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Discovery of leaf region and time point related modules and genes in maize (Zea mays L.) leaves by Weighted Gene Co-expression Network analysis (WGCNA) of gene expression profiles of carbon metabolism
WANG Jing-lu, ZHANG Ying, PAN Xiao-di, DU Jian-jun, MA Li-ming, GUO Xin-yu
2019, 18 (2): 350-360.   DOI: 10.1016/S2095-3119(18)62029-5
Abstract290)      PDF (1658KB)(274)      
Maize (Zea mays L.) yield depends not only on the conversion and accumulation of carbohydrates in kernels, but also on the supply of carbohydrates by leaves.  However, the carbon metabolism process in leaves can vary across different leaf regions and during the day and night.  Hence, we used Weighted Gene Co-expression Network analysis (WGCNA) with the gene expression profiles of carbon metabolism to identify the modules and genes that may associate with particular regions in a leaf and time of day.  There were a total of 45 samples of maize leaves that were taken from three different regions of a growing maize leaf at five time points.  Robust Multi-array Average analysis was used to pre-process the raw data of GSE85963 (accession number), and quality control of data was based on Pearson correlation coefficients.  We obtained eight co-expression network modules.  The modules with the highest significance of association with LeafRegion and TimePoint were selected.  Functional enrichment and gene-gene interaction analyses were conducted to acquire the hub genes and pathways in these significant modules.  These results can support the findings of similar studies by providing evidence of potential module genes and enriched pathways associated with leaf development in maize.
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Heterogeneity Analysis of Cucumber Canopy in the Solar Greenhouse
QIAN Ting-ting, LU Sheng-lian, ZHAO Chun-jiang, GUO Xin-yu, WEN Wei-liang , DU jian-jun
2014, 13 (12): 2645-2655.   DOI: 10.1016/S2095-3119(14)60776-0
Abstract1546)      PDF in ScienceDirect      
Detailed analysis of canopy structural heterogeneity is an essential step in conducting parameters for a canopy structural model. This paper aims to analyze the structural heterogeneity of a cucumber (Cucumis sativus L.) canopy by means of analyzing leaf distribution in a greenhouse environment with natural sunlight and also to assess the effect of structural canopy heterogeneity on light interception and photosynthesis. Two experiments and four measurements were carried out in autumn 2011 and spring 2012. A static virtual three-dimensional (3D) canopy structure was reconstructed using a 3D digitizing method. The diurnal variation of photosynthesis rate was measured using CIRAS-2 photosynthesis system. The results showed that, leaf azimuth as tested with the Rayleigh-test was homogeneous at vine tip over stage but turned heterogeneous at fruit harvest stage. After eliminating the influence of the environment on the azimuth using the von Mises-Fisher method, the angle between two successive leaves was 144°; at the same time, a rule for the azimuth distribution in the canopy was established, stating that the azimuth distribution in cucumber followed a law which was positive spin and anti-spin. Leaf elevation angle of south-oriented leaves was on average 13.8° higher than that of north-oriented leaves. The horizontal distribution of light interception and photosynthesis differed significantly between differently oriented leaves. East- and west-oriented leaves exhibited the highest photosynthetic rate. In conclusion, detailed analysis of canopy structural heterogeneity in this study indicated that leaf azimuth and elevation angle were heterogeneous in cucumber canopy and they should be explicitly described as they have a great impact both on light distribution and photosynthesis.
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