This dissertation includes three topics. First topic: Regularized estimation in the AFT model with high dimensional covariates. Second topic: A novel application of quantile regression for identification of biomarkers exemplified by equine cartilage microarray data. Third topic: Normalization and analysis of cDNA microarray using linear contrasts.

The goal of the thesis was to characterize transcriptional profiles of in vivo and in vitro derived embryos during bovine minor and major embryonic genome activation and to identify mRNA transcripts newly synthesized during these stages. In our first work we have concentrated on the study of minor genome activation at the 4-cell stage of embryo. Using SSH, we have identified 31 amplicons homologous with already identified genes. We have selected 5 of these for detailed study of their expression during the whole period of preimplantation development: centromere protein, 350/400 kDa (CENPF, mitosin), splicing factor arginine/serine-rich 3 (SRFS3), high mobility group nucleosomal binding domain 2 (HMGN2) protein and eukaryotic translation initiation factors EIF4A2 a EIF4E. All these genes play an important role in the early embryo development. SRFS3 is the first described gene with an important function in preimplantation development, which is expressed already during bovine minor genome activation, and its transcription is α-amanitin sensitive during this period. We have selected CENPF gene for a more thorough study. By silencing its expression by the injection of CENPF dsRNA into the zygote, we have studied its function throughout the whole preimplantation development of bovine embryo....

Neste trabalho realizamos a análise das variações na expressão gênica global do fungo aquático Blastocladiella emersonii submetido ao estresse de carência de oxigênio (hipóxia), utilizando a técnica de microarranjos de cDNA em lâminas contendo 3773 genes distintos. Nos experimentos de hipóxia gradual (diminuição gradual da concentração de oxigênio dissolvido, seguido de reoxigenação) e hipóxia direta (diminuição direta da concentração de oxigênio dissolvido, seguido de reoxigenação) observamos que 650 genes foram diferencialmente expressos em pelo menos uma das condições de estresse e que 534 deles mostraram-se afetados (direta ou indiretamente) pela disponibilidade de oxigênio, uma vez que apresentaram recuperação (ou tendência à recuperação) da sua expressão aos níveis normais, quando as células foram reoxigenadas. Além de modular a expressão de diversos genes sem função conhecida, B. emersonii responde à hipóxia reajustando a expressão de genes responsáveis pela produção e consumo de energia. Pelo menos transcricionalmente, este fungo favorece o metabolismo anaeróbico, através da indução de genes que codificam enzimas da via glicolítica e lactato desidrogenase, ao passo que no ciclo do ácido cítrico, a maioria dos genes encontram-se reprimidos ou não sofrem alteração na expressão. Processos dispendiosos em energia como síntese protéica, metabolismo de aminoácidos, enovelamento de proteínas e transporte por membrana apresentaram perfis predominantemente de repressão gênica quando em carência de oxigênio. Ainda utilizando a técnica de microarranjos, mostramos semelhanças entre os perfis transcricionais nos experimentos hipóxia e de carência de Fe2+ (tratamento com quelante de Fe2+ 2,2´-dipyridyl) sugerem que estes estresses estão de alguma forma relacionados, fornecendo bons indícios de que o íon Fe2+ possa ter um papel importante no mecanismo sensor de oxigênio e/ou de resposta a hipóxia em B. emersonii. Além disso, o tratamento prévio de células submetidas à hipóxia com o antibiótico geldanamicina, um conhecido inibidor da proteína de choque térmico HSP90, levou à diminuição da indução de certos genes de hipóxia, indicando que este fungo pode possuir algum mecanismo semelhante ao do fator de transcrição de hipóxia HIF1-α de mamíferos, uma vez que este fator também é afetado por geldanamicina. Adicionalmente, desenvolvemos um protocolo para transformação de B. emersonii mediada por Agrobacterium tumefasciens que se mostrou promissor. A transferência do T-DNA contendo um gene de resistência a higromicina B, presente no vetor binário pBINPLUS-Hph, foi evidenciada pelo crescimento normal e esporulação das células transformadas, na presença do antibiótico e pela amplificação do gene de resistência no DNA genômico de células transformadas. / In this work we analyzed global gene expression changes in the aquatic fungus Blastocladiella emersonii submitted to oxygen deprivation (hypoxia), using cDNA microarrays containing 3,773 distinct genes. In gradual hypoxia (gradual decrease in dissolved oxygen concentration, followed by reoxygenation) and direct hypoxia (direct decrease of dissolved oxygen concentration, followed by reoxygenation) we observed 650 differentially expressed genes in at least one of the stress conditions tested, 534 of them being affected (directly or indirectly) by oxygen availability, since they showed recovery of normal expression levels or a tendency to recover, when cells were reoxygenated. Besides modulating many genes with no previously assigned function, B. emersonii responds to hypoxia by readjusting the expression levels of genes responsible for energy production and consumption. At least transcriptionally, this fungus seems to favour anaerobic metabolism through the induction of genes encoding glycolytic enzymes and lactate dehydrogenase, while in the TCA-cycle, most genes were repressed or unchanged. Energy-costly processes like protein synthesis, amino acid metabolism, protein folding and transport had their gene expression profiles predominantly repressed during oxygen deprivation. Microarray experiments also showed similarities between the transcriptional profile of genes in hypoxia and iron (II) deprivation (treatment with the iron (II) chelator 2,2\'-dipyridyl), suggesting that these stresses are somehow related, giving good evidence that Fe2+ ion could have a role in the mechanism of oxygen sensing and/or response to hypoxia in B. emersonii. Furthermore, pretreatment of cells subjected to hypoxia with the antibiotic geldanamycin, a known inhibitor of the heat shock protein HSP90, caused a significant decrease in the induction of certain hypoxic genes, indicating that this fungus could have a mechanism similar to that of the mammalian hypoxia transcription factor HIF-1α, which is also affected by geldanamycin. Additionally, we developed an Agrobacterium tumefasciens-mediated protocol for transformation of B. emersonii that has shown to be promising. The capacity to transfer the T-DNA containing a hygromycin B resistance gene, present in the pBINPLUSHph binary vector, was evidenced by the normal growth and sporulation of the transformed cells in the presence of antibiotic and by amplification of the resistance gene from the genomic DNA of transformed cells

Promoter hypermethylation mediated gene silencing is a frequent epigenetic finding in many cancers that affects genes known to have important roles in several aspects of cell biology. Hematological malignancies have been reported to harbor multiple genes aberrantly silenced by promoter hypermethylation and as a result, cytosine analogs known to inhibit the DNA methylation machinery are currently being evaluated in clinical trials. As such, the general goal of this thesis was to identify genes silenced by promoter hypermethylation in human acute myeloid leukemia (AML) and to study the mechanism of promoter hypermethylation mediated gene silencing. Interestingly, the cyclin dependent kinase inhibitor p15 was found to be methylated at a high frequency in AML patients and cell lines in association with a lack of detectable p15 mRNA. Treatment with the cytosine analog 5-Aza-2-deoxycytidine (5-Aza-dC) in vitro resulted in promoter demethylation and p15 mRNA re-expression, which was associated with a release of a transcriptionally repressive complex at the p15 promoter. Importantly, 5-Aza-dC treatment also reversed specific histone amino-terminal modifications at the p15 promoter which are normally associated with transcriptionally inactive chromatin regions, implicating chromatin remodeling in promoter hypermethylation mediated gene silencing. The recently discovered DNA methylation inhibitor, zebularine considered more stable than 5-Aza-dC was also able to reconstitute p15 mRNA in vitro in association with promoter demethylation, regional enrichment of histone acetylation, and growth inhibition. To identify novel genes silenced by promoter hypermethylation in AML, cDNA microarray analysis was employed following in vitro pharmacological inhibition of DNA methylation and histone deacetylation. Of note, four genes from the metallothionein family of cysteine rich small molecules were consistently upregulated following drug treatment and further evaluation identified the gene MT1H to be hypermethylated at a high frequency in AML patients and cell lines. Taken together, the data suggests that aberrant promoter hypermethylation mediated gene silencing occurs in multiple genes from different gene families during the molecular pathogenesis of human AML. Furthermore, the mechanism of promoter methylation mediated transcriptional silencing acts in concert with specific histone modifications which, importantly, can be reversed by treatment with pharmacological inhibitors of DNA methylation.

Promoter hypermethylation mediated gene silencing is a frequent epigenetic finding in many cancers that affects genes known to have important roles in several aspects of cell biology. Hematological malignancies have been reported to harbor multiple genes aberrantly silenced by promoter hypermethylation and as a result, cytosine analogs known to inhibit the DNA methylation machinery are currently being evaluated in clinical trials. As such, the general goal of this thesis was to identify genes silenced by promoter hypermethylation in human acute myeloid leukemia (AML) and to study the mechanism of promoter hypermethylation mediated gene silencing. Interestingly, the cyclin dependent kinase inhibitor p15 was found to be methylated at a high frequency in AML patients and cell lines in association with a lack of detectable p15 mRNA. Treatment with the cytosine analog 5-Aza-2-deoxycytidine (5-Aza-dC) in vitro resulted in promoter demethylation and p15 mRNA re-expression, which was associated with a release of a transcriptionally repressive complex at the p15 promoter. Importantly, 5-Aza-dC treatment also reversed specific histone amino-terminal modifications at the p15 promoter which are normally associated with transcriptionally inactive chromatin regions, implicating chromatin remodeling in promoter hypermethylation mediated gene silencing. The recently discovered DNA methylation inhibitor, zebularine considered more stable than 5-Aza-dC was also able to reconstitute p15 mRNA in vitro in association with promoter demethylation, regional enrichment of histone acetylation, and growth inhibition. To identify novel genes silenced by promoter hypermethylation in AML, cDNA microarray analysis was employed following in vitro pharmacological inhibition of DNA methylation and histone deacetylation. Of note, four genes from the metallothionein family of cysteine rich small molecules were consistently upregulated following drug treatment and further evaluation identified the gene MT1H to be hypermethylated at a high frequency in AML patients and cell lines. Taken together, the data suggests that aberrant promoter hypermethylation mediated gene silencing occurs in multiple genes from different gene families during the molecular pathogenesis of human AML. Furthermore, the mechanism of promoter methylation mediated transcriptional silencing acts in concert with specific histone modifications which, importantly, can be reversed by treatment with pharmacological inhibitors of DNA methylation.

Neste trabalho realizamos a análise das variações na expressão gênica global do fungo aquático Blastocladiella emersonii submetido ao estresse de carência de oxigênio (hipóxia), utilizando a técnica de microarranjos de cDNA em lâminas contendo 3773 genes distintos. Nos experimentos de hipóxia gradual (diminuição gradual da concentração de oxigênio dissolvido, seguido de reoxigenação) e hipóxia direta (diminuição direta da concentração de oxigênio dissolvido, seguido de reoxigenação) observamos que 650 genes foram diferencialmente expressos em pelo menos uma das condições de estresse e que 534 deles mostraram-se afetados (direta ou indiretamente) pela disponibilidade de oxigênio, uma vez que apresentaram recuperação (ou tendência à recuperação) da sua expressão aos níveis normais, quando as células foram reoxigenadas. Além de modular a expressão de diversos genes sem função conhecida, B. emersonii responde à hipóxia reajustando a expressão de genes responsáveis pela produção e consumo de energia. Pelo menos transcricionalmente, este fungo favorece o metabolismo anaeróbico, através da indução de genes que codificam enzimas da via glicolítica e lactato desidrogenase, ao passo que no ciclo do ácido cítrico, a maioria dos genes encontram-se reprimidos ou não sofrem alteração na expressão. Processos dispendiosos em energia como síntese protéica, metabolismo de aminoácidos, enovelamento de proteínas e transporte por membrana apresentaram perfis predominantemente de repressão gênica quando em carência de oxigênio. Ainda utilizando a técnica de microarranjos, mostramos semelhanças entre os perfis transcricionais nos experimentos hipóxia e de carência de Fe2+ (tratamento com quelante de Fe2+ 2,2´-dipyridyl) sugerem que estes estresses estão de alguma forma relacionados, fornecendo bons indícios de que o íon Fe2+ possa ter um papel importante no mecanismo sensor de oxigênio e/ou de resposta a hipóxia em B. emersonii. Além disso, o tratamento prévio de células submetidas à hipóxia com o antibiótico geldanamicina, um conhecido inibidor da proteína de choque térmico HSP90, levou à diminuição da indução de certos genes de hipóxia, indicando que este fungo pode possuir algum mecanismo semelhante ao do fator de transcrição de hipóxia HIF1-α de mamíferos, uma vez que este fator também é afetado por geldanamicina. Adicionalmente, desenvolvemos um protocolo para transformação de B. emersonii mediada por Agrobacterium tumefasciens que se mostrou promissor. A transferência do T-DNA contendo um gene de resistência a higromicina B, presente no vetor binário pBINPLUS-Hph, foi evidenciada pelo crescimento normal e esporulação das células transformadas, na presença do antibiótico e pela amplificação do gene de resistência no DNA genômico de células transformadas. / In this work we analyzed global gene expression changes in the aquatic fungus Blastocladiella emersonii submitted to oxygen deprivation (hypoxia), using cDNA microarrays containing 3,773 distinct genes. In gradual hypoxia (gradual decrease in dissolved oxygen concentration, followed by reoxygenation) and direct hypoxia (direct decrease of dissolved oxygen concentration, followed by reoxygenation) we observed 650 differentially expressed genes in at least one of the stress conditions tested, 534 of them being affected (directly or indirectly) by oxygen availability, since they showed recovery of normal expression levels or a tendency to recover, when cells were reoxygenated. Besides modulating many genes with no previously assigned function, B. emersonii responds to hypoxia by readjusting the expression levels of genes responsible for energy production and consumption. At least transcriptionally, this fungus seems to favour anaerobic metabolism through the induction of genes encoding glycolytic enzymes and lactate dehydrogenase, while in the TCA-cycle, most genes were repressed or unchanged. Energy-costly processes like protein synthesis, amino acid metabolism, protein folding and transport had their gene expression profiles predominantly repressed during oxygen deprivation. Microarray experiments also showed similarities between the transcriptional profile of genes in hypoxia and iron (II) deprivation (treatment with the iron (II) chelator 2,2\'-dipyridyl), suggesting that these stresses are somehow related, giving good evidence that Fe2+ ion could have a role in the mechanism of oxygen sensing and/or response to hypoxia in B. emersonii. Furthermore, pretreatment of cells subjected to hypoxia with the antibiotic geldanamycin, a known inhibitor of the heat shock protein HSP90, caused a significant decrease in the induction of certain hypoxic genes, indicating that this fungus could have a mechanism similar to that of the mammalian hypoxia transcription factor HIF-1α, which is also affected by geldanamycin. Additionally, we developed an Agrobacterium tumefasciens-mediated protocol for transformation of B. emersonii that has shown to be promising. The capacity to transfer the T-DNA containing a hygromycin B resistance gene, present in the pBINPLUSHph binary vector, was evidenced by the normal growth and sporulation of the transformed cells in the presence of antibiotic and by amplification of the resistance gene from the genomic DNA of transformed cells

Safeners are the chemicals used to protect plants from detrimental effects of herbicides, but their mode of action at the molecular level is not well understood. As an initial step towards understanding the molecular mechanism of safener action in trees, homologous genes in hybrid poplar (Populus nigra x Populus maximowiczii) that were induced by a safener were identified. We here describe the identification of differentially expressed genes in Populus that are induced by Concep-III, a herbicide safener. Expressed sequence tags (ESTs) enriched for transcriptionally induced genes were isolated by suppressive subtractive hybridization (SSH). The SSH library cDNA inserts were used to construct a cDNA microarray for high-throughput validation of the up-regulated expression of safener-induced genes. Single-pass and partial sequences of 1,344 safener-induced ESTs were assembled into 418 single-tons and 328 clusters, but the putative functions of almost 53% of the ESTs are not known. Genes encoding proteins involved in all three different phases of safener action, viz., oxidation, conjugation, and sequestration, were found in the SSH library. Almost 75% of genes that showed greater than 2-fold expression upon safener treatment were redundant in the SSH library. The expression pattern for selected genes was validated by reverse transcription-polymerase chain reaction. A few safener-induced genes that were not previously reported to be induced by safeners, but which may have a role in herbicide metabolism, were identified. The newly identified genes could have potential for application in genetic engineering of plants for herbicide detoxification and tolerance.

No description available.

O carcinoma de célula renal (CCR) subtipo célula clara é o câncer mais letal e prevalente do sistema urinário. A transformação maligna no CCR está possivelmente associada à mudanças no perfil de expressão de oncogenes e genes supressores de tumor, e acredita-se que estas alterações sejam críticas para o desenvolvimento do fenótipo maligno. Para identificar novos genes e vias moleculares associadas à transformação maligna no CCR célula clara, foram analisados perfis de expressão gênica de amostras pareadas de tumor e tecido não tumoral adjacente de 6 pacientes. Foi utilizada uma plataforma de microarrays de cDNA contendo 2.292 sondas mapeando éxons de genes codificadores e 822 sondas de RNAs não-codificadores mapeando em regiões intrônicas. A transcrição intrônica foi detectada em todos os tecidos normais e neoplásicos. Utilizando uma combinação de dois testes estatísticos e uma validação por leave-one-out, foi selecionado um subconjunto de 64 transcritos com expressão significativamente alterada em CCR célula clara em relação ao tecido não tumoral adjacente, estando a maior parte (86%) com expressão diminuída em CCR. Entre os transcritos com expressão diminuída, 49 mapearam em regiões não-traduzidas ou éxons de genes codificadores e 6 mapearam em regiões intrônicas de genes codificadores conhecidos. Os níveis de expressão diminuída de SIN3B, TRIP3, SYNJ2BP e NDE1 (p < 0,02), e de transcritos intrônicos derivados dos loci de SND1 e ACTN4 (p < 0,05), foram confirmados em CCR célula clara por Real-time RT-PCR. Um subconjunto de 25 transcritos se mostrou alterado em 6 amostras adicionais de CCR não célula clara, indicando alterações transcricionais comuns em CCR independentemente do subtipo histológico ou do estado de diferenciação do tumor. Além disso, foi analisado o perfil de metilação dos genes com expressão diminuída em tumor SIN3B, TRIP3, SYNJ2BP e GPX3. Nossos resultados indicam um novo conjunto de candidatos a gene supressor de tumor, que 8 podem desempenhar um papel importante na transformação maligna de células renais normais. / The clear cell subtype of renal cell carcinoma (RCC) is the most lethal and prevalent cancer of the urinary system. The carcinogenesis in RCC is thought to be associated with changes in the expression of several genes, and this alteration in gene expression is believed to be critical to the development of the malignant phenotype. To investigate new genes and molecular pathways associated with malignant transformation in clear cell RCC, gene expression profiles of matched samples of tumor and adjacent non-neoplastic tissue obtained from 6 patients were analysed. A custom-built cDNA microarray platform was used, comprising 2,292 probes that map to exons of genes and 822 probes for noncoding RNAs mapping to intronic regions. Intronic transcription was detected in all normal and neoplastic renal tissues. A subset of 64 transcripts with levels significantly deregulated in clear cell RCC relative to the matched non-tumor tissue, mostly (86%) downregulated in CCR, was

RNAs não codificadores longos (lncRNAs) compõem uma fração significativa do transcriptoma. Alterações na expressão de lncRNAs já foram observadas em vários cânceres humanos, mas ainda não foram exploradas no adenocarcinoma pancreático ductal (PDAC), uma doença devastadora e agressiva para a qual faltam métodos para diagnóstico precoce e tratamentos efetivos. Utilizando uma plataforma de microarranjo de cDNA com sondas para 984 lncRNAs e 2371 mRNAs, o presente estudo identificou conjuntos de lncRNAs expressos em 38 amostras clínicas pancreáticas. O enriquecimento de (i) elementos regulatórios associados às regiões promotoras (H3K4me3); (ii) possíveis inícios de transcrição (CAGE-tags); (iii) presença de elementos conservados sugere que ao menos uma fração desses RNAs seja originada a partir de unidades transcricionais independentes, reguladas e possivelmente funcionais. Foram identificadas assinaturas de expressão gênica compostas por mRNA e lncRNAs associadas ao tumor primário e à metástase pancreática. A assinatura gIenica associada à metástase apresentou enriquecimento RNAs intrônicos de loci gênicos associados à via MAPK quinase. O aumento de expressão dos transcritos intrônicos dos loci PPP3CB, MAP3K14 e DAPK1 foi confirmado por qPCR em metástases. Em conjunto, este trabalho aponta para a importância de lncRNAs intrônicos no PDAC e para a necessidade de estudos mais aprofundados para uma melhor compreensão do papel dessa classe de transcritos na biologia da doença. / Long noncoding RNAs (lncRNAs) compose a significant fraction of transcriptome. Altered expression of lncRNAs has been observed in diverse human cancers, but has not being investigated in pancreatic ductal adenocarcinoma (PDAC), a devastating and aggressive disease that lack early diagnosis methods and effective treatments. Using a cDNA microarray platform with probes interrogating 984 lncRNAs and 2371 mRNA, the present study identified subsets of lncRNAs expressed in 38 pancreatic clinical samples. Enrichment of (i) regulatory elements associated to promoter region (H3K4me3); (ii) putative transcription start site (CAGEtags) and (iii) conserved elements, suggest that at least a fraction of these RNAs could be independent transcriptional unit, regulated, an possibly functional. Gene expression signatures comprised of mRNAs and lncRNAs and associated to primary or metastatic tumors were found. A gene signature associated to metastasis was enriched in intronic ncRNAs mapping to gene loci associated to the MAPK pathway. Over expression of intronic RNAs from PPP3CB, MAP3K14 and DAPK1 was confirmed by qPCR in metastatic samples. Taken together, this study points to the importance of intronic lncRNAs in PDAC and for the need to study this class of ncRNAs in greater detail to better understand its role in the biology of PDAC.