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SUMMARY: Relation extraction (RE) from large text collections is an important tool for database curation, pathway reconstruction, or functional omics data analysis. In practice, RE often is part of a complex data analysis pipeline requiring specific adaptations like restricting the types of relations or the set of proteins to be considered. However, current systems are either non-programmable web sites or research code with fixed functionality. We present PEDL+, a user-friendly tool for extracting protein-protein and protein-chemical associations from PubMed articles. PEDL+ combines state-of-the-art NLP technology with adaptable ranking and filtering options and can easily be integrated into analysis pipelines. We evaluated PEDL+ in two pathway curation projects and found that 59% to 80% of its extractions were helpful. AVAILABILITY AND IMPLEMENTATION: PEDL+ is freely available at https://github.com/leonweber/pedl.
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Software , PubMed , Bases de Dados FactuaisRESUMO
Human milk fatty acid composition varies during lactation and is influenced by maternal diet, maternal lifestyle-related factors and genetic background. This is one of the first studies to investigate a period effect, that is, the impact of lifestyle-related changes on human milk fatty acid composition, in two different cohorts. Lactating women were recruited from the general population a decade apart in Ulm, Germany, using similar methodology. Human milk samples collected 6 weeks postpartum were analysed (Ulm Birth Cohort Study (UBCS (2000)), n 567; Ulm SPATZ Health Study (SPATZ (2012)), n 458). Centred log ratio transformation was applied to fatty acid data. Principal component analysis was used to determine study-dependent fatty acid profiles. A general linear model was used to determine the study (or period) effect on fatty acid profiles adjusting for duration of gestation, age, education, delivery mode, smoking and pre-pregnancy BMI. Two principal components were retained (PC1 and PC2). PC1 was associated with UBCS, while PC2 was associated with SPATZ. PC1 comprised high SFA, and low MUFA, n-6 and n-3 long-chain PUFA (LCPUFA). The inverse was true for PC2. Although human milk remains a source of essential fatty acids, infants could be at risk of inadequate n-3 and n-6 LCPUFA intake through human milk. The differences in the human milk fatty acid profiles also reflect changes in maternal dietary habits in the more recent cohort, which may comprise lower intakes of dietary trans-fatty acids and SFA and higher intakes of vegetable oils.
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Ácidos Graxos/análise , Estilo de Vida , Leite Humano , Coorte de Nascimento , Estudos de Coortes , Dieta , Ácidos Graxos Essenciais/análise , Feminino , Alemanha , Humanos , Lactente , Lactação , Leite Humano/química , GravidezRESUMO
The aim of this study was to determine the differences in human milk fatty acid composition in relation to maternal allergy within a large birth cohort study using statistical methods accounting for the correlations that exist in compositional data. We observed marginal differences in human milk fatty acid composition of allergic and non-allergic mothers. However, our results do not support the hypothesis that human milk fatty acid composition is influenced by allergy or that it differs between mothers with or without allergy. Observed differences in our results between transformed and untransformed fatty acid data call for re-evaluation of previous, as well as future, studies using statistical methods appropriate for compositionality of fatty acid data.
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Ácidos Graxos/análise , Hipersensibilidade/metabolismo , Lactação/metabolismo , Leite Humano/química , Leite Humano/metabolismo , Adulto , Estudos de Coortes , Feminino , Humanos , Recém-Nascido , Adulto JovemRESUMO
Cerebral amyloid angiopathy (CAA) might disturb the sensitive mechanism of cerebral pressure autoregulation. This study examines whether dynamic cerebral autoregulation (CA) is impaired in the posterior or anterior circulation of CAA patients. Fifteen patients with known CAA on magnetic resonance imaging (MRI) and 14 age-matched controls were examined with transcranial Doppler. Dynamic CA was assessed in the middle (MCA) and posterior cerebral artery (PCA) via transfer function phase and gain during respiratory-induced 0.1â¯Hz oscillations of arterial pressure. Within the patient group, 4 patients showed additional microbleeds in the basal ganglia on the MRI performed within the study (pure CAA vs mixed microbleeds). PCA phase was significantly lower in patients compared with controls (pâ¯=â¯0.018), particularly in patients with pure CAA (pâ¯=â¯0.0034). MCA values showed a similar but non-significant trend towards lower phase in patients with pure CAA. Poorer phase was associated with a higher number of microbleeds on MRI (MCA râ¯=â¯-0.57, pâ¯=â¯0.027; PCA râ¯=â¯-0.52, pâ¯=â¯0.098) and superficial cortical siderosis (PCA: pâ¯=â¯0.0025). In conclusion, dynamic cerebral autoregulation is impaired in patients with CAA. The degree of impairment is associated with the extent of cerebral microbleeds.
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Angiopatia Amiloide Cerebral/fisiopatologia , Circulação Cerebrovascular/fisiologia , Idoso , Idoso de 80 Anos ou mais , Encéfalo/fisiopatologia , Angiopatia Amiloide Cerebral/metabolismo , Hemorragia Cerebral/complicações , Feminino , Homeostase , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Ultrassonografia Doppler Transcraniana/métodosRESUMO
The lipid fraction of human milk provides the infant with the fatty acids that are necessary for optimal growth and development. The aim of this study was to investigate the fatty acid composition of human milk at three time points during lactation and its change over time using appropriate statistical methods. Human milk samples from breastfeeding mothers at 6 weeks (n = 706), 6 months (n = 483), and 12 months (n = 81 with all three time points) were analyzed. Centered log-ratio (clr) transformation was applied to the fatty acid data. Principal component analysis (PCA) and generalized linear model-based repeated measure analysis were used to assess changes over time. The total lipid content was significantly higher at 6 months (ß = 0.199, p < 0.029) and 12 months of lactation (ß = 0.421, p < 0.001). The constituents of C20:3n-6 and C20:3n-3 were lower at 6 months (p < 0.001). Four distinct sub-compositional fatty acid groups were only identified at 12 months of lactation. The inclusion of small fatty acids of small constituent size in the analysis resulted in a shift in the balance between fatty acid constituents. Human milk fatty acid composition during prolonged lactation is different from that of human milk during a short duration of lactation. Our findings support the hypothesis that a combination of multiple fatty acids is important in fatty acid profiling beyond the presentation of individual fatty acids. Furthermore, the high variability of small fatty acids warrants attention because a compositional analysis may show more pronounced changes.