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To identify a robust gene signature of GC pathobiology across different populations, we integrated our Caucasian RNA-seq dataset with three other gene expression datasets previously collected from patients with GC 20 22 (see online supplementary table S2).
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A screen for germination mutants (Kloimwieder and Winston 2011) provided an updated list of genes involved in germination and revealed two new genes not previously implicated in germination (Kloimwieder and Winston 2011), demonstrating the utility of revisiting and repeating screens performed on the deletion collection to confirm and extend previously collected datasets.
The fetched dataset is the offline training part appended to the previously collected dataset entries during past optimization rounds (
To maintain consistency with previously collected datasets [ 39], genetic data were collected from one mitochondrial and three nuclear genes.
The method, tested on previously collected datasets result in improved performances with respect to previously developed methods.
Finally, we took advantage of a previously collected dataset - a Nonforest Inventory ("NFI") collected by [20] in Maryland in 1999 at FIA plots.
Finally, we took advantage of a previously collected dataset - a Nonforest Inventory ("NFI") collected by [ 20] in Maryland in 1999 at FIA plots.
We address the algorithmic challenge by using the now well-known concepts from Active Learning, albeit with a significant departure from how Active Learning has traditionally been presented in the literature: we present a human-operated active learning framework, rather than relying on previously collected fully labeled datasets for simulated experiments.
A previously collected all pairs combination dataset of 56 compounds tested against P. falciparum [38] was selected as an example dataset to concretely illustrate the technique.
We evaluated 2 datasets of C. gattii VGIIb (AFLP6B, serotype B) previously collected by different sampling strategies: repeatedly measured and newly sampled.
FluReF demonstrates robustness of prediction for geographically and temporally expanded datasets, and is not limited to finding reassortments with previously collected sequences.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com