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Using graph theory, we present a theoretical basis for mapping oligogenes in the joint presence of multiple phenotypic measurements of both quantitative and qualitative types.
We further reduce complexity of the model described in the previous section by combining evidence from multiple phenotypic measurements through their latent representation.
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Many of the additional studies characterize less than 100 single nucleotide polymorphisms (SNPs), often include multiple and correlated phenotypic measurements, and can include data from multiple-sites, multiple-studies, as well as multiple race/ethnicities.
Multiple independent and correlated phenotypic measurements may be included in these analyses, such as measurements of cardiovascular disease and related biomarkers (lipids, inflammation, etc).
Phenotypic measurements for BT and BW consisted of repeated measures on individual birds.
Genotype based assays are cheap, have high fidelity, and can be multiplexed, in contrast to multiple phenotypic risk factors and biomarkers, many of which require different methods for their measurement, and which are more affected by biological variability and measurement error than is genotyping.
Phenotypic measurements were taken when plants were harvested after flowering.
Ultimately their hope is that the data generated by applying AI to automate phenotypic measurements of crops will also be able to yield highly valuable predictive insights.
Accounting the symptoms with the phenotypic measurements, the plant response pipeline could be drawn.
All phenotypic measurements showed an overall decrease as salinity increased for both cultivars.
Height phenotypic measurements were approximately normalized using a log10 transformation.
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