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This new method is especially useful for studies involving multiple experimental factors and complex designs.
A systematic framework for optimal experimental design (OED) of multiple experimental factors is proposed to support data collection in chemical engineering systems with the purpose to obtain the most informative data for modeling.
In addition, the code can be easily adapted to accommodate batch effects, covariates and multiple experimental factors.
For the genes that were modified by multiple experimental factors, it is also very interesting to observe how environmental factors can affect gene expression in different directions.
Although the method adds complexity to the experiment planning stage and the later data handling, this is offset by the benefits for studies where there are multiple experimental factors to consider, for example a combined time-series and treatment study.
43 These studies, as well as others like them, serve to underscore our expectation that the signals emerging in the IPN from any given data set are dependent on multiple experimental factors.
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The Gene Expression Atlas Kapusheskyy et al., 2010) provides summaries of gene expression across multiple experimental conditions, called 'experimental factors'.
Bone marrow-derived mesenchymal stem cells (BMSCs) reduced the severity of acute lung injury after transplantation in multiple experimental studies, and several paracrine soluble factors secreted by the cells likely contribute to their therapeutic effect.
In order to investigate possible interactions between experimental factors, we performed multiple logistic regression analysis using the forward selection method.
Multiple experimental studies have shown that brain-derived neurotrophic factor (BDNF) plays a role in development and function of the nervous system, which includes also the thyroid hormone brain development axis (Gilbert and Lasley 2013).
Multiple linear regression equations were developed for predicting soil erosion from the experimental factors.
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several experimental factors
multiple experimental replicates
multiple experimental interventions
multiple experimental data
multiple experimental designs
multiple experimental studies
multiple experimental groups
multiple experimental conditions
multiple experimental perturbations
multiple experimental systems
multiple experimental approaches
multiple experimental models
multiple experimental sets
multiple experimental preparations
multiple experimental crosses
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