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Using drone-retrieved multispectral data for phenomic selection in potato breeding
Predictive breeding approaches, like phenomic or genomic selection, have the potential to increase the selection gain for potato breeding programs...
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Predictor bias in genomic and phenomic selection
Key messageNIRS of wheat grains as phenomic predictors for grain yield show inflated prediction ability and are biased toward grain protein content.
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Phenomic Selection: A New and Efficient Alternative to Genomic Selection
Recently, it has been proposed to switch molecular markers to near-infrared (NIR) spectra for inferring relationships between individuals and further...
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Phenomic selection in wheat breeding: prediction of the genotype-by-environment interaction in multi-environment breeding trials
Key messagePhenomic prediction of wheat grain yield and heading date in different multi-environmental trial scenarios is accurate. Modelling the...
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The performance of phenomic selection depends on the genetic architecture of the target trait
Key messageThe phenomic predictive ability depends on the genetic architecture of the target trait, being high for complex traits and low for traits...
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Phenomic selection in wheat breeding: identification and optimisation of factors influencing prediction accuracy and comparison to genomic selection
Key messagePhenomic selection is a promising alternative or complement to genomic selection in wheat breeding. Models combining spectra from...
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Genomic and phenomic predictions help capture low-effect alleles promoting seed germination in oilseed rape in addition to QTL analyses
Key messagePhenomic prediction implemented on a large diversity set can efficiently predict seed germination, capture low-effect favorable alleles...
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Interest of phenomic prediction as an alternative to genomic prediction in grapevine
BackgroundPhenomic prediction has been defined as an alternative to genomic prediction by using spectra instead of molecular markers. A reflectance...
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Image-based phenomic prediction can provide valuable decision support in wheat breeding
Key messageGenotype-by-environment interactions of secondary traits based on high-throughput field phenoty** are less complex than those of target...
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Genomic selection in tropical perennial crops and plantation trees: a review
To overcome the multiple challenges currently faced by agriculture, such as climate change and soil deterioration, more efficient plant breeding...
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Phenomic characterization of Crotalaria germplasm for crop improvement
BackgroundDiversification of global food systems through exploration of traditional varieties and wild edible plant species is a focal mitigation...
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Genome-Wide Imaging-Based Phenomic Screening Using Yeast (Saccharomyces cerevisiae) Strain Collections
Phenomic studies can provide a systemic overview of the network of interactions between phenotypes, genotypes, and environmental factors. Yeast...
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Self-Organization at Different Levels of Metazoan Complexity in Comparative Genomic–Phenomic Context
The chapter presents an analytic description of evolutionary and developmental morphogenetic events in Metazoa using concepts of self-organization,...
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Optimizing selection based on BLUPs or BLUEs in multiple sets of genotypes differing in their population parameters
Key messageSelection response in truncation selection across multiple sets of candidates hinges on their post-selection proportions, which can...
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Genomic Selection in Aquaculture Species
To date, genomic prediction has been conducted in about 20 aquaculture species, with a preference for intra-family genomic selection (GS). For every...
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Analyzing the Economic Effectiveness of Genomic Selection Relative to Conventional Breeding Approaches
Comparing the economic efficiency of alternative strategies for breeding requires to compare the genetic gain obtained with breeding schemes that...
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Development of phenomic approaches to estimate harvesting time of Artemisia argyi and classifying its quality based on flavonoids, essential oil and leaf weight ratio
Artemisia argyi has been widely used as an herbal medicine and food in South Korea. However, the harvesting time of A. argyi is still not known. In...
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Advances in integrated genomic selection for rapid genetic gain in crop improvement: a review
Main conclusionGenomic selection and its importance in crop breeding. Integration of GS with new breeding tools and develo** SOP for GS to achieve...
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Enhancing winter wheat prediction with genomics, phenomics and environmental data
In the realm of multi-environment prediction, when the goal is to predict a complete environment using the others as a training set, the efficiency...
