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PHYLOGENETIC TUMOR EVOLUTION TREES WITH DISTRIBUTION OF VARIANTS IN CELL POPULATIONS

机译:细胞群体中变异分布的系统发育肿瘤进化树

摘要

A computer-implemented method includes inputting, to a processor, an N×K SSV frequency matrix M and an error tolerance δ≥0, wherein N is a number of SSVs and K is a number of time points, wherein matrix M comprises a plurality of time-resolved mutation frequencies for each SSV; clustering, by the processor, matrix rows in M that satisfy the δ to provide a plurality of SSV clusters; assigning, by the processor, a mean cluster frequency to each SSV within each SSV cluster; calculating errors for removing low frequency rows, for rounding rows to 1 or 0; assigning a root node for all SSV clusters of frequency 1; and calculating, by the processor, a δ-compliant time-series evolution tree with error ≤δ comprising the root node and a plurality time-stratified nodes, wherein calculating includes assigning a clonal configuration, optionally re-configuring the clonal configuration, and calculating error for re-configuring.
机译:一种计算机实现的方法,包括向处理器输入N×K个SSV频率矩阵M和一个误差容差δ≥0,其中N是多个SSV,K是多个时间点,其中矩阵M包括多个每个SSV的时间分辨突变频率;通过处理器将满足δ的M中的矩阵行聚类以提供多个SSV聚类;处理器为每个SSV集群中的每个SSV分配平均集群频率;计算删除低频行的误差,将行舍入为1或0;为所有频率为1的SSV群集分配一个根节点;并由处理器计算包括根节点和多个时间分层节点的,误差≤δ的符合δ的时间序列演化树,其中计算包括分配克隆配置,可选地重新配置克隆配置,以及计算重新配置错误。

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