High-Throughput Plant Phenotyping Platform (HT3P) as a Novel Tool for Estimating Agronomic Traits From the Lab to the Field.

High-Throughput Plant Phenotyping Platform (HT3P) as a Novel Tool for Estimating Agronomic Traits From the Lab to the Field.
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DOI:
10.3389/fbioe.2020.623705
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发表时间:
2020
影响因子:
5.7
通讯作者:
Muhammad A
Muhammad A
中科院分区:
工程技术2区
文献类型:
--
作者:
Li D;Quan C;Song Z;Li X;Yu G;Li C;Muhammad A

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粮食短缺、人口增长和全球气候变化将高通量表型驱动的作物产量增长推向了大数据时代。然而,获取大规模表型数据现在已经成为表型组学急需克服的一个关键障碍。幸运的是,高通量植物表型平台(HT3P)采用先进的传感器和数据采集系统,可以充分利用非破坏性和高通量的方法来监测、量化和评估大规模农业实验中的特定表型,并可以有效地完成传统表型无法完成的表型任务。因此,ht3p是一种新颖而强大的工具,各种商业的、定制的、甚至是自主开发的工具最近被越来越多地引入。在这里,我们回顾了近7年来从温室和生长室到田间,从地面近端表型到航空大尺度遥感的ht3p。平台配置,新颖性,操作模式,当前的发展,以及不同类型的ht3p的优势和劣势进行了彻底和清晰的描述。然后,系统地展示了用于比较验证和综合分析的各种ht3p组合,这是第一次。最后,我们考虑了当前的表型挑战,并对ht3p的未来发展趋势提出了新的观点。本文旨在为ht3p的优化选择、开发和利用提供思路和见解,从而为突破当前植物学表型瓶颈铺平道路。
Food scarcity, population growth, and global climate change have propelled crop yield growth driven by high-throughput phenotyping into the era of big data. However, access to large-scale phenotypic data has now become a critical barrier that phenomics urgently must overcome. Fortunately, the high-throughput plant phenotyping platform (HT3P), employing advanced sensors and data collection systems, can take full advantage of non-destructive and high-throughput methods to monitor, quantify, and evaluate specific phenotypes for large-scale agricultural experiments, and it can effectively perform phenotypic tasks that traditional phenotyping could not do. In this way, HT3Ps are novel and powerful tools, for which various commercial, customized, and even self-developed ones have been recently introduced in rising numbers. Here, we review these HT3Ps in nearly 7 years from greenhouses and growth chambers to the field, and from ground-based proximal phenotyping to aerial large-scale remote sensing. Platform configurations, novelties, operating modes, current developments, as well the strengths and weaknesses of diverse types of HT3Ps are thoroughly and clearly described. Then, miscellaneous combinations of HT3Ps for comparative validation and comprehensive analysis are systematically present, for the first time. Finally, we consider current phenotypic challenges and provide fresh perspectives on future development trends of HT3Ps. This review aims to provide ideas, thoughts, and insights for the optimal selection, exploitation, and utilization of HT3Ps, and thereby pave the way to break through current phenotyping bottlenecks in botany.
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