Van Eynde Elise, Fendrich Arthur Nicolaus, Ballabio Cristiano, Panagos Panos
European Commission, Joint Research Centre (JRC), Ispra, VA, Italy.
European Commission, Joint Research Centre (JRC), Ispra, VA, Italy; Laboratoire des Sciences du Climat et de l'Environnement, CEA-CNRS-UVSQ-UPSACLAY, 91190, Gif sur Yvette, France; Université Paris-Saclay, INRAE, AgroParisTech, UMR SAD-APT, 91120, Palaiseau, France.
Sci Total Environ. 2023 Sep 20;892:164512. doi: 10.1016/j.scitotenv.2023.164512. Epub 2023 Jun 1.
Zinc (Zn) is essential to sustain crop production and human health, while it can be toxic when present in excess. In this manuscript, we applied a machine learning model on 21,682 soil samples from the Land Use and Coverage Area frame Survey (LUCAS) topsoil database of 2009/2012 to assess the spatial distribution in Europe of topsoil Zn concentrations measured by aqua regia extraction, and to identify the influence of natural drivers and anthropogenic sources on topsoil Zn concentrations. As a result, a map was produced showing topsoil Zn concentrations in Europe at a resolution of 250 m. The mean predicted Zn concentration in Europe was 41 mg kg, with a root mean squared error of around 40 mg kg calculated for independent soil samples. We identified clay content as the most important factor explaining the overall distribution of soil Zn in Europe, with lower Zn concentrations in coarser soils. Next to texture, low Zn concentrations were found in soils with low pH (e.g. Podzols), as well as in soils with pH above 8 (i.e., Calcisols). The presence of deposits and mining activities mainly explained the occurrence of relatively high Zn concentrations above 167 mg kg (the one percentile highest concentrations) within 10 km from these sites. In addition, the relatively higher Zn levels found in grasslands in regions with high livestock density may point to manure as a significant source of Zn in these soils. The map developed in this study can be used as a reference to assess the eco-toxicological risks associated with soil Zn concentrations in Europe and areas with Zn deficiency. In addition, it can provide a baseline for future policies in the context of pollution, soil health, human health, and crop nutrition.
锌(Zn)对于维持作物产量和人类健康至关重要,但过量时可能具有毒性。在本论文中,我们对2009/2012年土地利用与覆盖面积框架调查(LUCAS)表土数据库中的21682个土壤样本应用了机器学习模型,以评估欧洲通过王水萃取法测得的表土锌浓度的空间分布,并确定自然驱动因素和人为来源对表土锌浓度的影响。结果生成了一张欧洲表土锌浓度地图,分辨率为250米。欧洲预测的锌浓度平均值为41毫克/千克,对独立土壤样本计算的均方根误差约为40毫克/千克。我们确定粘土含量是解释欧洲土壤锌总体分布的最重要因素,较粗质地土壤中的锌浓度较低。除了质地外,在低pH值土壤(如灰化土)以及pH值高于8的土壤(即钙质土)中也发现了低锌浓度。矿床和采矿活动的存在主要解释了距离这些地点10公里范围内锌浓度相对较高(高于167毫克/千克,即百分之一最高浓度)的情况。此外,在牲畜密度高的地区的草地中发现的相对较高的锌水平可能表明粪便在这些土壤中是锌的重要来源。本研究中绘制的地图可作为评估欧洲土壤锌浓度相关生态毒理学风险以及锌缺乏地区的参考。此外,它可为污染、土壤健康、人类健康和作物营养方面的未来政策提供基线。