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Spatial patterns of flower colour variation in native and introduced ranges of Convolvulus arvensis (Convolvulaceae) revealed by citizen-science data and machine learning

机译:通过公民科学数据和机器学习揭示的本地和引入范围的 Convolvulus arvensis (Convolvulaceae) 花色变化的空间格局

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center dot Flower colour polymorphism refers to the presence of multiple colour variants in plant populations. Investigation of this phenomenon led to multiple discoveries, including the principles of heredity and the foundations of population genetics. I examined flower colour variation across native and introduced ranges of Convolvulus arvensis, which exhibits flower colour polymorphism (individuals have white or pink petals). center dot To study flower colour variation of this species throughout large geographic scale, I used observations gathered from the iNaturalist platform. To handle a large amount of data, I trained a neural network to classify the plants' morphs based on photographs. After which I performed spatial analyses to examine the patterns of the colour frequency, also in relation to environmental factors. center dot The results show that flower colours are polymorphic across the whole species range, but the frequency of pink versus white flowers varies. In the Palearctic, I observed geographic clines of colour morph frequencies: a higher frequency of the pink morph in populations from Northwest Europe, whereas in South and East Europe, towards the eastern edge of the range, the white morph was dominant. In contrast, pattern of colour distribution in North America (where the species is invasive) seems random, but the model indicates a link between higher proportions of pink morphs in mild and humid climates. center dot The mechanisms behind the observed patterns remain largely unknown, as changes in a morphs' frequency are not strongly linked to abiotic factors. To understand the spatial pattern, a detailed investigation, accounting for the species' phylogeography is needed. This study provides another example of how the general public may collect data relevant to ecological studies, even when the data are not collected for a specific project.
机译:中心点 花色多态性是指植物种群中存在多种颜色变体。对这种现象的研究导致了多项发现,包括遗传原理和群体遗传学的基础。我检查了本地和引入范围的 Convolvulus arvensis 的花色变化,它表现出花色多态性(个体有白色或粉红色的花瓣)。为了研究该物种在大地理尺度上的花色变化,我使用了从 iNaturalist 平台收集的观察结果。为了处理大量数据,我训练了一个神经网络,根据照片对植物的形态进行分类。之后,我进行了空间分析,以检查颜色频率的模式,以及与环境因素的关系。中心点 结果表明,整个物种的花色是多态的,但粉红色和白色花朵的频率不同。在古北界,我观察到颜色变形频率的地理斜坡:在西北欧的人群中,粉红色变形的频率更高,而在南欧和东欧,在山脉的东部边缘,白色变形占主导地位。相比之下,北美(该物种是入侵物种)的颜色分布模式似乎是随机的,但该模型表明,在温和潮湿的气候中,较高比例的粉红色形态之间存在联系。中心点 观察到的模式背后的机制在很大程度上仍然未知,因为形态频率的变化与非生物因素没有密切联系。为了了解空间格局,需要对物种的系统地理学进行详细的调查。这项研究提供了另一个例子,说明公众如何收集与生态研究相关的数据,即使这些数据不是为特定项目收集的。

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