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m6A-TCPred: a web server to predict tissue-conserved human m 6 A sites using machine learning approach.
BMC Bioinformatics 2024 March 26
BACKGROUND: N6-methyladenosine (m6 A) is the most prevalent post-transcriptional modification in eukaryotic cells that plays a crucial role in regulating various biological processes, and dysregulation of m6 A status is involved in multiple human diseases including cancer contexts. A number of prediction frameworks have been proposed for high-accuracy identification of putative m6 A sites, however, none have targeted for direct prediction of tissue-conserved m6 A modified residues from non-conserved ones at base-resolution level.
RESULTS: We report here m6A-TCPred, a computational tool for predicting tissue-conserved m6 A residues using m6 A profiling data from 23 human tissues. By taking advantage of the traditional sequence-based characteristics and additional genome-derived information, m6A-TCPred successfully captured distinct patterns between potentially tissue-conserved m6 A modifications and non-conserved ones, with an average AUROC of 0.871 and 0.879 tested on cross-validation and independent datasets, respectively.
CONCLUSION: Our results have been integrated into an online platform: a database holding 268,115 high confidence m6 A sites with their conserved information across 23 human tissues; and a web server to predict the conserved status of user-provided m6 A collections. The web interface of m6A-TCPred is freely accessible at: www.rnamd.org/m6ATCPred .
RESULTS: We report here m6A-TCPred, a computational tool for predicting tissue-conserved m6 A residues using m6 A profiling data from 23 human tissues. By taking advantage of the traditional sequence-based characteristics and additional genome-derived information, m6A-TCPred successfully captured distinct patterns between potentially tissue-conserved m6 A modifications and non-conserved ones, with an average AUROC of 0.871 and 0.879 tested on cross-validation and independent datasets, respectively.
CONCLUSION: Our results have been integrated into an online platform: a database holding 268,115 high confidence m6 A sites with their conserved information across 23 human tissues; and a web server to predict the conserved status of user-provided m6 A collections. The web interface of m6A-TCPred is freely accessible at: www.rnamd.org/m6ATCPred .
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