A point process driven multiple change point model: A robust resistant approach

被引:8
作者
Arunajadai, Srikesh G. [1 ]
机构
[1] Columbia Univ, Med Ctr, Dept Biostat & Anesthesiol, New York, NY 10032 USA
关键词
Change point; Point process; RNA unwinding; Robust; INFERENCE; MECHANISM;
D O I
10.1016/j.mbs.2009.04.003
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Helicases are a class of enzymes involved in Ribonucleic Acid (RNA) metabolism. In this work a statistical method is proposed to analyze the individual mechanistic cycle of these motor proteins which are crucial to the understanding of their cellular functions. The RNA unwinding by NS3 helicase is hypothesized to occur in a series of discrete steps and the steps themselves occurring in accordance to an underlying point process. A point process driven multiple change point model is proposed to model the RNA unwinding mechanism. The methods are portable to other areas of applications as well. Algorithms based on robust-resistant statistical procedures are proposed to detect the change points. Both sequential and a posteriori change point models are considered. The relevant parameters of interest are estimated using a maximum likelihood approach. Simulations are performed to assess the performance of the methodology. (C) 2009 Elsevier Inc. All rights reserved
引用
收藏
页码:57 / 71
页数:15
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