascular targeting and to overcome the numerous biological barriers found in drug delivery. In this study we investigated the intra and inter cellular trafficking of the multistage system in endothelial cells bringing evidence of its bio-compatibility as well as its ability to perform multiple intra and inter cellular tasks. Once internalized in cells, the multi-particle construct is able to dissociate, localizing in different subcellular compartments which can be targeted for exocytosis. In particular the second stage nanoparticles were found to be secreted in microvesicles which can act as mediators of transfer of particles across the endothelium and between different endothelial and cancer cells.

Classification of cellular malignancy associated changes in cervical cancer

Cervical cancer is the leading cause of death and disease from malignant neoplasms among women in developing countries. Even though the Pap smear has significantly decreased the number of deaths from cervical cancer in the past years, it has its limitations. Researchers have developed an automated screening machine which can potentially detect abnormal cases that are overlooked by conventional screening. The goal of quantitative cytology is to classify the patient's tissue sample based on quantitative measurements of the individual cells. It is also much cheaper and potentially can take less time. One of the major challenges of collecting cells with a cytobrush is the possibility of not sampling any existing dysplastic cells on the cervix. Being able to correctly classify patients who have disease without the presence of dysplastic cells could improve the accuracy of quantitative cytology algorithms. Subtle morphologic changes in normal-appearing tissues adjacent to or distant from malignant tumors have been shown to exist, but a comparison of various statistical methods, including many recent advances in the statistical learning field, has not previously been done. The objective of this thesis is to use different classification methods applied to quantitative cytology data for the detection of malignancy associated changes (MACs). In this thesis, Elastic Net is the best algorithm. When we applied the Elastic Net algorithm to the test set, we combined the training set and validation set as "training" set and used 5-fold cross validation to choose the parameter for Elastic Net. It has a sensitivity of 47% at 80% specificity, an AUC 0.52, and a partial AUC 0.10 (95% CI 0.09-0.11).^