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Direct comparison of MRI and X-ray CT technologies for 3D imaging of root systems in soil: potential and challenges for root trait quantification

机译:MRI和X射线CT技术对土壤中根系3D成像的直接比较:根性状量化的潜力和挑战

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Background Roots are vital to plants for soil exploration and uptake of water and nutrients. Root performance is critical for growth and yield of plants, in particular when resources are limited. Since roots develop in strong interaction with the soil matrix, tools are required that can visualize and quantify root growth in opaque soil at best in 3D. Two modalities that are suited for such investigations are X-ray Computed Tomography (CT) and Magnetic Resonance Imaging (MRI). Due to the different physical principles they are based on, these modalities have their specific potentials and challenges for root phenotyping. We compared the two methods by imaging the same root systems grown in 3 different pot sizes with inner diameters of 34 mm, 56 mm or 81 mm. Results Both methods successfully visualized roots of two weeks old bean plants in all three pot sizes. Similar root images and almost the same root length were obtained for roots grown in the small pot, while more root details showed up in the CT images compared to MRI. For the medium sized pot, MRI showed more roots and higher root lengths whereas at some spots thin roots were only found by CT and the high water content apparently affected CT more than MRI. For the large pot, MRI detected much more roots including some laterals than CT. Conclusions Both techniques performed equally well for pots with small diameters which are best suited to monitor root development of seedlings. To investigate specific root details or finely graduated root diameters of thin roots, CT was advantageous as it provided the higher spatial resolution. For larger pot diameters, MRI delivered higher fractions of the root systems than CT, most likely because of the strong root-to-soil contrast achievable by MRI. Since complementary information can be gathered with CT and MRI, a combination of the two modalities could open a whole range of additional possibilities like analysis of root system traits in different soil structures or under varying soil moisture.
机译:背景技术根对植物进行土壤探索以及吸收水分和养分至关重要。根系表现对于植物的生长和产量至关重要,特别是在资源有限的情况下。由于根系在与土壤基质的强烈相互作用下生长,因此需要能够最好地以3D可视化和量化不透明土壤中根系生长的工具。适于这种研究的两种方式是X射线计算机断层扫描(CT)和磁共振成像(MRI)。由于它们所基于的物理原理不同,因此这些方法对于根表型具有其特定的潜力和挑战。我们通过对生长在3种不同大小的花盆中的内径分别为34 mm,56 mm或81 mm的相同根系进行成像来比较这两种方法。结果两种方法均成功地显示了所有三个盆大小的两周大的豆类植物的根。在小盆中生长的根获得了相似的根图像,根长度几乎相同,而与MRI相比,CT图像显示了更多的根细节。对于中型花盆,MRI显示出更多的根部和更长的根部长度,而在某些位置,只有CT才发现细根,而高含水量显然比MRI对CT的影响更大。对于大锅,MRI比CT检测到更多的根,包括某些侧面。结论两种技术在直径较小的盆中均表现良好,最适合监测幼苗的根系发育。为了研究特定的根部细节或细根的细刻度根直径,CT具有优势,因为它提供了更高的空间分辨率。对于较大的盆直径,MRI可以提供比CT更高的根系部分,这很可能是因为MRI可实现强大的根对土壤对比度。由于可以通过CT和MRI收集补充信息,因此两种模式的组合可以提供更多的可能性,例如分析不同土壤结构或土壤湿度变化下的根系特征。

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