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ShanghaiTech University Knowledge Management System
Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference | |
2016-01-28 | |
发表期刊 | SCIENTIFIC REPORTS (IF:3.8[JCR-2023],4.3[5-Year]) |
ISSN | 2045-2322 |
卷号 | 6 |
发表状态 | 已发表 |
DOI | 10.1038/srep20048 |
摘要 | The length of ancestral tracks decays with the passing of generations which can be used to infer population admixture histories. Previous studies have shown the power in recovering the histories of admixed populations via the length distributions of ancestral tracks even under simple models. We believe that the deduction of length distributions under a general model will greatly elevate the power. Here we first deduced the length distributions under a general model and proposed general principles in parameter estimation and model selection with the deduced length distributions. Next, we focused on studying the length distributions and its applications under three typical special cases. Extensive simulations showed that the length distributions of ancestral tracks were well predicted by our theoretical framework. We further developed a new method, AdmixInfer, based on the length distributions and good performance was observed when it was applied to infer population histories under the three typical models. Notably, our method was insensitive to demographic history, sample size and threshold to discard short tracks. Finally, good performance was also observed when applied to some real datasets of African Americans, Mexicans and South Asian populations from the HapMap project and the Human Genome Diversity Project. |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Key Laboratory of Random Complex Structures and Data Science, CAS[2008DP173182] |
WOS研究方向 | Science & Technology - Other Topics |
WOS类目 | Multidisciplinary Sciences |
WOS记录号 | WOS:000368786700001 |
出版者 | NATURE PUBLISHING GROUP |
WOS关键词 | CHROMOSOMAL SEGMENTS ; LIKELIHOOD RATIO ; NEANDERTHAL |
原始文献类型 | Article |
引用统计 | 正在获取...
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文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/1937 |
专题 | 生命科学与技术学院_特聘教授组_徐书华组 |
通讯作者 | Ma, Zhiming; Xu, Shuhua |
作者单位 | 1.Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China 2.Chinese Acad Sci, Key Lab Computat Biol, Max Planck Independent Res Grp Populat Genom, Shanghai Inst Biol Sci,CAS MPG Partner Inst Compu, Shanghai 200031, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 4.ShanghaiTech Univ, Sch Life Sci & Technol, Shanghai 200031, Peoples R China 5.Collaborat Innovat Ctr Genet & Dev, Shanghai 200438, Peoples R China |
通讯作者单位 | 生命科学与技术学院 |
推荐引用方式 GB/T 7714 | Ni, Xumin,Yang, Xiong,Guo, Wei,et al. Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference[J]. SCIENTIFIC REPORTS,2016,6. |
APA | Ni, Xumin.,Yang, Xiong.,Guo, Wei.,Yuan, Kai.,Zhou, Ying.,...&Xu, Shuhua.(2016).Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference.SCIENTIFIC REPORTS,6. |
MLA | Ni, Xumin,et al."Length Distribution of Ancestral Tracks under a General Admixture Model and Its Applications in Population History Inference".SCIENTIFIC REPORTS 6(2016). |
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