Limit theorems for the site frequency spectrum of neutral mutations in an exponentially growing population

IF 1.1 2区 数学 Q3 STATISTICS & PROBABILITY
Einar Bjarki Gunnarsson , Kevin Leder , Xuanming Zhang
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引用次数: 0

Abstract

The site frequency spectrum (SFS) is a widely used summary statistic of genomic data. Motivated by recent evidence for the role of neutral evolution in cancer, we investigate the SFS of neutral mutations in an exponentially growing population. Using branching process techniques, we establish (first-order) almost sure convergence results for the SFS of a Galton–Watson process, evaluated either at a fixed time or at the stochastic time at which the population first reaches a certain size. We finally use our results to construct consistent estimators for the extinction probability and the effective mutation rate of a birth–death process.
指数增长种群中中性突变位点频谱的极限定理
位点频谱(SFS)是一种广泛使用的基因组数据汇总统计方法。受中性进化在癌症中作用的最新证据的激励,我们研究了中性突变在指数增长人群中的SFS。利用分支过程技术,我们建立了Galton-Watson过程的SFS的(一阶)几乎确定的收敛结果,无论是在固定时间还是在种群首次达到一定规模的随机时间进行评估。最后,我们利用我们的结果构造了一个生灭过程的灭绝概率和有效突变率的一致性估计。
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来源期刊
Stochastic Processes and their Applications
Stochastic Processes and their Applications 数学-统计学与概率论
CiteScore
2.90
自引率
7.10%
发文量
180
审稿时长
23.6 weeks
期刊介绍: Stochastic Processes and their Applications publishes papers on the theory and applications of stochastic processes. It is concerned with concepts and techniques, and is oriented towards a broad spectrum of mathematical, scientific and engineering interests. Characterization, structural properties, inference and control of stochastic processes are covered. The journal is exacting and scholarly in its standards. Every effort is made to promote innovation, vitality, and communication between disciplines. All papers are refereed.
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