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- W3011431751 abstract "Summary Genotyping‐by‐sequencing has enabled approaches for genomic selection to improve yield, stress resistance and nutritional value. More and more resource studies are emerging providing 1000 and more genotypes and millions of SNPs for one species covering a hitherto inaccessible intraspecific genetic variation. The larger the databases are growing, the better statistical approaches for genomic selection will be available. However, there are clear limitations on the statistical but also on the biological part. Intraspecific genetic variation is able to explain a high proportion of the phenotypes, but a large part of phenotypic plasticity also stems from environmentally driven transcriptional, post‐transcriptional, translational, post‐translational, epigenetic and metabolic regulation. Moreover, regulation of the same gene can have different phenotypic outputs in different environments. Consequently, to explain and understand environment‐dependent phenotypic plasticity based on the available genotype variation we have to integrate the analysis of further molecular levels reflecting the complete information flow from the gene to metabolism to phenotype. Interestingly, metabolomics platforms are already more cost‐effective than NGS platforms and are decisive for the prediction of nutritional value or stress resistance. Here, we propose three fundamental pillars for future breeding strategies in the framework of Green Systems Biology: (i) combining genome selection with environment‐dependent PANOMICS analysis and deep learning to improve prediction accuracy for marker‐dependent trait performance; (ii) PANOMICS resolution at subtissue, cellular and subcellular level provides information about fundamental functions of selected markers; (iii) combining PANOMICS with genome editing and speed breeding tools to accelerate and enhance large‐scale functional validation of trait‐specific precision breeding." @default.
- W3011431751 created "2020-03-23" @default.
- W3011431751 creator A5004661719 @default.
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- W3011431751 creator A5025876354 @default.
- W3011431751 creator A5060741375 @default.
- W3011431751 creator A5076757820 @default.
- W3011431751 date "2020-05-19" @default.
- W3011431751 modified "2023-10-11" @default.
- W3011431751 title "PANOMICS meets germplasm" @default.
- W3011431751 cites W1494073438 @default.
- W3011431751 cites W1494075612 @default.
- W3011431751 cites W1502922572 @default.
- W3011431751 cites W1503630161 @default.
- W3011431751 cites W158248987 @default.
- W3011431751 cites W1648445109 @default.
- W3011431751 cites W1786155944 @default.
- W3011431751 cites W1886868868 @default.
- W3011431751 cites W1922122291 @default.
- W3011431751 cites W1928998639 @default.
- W3011431751 cites W1936624337 @default.
- W3011431751 cites W1938887115 @default.
- W3011431751 cites W1963626906 @default.
- W3011431751 cites W1964960992 @default.
- W3011431751 cites W1966383364 @default.
- W3011431751 cites W1967110501 @default.
- W3011431751 cites W1971103184 @default.
- W3011431751 cites W1973261860 @default.
- W3011431751 cites W1973413549 @default.
- W3011431751 cites W1976415646 @default.
- W3011431751 cites W1980192676 @default.
- W3011431751 cites W1981509058 @default.
- W3011431751 cites W1982518001 @default.
- W3011431751 cites W1982652137 @default.
- W3011431751 cites W1983278548 @default.
- W3011431751 cites W1984120378 @default.
- W3011431751 cites W1985870845 @default.
- W3011431751 cites W1987045831 @default.
- W3011431751 cites W1991491630 @default.
- W3011431751 cites W1992740755 @default.
- W3011431751 cites W1995268730 @default.
- W3011431751 cites W1998447523 @default.
- W3011431751 cites W1998881980 @default.
- W3011431751 cites W2004396999 @default.
- W3011431751 cites W2004517252 @default.
- W3011431751 cites W2008557093 @default.
- W3011431751 cites W2014866586 @default.
- W3011431751 cites W2015022706 @default.
- W3011431751 cites W2015226115 @default.
- W3011431751 cites W2017755224 @default.
- W3011431751 cites W2019182222 @default.
- W3011431751 cites W2024306184 @default.
- W3011431751 cites W2025865461 @default.
- W3011431751 cites W2026136755 @default.
- W3011431751 cites W2029575047 @default.
- W3011431751 cites W2030706384 @default.
- W3011431751 cites W2032457672 @default.
- W3011431751 cites W2034846276 @default.
- W3011431751 cites W2038385990 @default.
- W3011431751 cites W2038546252 @default.
- W3011431751 cites W2044751171 @default.
- W3011431751 cites W2046211686 @default.
- W3011431751 cites W2046743796 @default.
- W3011431751 cites W2052222399 @default.
- W3011431751 cites W2053491550 @default.
- W3011431751 cites W2058815899 @default.
- W3011431751 cites W2060811342 @default.
- W3011431751 cites W2061200096 @default.
- W3011431751 cites W2063368379 @default.
- W3011431751 cites W2064013109 @default.
- W3011431751 cites W2067715889 @default.
- W3011431751 cites W2067877300 @default.
- W3011431751 cites W2068406373 @default.
- W3011431751 cites W2069302217 @default.
- W3011431751 cites W2071452287 @default.
- W3011431751 cites W2072040767 @default.
- W3011431751 cites W2073011942 @default.
- W3011431751 cites W2073754472 @default.
- W3011431751 cites W2075989078 @default.
- W3011431751 cites W2078355959 @default.
- W3011431751 cites W2078393935 @default.
- W3011431751 cites W2081051699 @default.
- W3011431751 cites W2086330580 @default.
- W3011431751 cites W2086442974 @default.
- W3011431751 cites W2087969278 @default.
- W3011431751 cites W2095084501 @default.
- W3011431751 cites W2095241182 @default.
- W3011431751 cites W2096918186 @default.
- W3011431751 cites W2098919825 @default.
- W3011431751 cites W2100796087 @default.
- W3011431751 cites W2101177139 @default.
- W3011431751 cites W2101934305 @default.
- W3011431751 cites W2106376891 @default.
- W3011431751 cites W2107067452 @default.
- W3011431751 cites W2107680358 @default.
- W3011431751 cites W2108358988 @default.
- W3011431751 cites W2108488321 @default.
- W3011431751 cites W2109349581 @default.