11 resultados para RM algorithm

em DigitalCommons@The Texas Medical Center


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Regulation of colonic epithelial cell proliferation and differentiation remains poorly understood due to the inability to design a model system which recapitulates these processes. Currently, properties of "differentiation" are studied in colon adenocarcinoma cell lines which can be induced to express some, but not all of the phenotypes of normal cells. In this thesis, the DiFi human colon adenocarcinoma cell line is utilized as an in vitro model system in which to study mucin production. In response to treatment with tumor necrosis factor-alpha, DiFi cells acquire some properties of mucin-producing goblet cells including altered morphology, increased reactivity to wheat germ agglutinin, and increased mucin production as determined by RNA expression as well as reactivity with the MUC-1 antibodies, HMFG-1 and SM-3. Thus, TNF-treated DiFi cells represent one of the few in vitro systems in which mucin expression can be induced.^ DiFi cells express an activated pp60$\sp{{\rm c}-src},$ as do most colon adenocarcinomas and derived cell lines, as well as an amplified epidermal growth factor (EGF) receptor. To assess potential changes in these enzymes during induction of differentiation characteristics, potential changes in the levels and activities of these enzymes were examined. For pp60$\sp{{\rm c}-src},$ no changes were observed in protein levels, specific activity of the kinase, cellular localization, or phosphorylation pattern as determined by Staphylococcus aureus V8 protease partial proteolytic mapping after induction of goblet cell-like phenotypic changes. These results suggest that pp60$\sp{{\rm c}-src}$ is regulated differentially in goblet cells than in absorptive cells, as down-modulation of pp60$\sp{{\rm c}-src}$ kinase occurs in the latter. Therefore, effects on pp60$\sp{{\rm c}-src}$ may be critical in colon regulation, and may be important in generating the various colonic epithelial cell types.^ In contrast to pp60$\sp{{\rm c}-src},$ EGF receptor tyrosine kinase activity decreased ($<$5-fold) after TNF treatment and at the time in which morphologic changes were observed. Similar decreases in tyrosine phosphorylation of EGF receptor were observed as assessed by immunoblotting with an anti-phosphotyrosine antibody. In addition, ($\sp{125}$I) -EGF cell surface binding was reduced approximately 3-fold following TNF treatment with a concomitant reduction in receptor affinity ($<$2-fold). These results suggest that modulation of EGF receptor may be important in goblet cell differentiation. In contrast, other published studies have demonstrated that increases in EGF receptor mRNA and in ($\sp{125}$I) -EGF binding accompany differentiation toward the absorptive cell phenotype. Therefore, differential regulation of both EGF receptor and pp60$\sp{{\rm c}-src}$ occur along the goblet cell and absorptive cell differentiation pathways. Thus, my results suggest that TNF-treated DiFi cells represent a unique system in which to study distinct patterns of regulation of pp60$\sp{{\rm c}-src}$ and EGF receptor in colonic cells, and to determine if increased MUC-1 expression is an early event in goblet cell differentiation. ^

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The origin and structure of P55$\sp{\rm gag},$ a gag encoded polyprotein lacking the nucleocapsid protein, NCp10, have been explored. Evidence shows that P55$\sp{\rm gag}$ is formed by non-viral proteolytic cleavage of the Moloney murine leukemia virus (MoMuLV)gag precursor protein, Pr65$\sp{\rm gag}.$ P55$\sp{\rm gag}$ is produced in cells infected by a viral protease deletion mutant and by a recombinant murine sarcoma virus known to lack the protease gene, implying that a cellular protease is responsible for the cleavage. Structural and immunological studies show that the protein cleavage site is upstream of the CAp30-NCp10 viral proteolytic junction, implying that P55$\sp{\rm gag}$ lacks the carboxy-terminal residues of CAp30. During the course of studying P55$\sp{\rm gag},$ another protein was discovered, which I named nucleocapsid-related protein(NCRP). NCRP possesses the portion of CAp30 that is lacking in P55$\sp{\rm gag}.$ NCRP possesses antigenic epitopes present in CAp30 and NCp10. NCRP was observed in virus lysates and in nuclear lysates of MoMuLV infected cells; it was not detected in the cytoplasmic fractions of MoMuLV infected cells. Our results indicated that NCRP originates from Pr65$\sp{\rm gag},$ resulting from the same cellular proteolytic cleavage event that produces the viral cellular protein P55$\sp{\rm gag}.$ P55$\sp{\rm gag}$- and NCRP-like proteins also were observed in AKV murine leukemia virus (AKV MuLV) and feline leukemia virus (FeLV) infected cells and in their respective virus particles. The site of cleavage that yields P55$\sp{\rm gag}$ and NCRP is within the carboxy terminus of CAp30, likely within a motif highly conserved among mammalian type C retroviruses. This new motif, called the capsid conserved motif (CCM), overlaps a region containing both a possible bipartite nuclear targeting sequence and a region homologous with the U1 small nuclear ribonucleoprotein 70-kD protein. This domain, when intact, may act as a nuclear targeting sequence for the gag precursor proteins Pr65$\sp{\rm gag}$ and CAp30. Nuclei of cells infected with MoMuLV were examined for the presence of gag proteins. Both Pr65$\sp{\rm gag}$ and CAp30 were detected in the nuclear fraction of MoMuLV, AKV MuLV and FeLV infected cells. P55$\sp{\rm gag}$ was never detected in the nucleus of MoMuLV, AKV MuLV and FeLV infected cells or in their respective virus particles. I propose that NCRP may be involved in sequestering viral genomic RNA for the purposes of encapsidation and intracellular viral genomic RNA dimerization. ^

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Myotonic dystrophy (DM), an autosomal dominant disorder mapping to human chromosome 19q13.3, is the most common neuromuscular disease in human adults.^ Following the identification of the mutation underlying the DM phenotype, an unstable (CTG)$\sb{n}$ trinucleotide repeat in the 3$\prime$ untranslated region (UTR) of a gene encoding a ser/thr protein kinase named DM protein kinase (DMPK), the study was targeted at two questions: (1) the identification of the disease-causing mechanism(s) of the unstable repeat, and at a more basic level, (2) the identification of the origin and the mechanism(s) involved in repeat instability. The first goal was to identify the pathophysiological mechanisms of the (CTG)$\sb{n}$ repeat.^ The normal repeat is transcribed but not translated; therefore, initial studies centered on the effect on RNA transcript levels. The vast majority of DM affecteds are heterozygous for the mutant expansion, so that the normal allele interferes with the analysis of the mutant allele. A quantitative allele-specific RT-PCR procedure was developed and applied to a spectrum of patient tissue samples and cell lines. Equal levels of unprocessed pre-mRNA were determined for the wild type (+) and disease (DM) alleles in skeletal muscle and cell lines of heterozygous DM patients, indicating that any nucleosome binding has no effect at the level of transcriptional initiation and transcription of the mutant DMPK locus. In contrast, processed mRNA levels from the DM allele were reduced relative to the + allele as the size of the expansion increased. The unstable repeat, therefore, impairs post-transcriptional processing of DM allele transcripts. This phenomenon has profound effects on overall DMPK locus steady-state transcript levels in cells missing a wild type allele and does not appear to be mediated by imprinting, decreased mRNA stability, generation of aberrant splice forms, or absence of polyadenylation of the mutant allele.^ In Caucasian DM subjects, the unstable repeat is in complete linkage disequlibrium with a single haplotype composed of nine alleles within and flanking DMPK over a physical distance of 30 kb. A detailed haplotype analysis of the DM region was conducted on a Nigerian (Yoruba) DM family, the only indigenous sub-Saharan DM case reported to date. Each affected member of this family had an expanded (CTG)$\sb{n}$ repeat in one of their DMPK alleles. However, unlike all other DM populations studied thus far, disassociation of the (CTG)$\sb{n}$ repeat expansion from other alleles of the putative predisposing haplotype was found. Thus, the expanded (CTG)$\sb{n}$ repeat in this family was the result of an independent mutational event. Consequently, the origin of DM is unlikely the result of a single mutational event, and the hypothesis that a single ancestral haplotype predisposes to repeat expansion is not compelling. (Abstract shortened by UMI.) ^

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The Bcr-Abl fusion oncogene which resulted from a balanced reciprocal translocation between chromosome 9 and 22, t(9;22)(q11, q34), encodes a 210 KD elevated tyrosine specific protein kinase that is found in more than 95 percent of chronic myelogenous leukemia patients (CML). Increase of level of phosphorylation of tyrosine is observed on cell cycle regulatory proteins in cells overexpressing the Bcr-Abl oncogene, which activates multiple signaling pathways. In addition, distinct signals are required for transforming susceptible fibroblast and hematopoietic cells, and the minimal signals essential for transforming hematopoietic cells are yet to be defined. In the present study, we first established a tetracycline repressible p210$\rm\sp{bcr-abl}$ expression system in a murine myeloid cell line 32D c13, which depends on IL3 to grow in the presence of tetracycline and proliferate independent of IL3 in the absence of tetracycline. Interestingly, one of these sublines does not form tumors in athymic nude mice suggesting that these cells may not be completely transformed. These cells also exhibit a dose-dependent growth and expression of p210$\rm\sp{bcr-abl}$ at varying concentrations of tetracycline in the culture. However, p210$\rm\sp{bcr-abl}$ rescues IL3 deprivation induced apoptosis in a non-dose dependent fashion. DNA genotoxic damage induced by gamma-irradiation activates c-Abl tyrosine kinase, the cellular homologue of p210$\rm\sp{bcr-abl},$ and leads to activation of p38 MAP kinase in the cells. However, in the presence of p210$\rm\sp{bcr-abl}$ the irradiation failed to activate the p38 MAP kinase as examined by an antibody against phosphorylated p38 MAP kinase. Similarly, an altered tyrosine phosphorylation of the JAK1-STAT1 pathways was identified in cells constitutively overexpressing p210$\rm\sp{bcr-abl}.$ This may provided a molecular mechanism for altered therapeutic response of CML patients to IFN-$\alpha.$^ Bcr-Abl oncoprotein has multiple functional domains which have been identified by the work of others. The Bcr tetramerization domain, which may function to stabilize the association of the Bcr-Abl with actin filaments in p210$\rm\sp{bcr-abl}$ susceptible cells, are essential for transforming both fibroblast and hematopoietic cells. We designed a transcription unit encoding first 160 amino acids polypeptide of Bcr protein to test if this polypeptide can inhibit the transforming activity of the p210$\rm\sp{bcr-abl}$ oncoprotein in the 32D c13 cells. When this vector was transfected transiently along with the p210$\rm\sp{bcr-abl}$ expression vector, it can block the transforming activity of p210$\rm\sp{bcr-abl}.$ On the other hand, the retinoblastoma tumor suppressor protein (Rb), a naturally occurring negative regulator of the c-Abl kinase, the cellular homologue of Bcr-Abl oncoprotein, binds to and inhibits the c-Abl kinase in a cell cycle dependent manner. A polypeptide obtained from the carboxyl terminal end of the retinoblastoma tumor suppressor protein, in which the nuclear localization signal was mutated, was used to inhibit the kinase activity of the p210$\rm\sp{bcr-abl}$ in the cytoplasm. This polypeptide, called Rb MC-box, and its wild type form, Rb C-box, when overexpressed in the 32D cells are mainly localized in the cytoplasm. Cotransfection of a plasmid transcription unit coding for this polypeptide and the gene for the p210$\rm\sp{bcr-abl}$ resulted in reduced plating efficiency of p210$\rm\sp{bcr-abl}$ transfected IL3 independent 32D cells. Together, these results may lead to a molecular approach to therapy of CML and an in vitro assay system to identify new targets to which an inhibitory polypeptide transcription unit may be directed. ^

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Two approaches were utilized to investigate the role of pp60c-src activation in growth control of model colon tumor cell lines. The first approach involved analysis of pp60c-src activity in response to growth factor treatment to determine if transient activation of the protein was associated with ligand induced mitogenic signal transduction as occurs in non-colonic cell types. Activation of pp60c-src was detected using colon tumor cell lysates after treatment with platelet derived growth factor (PDGF). Activation of pp60c-src was also detected in response to epidermal growth factor (EGF) treatment using cellular lysates and intact cells. In contrast, down-regulation of purified pp60c-src occurred after incubation with EGF-treated EGFr immune complexes in vitro suggesting additional cellular events were potentially required for the stimulatory response observed in intact cells. The results demonstrated activation of pp60c-src in colon tumor cells in response to PDGF and EGF which is consistent with the role of the protein in mitogenic signal transduction in non-colonic cell types.^ The second approach used to study the role of pp60c-src activation in colonic cell growth control focused on analysis of the role of constitutive activation of the protein, which occurs in approximately 80% of colon tumors and cell lines, in growth control. These studies involved analysis of the effects of the tyrosine kinase specific inhibitor Herbimycin A (HA) on monolayer growth and pp60c-src enzymatic activity using model colon tumor cell lines. HA induced dose-dependent growth inhibition of all colon tumor cell lines examined possessing elevated pp60c-src activity. In HT29 cells the dose-dependent growth inhibition induced by HA correlated with dose-dependent pp60c-src inactivation. Inactivation of pp60c-src was shown to be an early event in response to treatment with HA which preceded induction of HT29 colon tumor cell growth inhibition. The growth effects of HA towards the colon tumor cells examined did not appear to be associated with induction of differentiation or a cytotoxic mechanism of action as changes in morphology were not detected in treated cells and growth inhibition (and pp60c-src inactivation) were reversible upon release from treatment with the compound. The results suggested the constitutive activation of pp60c-src functioned as a proliferative signal in colon tumor cells. Correlation between pp60c-src inactivation and growth inhibition was also observed using HA chemical derivatives confirming the role of tyrosine kinase inactivation by these compounds in inhibition of mitogenic signalling. In contrast, in AS15 cells possessing specific antisense mRNA mediated inactivation of pp60c-src, HA-induced inactivation of the related pp62c-yes tyrosine kinase, which is also activated during colon tumor progression, was not associated with induction of monolayer growth inhibition. These results suggested a function for the constitutively activated pp62c-yes protein in colon tumor cell proliferation which was different from that of activated pp60c-src. (Abstract shortened by UMI.) ^

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SNP genotyping arrays have been developed to characterize single-nucleotide polymorphisms (SNPs) and DNA copy number variations (CNVs). The quality of the inferences about copy number can be affected by many factors including batch effects, DNA sample preparation, signal processing, and analytical approach. Nonparametric and model-based statistical algorithms have been developed to detect CNVs from SNP genotyping data. However, these algorithms lack specificity to detect small CNVs due to the high false positive rate when calling CNVs based on the intensity values. Association tests based on detected CNVs therefore lack power even if the CNVs affecting disease risk are common. In this research, by combining an existing Hidden Markov Model (HMM) and the logistic regression model, a new genome-wide logistic regression algorithm was developed to detect CNV associations with diseases. We showed that the new algorithm is more sensitive and can be more powerful in detecting CNV associations with diseases than an existing popular algorithm, especially when the CNV association signal is weak and a limited number of SNPs are located in the CNV.^

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The effectiveness of the Anisotropic Analytical Algorithm (AAA) implemented in the Eclipse treatment planning system (TPS) was evaluated using theRadiologicalPhysicsCenteranthropomorphic lung phantom using both flattened and flattening-filter-free high energy beams. Radiation treatment plans were developed following the Radiation Therapy Oncology Group and theRadiologicalPhysicsCenterguidelines for lung treatment using Stereotactic Radiation Body Therapy. The tumor was covered such that at least 95% of Planning Target Volume (PTV) received 100% of the prescribed dose while ensuring that normal tissue constraints were followed as well. Calculated doses were exported from the Eclipse TPS and compared with the experimental data as measured using thermoluminescence detectors (TLD) and radiochromic films that were placed inside the phantom. The results demonstrate that the AAA superposition-convolution algorithm is able to calculate SBRT treatment plans with all clinically used photon beams in the range from 6 MV to 18 MV. The measured dose distribution showed a good agreement with the calculated distribution using clinically acceptable criteria of ±5% dose or 3mm distance to agreement. These results show that in a heterogeneous environment a 3D pencil beam superposition-convolution algorithms with Monte Carlo pre-calculated scatter kernels, such as AAA, are able to reliably calculate dose, accounting for increased lateral scattering due to the loss of electronic equilibrium in low density medium. The data for high energy plans (15 MV and 18 MV) showed very good tumor coverage in contrast to findings by other investigators for less sophisticated dose calculation algorithms, which demonstrated less than expected tumor doses and generally worse tumor coverage for high energy plans compared to 6MV plans. This demonstrates that the modern superposition-convolution AAA algorithm is a significant improvement over previous algorithms and is able to calculate doses accurately for SBRT treatment plans in the highly heterogeneous environment of the thorax for both lower (≤12 MV) and higher (greater than 12 MV) beam energies.

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The overarching goal of the Pathway Semantics Algorithm (PSA) is to improve the in silico identification of clinically useful hypotheses about molecular patterns in disease progression. By framing biomedical questions within a variety of matrix representations, PSA has the flexibility to analyze combined quantitative and qualitative data over a wide range of stratifications. The resulting hypothetical answers can then move to in vitro and in vivo verification, research assay optimization, clinical validation, and commercialization. Herein PSA is shown to generate novel hypotheses about the significant biological pathways in two disease domains: shock / trauma and hemophilia A, and validated experimentally in the latter. The PSA matrix algebra approach identified differential molecular patterns in biological networks over time and outcome that would not be easily found through direct assays, literature or database searches. In this dissertation, Chapter 1 provides a broad overview of the background and motivation for the study, followed by Chapter 2 with a literature review of relevant computational methods. Chapters 3 and 4 describe PSA for node and edge analysis respectively, and apply the method to disease progression in shock / trauma. Chapter 5 demonstrates the application of PSA to hemophilia A and the validation with experimental results. The work is summarized in Chapter 6, followed by extensive references and an Appendix with additional material.

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The purpose of this research is to develop a new statistical method to determine the minimum set of rows (R) in a R x C contingency table of discrete data that explains the dependence of observations. The statistical power of the method will be empirically determined by computer simulation to judge its efficiency over the presently existing methods. The method will be applied to data on DNA fragment length variation at six VNTR loci in over 72 populations from five major racial groups of human (total sample size is over 15,000 individuals; each sample having at least 50 individuals). DNA fragment lengths grouped in bins will form the basis of studying inter-population DNA variation within the racial groups are significant, will provide a rigorous re-binning procedure for forensic computation of DNA profile frequencies that takes into account intra-racial DNA variation among populations. ^

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The fine balance between proliferation and apoptosis plays a primary role in carcinogenesis. Proto-oncogenes that induce both proliferation and apoptosis provide a powerful inbuilt system to inhibit clonal expansion of cells with high proliferation rates. This provides a restraint to the development of neoplasms. C-myc expressing cells undergo apoptosis in low serum by an unknown mechanism. Several lines of evidence suggested that c-myc induces apoptosis by a transcriptional mechanism. However, the target genes of this program have not been fully defined. Protein synthesis inhibitors induce apoptosis in c-myc over-expressing cells at high serum levels suggesting that inhibition of synthesis of a survival factor may induce apoptosis. We show that the expression of c-myc directly correlates with an increase in the level of a survival protein, bcl-$\rm x\sb{L},$ and a decrease in the pro-apoptotic protein, bax, at both the protein and mRNA level. Furthermore, a significant decrease of the bcl-$\rm x\sb{L}$ protein levels is observed under low serum conditions. In order to investigate the mechanism of regulation of bcl-$\rm x\sb{L}$ and bax by c-myc, the bcl-x and bax promoters were cloned, sequenced and shown to contain c-myc binding sites. The chloramephenicol acetyl transferase (CAT) reporter assay was used to demonstrate activation of the bcl-x promoter by increasing levels of c-myc when co-transfected in COS cells. The bax promoter was also shown to be transrepressed in c-myc expressing cells. The role of bcl-$\rm x\sb{L}$ in apoptosis regulation in c-myc cell lines in normal and low serum was then investigated. Cells lines expressing c-myc and bcl-$\rm x\sb{L}$ were generated and were shown to be resistant to apoptosis induction in low serum. Furthermore, cell lines expressing c-myc, anti-sense bcl-$\rm x\sb{L}$ and $\beta$-galactosidase demonstrated significantly enhanced rates of apoptosis in high serum compared to c-myc Rat 1a cells. These findings suggest that c-myc activates a survival program involving bcl-$\rm x\sb{L}$ upregulation and bax downregulation. However, this survival signal is reduced under low serum conditions by the relative downregulation of bcl-$\rm x\sb{L}$ allowing for apoptosis to proceed. These data also directly demonstrates that downregulation in the level of bcl-$\rm x\sb{L}$ associated with low serum conditions is a critical determinant of c-myc induced apoptosis. ^

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The electron pencil-beam redefinition algorithm (PBRA) of Shiu and Hogstrom has been developed for use in radiotherapy treatment planning (RTP). Earlier studies of Boyd and Hogstrom showed that the PBRA lacked an adequate incident beam model, that PBRA might require improved electron physics, and that no data existed which allowed adequate assessment of the PBRA-calculated dose accuracy in a heterogeneous medium such as one presented by patient anatomy. The hypothesis of this research was that by addressing the above issues the PBRA-calculated dose would be accurate to within 4% or 2 mm in regions of high dose gradients. A secondary electron source was added to the PBRA to account for collimation-scattered electrons in the incident beam. Parameters of the dual-source model were determined from a minimal data set to allow ease of beam commissioning. Comparisons with measured data showed 3% or better dose accuracy in water within the field for cases where 4% accuracy was not previously achievable. A measured data set was developed that allowed an evaluation of PBRA in regions distal to localized heterogeneities. Geometries in the data set included irregular surfaces and high- and low-density internal heterogeneities. The data was estimated to have 1% precision and 2% agreement with accurate, benchmarked Monte Carlo (MC) code. PBRA electron transport was enhanced by modeling local pencil beam divergence. This required fundamental changes to the mathematics of electron transport (divPBRA). Evaluation of divPBRA with the measured data set showed marginal improvement in dose accuracy when compared to PBRA; however, 4% or 2mm accuracy was not achieved by either PBRA version for all data points. Finally, PBRA was evaluated clinically by comparing PBRA- and MC-calculated dose distributions using site-specific patient RTP data. Results show PBRA did not agree with MC to within 4% or 2mm in a small fraction (<3%) of the irradiated volume. Although the hypothesis of the research was shown to be false, the minor dose inaccuracies should have little or no impact on RTP decisions or patient outcome. Therefore, given ease of beam commissioning, documentation of accuracy, and calculational speed, the PBRA should be considered a practical tool for clinical use. ^