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Finally, unlike existing work which considers only one personality trait, our analysis considers the link between multiple traits, as well as interaction between traits, and the risk of dropping out from education and employment by using treatment effects estimators with inverse-probability weighted regression-adjustment (IPWRA) (Wooldridge 2010; Cattaneo, 2010).

Advantages and limitations of SEM compared to traditional approaches commonly used for the analysis of multiple traits, as well as some indication of future research in this area are presented in a concluding section.

However, this approach treats SNPs and traits as independent units, and overlooks relationships in which multiple SNPs jointly affect a single trait or multiple traits as well as pleiotropy, where one genetic locus influences multiple phenotypic traits.

In summary, SEM provide a flexible and insightful approach for the genetic analysis of multiple traits, allowing the characterization of pleiotropic and heterogeneous genetic effects of multiple loci on multiple traits, as well as causal relationships among phenotypes, which can be used to predict behavior of complex systems, e.g. biological pathways underlying disease traits.

An outline of the model, using notation adapted from Burdon ([1989]), is presented in the equations below: A selection index (I) can be constructed to account for multiple traits as follows: I = b 1 X 1 + b 2 X 2.......... + b n X n (7 where b1X1 is the product of the weight b given to the breeding value X for trait 1, and so forth.

Equation 1 summarizes and predicts the generational responses to selection in multiple traits as a function of the amount of genetic variance in each trait and the strength of the genetic covariance between them.

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In a situation where only expected progeny difference (EPD) are generated for different traits, and selection pressure for each trait is determined by the producer, selecting for multiple traits simultaneously as well as attempting to select for feed efficiency without a direct measure may be a lot to ask.

Our findings indicate rs780094 has independent associations with multiple metabolic traits as well as incident diabetes, but not incident CHD or stroke.

These results suggest multiple ejaculate traits, as well as aspects of testicular morphology, have evolved in response to sperm competition in the Australian Maluridae.

Although data are limited, there is emerging evidence that susceptibility loci can cross diagnostic boundaries and be associated with multiple traits, such as schizophrenia and bipolar disorder [ 8].

Suitable plants for phytoremediation should possess multiple traits such as fast growth, high biomass production, easy harvest and high accumulation of a range of heavy metals in their harvestable parts [ 2].

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