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1.
PeerJ Comput Sci ; 5: e231, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-33816884

RESUMO

The rise of high-throughput technologies in the domain of molecular and cell biology, as well as medicine, has generated an unprecedented amount of quantitative high-dimensional data. Public databases at present make a wealth of this data available, but appropriate normalization is critical for meaningful analyses integrating different experiments and technologies. Without such normalization, meta-analyses can be difficult to perform and the potential to address shortcomings in experimental designs, such as inadequate replicates or controls with public data, is limited. Because of a lack of quantitative standards and insufficient annotation, large scale normalization across entire databases is currently limited to approaches that demand ad hoc assumptions about noise sources and the biological signal. By leveraging detectable redundancies in public databases, such as related samples and features, we show that blind normalization without constraints on noise sources and the biological signal is possible. The inherent recovery of confounding factors is formulated in the theoretical framework of compressed sensing and employs efficient optimization on manifolds. As public databases increase in size and offer more detectable redundancies, the proposed approach is able to scale to more complex confounding factors. In addition, the approach accounts for missing values and can incorporate spike-in controls. Our work presents a systematic approach to the blind normalization of public high-throughput databases.

2.
Front Physiol ; 6: 127, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26005422

RESUMO

Many adaptive evolutionary systems display spatial and temporal features, such as long-range correlations, typically associated with the critical point of a phase transition in statistical physics. Empirical and theoretical studies suggest that operating near criticality enhances the functionality of biological networks, such as brain and gene networks, in terms for instance of information processing, robustness, and evolvability. While previous studies have explained criticality with specific system features, we still lack a general theory of critical behavior in biological systems. Here we look at this problem from the complex systems perspective, since in principle all critical biological circuits have in common the fact that their internal organization can be described as a complex network. An important question is how self-similar structure influences self-similar dynamics. Modularity and heterogeneity, for instance, affect the location of critical points and can be used to tune the system toward criticality. We review and discuss recent studies on the criticality of neuronal and genetic networks, and discuss the implications of network theory when assessing the evolutionary features of criticality.

3.
Aging (Albany NY) ; 7(2): 110-22, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25678531

RESUMO

Dermal fibroblasts provide a paradigmatic model of cellular adaptation to long-term exogenous stress and ageing processes driven thereby. Here we addressed whether fibroblast ageing analysedex vivo entails genome instability. Dermal fibroblasts from human female donors aged 20-67 years were studied in primary culture at low population doubling. Under these conditions, the incidence of replicative senescence and rates of age-correlated telomere shortening were insignificant. Genome-wide gene expression analysis revealed age-related impairment of mitosis, telomere and chromosome maintenance and induction of genes associated with DNA repair and non-homologous end-joining, most notably XRCC4 and ligase 4. We observed an age-correlated drop in proliferative capacity and age-correlated increases in heterochromatin marks, structural chromosome abnormalities (deletions, translocations and chromatid breaks), DNA strand breaks and histone H2AX-phosphorylation. In a third of the cells from old and middle-aged donors repair of X-ray induced DNA strand breaks was impaired despite up-regulation of DNA repair genes. The distinct phenotype of genome instability, increased heterochromatinisation and (in 30% of the cases futile) up-regulation of DNA repair genes was stably maintained over several cell passages indicating that it represents a feature of geroconversion that is distinct from cellular senescence, as it does not encompass a block of proliferation.


Assuntos
Envelhecimento/fisiologia , Aberrações Cromossômicas , Quebras de DNA , Reparo do DNA , Fibroblastos/fisiologia , Adulto , Idoso , Feminino , Instabilidade Genômica , Humanos , Pessoa de Meia-Idade , Adulto Jovem
4.
Exp Gerontol ; 56: 59-68, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24699405

RESUMO

Extrinsic skin ageing converges on the dermis, a post-mitotic tissue compartment consisting of extracellular matrix and long-lived fibroblasts prone to damage accumulation and maladaptation. Aged human fibroblasts exhibit mitochondrial and nuclear dysfunctions, which may be a cause or consequence of ageing. We report on a systematic study of human dermal fibroblasts retrieved from female donors aged 20-67 years and analysed ex vivo at low population doubling precluding replicative senescence. According to gene set enrichment analysis of genome wide array data, the most prominent age-associated change of the transcriptome was decreased expression of mitochondrial genes. Consistent with that, mitochondrial content and cell proliferation declined with donor age. This was associated with upregulation of AMP-dependent protein kinase (AMPK), increased mRNA levels of PPARγ-coactivator 1α (PGC1A) and decreased levels of NAD(+)-dependent deacetylase sirtuin 1. In the old cells the PGC1A-mediated mito-biogenetic response to direct AMPK-stimulation by AICAR was undiminished, while the PGC1A-independent mito-biogenetic response to starvation was attenuated and accompanied by increased ROS-production. In summary, these observations suggest an age-associated decline in PGC1A-independent mito-biogenesis, which is insufficiently compensated by upregulation of the AMPK/PGC1A-axis leading under baseline conditions to decreased mitochondrial content and reductive overload of residual respiratory capacity.


Assuntos
Envelhecimento/metabolismo , Metabolismo Energético , Fibroblastos/metabolismo , Mitocôndrias/metabolismo , Renovação Mitocondrial , Envelhecimento da Pele , Pele/metabolismo , Fatores de Transcrição/metabolismo , Proteínas Quinases Ativadas por AMP/metabolismo , Adulto , Fatores Etários , Idoso , Envelhecimento/genética , Aminoimidazol Carboxamida/análogos & derivados , Aminoimidazol Carboxamida/farmacologia , Proliferação de Células , Células Cultivadas , Senescência Celular , Metabolismo Energético/efeitos dos fármacos , Metabolismo Energético/genética , Feminino , Fibroblastos/efeitos dos fármacos , Regulação da Expressão Gênica , Humanos , Pessoa de Meia-Idade , Mitocôndrias/efeitos dos fármacos , Renovação Mitocondrial/efeitos dos fármacos , Renovação Mitocondrial/genética , Estresse Oxidativo , Coativador 1-alfa do Receptor gama Ativado por Proliferador de Peroxissomo , Espécies Reativas de Oxigênio/metabolismo , Ribonucleotídeos/farmacologia , Transdução de Sinais , Sirtuína 1/metabolismo , Pele/efeitos dos fármacos , Envelhecimento da Pele/genética , Fatores de Transcrição/genética , Adulto Jovem
5.
Proc Natl Acad Sci U S A ; 106(17): 7245-50, 2009 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-19359488

RESUMO

Terpenoid volatiles are important information molecules that enable pollinators to locate flowers and may protect reproductive tissues against pathogens or herbivores. Inflorescences of grapevine (Vitis vinifera L.) are composed of tiny green flowers that produce an abundance of sesquiterpenoid volatiles. We demonstrate that male flower parts of grapevines are responsible for sesquiterpenoid floral scent formation. We describe temporal and spatial patterns of biosynthesis and release of floral volatiles throughout the blooming of V. vinifera L. cv. Cabernet Sauvignon. The biosynthesis of sesquiterpene volatiles, which are emitted with a light-dependent diurnal pattern early in the morning at prebloom and bloom, is localized to anthers and, more specifically, within the developing pollen grains. Valencene synthase (VvValCS) enzyme activity, which produces the major sesquiterpene volatiles of grapevine flowers, is present in anthers. VvValCS transcripts are most abundant in flowers at prebloom stages. Western blot analysis identified VvValCS protein in anthers, and in situ immunolabeling located VvValCS protein in pollen grains during bloom. Histochemical staining, as well as immunolabeling analysis by fluorescent microscopy and transmission electron microscopy, indicated that VvValCS localizes close to lipid bodies within the maturing microspore.


Assuntos
Flores/crescimento & desenvolvimento , Flores/metabolismo , Sesquiterpenos/metabolismo , Vitis/crescimento & desenvolvimento , Vitis/metabolismo , Alquil e Aril Transferases/genética , Alquil e Aril Transferases/metabolismo , Flores/genética , Flores/ultraestrutura , Cromatografia Gasosa-Espectrometria de Massas , Microscopia Eletrônica de Transmissão , Dados de Sequência Molecular , Estrutura Molecular , Sesquiterpenos/química , Fatores de Tempo , Transcrição Gênica/genética , Vitis/genética , Volatilização
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