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Satellite-enabled enviromics to enhance crop improvement

摘要Enviromics refers to the characterization of micro-and macroenvironments based on large-scale environ-mental datasets.By providing genotypic recommendations with predictive extrapolation at a site-specific level,enviromics could inform plant breeding decisions across varying conditions and anticipate produc-tivity in a changing climate.Enviromics-based integration of statistics,envirotyping(i.e.,determining envi-ronmental factors),and remote sensing could help unravel the complex interplay of genetics,environment,and management.To support this goal,exhaustive envirotyping to generate precise environmental profiles would significantly improve predictions of genotype performance and genetic gain in crops.Already,infor-matics management platforms aggregate diverse environmental datasets obtained using optical,thermal,radar,and light detection and ranging(LiDAR)sensors that capture detailed information about vegetation,surface structure,and terrain.This wealth of information,coupled with freely available climate data,fuels innovative enviromics research.While enviromics holds immense potential for breeding,a few obstacles remain,such as the need for(1)integrative methodologies to systematically collect field data to scale and expand observations across the landscape with satellite data;(2)state-of-the-art Al models for data integration,simulation,and prediction;(3)cyberinfrastructure for processing big data across scales and providing seamless interfaces to deliver forecasts to stakeholders;and(4)collaboration and data sharing among farmers,breeders,physiologists,geoinformatics experts,and programmers across research insti-tutions.Overcoming these challenges is essential for leveraging the full potential of big data captured by satellites to transform 21st century agriculture and crop improvement through enviromics.

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作者 Rafael T.Resende [1] Lee Hickey [2] Cibele H.Amaral [3] Lucas L.Peixoto [4] Gustavo E.Marcatti [5] Yunbi Xu [6] 学术成果认领
作者单位 Universidade Federal de Goiás(UFG),Agronomy Department,Plant Breeding Sector,Goiania(GO)74690-900,Brazil;TheCROP,a Precision-Breeding Startup:Enviromics,Phenomics,and Genomics,No Zip-code,Operating Virtually,Goiania(GO)and Sete Lagoas(MG),Brazil [1] Queensland Alliance for Agriculture and Food Innovation,The University of Queensland,Brisbane,QLD,Australia [2] Earth Lab,Cooperative Institute for Research in Environmental Sciences,University of Colorado Boulder,Boulder,CO 80303,USA;Environmental Data Science Innovation & Inclusion Lab,Cooperative Institute for Research in Environmental Sciences,University of Colorado Boulder,Boulder,CO 80303,USA [3] Universidade Federal de Goiás(UFG),Agronomy Department,Plant Breeding Sector,Goiania(GO)74690-900,Brazil [4] TheCROP,a Precision-Breeding Startup:Enviromics,Phenomics,and Genomics,No Zip-code,Operating Virtually,Goiania(GO)and Sete Lagoas(MG),Brazil;Universidade Federal de S?o Jo?o del-Rei,Forest Engineering Department,Campus Sete Lagoas,Sete Lagoas(MG)35701-970,Brazil [5] Institute of Crop Sciences,Chinese Academy of Agricultural Sciences,Beijing 100081,China;Peking University Institute of Advanced Agricultural Sciences,Weifang,Shandong 261325,China;BGI Bioverse,Shenzhen 518083,China [6]
栏目名称 Perspective
DOI 10.1016/j.molp.2024.04.005
发布时间 2024-09-27
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