Ribosome elongating footprints denoised by wavelet transform comprehensively characterize dynamic cellular translation events.
Ribosome elongating footprints denoised by wavelet transform comprehensively characterize dynamic cellular translation events.
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小波变换去噪的核糖体延伸足迹全面表征动态细胞翻译事件
DOI:
10.1093/nar/gky533
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发表时间:
2018-10-12
影响因子:
14.9
通讯作者:
Lu ZJ
中科院分区:
文献类型:
--
作者:
Xu Z;Hu L;Shi B;Geng S;Xu L;Wang D;Lu ZJ
Abstract Translation is dynamically regulated during cell development and stress response. In order to detect actively translated open reading frames (ORFs) and dynamic cellular translation events, we have developed a computational method, RiboWave, to process ribosome profiling data. RiboWave utilizes wavelet transform to denoise the original signal by extracting 3-nt periodicity of ribosomes and precisely locate their footprint denoted as Periodic Footprint P-site (PF P-site). Such high-resolution footprint is found to capture the full track of actively elongating ribosomes, from which translational landscape can be explicitly characterized. We compare RiboWave with several published methods, like RiboTaper, ORFscore and RibORF, and found that RiboWave outperforms them in both accuracy and usage when defining actively translated ORFs. Moreover, we show that PF P-site derived by RiboWave shows superior performance in characterizing the dynamics and complexity of cellular translatome by accurately estimating the abundance of protein levels, assessing differential translation and identifying dynamic translation frameshift.
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影响因子:
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DOI:
10.1073/pnas.82.11.3616
发表时间:
1985-01-01
影响因子:
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作者:
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通讯作者:
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影响因子:
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