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We not only reduce the search space in the inference process, but also provide experimental biologists the regulatory modules for straightforward validation, instead of one whole TRN containing thousands of genes and connections as is often generated by IPA.
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For a straightforward validation of subclass mapping, we used two data sets of multiple normal tissue types acquired on two different generations of the Affymetrix GeneChip oligonucleotide microarray platform, Multi-A [5] and Multi-B [6].
To allow straightforward validation, our data were acquired using a simple pulse-acquire sequence with a long repetition time, precluding the need to correct for relaxation/saturation effects.
The detailed predictions derived from this model can now be tested by straightforward validation experiments.
The Aβ-induced paralysis observed in the well-characterised muscle-specific strains has provided a valuable phenotype for straightforward quantification of the effects of treatments on Aβ toxicity and validation of potential therapeutic interventions for Alzheimer's disease.
Together, they allow for straightforward parallelization.
It calls for straightforward collaboration between officials.
The proofs are omitted for straightforward results.
A straightforward way for validation is to generate inhibitors to such targets and test them in model systems.
It's not for money, it's not for validation.
Both model batteries satisfy the rigorous criteria adopted for the validation, either when tested on the training and test set, according to the most straightforward protocol, and when tested on an additional prediction set.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com