Multivariate statistical

  • 文章类型: Journal Article
    共现相关概况是由不同的因素(外源和内源)驱动的,并根据共现绘制物种之间的关联概况,如果不评估这些物种在生态位方面的变化,可能会导致错误的结论。目的是确定油菜作物中植食性昆虫的共同发生和相关模式,并评估这些模式如何根据作物阶段(物候-生物)和播种时间(农业实践-非生物)而变化。我们发现,由于油菜的物候和播种时间,物种之间的共生和相关性模式反映了种群变化。多物种丰度矩阵的变化受平均气温和累积降雨量的影响。巴西南部与油菜有关的主要物种,就丰度而言,是P.xylostella,D.speciosa,和N.viridula.这些物种大多呈负相关。当评估他们的人口变化时,我们发现他们探索不同的时空生态位,无论是物候还是播种时间。最后,我们凭经验证明,尽管很重要,应根据对生态位开发模式和物种时间变化的理解来解释基于共生和相关性的关联模式。
    Co-occurrence a correlation profiles are driven by different factors (exogenous and endogenous) and drawing a profile of association between species based on co-occurrence, without assessing how these species vary in terms of ecological niche can lead to wrong conclusions. The objective was to determine the co-occurrence and correlation patterns of phytophagous insects in canola crop and to evaluate how these patterns varied according to the crop stage (phenology-biotic) and sowing times (agricultural practice-abiotic). We found that the patterns of co-occurrence and correlation between species were reflections of population variations due to the phenology and sowing times of canola. Variations in the multi-species abundance matrix were influenced by mean air temperature and accumulated rainfall. The main species associated with canola in southern Brazil, in terms of abundance, were P. xylostella, D. speciosa, and N. viridula. These species were mostly negatively associated. When evaluating their population variations, we found that they explore different temporal niches, whether in terms of phenology or sowing times. Finally, we demonstrate empirically that despite being important, association patterns based on co-occurrence and correlation should be interpreted in light of the understanding of patterns of niche exploitation and temporal variation of species.
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  • 文章类型: Journal Article
    癫痫是一种复杂的神经系统疾病,其特征是自发性复发性癫痫发作,影响全球约1%的人口。尽管在癫痫发生机制方面取得了重大进展,仍有约60%的病例病因不明。因此,揭示癫痫发生的分子机制将大大改善癫痫治疗的发展。由于氨基酸和水溶性维生素的全面表征对于理解癫痫或癫痫发作的潜在机制很重要,我们开发了两种液相色谱-串联质谱方法来定量17种水溶性维生素和46种氨基酸,并将其应用于戊四氮诱导的点燃大鼠模型。除烟酸外,所有水溶性维生素的线性均为r>0.992,定量极限在0.1至5ng/ml之间。对于氨基酸,获得的线性良好,相关系数高于0.99,基体效应在85.3%至110%之间。为了更有效地处理多维数据,在可视化中创造性地利用了非靶向代谢组学中使用的多变量统计分析方法,解释,和结果的探索。本文受版权保护。保留所有权利。
    Epilepsy is a complex neurological disease characterized by spontaneous recurrent seizures that affect around 1% of the global population. Despite the significant progress in the mechanisms of epileptogenesis, there is still about 60% of cases in which the cause is unknown. Thus, revealing the molecular mechanisms of epileptogenesis will greatly improve the development of epilepsy treatment. Since the comprehensive characterization of amino acids and water-soluble vitamins is important in understanding the underlying mechanisms of epilepsy or seizures, we developed two liquid chromatography-tandem mass spectrometry methods to quantify 17 water-soluble vitamins and 46 amino acids and applied them to our pentylenetetrazole-induced kindling rat model. All water-soluble vitamins were detected with a linearity of r > 0.992 and limits of quantitation between 0.1 and 5 ng/ml except for nicotinic acid. For amino acids, the linearities obtained were good with correlation coefficients higher than 0.99, and matrix effects were between 85.3% and 110%. To handle the multidimensional data more effectively, multivariate statistical analysis approaches used in non-targeted metabolomics were creatively exploited in the visualization, interpretation, and exploration of the results.
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  • 文章类型: Journal Article
    为了解广东省竹笋土壤重金属污染现状和来源,在46个地点共收集了175个土壤样本。用原子荧光分光光度计和电感耦合等离子体质谱法测定五种重金属的含量:铅(Pb),镉(Cd),砷(As),汞(Hg),铬(Cr)。此外,通过不同的指数方法对土壤环境质量进行评价,包括单因素污染,内梅罗全面污染,地质累积,和潜在的生态风险。此外,还讨论了相关系数。结果表明,收集的土壤呈酸性或微碱性。部分地区Pb和As的最大含量超过标准限值。六个地区的变异系数值超过100%。上述指数法证实,研究区域内的土壤被分为三个污染水平:稍微,温和。此外,pH值与Pb之间存在非常显著的相关性,重金属As和Pb的相关性,Cr也到达了非常显著的程度。主成分分析结果表明,PC1占总方差的39.60%,其中包括Pb,Cd,和作为。PC2主要包括Hg和Cr。
    In order to investigate the pollution situation and sources analysis of heavy metals in bamboo shoot soil in Guangdong Province, a total of 175 soil samples were collected at 46 sites. Atomic fluorescence spectrophotometer and inductively coupled plasma mass spectrometry were used to determine the content of five heavy metals: lead (Pb), cadmium (Cd), arsenic (As), mercury (Hg), and chromium (Cr). In addition, the soil environmental quality was evaluated through different index methods, including single-factor pollution, Nemeiro comprehensive pollution, geoaccumulation, and potential ecological risk. Furthermore, the correlation coefficients were also discussed. The results showed that the soils collected were acidic or slight alkaline. The maximum content of Pb and As from some areas exceeded the standard limit value. The coefficient of variation value from six areas exceeded 100%. The index method mentioned above confirmed that the soil within study areas was divided into three pollution levels: no, slightly, and mild. Additionally, there was a very significant correlation between pH and Pb, Hg; the correlation between heavy metal As and Pb, Cr also reached a very significant level. The principal component analysis results show that PC1 accounts for 39.60% of the total variance, which includes Pb, Cd, and As. PC2 mainly includes Hg and Cr.
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  • 文章类型: Journal Article
    确定了Mhlathuze流域部分地下水的化学成分来源及其相关的水文地球化学过程。该地区的地下水分为软到非常硬,性质被鉴定为酸性到碱性。除了三个孔之外,总电导率<3000μS/cm。主要的水类型是NaCl(69%的样品)和CaMgCl相。吉布斯地块,mCa/Mg比,mNa/Cl比,Ca+MgvsHCO3+SO4图,Na+KvsHCO3图,Ca/NavsHCO3/Na,氯碱指数(CAI1,CAI2)和CaMg-HCO3-SO4与NaK-Cl的关系图证实了硅酸盐的影响,该含水层中的碳酸盐矿物风化和离子交换反应。然而,很少的井受到蒸发过程的影响。地下水中硫酸盐高度不饱和,氯化物矿物和碳酸盐矿物饱和。CA表明Cl和SO4来自人为来源,HCO3和Cl之间的显着正相关表明废水补给很可能模拟了渗流带的矿物风化,这可能会进一步增强含水层中的HCO3和Cl。PCA导致了三个因素。因子1定义了地质和人为过程的影响,而因子2和3则表示矿物风化和硝化过程。分层聚类分析定义了蒸发,人为输入,硅酸盐和碳酸盐风化和硝化过程是该含水层地下水化学成分的来源。
    The sources of chemical constituents of groundwater and its associated hydrogeochemical processes in the part of Mhlathuze catchment was identified. Groundwater of the area is classified into soft to very hard and the nature is identified as acidic to alkaline. The overall electrical conductivity is < 3000 μS/cm except in three wells. The predominant water type is NaCl (69% of samples) and CaMgCl facies. Gibbs plots, mCa/Mg ratio, mNa/Cl ratio, Ca + Mg vs HCO3+SO4 plot, Na + K vs HCO3 plot, Ca/Na vs HCO3/Na, Chloroalkaline indices (CAI 1, CAI 2) and Ca + Mg-HCO3-SO4 vs Na + K-Cl plots confirm the impact of silicate, carbonate mineral weathering and ion exchange reaction in this aquifer. However, few wells are influenced by the evaporation process. Groundwater is highly undersaturated with sulphate, chloride minerals and saturated with carbonate minerals. CA revealed that Cl and SO4 are derived from anthropogenic sources and a significant positive correlation between HCO3 and Cl reveals that wastewater recharge has most likely simulated the mineral weathering in the vadose zone, which could have further enhanced HCO3 and Cl in the aquifer. PCA resulted in three factors. Factor 1 defines the influence of geogenic and anthropogenic processes while Factors 2 and 3 imply the mineral weathering and nitrification processes. Hierarchical cluster analysis defines that evaporation, anthropogenic input, silicate and carbonate weathering and nitrification process are the sources of chemical constituents of groundwater in this aquifer.
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