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We probed the data using several statistical approaches and came up with the same result.
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Using several statistical models including a novel, network-based approach, we found that miRNAs identified in this study, either individually or together, and either directly or indirectly (i.e., mediated by transcription factors), only make minor contribution to the change in gene expression patterns under the low-temperature condition.
This is convincingly supported by using several statistical tests.
This research used several statistical metrics and a new approach based on hypothesis testing of the Nash-Sutcliffe model efficiency coefficient (NSE) to evaluate model performance.
We used several statistical methods to achieve this goal.
Despite the use of several statistical approaches to adjust for differences between subjects in the various studies, this was not a single randomized trial.
Using several different statistical approaches, our selection strategy for informative markers allowed us to identify a manageable number of potentially useful and robust biomarkers for laboratory validation as well as replication in independent samples.
We analyzed the numbers using several different statistical approaches, and we arrived at similar conclusions regardless of which method we used.
This paper addresses the problem of the prediction of such two pollutants, using to this end several statistical approaches.
Moreover, as an alternative to using the overlap size, several statistical approaches have been proposed for comparing lists of genes from microarray experiments [34], [35].
Several statistical approaches are useful for the analysis of gene expression data from microarrays [ 22].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com