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Combined method of image and cluster analysis to estimate the structural diversity of fungal communities

机译:图像和聚类分析相结合的方法估计真菌群落的结构多样性

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摘要

A method was designed to simultaneously estimate the diversity of fungal communities and growth-related indices. It is based on cluster analysis of image data of fungal colonies growing in agar plates. A total of 20 features (colony area, mean colours of the upper and lower colony sides as well as features describing the colour distribution) were recorded. The relative differentiating powers of these features were determined. Since the intensity of colours and their ratio to one another were dependent on the camera distance, colours were recorded at a constant distance of 36 cm. In contrast, growth rates were taken at a distance of 68 cm. Identification of a reproducible clustering level was favoured by the fact that, when similarity was reduced in dendrograms, the evenness in type distribution decreased at a higher rate than the number of image types and, in addition, exhibited distinct minima and intermittent maxima. In all data sets examined, abundant and rare image types, including singletons, always occurred at the first evenness minimum. Comparing fungal samples from a metal-contaminated arable soil and the relevant control showed the richness in image types and three growth-related indices (the average and the variation coefficient of growth rates as well as the portion of isolates with growth rates >3 mm day−1) to be greater in the control. Of these four indices, the former was the least sensitive and the latter the most sensitive indicator of metal stress.
机译:设计了一种方法来同时估计真菌群落的多样性和生长相关指标。它基于对琼脂平板中生长的真菌菌落图像数据的聚类分析。总共记录了20个特征(菌落面积,上菌落和下菌落侧的平均颜色以及描述颜色分布的特征)。确定了这些特征的相对区分能力。由于颜色的强度及其相互之间的比率取决于相机的距离,因此以36厘米的恒定距离记录颜色。相反,在68 cm的距离处获得生长速率。当树状图的相似度降低时,类型分布的均匀性以高于图像类型数量的速率降低,并且还表现出明显的最小值和间歇最大值,这有助于确定可重复的聚类水平。在所有检查的数据集中,丰富且稀有的图像类型(包括单例图像)始终出现在第一均匀度最小值处。比较来自金属污染的耕地土壤和相关对照的真菌样品,显示图像类型丰富,并且具有三个与生长相关的指数(生长速率的平均值和变异系数,以及生长速率> 3 mm日的分离株的比例) -1 )在控件中更大。在这四个指数中,前者对金属应力的敏感性最低,而后者对金属应力的敏感性最高。

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