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1.
PLoS Genet ; 11(10): e1005574, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26485514

RESUMO

Ciliopathies are Mendelian disorders caused by dysfunction of cilia, ubiquitous organelles involved in fluid propulsion (motile cilia) or signal transduction (primary cilia). Retinal dystrophy is a common phenotypic characteristic of ciliopathies since photoreceptor outer segments are specialized primary cilia. These ciliary structures heavily rely on intracellular minus-end directed transport of cargo, mediated at least in part by the cytoplasmic dynein 1 motor complex, for their formation, maintenance and function. Ninein-like protein (NINL) is known to associate with this motor complex and is an important interaction partner of the ciliopathy-associated proteins lebercilin, USH2A and CC2D2A. Here, we scrutinize the function of NINL with combined proteomic and zebrafish in vivo approaches. We identify Double Zinc Ribbon and Ankyrin Repeat domains 1 (DZANK1) as a novel interaction partner of NINL and show that loss of Ninl, Dzank1 or both synergistically leads to dysmorphic photoreceptor outer segments, accumulation of trans-Golgi-derived vesicles and mislocalization of Rhodopsin and Ush2a in zebrafish. In addition, retrograde melanosome transport is severely impaired in zebrafish lacking Ninl or Dzank1. We further demonstrate that NINL and DZANK1 are essential for intracellular dynein-based transport by associating with complementary subunits of the cytoplasmic dynein 1 motor complex, thus shedding light on the structure and stoichiometry of this important motor complex. Altogether, our results support a model in which the NINL-DZANK1 protein module is involved in the proper assembly and folding of the cytoplasmic dynein 1 motor complex in photoreceptor cells, a process essential for outer segment formation and function.


Assuntos
Proteínas de Transporte/genética , Dineínas/genética , Larva/genética , Proteínas Associadas aos Microtúbulos/genética , Proteínas Nucleares/genética , Células Fotorreceptoras de Vertebrados , Retina/crescimento & desenvolvimento , Proteínas de Peixe-Zebra/genética , Animais , Transporte Biológico/genética , Cílios/genética , Células HEK293 , Humanos , Larva/crescimento & desenvolvimento , Neurogênese/genética , Proteômica , Transdução de Sinais , Peixe-Zebra/genética , Peixe-Zebra/crescimento & desenvolvimento
2.
Mol Cell Proteomics ; 13(5): 1382-91, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-24563533

RESUMO

Analyzing the molecular architecture of native multiprotein complexes via biochemical methods has so far been difficult and error prone. Protein complex isolation by affinity purification can define the protein repertoire of a given complex, yet, it remains difficult to gain knowledge of its substructure or modular composition. Here, we introduce SDS concentration gradient induced decomposition of protein complexes coupled to quantitative mass spectrometry and in silico elution profile distance analysis. By applying this new method to a cellular transport module, the IFT/lebercilin complex, we demonstrate its ability to determine modular composition as well as sensitively detect known and novel complex components. We show that the IFT/lebercilin complex can be separated into at least five submodules, the IFT complex A, the IFT complex B, the 14-3-3 protein complex and the CTLH complex, as well as the dynein light chain complex. Furthermore, we identify the protein TULP3 as a potential new member of the IFT complex A and showed that several proteins, classified as IFT complex B-associated, are integral parts of this complex. To further demonstrate EPASIS general applicability, we analyzed the modular substructure of two additional complexes, that of B-RAF and of 14-3-3-ε. The results show, that EPASIS provides a robust as well as sensitive strategy to dissect the substructure of large multiprotein complexes in a highly time- as well as cost-effective manner.


Assuntos
Espectrometria de Massas/métodos , Complexos Multiproteicos/química , Complexos Multiproteicos/isolamento & purificação , Subunidades Proteicas/metabolismo , Proteínas 14-3-3/química , Proteínas 14-3-3/isolamento & purificação , Células HEK293 , Humanos , Peptídeos e Proteínas de Sinalização Intracelular , Espectrometria de Massas/economia , Proteínas/metabolismo , Proteômica , Proteínas Proto-Oncogênicas B-raf/química , Proteínas Proto-Oncogênicas B-raf/isolamento & purificação , Dodecilsulfato de Sódio
3.
PLoS Genet ; 8(3): e1002572, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-22438824

RESUMO

Medulloblastoma is the most common malignant brain tumor in children. A subset of medulloblastoma originates from granule cell precursors (GCPs) of the developing cerebellum and demonstrates aberrant hedgehog signaling, typically due to inactivating mutations in the receptor PTCH1, a pathomechanism recapitulated in Ptch1(+/-) mice. As nitric oxide may regulate GCP proliferation and differentiation, we crossed Ptch1(+/-) mice with mice lacking inducible nitric oxide synthase (Nos2) to investigate a possible influence on tumorigenesis. We observed a two-fold higher medulloblastoma rate in Ptch1(+/-) Nos2(-/-) mice compared to Ptch1(+/-) Nos2(+/+) mice. To identify the molecular mechanisms underlying this finding, we performed gene expression profiling of medulloblastomas from both genotypes, as well as normal cerebellar tissue samples of different developmental stages and genotypes. Downregulation of hedgehog target genes was observed in postnatal cerebellum from Ptch1(+/+) Nos2(-/-) mice but not from Ptch1(+/-) Nos2(-/-) mice. The most consistent effect of Nos2 deficiency was downregulation of growth-associated protein 43 (Gap43). Functional studies in neuronal progenitor cells demonstrated nitric oxide dependence of Gap43 expression and impaired migration upon Gap43 knock-down. Both effects were confirmed in situ by immunofluorescence analyses on tissue sections of the developing cerebellum. Finally, the number of proliferating GCPs at the cerebellar periphery was decreased in Ptch1(+/+) Nos2(-/-) mice but increased in Ptch1(+/-) Nos2(-/) (-) mice relative to Ptch1(+/-) Nos2(+/+) mice. Taken together, these results indicate that Nos2 deficiency promotes medulloblastoma development in Ptch1(+/-) mice through retention of proliferating GCPs in the external granular layer due to reduced Gap43 expression. This study illustrates a new role of nitric oxide signaling in cerebellar development and demonstrates that the localization of pre-neoplastic cells during morphogenesis is crucial for their malignant progression.


Assuntos
Cerebelo , Proteína GAP-43 , Meduloblastoma , Óxido Nítrico Sintase Tipo II/genética , Receptores de Superfície Celular/genética , Receptores de Superfície Celular/metabolismo , Animais , Movimento Celular , Proliferação de Células , Transformação Celular Neoplásica , Cerebelo/citologia , Cerebelo/crescimento & desenvolvimento , Cerebelo/metabolismo , Proteína GAP-43/genética , Proteína GAP-43/metabolismo , Regulação Neoplásica da Expressão Gênica , Proteínas Hedgehog/genética , Proteínas Hedgehog/metabolismo , Meduloblastoma/genética , Meduloblastoma/metabolismo , Camundongos , Camundongos Mutantes , Neurônios/citologia , Neurônios/metabolismo , Óxido Nítrico , Óxido Nítrico Sintase Tipo II/deficiência , Óxido Nítrico Sintase Tipo II/metabolismo , Receptores Patched , Receptor Patched-1 , Transdução de Sinais , Células-Tronco/citologia , Células-Tronco/metabolismo
4.
Nucleic Acids Res ; 40(Database issue): D242-51, 2012 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-22110040

RESUMO

Linear motifs are short, evolutionarily plastic components of regulatory proteins and provide low-affinity interaction interfaces. These compact modules play central roles in mediating every aspect of the regulatory functionality of the cell. They are particularly prominent in mediating cell signaling, controlling protein turnover and directing protein localization. Given their importance, our understanding of motifs is surprisingly limited, largely as a result of the difficulty of discovery, both experimentally and computationally. The Eukaryotic Linear Motif (ELM) resource at http://elm.eu.org provides the biological community with a comprehensive database of known experimentally validated motifs, and an exploratory tool to discover putative linear motifs in user-submitted protein sequences. The current update of the ELM database comprises 1800 annotated motif instances representing 170 distinct functional classes, including approximately 500 novel instances and 24 novel classes. Several older motif class entries have been also revisited, improving annotation and adding novel instances. Furthermore, addition of full-text search capabilities, an enhanced interface and simplified batch download has improved the overall accessibility of the ELM data. The motif discovery portion of the ELM resource has added conservation, and structural attributes have been incorporated to aid users to discriminate biologically relevant motifs from stochastically occurring non-functional instances.


Assuntos
Motivos de Aminoácidos , Bases de Dados de Proteínas , Gráficos por Computador , Doença/genética , Eucariotos , Análise de Sequência de Proteína , Interface Usuário-Computador , Proteínas Virais/química
5.
Genes Chromosomes Cancer ; 52(3): 250-64, 2013 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-23074073

RESUMO

Invasion is a critical step in lung tumor progression. The interaction between tumor cells and their surroundings may play an important role in tumor invasion and metastasis. To better understand the mechanisms of tumor invasion and tumor-microenvironment interactions in lung tumors, total RNA was isolated from the inner tumor, tumor invasion front, adjacent lung, and distant normal lung tissue from 17 patients with primary squamous cell lung carcinoma using punch-aided laser capture microdissection. Messenger RNA expression profiles were obtained by microarray analysis, and microRNA profiles were generated from eight of these samples using TaqMan Low Density Arrays. Statistical analysis of the expression data showed extensive changes in gene expression in the inner tumor and tumor front compared with the normal lung and adjacent lung tissue. Only a few genes were differentially expressed between tumor front and the inner tumor. Several genes were validated by immunohistochemistry. Evaluation of the microRNA data revealed zonal expression differences in nearly a fourth of the microRNAs analyzed. Validation of selected microRNAs by in situ hybridization demonstrated strong expression of hsa-miR-196a in the inner tumor; moderate expression of hsa-miR-224 in the inner tumor and tumor front, and strong expression of hsa-miR-650 in the adjacent lung tissue. Pathway analysis placed the majority of genes differentially expressed between tumor and nontumor cells in intrinsic processes associated with inflammation and extrinsic processes related to lymphocyte physiology. Genes differentially expressed between the inner tumor and the adjacent lung/normal lung tissue affected pathways of arachidonic acid metabolism and eicosanoid signaling.


Assuntos
Carcinoma de Células Escamosas/genética , Perfilação da Expressão Gênica , Neoplasias Pulmonares/genética , Transcriptoma , Microambiente Tumoral/genética , Carcinoma de Células Escamosas/patologia , Análise por Conglomerados , Regulação Neoplásica da Expressão Gênica , Humanos , Neoplasias Pulmonares/patologia , MicroRNAs/genética , Reprodutibilidade dos Testes
6.
BMC Bioinformatics ; 12: 138, 2011 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-21554689

RESUMO

BACKGROUND: Classification and variable selection play an important role in knowledge discovery in high-dimensional data. Although Support Vector Machine (SVM) algorithms are among the most powerful classification and prediction methods with a wide range of scientific applications, the SVM does not include automatic feature selection and therefore a number of feature selection procedures have been developed. Regularisation approaches extend SVM to a feature selection method in a flexible way using penalty functions like LASSO, SCAD and Elastic Net.We propose a novel penalty function for SVM classification tasks, Elastic SCAD, a combination of SCAD and ridge penalties which overcomes the limitations of each penalty alone.Since SVM models are extremely sensitive to the choice of tuning parameters, we adopted an interval search algorithm, which in comparison to a fixed grid search finds rapidly and more precisely a global optimal solution. RESULTS: Feature selection methods with combined penalties (Elastic Net and Elastic SCAD SVMs) are more robust to a change of the model complexity than methods using single penalties. Our simulation study showed that Elastic SCAD SVM outperformed LASSO (L1) and SCAD SVMs. Moreover, Elastic SCAD SVM provided sparser classifiers in terms of median number of features selected than Elastic Net SVM and often better predicted than Elastic Net in terms of misclassification error.Finally, we applied the penalization methods described above on four publicly available breast cancer data sets. Elastic SCAD SVM was the only method providing robust classifiers in sparse and non-sparse situations. CONCLUSIONS: The proposed Elastic SCAD SVM algorithm provides the advantages of the SCAD penalty and at the same time avoids sparsity limitations for non-sparse data. We were first to demonstrate that the integration of the interval search algorithm and penalized SVM classification techniques provides fast solutions on the optimization of tuning parameters.The penalized SVM classification algorithms as well as fixed grid and interval search for finding appropriate tuning parameters were implemented in our freely available R package 'penalizedSVM'.We conclude that the Elastic SCAD SVM is a flexible and robust tool for classification and feature selection tasks for high-dimensional data such as microarray data sets.


Assuntos
Inteligência Artificial , Classificação/métodos , Análise em Microsséries/métodos , Algoritmos , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/patologia , Vetores Genéticos , Humanos , Linfonodos/patologia , Metástase Neoplásica/patologia
7.
Int J Cancer ; 128(5): 1095-103, 2011 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-20473936

RESUMO

To identify novel glioma-associated pathomechanisms and molecular markers, we performed an array-based comparative genomic hybridization analysis of 131 diffuse astrocytic gliomas, including 87 primary glioblastomas (pGBIV), 13 secondary glioblastomas (sGBIV), 19 anaplastic astrocytomas (AAIII) and 12 diffuse astrocytomas (AII). All tumors were additionally screened for IDH1 and IDH2 mutations. Expression profiling was performed for 74 tumors (42 pGBIV, 11 sGBIV, 13 AAIII, 8 AII). Unsupervised and supervised bioinformatic analyses revealed distinct genomic and expression profiles separating pGBIV from the other entities. Classifier expression signatures were strongly associated with the IDH1 gene mutation status. Within pGBIV, the rare subtype of IDH1 mutant tumors shared expression profiles with IDH1 mutant sGBIV and was associated with longer overall survival compared with IDH1 wild-type tumors. In patients with IDH1 wild-type pGBIV, PDGFRA gain or amplification as well as 19q gain were associated with patient outcome. Array-CGH analysis additionally revealed homozygous deletions of the FGFR2 gene at 10q26.13 in 2 pGBIV, with reduced FGFR2 mRNA levels being frequent in pGBIV and linked to poor outcome. In conclusion, we report that diffuse astrocytic gliomas can be separated into 2 major molecular groups with distinct genomic and mRNA profiles as well as IDH1 gene mutation status. In addition, our results suggest FGFR2 as a novel glioma-associated candidate tumor suppressor gene on the long arm of chromosome 10.


Assuntos
Astrócitos/patologia , Glioma/classificação , Isocitrato Desidrogenase/genética , Mutação , Deleção de Genes , Glioma/enzimologia , Glioma/genética , Humanos , Análise de Sequência com Séries de Oligonucleotídeos , Prognóstico , Receptor Tipo 2 de Fator de Crescimento de Fibroblastos/genética , Análise de Sobrevida
8.
J Clin Invest ; 118(5): 1739-49, 2008 May.
Artigo em Inglês | MEDLINE | ID: mdl-18398503

RESUMO

The molecular pathogenesis of pediatric astrocytomas is still poorly understood. To further understand the genetic abnormalities associated with these tumors, we performed a genome-wide analysis of DNA copy number aberrations in pediatric low-grade astrocytomas by using array-based comparative genomic hybridization. Duplication of the BRAF protooncogene was the most frequent genomic aberration, and tumors with BRAF duplication showed significantly increased mRNA levels of BRAF and a downstream target, CCND1, as compared with tumors without duplication. Furthermore, denaturing HPLC showed that activating BRAF mutations were detected in some of the tumors without BRAF duplication. Similarly, a marked proportion of low-grade astrocytomas from adult patients also had BRAF duplication. Both the stable silencing of BRAF through shRNA lentiviral transduction and pharmacological inhibition of MEK1/2, the immediate downstream phosphorylation target of BRAF, blocked the proliferation and arrested the growth of cultured tumor cells derived from low-grade gliomas. Our findings implicate aberrant activation of the MAPK pathway due to gene duplication or mutation of BRAF as a molecular mechanism of pathogenesis in low-grade astrocytomas and suggest inhibition of the MAPK pathway as a potential treatment.


Assuntos
Astrocitoma/enzimologia , Astrocitoma/genética , Neoplasias Encefálicas/enzimologia , Neoplasias Encefálicas/genética , Duplicação Gênica , Sistema de Sinalização das MAP Quinases/fisiologia , Proteínas Quinases Ativadas por Mitógeno/metabolismo , Proteínas Proto-Oncogênicas B-raf/metabolismo , Astrocitoma/patologia , Neoplasias Encefálicas/patologia , Ciclo Celular/fisiologia , Criança , Aberrações Cromossômicas , Ciclina D , Ciclinas/genética , Ciclinas/metabolismo , Ativação Enzimática , Inibidores Enzimáticos/metabolismo , Feminino , Humanos , Masculino , Análise em Microsséries , Proteínas Quinases Ativadas por Mitógeno/genética , Mutação , Hibridização de Ácido Nucleico/métodos , Proteínas Proto-Oncogênicas B-raf/genética
9.
Blood ; 114(5): 1053-62, 2009 Jul 30.
Artigo em Inglês | MEDLINE | ID: mdl-19406988

RESUMO

Precursor T-cell acute lymphoblastic leukemia (T-ALL) in children represents a clinical challenge, because relapses are usually fatal. It is thus necessary to identify high-risk patients as early as possible to effectively individualize treatment. We aimed to define novel molecular risk markers in T-ALL and performed array-based comparative genomic hybridization (array-CGH) and expression analyses in 73 patients. We show that DNA copy-number changes are common in T-ALL and affect 70 of 73 (96%) patients. Notably, genomic imbalances predicted to down-regulate the TGF-beta or up-regulate the PI3K-AKT pathways are identified in 25 of 73 (34%) and 21 of 73 (29%) patients, suggesting that these pathways play key roles in T-ALL leukemogenesis. Furthermore, we identified a deletion at 6q15-16.1 in 9 of 73 (12%) of the patients, which predicts poor early treatment response. This deletion includes the CASP8AP2 gene, whose expression is shown to be down-regulated. The interaction of CASP8AP2 with CASP8 plays a crucial role in apoptotic regulation, suggesting a functional link between the clinical effect of the deletion and the molecular mode of action. The data presented here implicate the TGF-beta and PI3K-AKT pathways in T-ALL leukemogenesis and identify a subgroup of patients with CASP8AP2 deletions and poor early treatment response.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Deleção Cromossômica , Cromossomos Humanos Par 6/genética , Proteínas de Neoplasias/genética , Leucemia-Linfoma Linfoblástico de Células T Precursoras/genética , Transdução de Sinais/genética , Adolescente , Criança , Pré-Escolar , Cromossomos Humanos Par 6/ultraestrutura , Hibridização Genômica Comparativa , Inibidor de Quinase Dependente de Ciclina p27 , Feminino , Dosagem de Genes , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/genética , Masculino , Estudos Multicêntricos como Assunto/estatística & dados numéricos , Fosfatidilinositol 3-Quinases/genética , Leucemia-Linfoma Linfoblástico de Células T Precursoras/tratamento farmacológico , Leucemia-Linfoma Linfoblástico de Células T Precursoras/mortalidade , Prognóstico , Proteínas Proto-Oncogênicas c-akt/genética , Receptor Notch1/genética , Fator de Crescimento Transformador beta/genética , Resultado do Tratamento
10.
Haematologica ; 96(3): 408-16, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21134984

RESUMO

BACKGROUND: Chronic lymphocytic leukemia cells show prolonged survival in vivo, but rapidly die by spontaneous apoptosis in vitro, unless they are co-cultured with stromal cells or non-malignant leukocytes. The objective of this study was to characterize the survival-inducing cross-talk of chronic lymphocytic leukemia cells with their microenvironment to identify novel therapeutic targets. DESIGN AND METHODS: We analyzed and compared microarray-based expression profiles of chronic lymphocytic leukemia cells before and after three different survival-inducing culture conditions: (i) stromal cell co-culture, (ii) stromal cell conditioned medium and (iii) high cell density cultures of unsorted peripheral blood mononuclear cells. Cytokine antibody arrays were applied to study the composition of soluble factors present in these cultures. RESULTS: The different survival-supportive culture conditions induced distinct gene expression changes, the majority of which were common to all three conditions. Pathway analyses identified - in addition to known signaling networks in chronic lymphocytic leukemia - novel pathways, of which Toll-like receptor signaling, nuclear respiratory factor-2 (NRF2)-mediated oxidative stress response, and signaling via triggering receptor expressed on myeloid cells-1 (TREM1) were the most relevant. A high proportion of up-regulated genes were inflammatory cytokines, of which chemokine (C-C motif) ligand 2 (CCL2) was shown to be induced in monocytes by the presence of chronic lymphocytic leukemia cells in vitro. In addition, increased serum levels of this chemokine were detected in patients with chronic lymphocytic leukemia. CONCLUSIONS: Our data provide several lines of evidence that an inflammatory microenvironment is induced in survival-supportive cultures of chronic lymphocytic leukemia cells which might be directly or indirectly involved in the prolonged survival of the malignant cells.


Assuntos
Quimiocina CCL2/metabolismo , Fator de Transcrição de Proteínas de Ligação GA/metabolismo , Leucemia Linfocítica Crônica de Células B/metabolismo , Leucócitos Mononucleares/metabolismo , Apoptose/genética , Apoptose/imunologia , Estudos de Casos e Controles , Comunicação Celular , Contagem de Células , Técnicas de Cultura de Células , Sobrevivência Celular , Quimiocina CCL2/genética , Técnicas de Cocultura , Meios de Cultivo Condicionados/metabolismo , Citocinas/imunologia , Citocinas/metabolismo , Fator de Transcrição de Proteínas de Ligação GA/genética , Expressão Gênica , Humanos , Inflamação/metabolismo , Leucemia Linfocítica Crônica de Células B/genética , Leucemia Linfocítica Crônica de Células B/patologia , Leucócitos Mononucleares/patologia , Glicoproteínas de Membrana/genética , Glicoproteínas de Membrana/metabolismo , Estresse Oxidativo/genética , Estresse Oxidativo/imunologia , Análise Serial de Proteínas , Receptores Imunológicos/genética , Receptores Imunológicos/metabolismo , Transdução de Sinais/genética , Células Estromais/citologia , Células Estromais/metabolismo , Receptor Gatilho 1 Expresso em Células Mieloides , Microambiente Tumoral
11.
Genes Chromosomes Cancer ; 49(1): 9-16, 2010 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-19787784

RESUMO

Gene copy number aberrations are involved in oral squamous cell carcinoma (OSCC) development. To delineate candidate genes inside critical chromosomal regions, array-CGH was applied to 40 OSCC specimens using a microarray covering the whole human genome with an average resolution of 1 Mb. Gene copy number gains were predominantly found at 1q23 (9 cases), 3q26 (11), 5p15 (13), 7p11 (7), 8q24 (17), 11q13 (15), 14q32 (8), 19p13 (8), 19q12 (7), 19q13 (8), and 20q13 (9), whereas gene copy number losses were detected at 3p21-3p12 (15), 8p32 (11), 10p12 (8), and 18q21-q23 (10). Subsequent mRNA expression analyses by quantitative real time polymerase chain reaction found high mRNA expression of candidate genes SOX2 in 3q26.33, FSLT3 in 19p13.3, and CCNE1 in 19q12. Tissue microarray (TMA) analyses in a representative OSCC collection found gene copy number gain for SOX2 in 52% (115/223) and for CCNE1 in 31% (72/233) of the tumors. Immunohistochemical analyses on TMA sections of the corresponding proteins detected high expression of SOX2 in 18.1% (49/271) and of CyclinE1 in 23.3% (64/275) of tumors analyzed. These findings indicate that SOX2 and CCNE1 might be activated via gene copy number gain and participate in oral carcinogenesis. The combination of array-CGH with TMA analyses allows rapid pinpointing of novel promising candidate genes, which might be used as therapeutic stratification markers or target molecules for therapeutic interference.


Assuntos
Carcinoma de Células Escamosas/genética , Ciclina E/genética , Dosagem de Genes , Neoplasias de Cabeça e Pescoço/genética , Proteínas Oncogênicas/genética , Fatores de Transcrição SOXB1/genética , Cromossomos Humanos/genética , Genoma Humano/genética , Humanos , RNA Mensageiro/análise , Recidiva , Fatores de Transcrição SOXB1/biossíntese , Análise Serial de Tecidos
12.
Bioinformatics ; 25(13): 1711-2, 2009 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-19398451

RESUMO

SUMMARY: Support vector machine (SVMs) classification is a widely used and one of the most powerful classification techniques. However, a major limitation is that SVM cannot perform automatic gene selection. To overcome this restriction, a number of penalized feature selection methods have been proposed. In the R package 'penalizedSVM' implemented penalization functions L(1) norm and Smoothly Clipped Absolute Deviation (SCAD) provide automatic feature selection for SVM classification tasks. AVAILABILITY: The R package 'penalizedSVM' is available from the Comprehensive R Archive Network (http://cran.r-project.org/) under GPL-2 or later.


Assuntos
Algoritmos , Inteligência Artificial , Biologia Computacional/métodos , Classificação/métodos , Bases de Dados Genéticas , Perfilação da Expressão Gênica/métodos , Redes Reguladoras de Genes , Software
13.
Nat Commun ; 11(1): 2936, 2020 06 10.
Artigo em Inglês | MEDLINE | ID: mdl-32522993

RESUMO

Stress response pathways are critical for cellular homeostasis, promoting survival through adaptive changes in gene expression and metabolism. They play key roles in numerous diseases and are implicated in cancer progression and chemoresistance. However, the underlying mechanisms are only poorly understood. We have employed a multi-omics approach to monitor changes to gene expression after induction of a stress response pathway, the unfolded protein response (UPR), probing in parallel the transcriptome, the proteome, and changes to translation. Stringent filtering reveals the induction of 267 genes, many of which have not previously been implicated in stress response pathways. We experimentally demonstrate that UPR-mediated translational control induces the expression of enzymes involved in a pathway that diverts intermediate metabolites from glycolysis to fuel mitochondrial one-carbon metabolism. Concomitantly, the cells become resistant to the folate-based antimetabolites Methotrexate and Pemetrexed, establishing a direct link between UPR-driven changes to gene expression and resistance to pharmacological treatment.


Assuntos
Antimetabólitos/farmacologia , Ácido Fólico/farmacologia , Regulon/genética , Resposta a Proteínas não Dobradas/efeitos dos fármacos , Resposta a Proteínas não Dobradas/genética , Animais , Retículo Endoplasmático/efeitos dos fármacos , Retículo Endoplasmático/metabolismo , Humanos , Metotrexato/farmacologia , Pemetrexede/farmacologia , Proteoma/efeitos dos fármacos , Proteoma/genética , Regulon/efeitos dos fármacos , Transdução de Sinais/efeitos dos fármacos , Transcriptoma/efeitos dos fármacos , Transcriptoma/genética
14.
Hepatology ; 47(2): 511-20, 2008 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-18161050

RESUMO

UNLABELLED: Hepatocellular carcinoma (HCC) is one of the most common cancers worldwide and is characterized by aggressive tumor behavior coupled with poor prognosis. Various etiologies have been linked to HCC development, most prominently chronic hepatitis B and C virus infections as well as chronic alcohol consumption. In approximately 10% of HCCs, the etiology remains cryptic; however, recent epidemiological data suggest that most of these cryptogenic HCCs develop due to nonalcoholic steatohepatitis. To identify etiology-dependent DNA copy number aberrations and genes relevant to hepatocarcinogenesis, we performed array-based comparative genomic hybridization of 63 HCCs of well-defined etiology and 4 HCC cell lines followed by gene expression profiling and functional analyses of candidate genes. For a 10-megabase chromosome region on 8q24, we observed etiology-dependent copy number gains and MYC overexpression in viral and alcohol-related HCCs, resulting in up-regulation of MYC target genes. Cryptogenic HCCs showed neither 8q24 gains, nor MYC overexpression, nor target gene activation, suggesting that tumors of this etiology develop by way of a distinct MYC-independent pathomechanism. Furthermore, we detected several etiology-independent small chromosome aberrations, including amplification of MDM4 on 1q32.1 and frequent gains of EEF1A2 on 20q13.33. Both genes were overexpressed in approximately half the HCCs examined, and gene silencing reduced cell viability as well as proliferation and increased apoptosis rates in HCC cell lines. CONCLUSION: Our findings suggest that MDM4 and EEF1A2 act as etiology-independent oncogenes in a significant percentage of HCCs.


Assuntos
Carcinoma Hepatocelular/genética , Neoplasias Hepáticas/genética , Carcinoma Hepatocelular/etiologia , Carcinoma Hepatocelular/patologia , Linhagem Celular Tumoral , Amplificação de Genes , Deleção de Genes , Humanos , Imuno-Histoquímica , Neoplasias Hepáticas/etiologia , Neoplasias Hepáticas/patologia , Hibridização de Ácido Nucleico , Análise de Sequência com Séries de Oligonucleotídeos , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Deleção de Sequência
15.
PLoS One ; 14(5): e0216705, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31095607

RESUMO

The cilium is an essential organelle at the surface of mammalian cells whose dysfunction causes a wide range of genetic diseases collectively called ciliopathies. The current rate at which new ciliopathy genes are identified suggests that many ciliary components remain undiscovered. We generated and rigorously analyzed genomic, proteomic, transcriptomic and evolutionary data and systematically integrated these using Bayesian statistics into a predictive score for ciliary function. This resulted in 285 candidate ciliary genes. We generated independent experimental evidence of ciliary associations for 24 out of 36 analyzed candidate proteins using multiple cell and animal model systems (mouse, zebrafish and nematode) and techniques. For example, we show that OSCP1, which has previously been implicated in two distinct non-ciliary processes, causes ciliogenic and ciliopathy-associated tissue phenotypes when depleted in zebrafish. The candidate list forms the basis of CiliaCarta, a comprehensive ciliary compendium covering 956 genes. The resource can be used to objectively prioritize candidate genes in whole exome or genome sequencing of ciliopathy patients and can be accessed at http://bioinformatics.bio.uu.nl/john/syscilia/ciliacarta/.


Assuntos
Cílios/genética , Genômica , Animais , Teorema de Bayes , Caenorhabditis elegans/citologia , Caenorhabditis elegans/genética , Anotação de Sequência Molecular , Fenótipo , Reprodutibilidade dos Testes , Células Receptoras Sensoriais/metabolismo , Peixe-Zebra/genética
16.
Clin Cancer Res ; 12(7 Pt 1): 2070-9, 2006 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-16609018

RESUMO

PURPOSE: Pathogenesis of ependymomas is still poorly understood and molecular markers for risk-adapted patient stratification are not available. Our aim was to screen for novel genomic imbalances and prognostic markers in ependymal tumors. EXPERIMENTAL DESIGN: We analyzed 68 sporadic tumors by matrix-based comparative genomic hybridization using DNA microarrays containing >6,400 genomic DNA fragments. Novel recurrent genomic gains were validated by fluorescence in situ hybridization using a tissue microarray consisting of 170 intracranial ependymomas. Candidate genes were also tested for mRNA expression by quantitative real-time PCR, and protein expression was determined by immunohistochemistry on the tissue microarray. RESULTS: Chromosomal gain of 1q correlated with pediatric patients (P = 0.004), intracranial ependymomas (P = 0.05), and tumors of grade III (P = 0.002). Gain of 1q21.1-32.1 was associated with tumor recurrence in intracranial ependymomas (P < 0.001). Furthermore, gain of 1q25 as determined by fluorescence in situ hybridization represented an independent prognostic marker for either recurrence-free survival (P < 0.001) or overall survival (P = 0.003). Recurrent gains at 5p15.33 covering hTERT were validated by immunohistochemistry, and elevated protein levels correlated with adverse prognosis (P = 0.01). In addition to frequent gains and high-level amplification of epidermal growth factor receptor (EGFR) at 7p11.2, immunohistochemistry revealed protein overexpression to be correlated with poor prognosis (P = 0.002). EGFR protein status subdivides intracranial grade II ependymomas into two different risk groups (P = 0.03) as shown by multivariate analysis. CONCLUSIONS: Thus, the states of 1q25 and EGFR represent independent prognostic markers for intracranial ependymomas to identify patient subgroups with different risk profiles in further clinical investigations. Moreover, EGFR might serve as therapeutic target for more specific chemotherapy applications.


Assuntos
Biomarcadores Tumorais/genética , Aberrações Cromossômicas , Cromossomos Humanos Par 1/genética , Ependimoma/genética , Receptores ErbB/genética , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Adolescente , DNA/genética , Ependimoma/diagnóstico , Ependimoma/cirurgia , Receptores ErbB/biossíntese , Feminino , Dosagem de Genes , Humanos , Hibridização in Situ Fluorescente/métodos , Masculino , Análise Multivariada , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Prognóstico , RNA Mensageiro/genética , Estudos Retrospectivos , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Fatores de Risco , Análise de Sobrevida
17.
Clin Cancer Res ; 12(2): 345-52, 2006 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-16428471

RESUMO

PURPOSE: Invasive ductal carcinoma and invasive lobular carcinoma (ILC) represent the major histologic subtypes of invasive breast cancer. They differ with regard to presentation, metastatic spread, and epidemiologic features. To elucidate the genetic basis of these differences, we analyzed copy number imbalances that differentiate the histologic subtypes. EXPERIMENTAL DESIGN: High-resolution genomic profiling of 40 invasive breast cancers using matrix-comparative genomic hybridization with an average resolution of 0.5 Mb was conducted on bacterial artificial chromosome microarrays. The data were subjected to classification and unsupervised hierarchical cluster analyses. Expression of candidate genes was analyzed in tumor samples. RESULTS: The highest discriminating power was achieved when combining the aberration patterns of chromosome arms 1q and 16p, which were significantly more often gained in ILC. These regions were further narrowed down to subregions 1q24.2-25.1, 1q25.3-q31.3, and 16p11.2. Located within the candidate gains on 1q are two genes, FMO2 and PTGS2, known to be overexpressed in ILC relative to invasive ductal carcinoma. Assessment of four candidate genes on 16p11.2 by real-time quantitative PCR revealed significant overexpression of FUS and ITGAX in ILC with 16p copy number gain. Unsupervised hierarchical cluster analysis identified three molecular subgroups that are characterized by different aberration patterns, in particular concerning gain of MYC (8q24) and the identified candidate regions on 1q24.2-25.1, 1q25.3-q31.3, and 16p11.2. These genetic subgroups differed with regard to histology, tumor grading, frequency of alterations, and estrogen receptor expression. CONCLUSIONS: Molecular profiling using bacterial artificial chromosome arrays identified DNA copy number imbalances on 1q and 16p as significant classifiers of histologic and molecular subgroups.


Assuntos
Biomarcadores Tumorais/genética , Neoplasias da Mama/genética , Aberrações Cromossômicas , Cromossomos Humanos Par 16/genética , Cromossomos Humanos Par 1/genética , Genoma Humano , Biomarcadores Tumorais/metabolismo , Neoplasias da Mama/metabolismo , Neoplasias da Mama/patologia , Carcinoma Ductal de Mama/genética , Carcinoma Ductal de Mama/metabolismo , Carcinoma Ductal de Mama/patologia , Carcinoma Lobular/genética , Carcinoma Lobular/metabolismo , Carcinoma Lobular/patologia , Cromossomos Artificiais Bacterianos , Análise por Conglomerados , DNA de Neoplasias , Humanos , Hibridização in Situ Fluorescente , Invasividade Neoplásica/patologia , Hibridização de Ácido Nucleico , Análise de Sequência com Séries de Oligonucleotídeos
18.
Nucleic Acids Res ; 33(3): e29, 2005 Feb 17.
Artigo em Inglês | MEDLINE | ID: mdl-15718295

RESUMO

Gene expression analysis using microarrays of synthetic long oligonucleotides is limited in that it requires substantial amounts of RNA. To obtain these quantities from minute amounts of starting material, protocols were developed that linearly amplify mRNA by cDNA synthesis and in vitro transcription. Since orientation of the product is antisense (aRNA), it is inapplicable for dye-labelling by reverse transcription and hybridization to sense-oriented oligonucleotide arrays. Here, we introduce a novel protocol in which aRNA labelling is achieved by a combination of two reverse and one forward transcription reactions followed by dye-incorporation using Klenow fragment, generating fluorescent antisense cDNA. We demonstrate high fidelity in arrays using up to 10(5)-fold amplification, starting from 2 ng total RNA. The generated data are highly reproducible and maintain relative gene expression levels between samples. These results demonstrate that our protocol describes an efficient and reliable technique to expand the applicability of oligonucleotide arrays to studies where RNA is the limited source material.


Assuntos
Perfilação da Expressão Gênica , Técnicas de Amplificação de Ácido Nucleico/métodos , Análise de Sequência com Séries de Oligonucleotídeos , RNA Mensageiro/análise , DNA Antissenso/química , DNA Complementar/biossíntese , Corantes Fluorescentes/química , Humanos , Modelos Lineares , RNA Mensageiro/metabolismo , Reprodutibilidade dos Testes , Transcrição Gênica
19.
Cilia ; 6: 10, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29177046

RESUMO

BACKGROUND: Recent research into ciliary structure and function provides important insights into inherited diseases termed ciliopathies and other cilia-related disorders. This wealth of knowledge needs to be translated into a computational representation to be fully exploitable by the research community. To this end, members of the Gene Ontology (GO) and SYSCILIA Consortia have worked together to improve representation of ciliary substructures and processes in GO. METHODS: Members of the SYSCILIA and Gene Ontology Consortia suggested additions and changes to GO, to reflect new knowledge in the field. The project initially aimed to improve coverage of ciliary parts, and was then broadened to cilia-related biological processes. Discussions were documented in a public tracker. We engaged the broader cilia community via direct consultation and by referring to the literature. Ontology updates were implemented via ontology editing tools. RESULTS: So far, we have created or modified 127 GO terms representing parts and processes related to eukaryotic cilia/flagella or prokaryotic flagella. A growing number of biological pathways are known to involve cilia, and we continue to incorporate this knowledge in GO. The resulting expansion in GO allows more precise representation of experimentally derived knowledge, and SYSCILIA and GO biocurators have created 199 annotations to 50 human ciliary proteins. The revised ontology was also used to curate mouse proteins in a collaborative project. The revised GO and annotations, used in comparative 'before and after' analyses of representative ciliary datasets, improve enrichment results significantly. CONCLUSIONS: Our work has resulted in a broader and deeper coverage of ciliary composition and function. These improvements in ontology and protein annotation will benefit all users of GO enrichment analysis tools, as well as the ciliary research community, in areas ranging from microscopy image annotation to interpretation of high-throughput studies. We welcome feedback to further enhance the representation of cilia biology in GO.

20.
Nucleic Acids Res ; 31(3): 819-25, 2003 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-12560476

RESUMO

We have mapped the region for the protein interaction site of the Escherichia coli mismatch repair protein MutH for its activator protein MutL by a site-specific protein modification approach. For this purpose we generated a cysteine-free variant of MutH and 12 variants thereof, each containing a single cysteine residue at surface positions selected on the basis of available structural and sequence information for MutH. All MutH variants displayed wild type activity both in vivo and in vitro. These variants were then site-specifically modified at their cysteine residues with thiol-specific reagents and then tested for their ability to be stimulated in their DNA cleavage activity by the activator protein MutL. Thereby we were able to identify a defined region in the MutH protein that is important for interaction with MutL, and most likely represents the MutL binding site of MutH.


Assuntos
Adenosina Trifosfatases/metabolismo , Enzimas Reparadoras do DNA , Proteínas de Ligação a DNA , Endodesoxirribonucleases , Proteínas de Escherichia coli/metabolismo , Sítios de Ligação , Cisteína/genética , Proteínas de Ligação a DNA/química , Proteínas de Ligação a DNA/genética , Proteínas de Ligação a DNA/metabolismo , Endodesoxirribonucleases/química , Endodesoxirribonucleases/genética , Endodesoxirribonucleases/metabolismo , Modelos Moleculares , Proteínas MutL , Mutagênese Sítio-Dirigida , Mapeamento de Interação de Proteínas , Relação Estrutura-Atividade
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