Micron-scale Phenotyping Techniques of Maize Vascular Bundles Based on X-ray Microcomputed Tomography
文献类型: 外文期刊
作者: Zhang, Ying 1 ; Ma, Liming 1 ; Pan, Xiaodi 1 ; Wang, Jinglu 1 ; Guo, Xinyu 1 ; Du, Jianjun 1 ;
作者机构: 1.Beijing Acad Agr & Forestry Sci, Beijing Key Lab Digital Plant, Beijing Res Ctr Informat Technol Agr, Beijing, Peoples R China
关键词: Biology; Issue 140; Maize; vascular bundle; micro-CT; image analysis pipeline; three-dimensional construction; microscopic phenotype
期刊名称:JOVE-JOURNAL OF VISUALIZED EXPERIMENTS ( 影响因子:1.355; 五年影响因子:1.696 )
ISSN: 1940-087X
年卷期: 2018 年 140 期
页码:
收录情况: SCI
摘要: It is necessary to accurately quantify the anatomical structures of maize materials based on high-throughput image analysis techniques. Here, we provide a 'sample preparation protocol' for maize materials (i.e., stem, leaf, and root) suitable for ordinary micro-computed tomography (microCT) scanning. Based on high-resolution CT images of maize stem, leaf, and root, we describe two protocols for the phenotypic analysis of vascular bundles: (1) based on the CT image of maize stem and leaf, we developed a specific image analysis pipeline to automatically extract 31 and 33 phenotypic traits of vascular bundles; (2) based on the CT image series of maize root, we set up an image processing scheme for the three-dimensional (3-D) segmentation of metaxylem vessels, and extracted two-dimensional (2-D) and 3-D phenotypic traits, such as volume, surface area of metaxylem vessels, etc. Compared with traditional manual measurement of vascular bundles of maize materials, the proposed protocols significantly improve the efficiency and accuracy of micron-scale phenotypic quantification.
- 相关文献
作者其他论文 更多>>
-
LettuceP3D: A tool for analysing 3D phenotypes of individual lettuce plants
作者:Ge, Xiaofen;Guo, Xinyu;Ge, Xiaofen;Wu, Sheng;Wen, Weiliang;Xiao, Pengliang;Lu, Xianju;Liu, Haishen;Zhang, Minggang;Guo, Xinyu;Ge, Xiaofen;Wu, Sheng;Wen, Weiliang;Xiao, Pengliang;Lu, Xianju;Liu, Haishen;Zhang, Minggang;Guo, Xinyu;Wu, Sheng;Wen, Weiliang;Shen, Fei
关键词:Lettuce; Point cloud segmentation; Deep learning; Phenotypic analysis algorithm
-
3D time-series phenotyping of lettuce in greenhouses
作者:Ma, Hanyu;Wen, Weiliang;Gou, Wenbo;Fan, Jiangchuan;Gu, Shenghao;Guo, Xinyu;Ma, Hanyu;Wen, Weiliang;Gou, Wenbo;Lu, Xianju;Fan, Jiangchuan;Zhang, Minggang;Liang, Yuqiang;Gu, Shenghao;Guo, Xinyu
关键词:Time-series; 3D phenotyping; Rail-driven phenotyping platform; Lettuce; Greenhouse
-
Comprehensive review on 3D point cloud segmentation in plants
作者:Song, Hongli;Wen, Weiliang;Wu, Sheng;Guo, Xinyu;Song, Hongli;Wen, Weiliang;Wu, Sheng;Guo, Xinyu;Song, Hongli
关键词:Plant; Three-dimensional; Point cloud; Segmentation; Multi-scale; Deep learning
-
Revolutionizing Crop Breeding: Next-Generation Artificial Intelligence and Big Data-Driven Intelligent Design
作者:Zhang, Ying;Guo, Xinyu;Zhao, Chunjiang;Huang, Guanmin;Lu, Xianju;Wang, Yanru;Wang, Chuanyu;Zhang, Ying;Guo, Xinyu;Zhao, Chunjiang;Huang, Guanmin;Lu, Xianju;Wang, Yanru;Wang, Chuanyu;Zhang, Ying;Guo, Xinyu;Zhao, Chunjiang;Huang, Guanmin;Lu, Xianju;Wang, Yanru;Wang, Chuanyu;Zhao, Yanxin
关键词:Crop breeding; Next-generation artificial intelligence; Multiomics big data; Intelligent design breeding
-
Three-Dimensional Time-Series Monitoring of Maize Canopy Structure Using Rail-Driven Plant Phenotyping Platform in Field
作者:Ma, Hanyu;Zhang, Dongsheng;Wen, Weiliang;Fan, Jiangchuan;Gu, Shenghao;Guo, Xinyu;Wen, Weiliang;Gou, Wenbo;Liang, Yuqiang;Zhang, Minggang;Fan, Jiangchuan;Gu, Shenghao;Guo, Xinyu
关键词:maize canopy; time-series phenotype; 3D point cloud; plot segmentation; marginal effect
-
Water phase distribution and its dependence on internal structure in soaking maize kernels: a study using low-field nuclear magnetic resonance and X-ray micro-computed tomography
作者:Wang, Baiyan;Zhao, Chunjiang;Wang, Baiyan;Gu, Shenghao;Wang, Juan;Wang, Guangtao;Guo, Xinyu;Zhao, Chunjiang
关键词:phenotyping; hydration; water absorption; seed emergence; kernel moisture
-
Analysis of stomatal characteristics of maize hybrids and their parental inbred lines during critical reproductive periods
作者:Zhang, Changyu;Jin, Yu;Wang, Jinglu;Zhang, Ying;Lu, Xianju;Guo, Xinyu;Zhang, Changyu;Jin, Yu;Wang, Jinglu;Zhang, Ying;Lu, Xianju;Guo, Xinyu;Zhao, Yanxin;Song, Wei
关键词:maize; hybrids; stomatal phenotypes; high-throughput acquisition; deep learning



