Sentence examples for based on microarray predictions from inspiring English sources

Candidate genes were selected for analysis based on microarray predictions of fold-change >2, pattern of change, and gene function.

For classification of clinical samples based on microarray data, prediction is usually performed with a gene list, a subset of all available genes.

For D. melanogaster, estimates varied from the initial ~ 13,600 coding gene predictions [ 7] to about 16,000 gene predictions, based on microarray expression data [ 8].

Although efforts to reduce the prediction overfitting based on microarray data have been made [ 41, 42], our method is a valuable addition for selecting features to produce a more reliable prediction.

These approaches allow gene network reconstructions based on microarray time-series data, mainly in a dynamic Bayesian statistical framework [ 6, 7]; predictions of network behavior can be made based on formal approaches [ 8, 9].

Averaging the predictions of these classifiers performed best and was significantly better than the model based on microarray data only.

Others were based on microarray data from heterogeneous sources lacking systematic experimental controls [ 15] or were based on in silico predictions [ 14].

The problem of uncovering transcriptional regulation by transcription factors (TFs) based on microarray data is considered.

Many studies have selected candidate miRNAs in EVs based on microarray results and validated them by qRT-PCR.

Many traditional statistical methods, based on microarray gene expression data alone and individual genes' discriminatory power, often fail to identify biologically meaningful biomarkers thus resulting in poor prediction performance across data sets.

Based on microarray analysis, differentially expressed genes were identified.