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A total of 618 signatures (differentially expressed genes) from human microarray experimental results and 507 modules of co-expression in cancer were downloaded from L2L [22].
A total of 618 signatures defined as genes differentially expressed among a wide range of experimental conditions compared, from human microarray experimental results were downloaded from L2L database [22].
We applied our methods to perform analyses on an existing database and on microarray experimental results.
To achieve high confidence drug prediction, multiple microarray experimental results were merged by performing meta-analysis.
In general, each takes a set of genes as input and aggregates raw microarray experimental results into informative plots and tables, for example showing host experiments cluster by plant tissue.
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We hope that many researchers will be able to use the eFP Browser both to understand particular microarray or other experimental results, as well as to communicate their own findings.
Additionally, learning classifiers also play important roles in the classification of microarray data and our experimental results indicate that the Nearest Mean Scale Classifier (NMSC) is a good choice due to its prediction reliability and its stability across the three performance measurements: Testing accuracy, MCC values, and AUC errors.
Even though a few databases include expression information of miRNAs, the coverage is quite limited, failing to integrate most of the microarray and high-throughput experimental results.
In comparison with the SVMRFE method, the GLGS feature selection method delivered a comparable and/or better performance in classifying microarray data; however, our experimental results showed that it does not perform as well as SVMRFE in classifying MALDI-MS data.
Our experimental results on microarray and plasma data provided the foundations to build our computational framework.
We would like to thank the Genentech sequencing lab, oligo lab, and microarray lab for assistance with experimental results, and the Pathology lab for support of tissue management.
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