Phylogenetic Reconstruction for Copy-Number Evolution Problems

被引:2
|
作者
Xia, Ruofan [1 ,2 ]
Lin, Yu [3 ]
Zhou, Jun [2 ]
Geng, Tieming [2 ]
Feng, Bing [2 ]
Tang, Jijun [1 ,2 ,4 ]
机构
[1] Tianjin Univ, Sch Comp Sci & Technol, Tianjin 300350, Peoples R China
[2] Univ South Carolina, Columbia, SC 29205 USA
[3] Australian Natl Univ, Res Sch Comp Sci, Canberra, ACT 2601, Australia
[4] Tianjin Univ, Inst Computat Biol, Tianjin 300350, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Copy number evolution; phylogenetic reconstruction; segmental amplification and deletion; CANCER; MECHANISMS; ACCURATE;
D O I
10.1109/TCBB.2018.2829698
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Cancer is known for its heterogeneity and is regarded as an evolutionary process driven by somatic mutations and clonal expansions. This evolutionary process can be modeled by a phylogenetic tree and phylogenetic analysis of multiple subclones of cancer cells can facilitate the study of the tumor variants progression. Copy-number aberration occurs frequently in many types of tumors in terms of segmental amplifications and deletions. In this paper, we developed a distance-based method for reconstructing phylogenies from copy-number profiles of cancer cells. We demonstrate the importance of distance correction from the edit (minimum) distance to the estimated actual number of events. Experimental results show that our approaches provide accurate and scalable results in estimating the actual number of evolutionary events between copy number profiles and in reconstructing phylogenies.
引用
收藏
页码:694 / 699
页数:6
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