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data mining for identification of forkhead box o (foxo3a) in different organisms using nucleotide and tandem repeat sequences
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نویسنده
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mayahi sabah ,yamchi ahad ,golalipour masood ,shahbazi majid
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منبع
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research in molecular medicine - 2020 - دوره : 8 - شماره : 1 - صفحه:17 -30
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چکیده
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Background: deregulation of foxo3a gene which belongs to forkhead box o (foxo) transcription factors, can cause cancer (e.g. breast cancer). foxo factors have important role in ubiquitination, acetylation, de-acetylation, protein-protein interactions and phosphorylation. understanding the regulation and mechanisms of foxo3a can lead to cancer treatment. the aim of this study recent association of data mining with genetics has provided a strong tool for knowledge discovery. materials and methods: using genetics and bioinformatics, 30 sequences of foxo3a genes were extracted from different species and were used in two datasets including 65 nucleotide features and 51 tandem repeat sequences. then, we used different feature weighting and decision tree data mining algorithms on these datasets. results: among nucleotide features, the frequency of aa dinucleotide was the most important genomic feature for foxo3a gene identification. among tandem repeat sequences, the strings of ttttttttt, gaggaggag, cggcggcggcgg and cggcggcggcggcgg were the most effective ones to distinguish foxo3a gene between different species. conclusion: the results of this study are important in understanding foxo3a gene and developing a pathway for cancer and gene therapies in humans.
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کلیدواژه
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decision tree ,data mining ,rapidminer ,forkhead box o3
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آدرس
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golestan university of medical sciences, school of advanced technologies in medicine, medical cellular and molecular research center, department of molecular medicine, iran. mazandaran university of medical sciences, school of medicine, department of medical mycology and parasitology, iran, gorgan university of agricultural sciences and natural resources, faculty of plant production, department of plant breeding and biotechnology, iran, golestan university of medical sciences, medical cellular and molecular research center, department of molecular medicine, iran, golestan university of medical sciences, medical cellular and molecular research center, department of molecular medicine, iran. arya tina gene (atg) biopharmaaceutical company, iran
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پست الکترونیکی
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shahbazimajid@yahoo.co.uk
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Authors
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