Sentence examples for by different microarray data from inspiring English sources

Although these schemes did not yield a larger overlap of tissue-specific genes, we anticipate that improved pre-processing procedures can support the consolidation of the data generated by different microarray data sets.

In addition, by incorporating the different microarray data, we were capable to identify different subsets of NAC genes displaying specifically high expression levels in phloem, differentiating xylem and mature xylems, respectively.

Collecting the different microarray data sets for meta-analysis adds a new dimension to gene expression data analysis by combining a large set of experimental conditions [ 14].

The effect of different microarray data: we know that the microarray data has the shortage of irreproducible.

(i) The effect of different microarray data: We know that microarray data have the drawback of being irreproducible.

In real applications, different microarray data may contain different levels of noises.

In real applications, different microarray data may have different missing rates to be imputed.

Improvements in methodology, the development of quality control standards and references, and the implementation of standards for data analysis will improve the relationship among data produced by different microarray platforms [ Bammler et al., 2005].

A number of studies have been carried out to evaluate the correlation between data produced by different microarray platforms.

Over 40 studies have been carried out since 2000 to evaluate the extent to which data produced by different microarray technologies correlate.

This review provides a framework identifying several key features of general good microarray practice, as well as identifying critical mechanisms to ensure that data produced by different microarray technologies are comparable.