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1.
Cell Rep ; 37(1): 109769, 2021 10 05.
Artigo em Inglês | MEDLINE | ID: mdl-34610319

RESUMO

The ATP-dependent chromatin remodeling factor CHD1 is essential for the assembly of variant histone H3.3 into paternal chromatin during sperm chromatin remodeling in fertilized eggs. It remains unclear, however, if CHD1 has a similar role in normal diploid cells. Using a specifically tailored quantitative mass spectrometry approach, we show that Chd1 disruption results in reduced H3.3 levels in heads of Chd1 mutant flies. Chd1 deletion perturbs brain chromatin structure in a similar way as H3.3 deletion and leads to global de-repression of transcription. The physiological consequences are reduced food intake, metabolic alterations, and shortened lifespan. Notably, brain-specific CHD1 expression rescues these phenotypes. We further demonstrate a strong genetic interaction between Chd1 and H3.3 chaperone Hira. Thus, our findings establish CHD1 as a factor required for the assembly of H3.3-containing chromatin in adult cells and suggest a crucial role for CHD1 in the brain as a regulator of organismal health and longevity.


Assuntos
Encéfalo/metabolismo , Cromatina/metabolismo , Proteínas de Ligação a DNA/genética , Proteínas de Drosophila/metabolismo , Histonas/metabolismo , Metaboloma/fisiologia , Fatores de Transcrição/genética , Animais , Animais Geneticamente Modificados/metabolismo , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Cromatina/química , Montagem e Desmontagem da Cromatina , Proteínas de Ligação a DNA/deficiência , Proteínas de Ligação a DNA/metabolismo , Proteínas de Drosophila/deficiência , Proteínas de Drosophila/genética , Drosophila melanogaster/metabolismo , Comportamento Alimentar , Feminino , Chaperonas de Histonas/genética , Chaperonas de Histonas/metabolismo , Histonas/análise , Longevidade , Masculino , Transdução de Sinais , Serina-Treonina Quinases TOR/metabolismo , Fatores de Transcrição/deficiência , Fatores de Transcrição/metabolismo
2.
Bioinformatics ; 37(20): 3595-3603, 2021 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-33993210

RESUMO

MOTIVATION: Machine learning algorithms excavate important variables from big data. However, deciding on the relevance of identified variables is challenging. The addition of artificial noise, 'decoy' variables, to raw data, 'target' variables, enables calculating a false-positive rate and a biological relevance probability for each variable rank. These scores allow the setting of a cut-off for informative variables, depending on the required sensitivity/specificity of a scientific question. RESULTS: We tested the function of the Target-Decoy MineR (TDM) using synthetic data with different degrees of perturbation. Following, we applied the TDM to experimental Omics (metabolomics, transcriptomics and proteomics) results. The TDM graphs indicate the degree of difference between sample groups. Further, the TDM reports the contribution of each variable to correct classification, i.e. its biological relevance. AVAILABILITYAND IMPLEMENTATION: An implementation of the algorithm in R is freely available from https://bitbucket.org/cesaremov/targetdecoy_mining/. The Target-Decoy MineR is applicable to different types of quantitative data in tabular format. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

3.
Integr Biol (Camb) ; 9(11): 885-891, 2017 Nov 13.
Artigo em Inglês | MEDLINE | ID: mdl-29043354

RESUMO

The metabolic syndrome (MetS) is associated with serious diseases and represents an important threat for global public health. The common fruit fly (Drosophila melanogaster) has served as a model organism to study physiological processes of the MetS, because central metabolic pathways are conserved among species, and because the flies are easy to cultivate in a laboratory. In nature, D. melanogaster is a fruit generalist, feeding on diets rich in simple carbohydrates. Other Drosophilids, however, have specialized on distinct resources. Drosophila mojavensis, for example, is endemic to the Sonoran Desert, where it feeds on necrotic cacti which are low in carbohydrates. Its close relative Drosophila arizonae is cactophilic as well, but is also found breeding in fruits containing simple sugars. Previous studies have shown that high-sugar diets negatively affect the larval development of D. mojavensis and increase their triglyceride content, compared to D. melanogaster. More general metabolic profiles, in response to these different diets, however, have yet to be produced for any of the species. In addition, because D. arizonae appears somewhat intermediate between D. melanogaster and D. mojavensis in its development times and survival under the above mentioned diets, its general metabolic profiles are also of interest. Thus, in the present study we ask to what extent the general metabolism of these three different Drosophila species is affected by diets of distinct protein-sugar ratios. To obtain an un-biased view on possibly novel phenomena, we combined untargeted metabolomics with Random Forest data mining.


Assuntos
Drosophila melanogaster/metabolismo , Lipídeos/análise , Doenças Metabólicas/metabolismo , Animais , Mineração de Dados , Modelos Animais de Doenças , Drosophila , Ecologia , Feminino , Predisposição Genética para Doença , Masculino , Síndrome Metabólica/metabolismo , Especificidade da Espécie
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