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Our method achieved superior classification performance not only for the cross validation but also for the testing on the newly added pre-miRNAs.
We evaluated our network construction method by comparing the functional representations of proteins in the derived networks with that from two traditional construction methods and our method achieved superior function analysis results.
Based on our results, we conclude that both technologies are useful for gene expression quantification in fresh-frozen or FFPE tissues; however, the probe-based NanoString method achieved superior gene expression quantification results when compared to RQ-PCR in archived FFPE samples.
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Our method achieves superior developmental stage classification performance and anatomical terms annotation results compared with the state-of-the-art methods.
Results: Using the annotation of gene expression patterns across stages of Drosophila embryonic development as an example, we demonstrate that our method achieves superior accuracy, gained by jointly annotating phenotype sequences, when compared with previous models that annotate each stage in isolation.
The results indicated that both of the proposed methods achieve superior accuracy over the baselines for the tests conducted.
Extensive experiments on both synthesized data and real data show that our method has achieved superior performance to state-of-the-art methods.
We found that the multiplexed, color-coded probe-based method (NanoString nCounter™) achieved superior gene expression quantification results when compared to RQ-PCR, when using total RNA extracted from clinical, archival, FFPE samples.
The experimental results on two refined BDGP datasets demonstrate that our joint learning method can achieve superior prediction results on both tasks than the state-of-the-art methods.
The experimental results demonstrated in the real application, when the number of training data is scarce, our joint learning method can achieve superior prediction results on both tasks than the state-of-the-art methods.
Compared with this method above, mechanical ball milling possesses large-scale manufacturing and commercialization of bulk composites which is an ideal method for achieving superior morphology and small particle of products.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com