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001 oapen61524
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006 m o d
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008 230227s2022 xx |||||o ||| 0|eng d
020 _a9781801463126
020 _aAS.2022.0102.12
024 7 _a10.19103/AS.2022.0102.12
_2doi
040 _aoapen
_coapen
041 0 _aeng
042 _adc
072 7 _aPSTD
_2bicssc
072 7 _aTVF
_2bicssc
072 7 _aTVK
_2bicssc
100 1 _aVirlet, Nicolas
_4auth
_91652311
245 1 0 _aDigital phenotyping and genotype-to-phenotype (G2P) models to predict complex traits in cereal crops
260 _aCambridge
_bBurleigh Dodds Science Publishing
_c2022
300 _a1 electronic resource (40 p.)
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aBurleigh Dodds Series in Agricultural Science
506 0 _aOpen Access
_fUnrestricted online access
_2star
520 _aThe revolution in digital phenotyping combined with the new layers of omics and envirotyping tools offers great promise to improve selection and accelerate genetic gains for crop improvement. This chapter examines the latest methods involving digital phenotyping tools to predict complex traits in cereals crops. The chapter has two parts. In the first part, entitled "Digital phenotyping as a tool to support breeding programs", the secondary phenotypes measured by high-throughput plant phenotyping that are potentially useful for breeding are reviewed. In the second part, "Implementing complex G2P models in breeding programs", the integration of data from digital phenotyping into genotype to phenotype (G2P) models to improve the prediction of complex traits using genomic information is discussed. The current status of statistical models to incorporate secondary traits in univariate and multivariate models, as well as how to better handle longitudinal (for example light interception, biomass accumulation, canopy height) traits, is reviewed.
536 _aRothamsted Research
540 _aCreative Commons
_fhttps://creativecommons.org/licenses/by/4.0/
_2cc
_uhttps://creativecommons.org/licenses/by/4.0/
546 _aEnglish
650 7 _aAgronomy & crop production
_2bicssc
_91560720
650 7 _aPlant physiology
_2bicssc
650 7 _aSustainable agriculture
_2bicssc
_943189
653 _abreeding
653 _aenvirotyping
653 _afield phenotyping
653 _aG2P
653 _amodelling
653 _aPhenomics
700 1 _aHawkesford, Malcolm J.
_4auth
_91652312
700 1 _aLyra, Danilo H.
_4auth
_91652313
773 1 _7nnaa
793 0 _aOAPEN Library.
856 4 0 _uhttps://library.oapen.org/bitstream/id/f3729744-103a-4f4d-83b0-095906e9cb44/9781801463126_web.pdf
_70
_zOpen Access: OAPEN Library, download the publication
856 4 0 _uhttps://library.oapen.org/handle/20.500.12657/61524
_70
_zOpen Access: OAPEN Library: description of the publication
999 _c3084118
_d3084118