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1.
Biol Chem ; 400(4): 501-512, 2019 03 26.
Artigo em Inglês | MEDLINE | ID: mdl-30218597

RESUMO

The functionality of eukaryotic translation elongation factor 2 (eEF2) is modulated by phosphorylation, eEF2 is simultaneously the molecular target of ADP-ribosylating toxins. We analyzed the interplay between phosphorylation and diphthamide-dependent ADP-ribosylation. Phosphorylation does not require diphthamide, eEF2 without it still becomes phosphorylated. ADP-ribosylation not only modifies the H715 diphthamide but also inhibits phosphorylation of S595 located in proximity to H715, and stimulates phosphorylation of T56. S595 can be phosphorylated by CDK2 and CDK1 which affects EEF2K-mediated T56-phosphorylation. Thus, ADP-ribosylation and S595-phosphorylation by kinases occur within the same vicinity and both trigger T56-phosphorylation. Diphthamide is surface-accessible permitting access to ADP-ribosylating enzymes, the adjacent S595 side chain extends into the interior. This orientation is incompatible with phosphorylation, neither allowing kinase access nor phosphate attachment. S595 phosphorylation must therefore be accompanied by structural alterations affecting the interface to ADP-ribosylating toxins. In agreement with that, replacement of S595 with Ala, Glu or Asp prevents ADP-ribosylation. Phosphorylation (starvation) as well as ADP-ribosylation (toxins) inhibit protein synthesis, both affect the S595/H715 region of eEF2, both trigger T57-phosphorylation eliciting similar transcriptional responses. Phosphorylation is short lived while ADP-ribosylation is stable. Thus, phosphorylation of the S595/H715 'modifier region' triggers transient interruption of translation while ADP-ribosylation arrests irreversibly.


Assuntos
ADP-Ribosilação , Quinase do Fator 2 de Elongação/metabolismo , Quinase do Fator 2 de Elongação/genética , Humanos , Células MCF-7 , Modelos Moleculares , Fosforilação
2.
Proc Natl Acad Sci U S A ; 112(34): 10732-7, 2015 Aug 25.
Artigo em Inglês | MEDLINE | ID: mdl-26261303

RESUMO

The diphthamide on human eukaryotic translation elongation factor 2 (eEF2) is the target of ADP ribosylating diphtheria toxin (DT) and Pseudomonas exotoxin A (PE). This modification is synthesized by seven dipthamide biosynthesis proteins (DPH1-DPH7) and is conserved among eukaryotes and archaea. We generated MCF7 breast cancer cell line-derived DPH gene knockout (ko) cells to assess the impact of complete or partial inactivation on diphthamide synthesis and toxin sensitivity, and to address the biological consequence of diphthamide deficiency. Cells with heterozygous gene inactivation still contained predominantly diphthamide-modified eEF2 and were as sensitive to PE and DT as parent cells. Thus, DPH gene copy number reduction does not affect overall diphthamide synthesis and toxin sensitivity. Complete inactivation of DPH1, DPH2, DPH4, and DPH5 generated viable cells without diphthamide. DPH1ko, DPH2ko, and DPH4ko harbored unmodified eEF2 and DPH5ko ACP- (diphthine-precursor) modified eEF2. Loss of diphthamide prevented ADP ribosylation of eEF2, rendered cells resistant to PE and DT, but does not affect sensitivity toward other protein synthesis inhibitors, such as saporin or cycloheximide. Surprisingly, cells without diphthamide (independent of which the DPH gene compromised) were presensitized toward nuclear factor of kappa light polypeptide gene enhancer in B cells (NF-κB) and death-receptor pathways without crossing lethal thresholds. In consequence, loss of diphthamide rendered cells hypersensitive toward TNF-mediated apoptosis. This finding suggests a role of diphthamide in modulating NF-κB, death receptor, or apoptosis pathways.


Assuntos
Apoptose/fisiologia , Histidina/análogos & derivados , NF-kappa B/fisiologia , Fator 2 de Elongação de Peptídeos/química , Receptores de Morte Celular/fisiologia , Apoptose/efeitos dos fármacos , Apoptose/genética , Proteínas de Bactérias/farmacologia , Neoplasias da Mama/patologia , Carbono-Nitrogênio Ligases/deficiência , Carbono-Nitrogênio Ligases/fisiologia , Linhagem Celular Tumoral , Toxina Diftérica/farmacologia , Feminino , Dosagem de Genes , Técnicas de Inativação de Genes , Histidina/biossíntese , Histidina/deficiência , Humanos , Proteínas de Neoplasias/fisiologia , Processamento de Proteína Pós-Traducional
3.
BMC Bioinformatics ; 18(1): 120, 2017 Feb 21.
Artigo em Inglês | MEDLINE | ID: mdl-28222683

RESUMO

BACKGROUND: Alternative splicing is an important cellular mechanism that can be analyzed by RNA sequencing. However, identification of splicing events in an automated fashion is error-prone. Thus, further validation is required to select reliable instances of alternative splicing events (ASEs). There are only few tools specifically designed for interactive inspection of ASEs and available visualization approaches can be significantly improved. RESULTS: Here, we present Manananggal, an application specifically designed for the identification of splicing events in next generation sequencing data. Manananggal includes a web application for visual inspection and a command line tool that allows for ASE detection. We compare the sashimi plots available in the IGV Viewer, the DEXSeq splicing plots and SpliceSeq to the Manananggal interface and discuss the advantages and drawbacks of these tools. We show that sashimi plots (such as those used by the IGV Viewer and SpliceSeq) offer a practical solution for simple ASEs, but also indicate short-comings for highly complex genes. CONCLUSION: Manananggal is an interactive web application that offers functions specifically tailored to the identification of alternative splicing events that other tools are lacking. The ability to select a subset of isoforms allows an easier interpretation of complex alternative splicing events. In contrast to SpliceSeq and the DEXSeq splicing plot, Manananggal does not obscure the gene structure by showing full transcript models that makes it easier to determine which isoforms are expressed and which are not.


Assuntos
Processamento Alternativo , Biologia Computacional/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Isoformas de RNA/genética , Análise de Sequência de RNA/métodos , Software , Internet
4.
PLoS Pathog ; 11(9): e1005103, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26352406

RESUMO

Recombinant interferon-alpha (IFN-α) is an approved therapy for chronic hepatitis B (CHB), but the molecular basis of treatment response remains to be determined. The woodchuck model of chronic hepatitis B virus (HBV) infection displays many characteristics of human disease and has been extensively used to evaluate antiviral therapeutics. In this study, woodchucks with chronic woodchuck hepatitis virus (WHV) infection were treated with recombinant woodchuck IFN-α (wIFN-α) or placebo (n = 12/group) for 15 weeks. Treatment with wIFN-α strongly reduced viral markers in the serum and liver in a subset of animals, with viral rebound typically being observed following cessation of treatment. To define the intrahepatic cellular and molecular characteristics of the antiviral response to wIFN-α, we characterized the transcriptional profiles of liver biopsies taken from animals (n = 8-12/group) at various times during the study. Unexpectedly, this revealed that the antiviral response to treatment did not correlate with intrahepatic induction of the majority of IFN-stimulated genes (ISGs) by wIFN-α. Instead, treatment response was associated with the induction of an NK/T cell signature in the liver, as well as an intrahepatic IFN-γ transcriptional response and elevation of liver injury biomarkers. Collectively, these data suggest that NK/T cell cytolytic and non-cytolytic mechanisms mediate the antiviral response to wIFN-α treatment. In summary, by studying recombinant IFN-α in a fully immunocompetent animal model of CHB, we determined that the immunomodulatory effects, but not the direct antiviral activity, of this pleiotropic cytokine are most closely correlated with treatment response. This has important implications for the rational design of new therapeutics for the treatment of CHB.


Assuntos
Vírus da Hepatite B da Marmota/imunologia , Hepatite B Crônica/veterinária , Imunidade Celular/efeitos dos fármacos , Fatores Imunológicos/uso terapêutico , Interferon-alfa/uso terapêutico , Fígado/metabolismo , Transcrição Gênica , Animais , Antivirais/administração & dosagem , Antivirais/efeitos adversos , Antivirais/metabolismo , Antivirais/uso terapêutico , Biomarcadores/sangue , Biomarcadores/metabolismo , Biópsia , Relação Dose-Resposta a Droga , Perfilação da Expressão Gênica , Vírus da Hepatite B da Marmota/efeitos dos fármacos , Hepatite B Crônica/tratamento farmacológico , Hepatite B Crônica/metabolismo , Hepatite B Crônica/virologia , Fatores Imunológicos/administração & dosagem , Fatores Imunológicos/genética , Fatores Imunológicos/metabolismo , Interferon-alfa/administração & dosagem , Interferon-alfa/genética , Interferon-alfa/metabolismo , Células Matadoras Naturais/efeitos dos fármacos , Células Matadoras Naturais/imunologia , Células Matadoras Naturais/metabolismo , Células Matadoras Naturais/patologia , Fígado/imunologia , Fígado/patologia , Fígado/virologia , Masculino , Marmota , Proteínas Recombinantes/administração & dosagem , Proteínas Recombinantes/efeitos adversos , Proteínas Recombinantes/metabolismo , Proteínas Recombinantes/uso terapêutico , Linfócitos T/efeitos dos fármacos , Linfócitos T/imunologia , Linfócitos T/metabolismo , Linfócitos T/patologia , Carga Viral/efeitos dos fármacos
5.
Br J Cancer ; 115(6): 691-702, 2016 09 06.
Artigo em Inglês | MEDLINE | ID: mdl-27529514

RESUMO

BACKGROUND: To assess antivascular effects, and evaluate clinically translatable magnetic resonance imaging (MRI) biomarkers of tumour response in vivo, following treatment with vanucizumab, a bispecific human antibody against angiopoietin-2 (Ang-2) and vascular endothelial growth factor-A (VEGF-A). METHODS: Colo205 colon cancer xenografts were imaged before and 5 days after treatment with a single 10 mg kg(-1) dose of either vanucizumab, bevacizumab (anti-human VEGF-A), LC06 (anti-murine/human Ang-2) or omalizumab (anti-human IgE control). Volumetric response was assessed using T2-weighted MRI, and diffusion-weighted, dynamic contrast-enhanced (DCE) and susceptibility contrast MRI used to quantify tumour water diffusivity (apparent diffusion coefficient (ADC), × 10(6) mm(2) s(-1)), vascular perfusion/permeability (K(trans), min(-1)) and fractional blood volume (fBV, %) respectively. Pathological correlates were sought, and preliminary gene expression profiling performed. RESULTS: Treatment with vanucizumab, bevacizumab or LC06 induced a significant (P<0.01) cytolentic response compared with control. There was no significant change in tumour ADC in any treatment group. Uptake of Gd-DTPA was restricted to the tumour periphery in all post-treatment groups. A significant reduction in tumour K(trans) (P<0.05) and fBV (P<0.01) was determined 5 days after treatment with vanucizumab only. This was associated with a significant (P<0.05) reduction in Hoechst 33342 uptake compared with control. Gene expression profiling identified 20 human genes exclusively regulated by vanucizumab, 6 of which are known to be involved in vasculogenesis and angiogenesis. CONCLUSIONS: Vanucizumab is a promising antitumour and antiangiogenic treatment, whose antivascular activity can be monitored using DCE and susceptibility contrast MRI. Differential gene expression in vanucizumab-treated tumours is regulated by the combined effect of Ang-2 and VEGF-A inhibition.


Assuntos
Adenocarcinoma/tratamento farmacológico , Inibidores da Angiogênese/uso terapêutico , Anticorpos Biespecíficos/uso terapêutico , Anticorpos Monoclonais/uso terapêutico , Neoplasias do Colo/tratamento farmacológico , Perfilação da Expressão Gênica , Imageamento por Ressonância Magnética/métodos , Terapia de Alvo Molecular , Neovascularização Patológica/tratamento farmacológico , Adenocarcinoma/irrigação sanguínea , Adenocarcinoma/diagnóstico por imagem , Adenocarcinoma/patologia , Inibidores da Angiogênese/imunologia , Angiopoietina-2/antagonistas & inibidores , Angiopoietina-2/imunologia , Animais , Anticorpos Monoclonais/imunologia , Anticorpos Monoclonais Humanizados , Bevacizumab/uso terapêutico , Linhagem Celular Tumoral , Neoplasias do Colo/irrigação sanguínea , Neoplasias do Colo/diagnóstico por imagem , Neoplasias do Colo/patologia , Replicação do DNA/efeitos dos fármacos , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Humanos , Imunoglobulina E/imunologia , Camundongos , Neovascularização Patológica/diagnóstico por imagem , Neovascularização Patológica/patologia , Omalizumab/uso terapêutico , Carga Tumoral , Fator A de Crescimento do Endotélio Vascular/antagonistas & inibidores , Fator A de Crescimento do Endotélio Vascular/imunologia , Ensaios Antitumorais Modelo de Xenoenxerto
6.
Int J Cancer ; 136(9): 2158-65, 2015 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-25307450

RESUMO

Circulating tumor DNA (ctDNA) is a new circulating tumor biomarker which might be used as a prognostic biomarker in a way similar to circulating tumor cells (CTCs). Here, we used the high prevalence of TP53 mutations in triple negative breast cancer (TNBC) to compare ctDNA and CTC detection rates and prognostic value in metastatic TNBC patients. Forty patients were enrolled before starting a new line of treatment. TP53 mutations were characterized in archived tumor tissues and in plasma DNA using two next generation sequencing (NGS) platforms in parallel. Archived tumor tissue was sequenced successfully for 31/40 patients. TP53 mutations were found in 26/31 (84%) of tumor samples. The same mutation was detected in the matched plasma of 21/26 (81%) patients with an additional mutation found only in the plasma for one patient. Mutated allele fractions ranged from 2 to 70% (median 5%). The observed correlation between the two NGS approaches (R(2) = 0.903) suggested that ctDNA levels data were quantitative. Among the 27 patients with TP53 mutations, CTC count was ≥1 in 19 patients (70%) and ≥5 in 14 patients (52%). ctDNA levels had no prognostic impact on time to progression (TTP) or overall survival (OS), whereas CTC numbers were correlated with OS (p = 0.04) and marginally with TTP (p = 0.06). Performance status and elevated LDH also had significant prognostic impact. Here, absence of prognostic impact of baseline ctDNA level suggests that mechanisms of ctDNA release in metastatic TNBC may involve, beyond tumor burden, biological features that do not dramatically affect patient outcome.


Assuntos
DNA de Neoplasias/sangue , Células Neoplásicas Circulantes/patologia , Neoplasias de Mama Triplo Negativas/sangue , Neoplasias de Mama Triplo Negativas/patologia , Biomarcadores Tumorais/sangue , Progressão da Doença , Feminino , Humanos , Mutação/genética , Prognóstico , Neoplasias de Mama Triplo Negativas/genética , Proteína Supressora de Tumor p53/genética
7.
FASEB J ; 28(11): 4972-85, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25070369

RESUMO

Fully differentiated pancreatic ß cells are essential for normal glucose homeostasis in mammals. Dedifferentiation of these cells has been suggested to occur in type 2 diabetes, impairing insulin production. Since chronic fuel excess ("glucotoxicity") is implicated in this process, we sought here to identify the potential roles in ß-cell identity of the tumor suppressor liver kinase B1 (LKB1/STK11) and the downstream fuel-sensitive kinase, AMP-activated protein kinase (AMPK). Highly ß-cell-restricted deletion of each kinase in mice, using an Ins1-controlled Cre, was therefore followed by physiological, morphometric, and massive parallel sequencing analysis. Loss of LKB1 strikingly (2.0-12-fold, E<0.01) increased the expression of subsets of hepatic (Alb, Iyd, Elovl2) and neuronal (Nptx2, Dlgap2, Cartpt, Pdyn) genes, enhancing glutamate signaling. These changes were partially recapitulated by the loss of AMPK, which also up-regulated ß-cell "disallowed" genes (Slc16a1, Ldha, Mgst1, Pdgfra) 1.8- to 3.4-fold (E < 0.01). Correspondingly, targeted promoters were enriched for neuronal (Zfp206; P = 1.3 × 10(-33)) and hypoxia-regulated (HIF1; P = 2.5 × 10(-16)) transcription factors. In summary, LKB1 and AMPK, through only partly overlapping mechanisms, maintain ß-cell identity by suppressing alternate pathways leading to neuronal, hepatic, and other characteristics. Selective targeting of these enzymes may provide a new approach to maintaining ß-cell function in some forms of diabetes.


Assuntos
Proteínas Quinases Ativadas por AMP/metabolismo , Células Secretoras de Insulina/enzimologia , Insulina/metabolismo , Proteínas Serina-Treonina Quinases/metabolismo , Animais , Diabetes Mellitus Tipo 2/metabolismo , Camundongos Endogâmicos C57BL , Transdução de Sinais/fisiologia
8.
Cancer Genomics Proteomics ; 21(3): 213-237, 2024 Apr 26.
Artigo em Inglês | MEDLINE | ID: mdl-38670587

RESUMO

Epithelial ovarian cancer (EOC) is associated with a dismal prognosis due to development of resistance to chemotherapy and metastasis in the peritoneal cavity and distant organs. In order to identify new targets and treatment modalities we searched the literature for up- and and down-regulated circRNAs with efficacy in preclinical EOC-related in vivo systems. Our search yielded circRNAs falling into the following categories: cisplatin and paclitaxel resistance, transmembrane receptors, secreted factors, transcription factors, RNA splicing and processing factors, RAS pathway-related components, proteolysis and cell-cycle regulation, signaling-related proteins, and circRNAs regulating proteins in additional categories. These findings can be potentially translated by validation and manipulation of the corresponding targets, inhibition of circRNAs with antisense oligonucleotides (ASO), small interfering RNAs (siRNA) or small hairpin RNA (shRNA) or by reconstituting their activity.


Assuntos
Carcinoma Epitelial do Ovário , Neoplasias Ovarianas , RNA Circular , Humanos , RNA Circular/genética , Carcinoma Epitelial do Ovário/genética , Carcinoma Epitelial do Ovário/patologia , Carcinoma Epitelial do Ovário/metabolismo , Carcinoma Epitelial do Ovário/terapia , Carcinoma Epitelial do Ovário/tratamento farmacológico , Feminino , Neoplasias Ovarianas/genética , Neoplasias Ovarianas/patologia , Neoplasias Ovarianas/metabolismo , Neoplasias Ovarianas/tratamento farmacológico , Animais , Regulação Neoplásica da Expressão Gênica , Terapia de Alvo Molecular/métodos , Resistencia a Medicamentos Antineoplásicos/genética , RNA/genética , RNA/metabolismo
10.
Nucleic Acids Res ; 39(18): 7946-60, 2011 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-21729870

RESUMO

Regulatory T-cells (Treg) play an essential role in the negative regulation of immune answers by developing an attenuated cytokine response that allows suppressing proliferation and effector function of T-cells (CD4(+) Th). The transcription factor FoxP3 is responsible for the regulation of many genes involved in the Treg gene signature. Its ablation leads to severe immune deficiencies in human and mice. Recent developments in sequencing technologies have revolutionized the possibilities to gain insights into transcription factor binding by ChiP-seq and into transcriptome analysis by mRNA-seq. We combine FoxP3 ChiP-seq and mRNA-seq in order to understand the transcriptional differences between primary human CD4(+) T helper and regulatory T-cells, as well as to study the role of FoxP3 in generating those differences. We show, that mRNA-seq allows analyzing the transcriptomal landscape of T-cells including the expression of specific splice variants at much greater depth than previous approaches, whereas 50% of transcriptional regulation events have not been described before by using diverse array technologies. We discovered splicing patterns like the expression of a kinase-dead isoform of IRAK1 upon T-cell activation. The immunoproteasome is up-regulated in both Treg and CD4(+) Th cells upon activation, whereas the 'standard' proteasome is up-regulated in Tregs only upon activation.


Assuntos
Fatores de Transcrição Forkhead/metabolismo , Linfócitos T Auxiliares-Indutores/imunologia , Linfócitos T Reguladores/imunologia , Transcriptoma , Processamento Alternativo , Animais , Sítios de Ligação , Imunoprecipitação da Cromatina , Perfilação da Expressão Gênica , Humanos , Camundongos , RNA Mensageiro/química , RNA Mensageiro/metabolismo , Análise de Sequência de DNA , Análise de Sequência de RNA
11.
Cancer Genomics Proteomics ; 20(2): 117-131, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36870692

RESUMO

Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer with insufficient options for therapy. In order to identify new targets and treatment modalities we searched the literature for circular RNAs (circRNAs) which mediate efficacy in TNBC-related in vivo preclinical models. In addition to 5 down-regulated circRNAs which modulate tumor-suppressive pathways, we identified 15 up-regulated circRNAs. Down- and up-regulated refers to expression in corresponding non-transformed cells and tissues. The up-regulated circRNAs comprise five transmembrane receptors and secreted proteins as targets, five transcription factors and transcription-associated targets, four cell-cycle related circRNAs and one involved in paclitaxel resistance. In this review article we discuss drug-discovery related aspects and modalities of therapeutic intervention. Down-regulated circRNAs can be reconstituted by re-expression of corresponding circRNAs in tumor cells or up-regulation of corresponding targets. Up-regulated circRNAs can be inhibited by small-interfering RNA (siRNA) or short hairpin RNA (shRNA)-based approaches or inhibition of the corresponding targets with small molecules or antibody-related moieties.


Assuntos
Neoplasias de Mama Triplo Negativas , Humanos , RNA Circular , RNA Interferente Pequeno , Ciclo Celular , Descoberta de Drogas
12.
Cancer Genomics Proteomics ; 20(6suppl): 646-668, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38035705

RESUMO

Despite availability of several treatment options for non-small cell lung cancer (NSCLC), such as surgery, chemotherapy, radiation, targeted therapy and immunotherapy, the survival rate of patients for five years is in the range of 22%. Therefore, identification of new targets and treatment modalities for this disease is an important issue. In this context, we screened the PubMed database for up-regulated circular RNAs (circRNAs) which promote growth of NSCLC in preclinical models in vitro as well as in vivo xenograft models in immuno-compromised mice. This approach led to potential targets for further validation and inhibition with small molecules or antibody-derived entities. In case of preclinical validation, the corresponding circRNAs can be inhibited with small interfering RNAs (siRNA) or short hairpin RNAs (shRNA). The identified circRNAs act by sponging microRNAs (miRs) preventing cleavage of the mRNA of the corresponding targets. We identified nine circRNAs up-regulating transmembrane receptors, five circRNAs increasing expression of secreted proteins, nine circRNAs promoting expression of components of signaling pathways, six circRNAs involved in regulation of splicing and RNA processing, six circRNAs up-regulating actin-related and RNA processing components, seven circRNAs increasing the steady-state levels of transcription factors, two circRNAs increasing high-mobility group proteins, four circRNAs increasing components of the epigenetic modification system and three circRNAs up-regulating protein components of additional systems.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , MicroRNAs , Humanos , Animais , Camundongos , RNA Circular/genética , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/terapia , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/terapia , MicroRNAs/genética , MicroRNAs/metabolismo , RNA Mensageiro/genética , RNA Interferente Pequeno
13.
Drug Discov Today ; 28(8): 103642, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37244565

RESUMO

The data landscape in preclinical safety assessment is fundamentally changing because of not only emerging new data types, such as human systems biology, or real-world data (RWD) from clinical trials, but also technological advancements in data-processing software and analytical tools based on deep learning approaches. The recent developments of data science are illustrated with use cases for the three factors: predictive safety (new in silico tools), insight generation (new data for outstanding questions); and reverse translation (extrapolating from clinical experience to resolve preclinical questions). Further advances in this field can be expected if companies focus on overcoming identified challenges related to a lack of platforms and data silos and assuring appropriate training of data scientists within the preclinical safety teams.


Assuntos
Ciência de Dados , Software , Humanos , Biologia de Sistemas
14.
Bioinformatics ; 27(2): 204-10, 2011 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-21098432

RESUMO

MOTIVATION: The slow growth of expert-curated databases compared to experimental databases makes it necessary to build upon highly accurate automated processing pipelines to make the most of the data until curation becomes available. We address this problem in the context of protein structures and their classification into structural and functional classes, more specifically, the structural classification of proteins (SCOP). Structural alignment methods like Vorolign already provide good classification results, but effectively work in a 1-Nearest Neighbor mode. Model-based (in contrast to instance-based) approaches so far have been shown to be of limited values due to small classes arising in such classification schemes. RESULTS: In this article, we describe how kernels defined in terms of Vorolign scores can be used in SVM learning, and explore variants of combined instance-based and model-based learning, up to exclusively model-based learning. Our results suggest that kernels based on Vorolign scores are effective and that model-based learning can yield highly competitive classification results for the prediction of SCOP families. AVAILABILITY: The code is made available at: http://wwwkramer.in.tum.de/research/applications/vorolign-kernel.


Assuntos
Algoritmos , Inteligência Artificial , Estrutura Terciária de Proteína , Classificação/métodos , Modelos Moleculares , Proteínas/química , Proteínas/classificação
15.
Mol Cell Biochem ; 369(1-2): 175-81, 2012 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-22773307

RESUMO

Alongside cell lines such as 3T3-L1 cells, primary cell culture models of adipogenesis have helped in developing an understanding of the process of adipocyte recruitment and maintenance, which may lead to therapeutic advances to treat the growing epidemic of obesity. Recently, it has been demonstrated that fat cell progenitors (DFAT) established through ceiling culture of adipocytes retain an enhanced ability to undergo adipocyte differentiation compared to preadipocytes isolated from the stromal vascular fraction of adipose tissue. Clonal expansion of rat DFAT cells identified differentiation capable and incapable cell strains. To understand the mechanisms underlying these differences, comparison of their transcriptomes by next generation sequencing was performed. Two hundred seventy-eight genes with a significant fold change of 1.4 were detected as being consistently deregulated between differentiating and non-differentiating strains. Bioinformatic network analyses identified components of the extra-cellular matrix and PPARγ as important genes in this process, suggesting crosstalk between ECM and transcription factors influences differentiation. Analyses of the transcriptomes of human DFAT cells in early and late passage (non-differentiating) confirmed the importance of these pathways in maintaining an adipogenic potential.


Assuntos
Adipócitos , Diferenciação Celular , Matriz Extracelular/metabolismo , Perfilação da Expressão Gênica , Células 3T3-L1 , Adipócitos/citologia , Adipócitos/metabolismo , Adipogenia , Animais , Redes Reguladoras de Genes , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Camundongos , PPAR gama/metabolismo , Ratos , Fatores de Transcrição/metabolismo
16.
Nucleic Acids Res ; 38(12): 3999-4010, 2010 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-20194116

RESUMO

The arrival of next-generation sequencing (NGS) technologies has led to novel opportunities for expression profiling and genome analysis by utilizing vast amounts of short read sequence data. Here, we demonstrate that expression profiling in organisms lacking any genome or transcriptome sequence information is feasible by combining Illumina's mRNA-seq technology with a novel bioinformatics pipeline that integrates assembled and annotated Chinese hamster ovary (CHO) sequences with information derived from related organisms. We applied this pipeline to the analysis of CHO cells which were chosen as a model system owing to its relevance in the production of therapeutic proteins. Specifically, we analysed CHO cells undergoing butyrate treatment which is known to affect cell cycle regulation and to increase the specific productivity of recombinant proteins. By this means, we identified sequences for >13,000 CHO genes which added sequence information of approximately 5000 novel genes to the CHO model. More than 6000 transcript sequences are predicted to be complete, as they covered >95% of the corresponding mouse orthologs. Detailed analysis of selected biological functions such as DNA replication and cell cycle control, demonstrated the potential of NGS expression profiling in organisms without extended genome sequence to improve both data quantity and quality.


Assuntos
Perfilação da Expressão Gênica , Análise de Sequência de RNA , Animais , Butiratos/farmacologia , Células CHO , Cricetinae , Cricetulus , Reparo do DNA , Replicação do DNA , Expressão Gênica/efeitos dos fármacos , Genes cdc , Genômica , Camundongos , Ratos , Recombinação Genética , Transdução de Sinais , Fator de Crescimento Transformador beta/metabolismo
17.
Cancer Genomics Proteomics ; 19(4): 372-389, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35732324

RESUMO

Esophageal squamous cell carcinoma is a type of cancer with dismal prognosis. Surgery, chemo- and radiation therapy, as well as immune checkpoint-blocking immunotherapy lead to limited improvement of survival of patients; therapy resistance and recurrencies hamper these treatment modalities. Therefore, the identification of new targets and treatment approaches is of paramount importance. We have searched the literature and identified 7 down-regulated and 16 up-regulated non-coding RNAs, which showed efficacy in preclinical esophageal squamous cell carcinoma-related in vitro and in vivo models, and discuss their diverse mode of actions. We excluded long non-coding RNAs, which act by sponging of microRNAs. It is presently unclear whether long non-coding RNA/protein, DNA and RNA interactions can be targeted with small molecules. We describe reconstitution therapy and inhibition of the corresponding long non-coding RNAs with small interfering RNAs and antisense oligonucleotides. Also, we discuss emerging targets for treatment of esophageal squamous cell carcinoma.


Assuntos
Neoplasias Esofágicas , Carcinoma de Células Escamosas do Esôfago , MicroRNAs , RNA Longo não Codificante , Animais , Neoplasias Esofágicas/genética , Neoplasias Esofágicas/terapia , Carcinoma de Células Escamosas do Esôfago/genética , Carcinoma de Células Escamosas do Esôfago/terapia , Regulação Neoplásica da Expressão Gênica , Humanos , MicroRNAs/genética , RNA Longo não Codificante/genética
18.
Cancer Immunol Res ; 10(8): 1013-1027, 2022 08 03.
Artigo em Inglês | MEDLINE | ID: mdl-35679518

RESUMO

Antibodies targeting PD-1 and PD-L1 have produced durable responses in a subset of patients with cancer. However, a majority of these patients will ultimately relapse due to acquired resistance. To explore the underlying mechanisms of this secondary resistance, we developed five syngeneic murine tumor variants with acquired resistance to anti-PD-1 and/or PD-L1 antibodies in vivo. Resistant in vivo models were obtained by serial treatment/reimplantation cycles of the MC38 colorectal, MB49 and MBT2 bladder, and RENCA kidney and TyrNras melanoma models. Tumor immune infiltrates were characterized for wild type and resistant tumors using spectral cytometry and their molecular alterations analyzed using RNA sequencing analyses. Alterations in the tumor immune microenvironment were strongly heterogeneous among resistant models, involving select lymphoid and/or myeloid subpopulations. Molecular alterations in resistant models included previously identified pathways as well as novel candidate genes found to be deregulated in several resistant models. Among these, Serpinf1, coding for pigment epithelial-derived factor (PEDF) was further explored in the MC38 and the MBT2 models. Overexpression of Serpinf1 induced resistance to anti-PD-1 antibodies in the MC38 model, whereas knockdown of Serpinf1 sensitized this model as well as the primarily resistant MBT2 model. Serpinf1 overexpression was associated with increased production of free fatty acids and reduced activation of CD8+ cells, while orlistat, a compound that reduces the production of free fatty acids, reversed resistance to anti-PD-1 therapy. Our results suggest that a panel of syngeneic resistant models constitutes a useful tool to model the heterogeneity of resistance mechanisms encountered in the clinic.


Assuntos
Antígeno B7-H1 , Ácidos Graxos não Esterificados , Animais , Antígeno B7-H1/genética , Linhagem Celular Tumoral , Humanos , Camundongos , Recidiva Local de Neoplasia , Microambiente Tumoral
19.
Cancer Diagn Progn ; 1(4): 245-263, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-35403137

RESUMO

Progressive and metastatic bladder cancer remain difficult to treat. In this review, we critique seven up-regulated and 25 down-regulated microRNAs in order to identify new therapeutic entities and corresponding targets. These microRNAs were selected with respect to their efficacy in bladder cancer-related preclinical in vivo models. MicroRNAs and related targets interfering with chemoresistance, cell-cycle, signaling, apoptosis, autophagy, transcription factor modulation, epigenetic modification and metabolism are described. In addition, we highlight microRNAs targeting transmembrane receptors and secreted factors. We discuss druggability issues for the identified targets.

20.
Cancer Genomics Proteomics ; 18(1): 1-15, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33419892

RESUMO

The annual death toll for gastric cancer is in the range of 700,000 worldwide. Even in patients with early-stage gastric cancer recurrence within five years has been observed after surgical resection and following chemotherapy with therapy-resistant features. Therefore, the identification of new targets and treatment modalities for gastric cancer is of paramount importance. In this review we focus on the role of microRNAs with documented efficacy in preclinical xenograft models with respect to growth of human gastric cancer cells. We have identified 31 miRs (-10b, -19a, -19b, -20a, -23a/b, -25, -27a-3p, -92a, -93, -100, -106a, -130a, -135a, -135b-5p, -151-5p, -187, -199-3p, -215, -221-3p, -224, -340a, -382, -421, -425, -487a, -493, -532-3p, -575, -589, -664a-3p) covering 26 different targets which promote growth of gastric cancer cells in vitro and in vivo as xenografts. Five miRs (miRs -10b, 151-5p, -187, 532-3p and -589) additionally have an impact on metastasis. Thirteen of the identified miRs (-19b, -20a/b, -25, -92a, -106a, -135a, -187, -221-3p, -340a, -421, -493, -575 and -589) have clinical impact on worse prognosis in patients.


Assuntos
MicroRNAs/metabolismo , Neoplasias Gástricas/genética , Feminino , Xenoenxertos , Humanos , Masculino , Prognóstico
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