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1.
Theor Biol Med Model ; 11: 2, 2014 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-24410898

RESUMO

BACKGROUND: Codon degeneracy and codon usage by organisms is an interesting and challenging problem. Researchers demonstrated the relation between codon usage and various functions or properties of genes and proteins, such as gene regulation, translation rate, translation efficiency, mRNA stability, splicing, and protein domains. Researchers usually represent segments of proteins responsible for specific functions or structures in a family of proteins as sequence patterns or motifs. We asked the question if organisms use the same codons in pattern segments as compared to the rest of the sequence. METHODS: We used the likelihood ratio test, Pearson's chi-squared test, and mutual information to compare these two codon usages. RESULTS: We showed that codon usage, in segments of genes that code for a given pattern or motif in a group of proteins, varied from the rest of the gene. The codon usage in these segments was not random. Amino acids with larger number of codons used more specific codon ratios in these segments. We studied the number of amino acids in the pattern (pattern length). As patterns got longer, there was a slight decrease in the fraction of patterns with significant different codon usage in the pattern region as compared to codon usage in the gene region. We defined a measure of specificity of protein patterns, and studied its relation to the codon usage. The difference in the codon usage between pattern region and gene region, was less for the patterns with higher specificity. CONCLUSIONS: We provided a hypothesis that there are segments on genes that affect the codon usage and thus influence protein translation speed, and these regions are the regions that code protein pattern regions.


Assuntos
Códon , Modelos Estatísticos , Proteínas/química , Sequência de Aminoácidos , Sequência de Bases , Funções Verossimilhança , Proteínas/genética
2.
J Bioinform Comput Biol ; 13(2): 1550002, 2015 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-25409941

RESUMO

Although it is known that synonymous codons are not chosen randomly, the role of the codon usage in gene regulation is not clearly understood, yet. Researchers have investigated the relation between the codon usage and various properties, such as gene regulation, translation rate, translation efficiency, mRNA stability, splicing, and protein domains. Recently, a universal codon usage based mechanism for gene regulation is proposed. We studied the role of protein sequence patterns on the codons usage by related genes. Considering a subsequence of a protein that matches to a pattern or motif, we showed that, parts of the genes, which are translated to this subsequence, use specific ratios of synonymous codons. Also, we built a multinomial logistic regression statistical model for codon usage, which considers the effect of patterns on codon usage. This model justifies the observed codon usage preference better than the classic organism dependent codon usage. Our results showed that the codon usage plays a role in controlling protein levels, for genes that participate in a specific biological function. This is the first time that this phenomenon is reported.


Assuntos
Códon/genética , Proteínas/genética , Sequência de Aminoácidos , Animais , Composição de Bases/genética , Biologia Computacional , Humanos , Modelos Logísticos , Biossíntese de Proteínas/genética , Estabilidade de RNA , Homologia de Sequência de Aminoácidos
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