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1.
Microbiome ; 11(1): 166, 2023 07 29.
Artigo em Inglês | MEDLINE | ID: mdl-37507809

RESUMO

BACKGROUND: The resistome, the collection of antibiotic resistance genes (ARGs) in a microbiome, is increasingly recognised as relevant to the development of clinically relevant antibiotic resistance. Many metagenomic studies have reported resistome differences between groups, often in connection with disease and/or antibiotic treatment. However, the consistency of resistome associations with antibiotic- and non-antibiotic-treated diseases has not been established. In this study, we re-analysed human gut microbiome data from 26 case-control studies to assess the link between disease and the resistome. RESULTS: The human gut resistome is highly variable between individuals both within and between studies, but may also vary significantly between case and control groups even in the absence of large taxonomic differences. We found that for diseases commonly treated with antibiotics, namely cystic fibrosis and diarrhoea, patient microbiomes had significantly elevated ARG abundances compared to controls. Disease-associated resistome expansion was found even when ARG abundance was high in controls, suggesting ongoing and additive ARG acquisition in disease-associated strains. We also found a trend for increased ARG abundance in cases from some studies on diseases that are not treated with antibiotics, such as colorectal cancer. CONCLUSIONS: Diseases commonly treated with antibiotics are associated with expanded gut resistomes, suggesting that historical exposure to antibiotics has exerted considerable selective pressure for ARG acquisition in disease-associated strains. Video Abstract.


Assuntos
Microbioma Gastrointestinal , Microbiota , Humanos , Microbioma Gastrointestinal/genética , Antibacterianos/farmacologia , Resistência Microbiana a Medicamentos/genética , Genes Bacterianos
2.
Eur J Nutr ; 60(6): 3423-3436, 2021 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-33634319

RESUMO

PURPOSE: Adverse effects of iron fortification/supplements such as Micronutrient Powder (MNP) on gut microbiota have previously been found in infection-prone African settings. This study examined the adversaries of a low-iron MNP compared with the standard MNP on the composition of gut microbiota in Bangladeshi children exposed to a high concentration of iron from potable groundwater. METHODS: A randomized controlled trial was conducted in 2- to 5-year-old children, drinking groundwater with a high concentration of iron (≥ 2 mg/L). Children were randomized to receive one sachet per day of either standard MNP (12.5 mg iron) or low-iron MNP (5 mg iron), for 2 months. A sub-sample of 53 children was considered for paired assessment of the gut microbiome by 16S rRNA amplicon sequencing. RESULTS: At baseline, the gut microbiota consisted of Bifidobacteriaceae (15.6%), Prevotellaceae (12.2%), Lactobacillaceae (3.6%), Clostridiaceae (4.1%) and Enterobacteriaceae (2.8%). Overall, there was no significant treatment effect of the low-iron MNP compared to the standard MNP. However, an apparent treatment effect was observed in children with a relative adult-like microbiota, with a higher relative abundance of potentially pathogenic Enterobacteriaceae after receiving the standard MNP compared to the low-iron MNP. This effect, however, was statistically non-significant (p = 0.07). CONCLUSION: In Bangladeshi children drinking iron-rich groundwater, a low-iron MNP supplementation did not have a significant impact on their gut microbiota profile/composition compared to the standard MNP. The trial registration number is ISRCTN60058115; Date of registration 03/07/2019; retrospectively registered.


Assuntos
Anemia Ferropriva , Microbioma Gastrointestinal , Água Subterrânea , Adulto , Pré-Escolar , Suplementos Nutricionais , Humanos , Lactente , Ferro , Micronutrientes , Pós , RNA Ribossômico 16S/genética
3.
J Invest Dermatol ; 140(2): 415-424.e10, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31344386

RESUMO

Skin colonization by Staphylococcus aureus and its relative abundance is associated with atopic dermatitis (AD) disease severity and treatment response. Low levels of antimicrobial peptides in AD skin may be related to the microbial dysbiosis. Therapeutic targeting of the skin microbiome and antimicrobial peptide expression can, therefore, restore skin homeostasis and combat AD. In this study, we analyzed the cutaneous microbiome composition in 7 patients with AD and 10 healthy volunteers upon topical coal tar or vehicle treatment. We implemented and validated a Staphylococcus-specific single-locus sequence typing approach combined with classic 16S ribosomal RNA marker gene sequencing to study the bacterial composition. During coal tar treatment, Staphylococcus abundance decreased, and Propionibacterium abundance increased, suggesting a shift of the microbiota composition toward that of healthy controls. We, furthermore, identified a hitherto unknown therapeutic mode of action of coal tar, namely the induction of keratinocyte-derived antimicrobial peptides via activation of the aryl hydrocarbon receptor. Restoring antimicrobial peptide levels in AD skin via aryl hydrocarbon receptor-dependent transcription regulation can be beneficial by creating a (anti)microbial milieu that is less prone to infection and inflammation. This underscores the importance of coal tar in the therapeutic aryl hydrocarbon receptor armamentarium and highlights the aryl hydrocarbon receptor as a target for drug development.


Assuntos
Anti-Infecciosos/farmacologia , Fatores de Transcrição Hélice-Alça-Hélice Básicos/agonistas , Alcatrão/farmacologia , Dermatite Atópica/tratamento farmacológico , Disbiose/tratamento farmacológico , Microbiota/efeitos dos fármacos , Receptores de Hidrocarboneto Arílico/agonistas , Pele/microbiologia , Administração Cutânea , Adulto , Anti-Infecciosos/uso terapêutico , Peptídeos Catiônicos Antimicrobianos/imunologia , Peptídeos Catiônicos Antimicrobianos/metabolismo , Fatores de Transcrição Hélice-Alça-Hélice Básicos/genética , Fatores de Transcrição Hélice-Alça-Hélice Básicos/metabolismo , Biópsia , Linhagem Celular , Alcatrão/uso terapêutico , Dermatite Atópica/imunologia , Dermatite Atópica/microbiologia , Dermatite Atópica/patologia , Disbiose/imunologia , Disbiose/microbiologia , Feminino , Regulação da Expressão Gênica/efeitos dos fármacos , Regulação da Expressão Gênica/imunologia , Técnicas de Silenciamento de Genes , Voluntários Saudáveis , Humanos , Queratinócitos , Masculino , Microbiota/imunologia , Pessoa de Meia-Idade , Cultura Primária de Células , Propionibacterium/imunologia , Propionibacterium/isolamento & purificação , Receptores de Hidrocarboneto Arílico/genética , Receptores de Hidrocarboneto Arílico/metabolismo , Pele/efeitos dos fármacos , Pele/imunologia , Pele/patologia , Creme para a Pele/farmacologia , Creme para a Pele/uso terapêutico , Staphylococcus aureus/imunologia , Staphylococcus aureus/isolamento & purificação , Adulto Jovem
4.
Nutrients ; 11(11)2019 Oct 29.
Artigo em Inglês | MEDLINE | ID: mdl-31671757

RESUMO

There is little data on human milk oligosaccharide (HMO) composition in Sub-Saharan Africa. Iron fortificants adversely affect the infant gut microbiota, while co-provision of prebiotic galacto-oligosaccharides (GOS) mitigates most of the adverse effects. Whether variations in maternal HMO profile can influence the infant response to iron and/or GOS fortificants is unknown. The aim of this study was to determine HMO profiles and the secretor/non-secretor phenotype of lactating Kenyan mothers and investigate their effects on the maternal and infant gut microbiota, and on the infant response to a fortification intervention with 5 mg iron (2.5 mg as sodium iron ethylenediaminetetraacetate and 2.5 mg as ferrous fumarate) and 7.5 g GOS. We studied mother-infant pairs (n = 80) participating in a 4-month intervention trial in which the infants (aged 6.5-9.5 months) received daily a micronutrient powder without iron, with iron or with iron and GOS. We assessed: (1) maternal secretor status and HMO composition; (2) effects of secretor status on the maternal and infant gut microbiota in a cross-sectional analysis at baseline of the intervention trial; and (3) interactions between secretor status and intervention groups during the intervention trial on the infant gut microbiota, gut inflammation, iron status, growth and infectious morbidity. Secretor prevalence was 72% and HMOs differed between secretors and non-secretors and over time of lactation. Secretor status did not predict the baseline composition of the maternal and infant gut microbiota. There was a secretor-status-by-intervention-group interaction on Bifidobacterium (p = 0.021), Z-scores for length-for-age (p = 0.022) and weight-for-age (p = 0.018), and soluble transferrin receptor (p = 0.041). In the no iron group, longitudinal prevalence of diarrhea was higher among infants of non-secretors (23.8%) than of secretors (10.4%) (p = 0.001). In conclusion, HMO profile may modulate the infant gut microbiota response to fortificant iron; compared to infants of secretor mothers, infants of non-secretor mothers may be more vulnerable to the adverse effect of iron but also benefit more from the co-provision of GOS.


Assuntos
Suplementos Nutricionais , Ferro/administração & dosagem , Micronutrientes/administração & dosagem , Leite Humano/química , Oligossacarídeos/administração & dosagem , Oligossacarídeos/química , Adulto , Bactérias/classificação , Bactérias/genética , Método Duplo-Cego , Feminino , Microbioma Gastrointestinal , Humanos , Lactente , Fenômenos Fisiológicos da Nutrição do Lactente , Ferro/metabolismo , Quênia , Masculino , Micronutrientes/química , Mães , Oligossacarídeos/classificação , Oligossacarídeos/metabolismo , RNA Bacteriano/genética , RNA Ribossômico 16S/genética , Adulto Jovem
5.
Gut ; 68(4): 645-653, 2019 04.
Artigo em Inglês | MEDLINE | ID: mdl-30448776

RESUMO

OBJECTIVE: Many African infants receiving iron fortificants also receive antibiotics. Antibiotic efficacy against enteropathogens may be modified by high colonic iron concentrations. In this study, we evaluated the effect of antibiotics on the infant gut microbiome and diarrhoea when given with or without iron-containing micronutrient powders (MNPs). DESIGN: In a controlled intervention trial, four groups of community-dwelling infants (n=28; aged 8-10 months) received either: (A) antibiotics for 5 days and iron-MNPs for 40 days (Fe+Ab+); (B) antibiotics and no-iron-MNPs (Fe-Ab+); (C) no antibiotics and iron-MNPs (Fe+Ab-); or (D) no antibiotics and no-iron-MNPs (Fe-Ab-). We collected a faecal sample before the first antibiotic dose (D0) and after 5, 10, 20 and 40 days (D5-D40) to assess the gut microbiome composition by 16S profiling, enteropathogens by quantitative PCR, faecal calprotectin and pH and assessed morbidity over the 40-day study period. RESULTS: In Fe+Ab+, there was a decrease in Bifidobacterium abundances (p<0.05), but no decrease in Fe-Ab+. In Fe-Ab+, there was a decrease in abundances of pathogenic Escherichia coli (p<0.05), but no decrease in Fe+Ab+. In Fe-Ab+, there was a decrease in pH (p<0.05), but no decrease in Fe+Ab+. Longitudinal prevalence of diarrhoea was higher in Fe+Ab+ (19.6%) compared with Fe-Ab+ (12.4%) (p=0.04) and compared with Fe+Ab- (5.2%) (p=0.00). CONCLUSION: Our findings need confirmation in a larger study but suggest that, in African infants, iron fortification modifies the response to broad-spectrum antibiotics: iron may reduce their efficacy against potential enteropathogens, particularly pathogenic E. coli, and may increase risk for diarrhoea. TRIAL REGISTRATION NUMBER: NCT02118402; Pre-results.


Assuntos
Antibacterianos/efeitos adversos , Diarreia/microbiologia , Diarreia/prevenção & controle , Microbioma Gastrointestinal/efeitos dos fármacos , Ferro/farmacologia , Micronutrientes/farmacologia , Bifidobacterium/isolamento & purificação , Escherichia coli/isolamento & purificação , Feminino , Humanos , Concentração de Íons de Hidrogênio , Lactente , Quênia , Complexo Antígeno L1 Leucocitário/análise , Masculino , Reação em Cadeia da Polimerase , Pós , Resultado do Tratamento
6.
Gut ; 66(11): 1956-1967, 2017 11.
Artigo em Inglês | MEDLINE | ID: mdl-28774885

RESUMO

OBJECTIVE: Iron-containing micronutrient powders (MNPs) reduce anaemia in African infants, but the current high iron dose (12.5 mg/day) may decrease gut Bifidobacteriaceae and Lactobacillaceae, and increase enteropathogens, diarrhoea and respiratory tract infections (RTIs). We evaluated the efficacy and safety of a new MNP formula with prebiotic galacto-oligosaccharides (GOS) combined with a low dose (5 mg/day) of highly bioavailable iron. DESIGN: In a 4-month, controlled, double-blind trial, we randomised Kenyan infants aged 6.5-9.5 months (n=155) to receive daily (1) a MNP without iron (control); (2) the identical MNP but with 5 mg iron (2.5 mg as sodium iron ethylenediaminetetraacetate and 2.5 mg as ferrous fumarate) (Fe group); or (3) the identical MNP as the Fe group but with 7.5 g GOS (FeGOS group). RESULTS: Anaemia decreased by ≈50% in the Fe and FeGOS groups (p<0.001). Compared with the control or FeGOS group, in the Fe group there were (1) lower abundances of Bifidobacterium and Lactobacillus and higher abundances of Clostridiales (p<0.01); (2) higher abundances of virulence and toxin genes (VTGs) of pathogens (p<0.01); (3) higher plasma intestinal fatty acid-binding protein (a biomarker of enterocyte damage) (p<0.05); and (4) a higher incidence of treated RTIs (p<0.05). In contrast, there were no significant differences in these variables comparing the control and FeGOS groups, with the exception that the abundance of VTGs of all pathogens was significantly lower in the FeGOS group compared with the control and Fe groups (p<0.01). CONCLUSION: A MNP containing a low dose of highly bioavailable iron reduces anaemia, and the addition of GOS mitigates most of the adverse effects of iron on the gut microbiome and morbidity in African infants. TRIAL REGISTRATION NUMBER: NCT02118402.


Assuntos
Anemia Ferropriva/prevenção & controle , Compostos Férricos/efeitos adversos , Compostos Ferrosos/efeitos adversos , Microbioma Gastrointestinal/efeitos dos fármacos , Micronutrientes/efeitos adversos , Oligossacarídeos , Prebióticos , Método Duplo-Cego , Ácido Edético/efeitos adversos , Ácido Edético/uso terapêutico , Feminino , Compostos Férricos/uso terapêutico , Compostos Ferrosos/uso terapêutico , Humanos , Lactente , Quênia , Masculino , Micronutrientes/uso terapêutico , Oligossacarídeos/administração & dosagem , Prebióticos/administração & dosagem , Prebióticos/microbiologia
7.
Eur J Immunol ; 45(9): 2553-67, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26046550

RESUMO

Orally administrated iron is suspected to increase susceptibility to enteric infections among children in infection endemic regions. Here we investigated the effect of dietary iron on the pathology and local immune responses in intestinal infection models. Mice were held on iron-deficient, normal iron, or high iron diets and after 2 weeks they were orally challenged with the pathogen Citrobacter rodentium. Microbiome analysis by pyrosequencing revealed profound iron- and infection-induced shifts in microbiota composition. Fecal levels of the innate defensive molecules and markers of inflammation lipocalin-2 and calprotectin were not influenced by dietary iron intervention alone, but were markedly lower in mice on the iron-deficient diet after infection. Next, mice on the iron-deficient diet tended to gain more weight and to have a lower grade of colon pathology. Furthermore, survival of the nematode Caenorhabditis elegans infected with Salmonella enterica serovar Typhimurium was prolonged after iron deprivation. Together, these data show that iron limitation restricts disease pathology upon bacterial infection. However, our data also showed decreased intestinal inflammatory responses of mice fed on high iron diets. Thus additionally, our study indicates that the effects of iron on processes at the intestinal host-pathogen interface may highly depend on host iron status, immune status, and gut microbiota composition.


Assuntos
Caenorhabditis elegans/efeitos dos fármacos , Infecções por Enterobacteriaceae/patologia , Mucosa Intestinal/patologia , Intestinos/patologia , Ferro da Dieta/administração & dosagem , Salmonelose Animal/metabolismo , Proteínas de Fase Aguda/biossíntese , Proteínas de Fase Aguda/imunologia , Animais , Peso Corporal/imunologia , Caenorhabditis elegans/imunologia , Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/microbiologia , Citrobacter rodentium/imunologia , Dieta/métodos , Infecções por Enterobacteriaceae/imunologia , Infecções por Enterobacteriaceae/metabolismo , Infecções por Enterobacteriaceae/microbiologia , Fezes/microbiologia , Feminino , Imunidade Inata , Mucosa Intestinal/imunologia , Mucosa Intestinal/metabolismo , Mucosa Intestinal/microbiologia , Intestinos/imunologia , Intestinos/microbiologia , Ferro da Dieta/efeitos adversos , Complexo Antígeno L1 Leucocitário/biossíntese , Complexo Antígeno L1 Leucocitário/imunologia , Lipocalina-2 , Lipocalinas/biossíntese , Lipocalinas/imunologia , Camundongos , Camundongos Endogâmicos C57BL , Proteínas Oncogênicas/biossíntese , Proteínas Oncogênicas/imunologia , Salmonelose Animal/imunologia , Salmonelose Animal/microbiologia , Salmonelose Animal/mortalidade , Salmonella typhimurium/imunologia , Análise de Sobrevida
8.
Front Microbiol ; 6: 1481, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26779139

RESUMO

Oral iron administration in African children can increase the risk for infections. However, it remains unclear to what extent supplementary iron affects the intestinal microbiome. We here explored the impact of iron preparations on microbial growth and metabolism in the well-controlled TNO's in vitro model of the large intestine (TIM-2). The model was inoculated with a human microbiota, without supplementary iron, or with 50 or 250 µmol/L ferrous sulfate, 50 or 250 µmol/L ferric citrate, or 50 µmol/L hemin. High resolution responses of the microbiota were examined by 16S rDNA pyrosequencing, microarray analysis, and metagenomic sequencing. The metabolome was assessed by fatty acid quantification, gas chromatography-mass spectrometry (GC-MS), and (1)H-NMR spectroscopy. Cultured intestinal epithelial Caco-2 cells were used to assess fecal water toxicity. Microbiome analysis showed, among others, that supplementary iron induced decreased levels of Bifidobacteriaceae and Lactobacillaceae, while it caused higher levels of Roseburia and Prevotella. Metagenomic analyses showed an enrichment of microbial motility-chemotaxis systems, while the metabolome markedly changed from a saccharolytic to a proteolytic profile in response to iron. Branched chain fatty acids and ammonia levels increased significantly, in particular with ferrous sulfate. Importantly, the metabolite-containing effluent from iron-rich conditions showed increased cytotoxicity to Caco-2 cells. Our explorations indicate that in the absence of host influences, iron induces a more hostile environment characterized by a reduction of microbes that are generally beneficial, and increased levels of bacterial metabolites that can impair the barrier function of a cultured intestinal epithelial monolayer.

9.
Gut ; 64(5): 731-42, 2015 May.
Artigo em Inglês | MEDLINE | ID: mdl-25143342

RESUMO

BACKGROUND: In-home iron fortification for infants in developing countries is recommended for control of anaemia, but low absorption typically results in >80% of the iron passing into the colon. Iron is essential for growth and virulence of many pathogenic enterobacteria. We determined the effect of high and low dose in-home iron fortification on the infant gut microbiome and intestinal inflammation. METHODS: We performed two double-blind randomised controlled trials in 6-month-old Kenyan infants (n=115) consuming home-fortified maize porridge daily for 4 months. In the first, infants received a micronutrient powder (MNP) containing 2.5 mg iron as NaFeEDTA or the MNP without iron. In the second, they received a different MNP containing 12.5 mg iron as ferrous fumarate or the MNP without the iron. The primary outcome was gut microbiome composition analysed by 16S pyrosequencing and targeted real-time PCR (qPCR). Secondary outcomes included faecal calprotectin (marker of intestinal inflammation) and incidence of diarrhoea. We analysed the trials separately and combined. RESULTS: At baseline, 63% of the total microbial 16S rRNA could be assigned to Bifidobacteriaceae but there were high prevalences of pathogens, including Salmonella Clostridium difficile, Clostridium perfringens, and pathogenic Escherichia coli. Using pyrosequencing, +FeMNPs increased enterobacteria, particularly Escherichia/Shigella (p=0.048), the enterobacteria/bifidobacteria ratio (p=0.020), and Clostridium (p=0.030). Most of these effects were confirmed using qPCR; for example, +FeMNPs increased pathogenic E. coli strains (p=0.029). +FeMNPs also increased faecal calprotectin (p=0.002). During the trial, 27.3% of infants in +12.5 mgFeMNP required treatment for diarrhoea versus 8.3% in -12.5 mgFeMNP (p=0.092). There were no study-related serious adverse events in either group. CONCLUSIONS: In this setting, provision of iron-containing MNPs to weaning infants adversely affects the gut microbiome, increasing pathogen abundance and causing intestinal inflammation. TRIAL REGISTRATION NUMBER: NCT01111864.


Assuntos
Enterocolite/induzido quimicamente , Alimentos Fortificados/efeitos adversos , Intestinos/microbiologia , Ferro da Dieta/efeitos adversos , Microbiota/efeitos dos fármacos , Anemia Ferropriva/prevenção & controle , Bactérias/isolamento & purificação , Diarreia Infantil/induzido quimicamente , Diarreia Infantil/microbiologia , Relação Dose-Resposta a Droga , Método Duplo-Cego , Enterocolite/microbiologia , Fezes/química , Humanos , Lactente , Ferro da Dieta/administração & dosagem , Ferro da Dieta/farmacologia , Complexo Antígeno L1 Leucocitário/metabolismo , Micronutrientes/administração & dosagem , Micronutrientes/efeitos adversos , Micronutrientes/farmacologia
10.
Gut Microbes ; 5(6): 737-47, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25536157

RESUMO

Dysbiosis of the intestinal microbial community is considered a risk factor for development of chronic intestinal inflammation as well as other diseases such as diabetes, obesity and even cancer. Study of the innate and adaptive immune pathways controlling bacterial colonization has however proven difficult in rodents, considering the extensive cross-talk between bacteria and innate and adaptive immunity. Here, we used the zebrafish to study innate and adaptive immune processes controlling the microbial community. Zebrafish lack a functional adaptive immune system in the first weeks of life, enabling study of the innate immune system in the absence of adaptive immunity. We show that in wild type zebrafish, the initial lack of adaptive immunity associates with overgrowth of Vibrio species (a group encompassing fish and human pathogens), which is overcome upon adaptive immune development. In Rag1-deficient zebrafish (lacking adaptive immunity) Vibrio abundance remains high, suggesting that adaptive immune processes indeed control Vibrio species. Using cell transfer experiments, we confirm that adoptive transfer of T lymphocytes, but not B lymphocytes into Rag1-deficient recipients suppresses outgrowth of Vibrio. In addition, ex vivo exposure of intestinal T lymphocytes to Rag1-deficient microbiota results in increased interferon-gamma expression by these T lymphocytes, compared to exposure to wild type microbiota. In conclusion, we show that T lymphocytes control microbial composition by effectively suppressing the outgrowth of Vibrio species in the zebrafish intestine.


Assuntos
Trato Gastrointestinal/microbiologia , Linfócitos T/imunologia , Vibrioses/microbiologia , Vibrio/crescimento & desenvolvimento , Peixe-Zebra/microbiologia , Imunidade Adaptativa , Animais , Bactérias/classificação , Bactérias/genética , Bactérias/crescimento & desenvolvimento , Bactérias/isolamento & purificação , Modelos Animais de Doenças , Trato Gastrointestinal/imunologia , Humanos , Imunidade Inata , Vibrio/classificação , Vibrio/imunologia , Vibrio/isolamento & purificação , Vibrioses/imunologia , Peixe-Zebra/genética , Peixe-Zebra/metabolismo
11.
Biol Sex Differ ; 5: 11, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25243059

RESUMO

BACKGROUND: There is increasing appreciation for sexually dimorphic effects, but the molecular mechanisms underlying these effects are only partially understood. In the present study, we explored transcriptomics and epigenetic differences in the small intestine and colon of prepubescent male and female mice. In addition, the microbiota composition of the colonic luminal content has been examined. METHODS: At postnatal day 14, male and female C57BL/6 mice were sacrificed and the small intestine, colon and content of luminal colon were isolated. Gene expression of both segments of the intestine was analysed by microarray analysis. DNA methylation of the promoter regions of selected sexually dimorphic genes was examined by pyrosequencing. Composition of the microbiota was explored by deep sequencing. RESULTS: Sexually dimorphic genes were observed in both segments of the intestine of 2-week-old mouse pups, with a stronger effect in the small intestine. Amongst the total of 349 genes displaying a sexually dimorphic effect in the small intestine and/or colon, several candidates exhibited a previously established function in the intestine (i.e. Nts, Nucb2, Alox5ap and Retnlγ). In addition, differential expression of genes linked to intestinal bowel disease (i.e. Ccr3, Ccl11 and Tnfr) and colorectal cancer development (i.e. Wt1 and Mmp25) was observed between males and females. Amongst the genes displaying significant sexually dimorphic expression, nine genes were histone-modifying enzymes, suggesting that epigenetic mechanisms might be a potential underlying regulatory mechanism. However, our results reveal no significant changes in DNA methylation of analysed CpGs within the selected differentially expressed genes. With respect to the bacterial community composition in the colon, a dominant effect of litter origin was found but no significant sex effect was detected. However, a sex effect on the dominance of specific taxa was observed. CONCLUSIONS: This study reveals molecular dissimilarities between males and females in the small intestine and colon of prepubescent mice, which might underlie differences in physiological functioning and in disease predisposition in the two sexes.

12.
Brief Bioinform ; 14(3): 315-26, 2013 May.
Artigo em Inglês | MEDLINE | ID: mdl-22786785

RESUMO

In the Life Sciences 'omics' data is increasingly generated by different high-throughput technologies. Often only the integration of these data allows uncovering biological insights that can be experimentally validated or mechanistically modelled, i.e. sophisticated computational approaches are required to extract the complex non-linear trends present in omics data. Classification techniques allow training a model based on variables (e.g. SNPs in genetic association studies) to separate different classes (e.g. healthy subjects versus patients). Random Forest (RF) is a versatile classification algorithm suited for the analysis of these large data sets. In the Life Sciences, RF is popular because RF classification models have a high-prediction accuracy and provide information on importance of variables for classification. For omics data, variables or conditional relations between variables are typically important for a subset of samples of the same class. For example: within a class of cancer patients certain SNP combinations may be important for a subset of patients that have a specific subtype of cancer, but not important for a different subset of patients. These conditional relationships can in principle be uncovered from the data with RF as these are implicitly taken into account by the algorithm during the creation of the classification model. This review details some of the to the best of our knowledge rarely or never used RF properties that allow maximizing the biological insights that can be extracted from complex omics data sets using RF.


Assuntos
Algoritmos , Disciplinas das Ciências Biológicas , Mineração de Dados , Humanos , Neoplasias/genética , Polimorfismo de Nucleotídeo Único
13.
Proc Natl Acad Sci U S A ; 109(2): 407-12, 2012 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-22198768

RESUMO

Mass spectrometry (MS)-based proteome analysis relies heavily on the presence of complete protein databases. Such a strategy is extremely powerful, albeit not adequate in the analysis of unpredicted postgenome events, such as posttranslational modifications, which exponentially increase the search space. Therefore, it is of interest to explore "database-free" approaches. Here, we sampled the ostrich and human proteomes with a method facilitating de novo sequencing, utilizing the protease Lys-N in combination with electron transfer dissociation. By implementing several validation steps, including the combined use of collision-induced dissociation/electron transfer dissociation data and a cross-validation with conventional database search strategies, we identified approximately 2,500 unique de novo peptide sequences from the ostrich sample with over 900 peptides generating full backbone sequence coverage. This dataset allowed the appropriate positioning of ostrich in the evolutionary tree. The described database-free sequencing approach is generically applicable and has great potential in important proteomics applications such as in the analysis of variable parts of endogenous antibodies or proteins modified by a plethora of complex posttranslational modifications.


Assuntos
Espectrometria de Massas/métodos , Peptídeos/genética , Filogenia , Proteômica/métodos , Análise de Sequência de DNA/métodos , Struthioniformes/genética , Animais , Linhagem Celular , Cromatografia por Troca Iônica , Cromatografia Líquida , Biologia Computacional , Humanos , Funções Verossimilhança
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