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Results: A neural network ensemble (NNE) method that utilizes negative correlation learning (NCL) approach was developed for identification of structurally conserved residues (SCRs) in proteins using features that represent amino acid conservation and composition, physico-chemical properties and structural properties.
Here, we implemented a NNE method that utilizes NCL approach for prediction of SCRs using features that represent the amino acid conservation and composition, physico-chemical properties and structural properties, such as solvent accessibility, secondary structures, hydrogen bonding and residue compactness.
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The human genome sequence was then analyzed to isolate negative control sequences that most closely resemble the conservation and sequence composition distributions of the pre-miRNAs.
4) Random genomic sequences filtered to obtain those that are "most similar" to pre-miRs in cross-species conservation and dinucleotide composition (see following paragraph).
Within the Metazoa, however, mitochondrial genomes show surprising conservation of size and composition [ 3], almost invariably containing 13 protein coding genes, 2 ribosomal genes and 22 tRNAs, necessary for the transcription of the mitochondrially encoded genes.
The sequence conservation and secondary structure composition of MftR is consistent with conservation of this overall fold (Supporting Information, Figure 2A).
They comprise the negative control dataset comprised of sequences "most similar" to pre-miRs in conservation and dinucleotide sequence composition (results shown in Figure 2).
Venn Diagrams were generated using Venny [ 74]. miRNA target predictions were downloaded from TargetScan Human Release 5.2, with predicted target genes for miR-181b and miR-107 categorised by cross-species conservation and seed-region composition before being correlated against the observed gene expression changes subsequent to miRNA modulation.
Little conservation in sequence length and composition exists in the functionally important N-terminal large periplasmic region, and a TMS region prediction program [93] calculated at least one additional TMS region in this location of the domain in most analyzed taxa (Figure 3C).
This striking conservation in gene order and composition observed between certain animal phyla is considered too complex to have arisen in any way other than by common ancestry and can be a powerful tool for resolving animal relationships.
Synteny conservation, nucleotide composition, and phylogenetic analyses of the cluster genes indicate that the B. cinerea cluster was acquired via horizontal transfer from a Fusarium donor.
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