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Dynamic UAV Phenotyping for Rice Disease Resistance Analysis Based on Multisource Data
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作者 Xiulin Bai Hui Fang +11 位作者 Yong He Jinnuo Zhang Mingzhu Tao Qingguan Wu Guofeng Yang Yuzhen Wei Yu Tang Lie Tang binggan lou Shuiguang Deng Yong Yang Xuping Feng 《Plant Phenomics》 SCIE EI CSCD 2023年第1期110-122,共13页
Bacterial blight poses a threat to rice production and food security,which can be controlled through large-scale breeding efforts toward resistant cultivars.Unmanned aerial vehicle(UAV)remote sensing provides an alter... Bacterial blight poses a threat to rice production and food security,which can be controlled through large-scale breeding efforts toward resistant cultivars.Unmanned aerial vehicle(UAV)remote sensing provides an alternative means for the infield phenotype evaluation of crop disease resistance to relatively time-consuming and laborious traditional methods.However,the quality of data acquired by UAV can be affected by several factors such as weather,crop growth period,and geographical location,which can limit their utility for the detection of crop disease and resistant phenotypes.Therefore,a more effective use of UAV data for crop disease phenotype analysis is required.In this paper,we used time series UAV remote sensing data together with accumulated temperature data to train the rice bacterial blight severity evaluation model.The best results obtained with the predictive model showed an R_(p)^(2) of 0.86 with an RMSE_(p) of 0.65.Moreover,model updating strategy was used to explore the scalability of the established model in different geographical locations.Twenty percent of transferred data for model training was useful for the evaluation of disease severity over different sites.In addition,the method for phenotypic analysis of rice disease we built here was combined with quantitative trait loci(QTL)analysis to identify resistance QTL in genetic populations at different growth stages.Three new QTLs were identified,and QTLs identified at different growth stages were inconsistent.QTL analysis combined with UAV high-throughput phenotyping provides new ideas for accelerating disease resistance breeding. 展开更多
关键词 blight BREEDING CULTIVAR
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Piriformospora indica confers cadmium tolerance in Nicotiana tabacum 被引量:7
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作者 Feiqiong Hui Jian Liu +1 位作者 Qikang Gao binggan lou 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第11期184-191,共8页
Piriformospora indica, a root-colonizing endophytic fungus of Sebacinales, promotes plant growth and confers resistance against biotic and abiotic stresses. In order to confirm the influence of P. indica on growth, pr... Piriformospora indica, a root-colonizing endophytic fungus of Sebacinales, promotes plant growth and confers resistance against biotic and abiotic stresses. In order to confirm the influence of P. indica on growth, proline, malondialdehyde(MDA), chlorophyll, and cadmium(Cd) amounts in Nicotiana tabacum under Cd stress, hydroponics, pot and field trials were conducted. The results showed that P. indica can store Cd in plant roots and reduce leaf Cd content, reduce the concentration of MDA, and increase the proline and chlorophyll content and the activities of catalase, peroxidase, and superoxide dismutase under hydroponic Cd stress. RT-PCR analysis showed that the relative expression level of genes Gsh2, Ta PCS1, oas1, GPX, and Hsp70 in colonized plants was 4.3, 1.4, 2.9, 1.7, and 6.9fold higher than in un-colonized plants respectively. Cd exposure significantly reduced un-colonized plants' agronomic traits compared to P. indica-colonized ones. Our results suggested that P. indica can sequester Cd in roots, so that much less cadmium was transported to leaves, and the increased concentrations of antioxidant enzymes, pigments and proline contents, as well as the higher expression of stress-related phytochelatin biosynthesis genes in P. indica-inoculated plants, may also serve to protect N. tabacum plants against oxidative damage, enhancing Cd tolerance. 展开更多
关键词 Plant endophytic fungus Malondialdehyde Proline Chlorophyll Stress-related genes Tobacco plants
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