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High-throughput three-dimensional visualization of root system architecture of rice using X-ray computed tomography

机译:使用X射线计算机断层扫描的高吞吐量三维可视化水稻根系结构

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X-ray computed tomography (CT) allows us to visualize root system architecture (RSA) beneath the soil, non-destructively and in a three-dimensional (3-D) form. However, CT scanning, reconstruction processes, and root isolation from X-ray CT volumes, take considerable time. For genetic analyses, such as quantitative trait locus mapping, which require a large population size, a high-throughput RSA visualization method is required. We have developed a high-throughput process flow for the 3-D visualization of rice (Oryza sativa) RSA (consisting of radicle and crown roots), using X-ray CT. The process flow includes use of a uniform particle size, calcined clay to reduce the possibility of visualizing non-root segments, use of a higher tube voltage and current in the X-ray CT scanning to increase root-to-soil contrast, and use of a 3-D median filter and edge detection algorithm to isolate root segments. Using high-performance computing technology, this analysis flow requires only 10?min (33?s, if a rough image is acceptable) for CT scanning and reconstruction, and 2?min for image processing, to visualize rice RSA. This reduced time allowed us to conduct the genetic analysis associated with 3-D RSA phenotyping. In 2-week-old seedlings, 85% and 100% of radicle and crown roots were detected, when 16?cm and 20?cm diameter pots were used, respectively. The X-ray dose per scan was estimated at??0.09?Gy, which did not impede rice growth. Using the developed process flow, we were able to follow daily RSA development, i.e., 4-D RSA development, of an upland rice variety, over 3?weeks. We developed a high-throughput process flow for 3-D rice RSA visualization by X-ray CT. The X-ray dose assay on plant growth has shown that this methodology could be applicable for 4-D RSA phenotyping. We named the RSA visualization method ‘RSAvis3D’ and are confident that it represents a potentially efficient application for 3-D RSA phenotyping of various plant species.
机译:X射线计算机断层扫描(CT)允许我们在土壤下方,非破坏性和三维(3-D)形式下方地可视化根系结构(RSA)。然而,CT扫描,重建过程和来自X射线CT卷的根隔离,需要相当大的时间。对于需要大群尺寸的定量性状轨迹映射等遗传分析,需要一种高通量RSA可视化方法。我们开发了一种高通量的过程流程,用于3-D米(Oryza Sativa)RSA(由胚根和冠状根部组成),使用X射线CT。过程流程包括使用均匀粒度,煅烧粘土以降低可视化非根段的可能性,在X射线CT扫描中使用更高的管电压和电流,以增加根对染色的对比度,并使用三维中值滤波器和边缘检测算法隔离根段。使用高性能计算技术,该分析流量仅需要10?分钟(如果粗略图像是可接受的,则为粗略图像)对于CT扫描和重建,以及图像处理的2次,可视化米RSA。这减少时间使我们能够进行与3-D RSA表型相关的遗传分析。在2周龄幼苗中,分别检测到85%和100%的胚根和冠状根,当使用16Ωcm和20℃直径的罐时。每次扫描X射线剂量估计?<?0.09?GY,这并不妨碍水稻生长。使用发达的过程流程,我们能够遵循每日RSA开发,即4-D RSA开发,000多米品种,超过3个星期。我们开发了通过X射线CT为3-D米RSA可视化的高通量过程流程。植物生长的X射线剂量测定表明,该方法可适用于4-D RSA表型。我们命名为RSA可视化方法'rsavis3d',并相信它代表了针对各种植物物种的3-D RSA表型表型潜在有效的应用。

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