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A nucleotide substitution model with nearest-neighbour interactions.

机译:具有最近邻居相互作用的核苷酸取代模型。

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MOTIVATION: It is well known that neighbouring nucleotides in DNA sequences do not mutate independently of each other. In this paper, we introduce a context-dependent substitution model and derive an algorithm to calculate the likelihood of sequences evolving under this model. We use this algorithm to estimate neighbour-dependent substitution rates, as well as rates for dinucleotide substitutions, using a Bayesian sampling procedure. The model is irreversible, giving an arrow to time, and allowing the position of the root between a pair of sequences to be inferred without using out-groups. RESULTS: We applied the model upon aligned human-mouse non-coding data. Clear neighbour dependencies were observed, including 17-18-fold increased CpG to TpG/CpA rates compared with other substitutions. Root inference positioned the root halfway the mouse and human tips, suggesting an approximately clock-like behaviour of the irreversible part of the subsitution process.
机译:动机:众所周知,DNA序列中相邻的核苷酸不会彼此独立地突变。在本文中,我们介绍了一种上下文相关的替换模型,并推导了一种算法来计算该模型下序列进化的可能性。我们使用贝叶斯采样程序,使用此算法来估计依赖于邻居的替代率以及二核苷酸替代率。该模型是不可逆的,给时间箭头,并允许在不使用外群的情况下推断一对序列之间的根位置。结果:我们将模型应用于对齐的人鼠非编码数据。观察到明显的邻居依赖性,包括与其他取代相比,CpG相对于TpG / CpA的比率增加了17-18倍。根推断将根定位在鼠标和人类尖端的中间位置,这表明替代过程不可逆部分的近似时钟状行为。

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