An expectation-maximization algorithm for the analysis of allelic expression imbalance

被引:9
|
作者
Teare, M. D.
Heighway, J.
Koref, M. F. Santibanez
机构
[1] Univ Newcastle, Inst Human Genet, Newcastle Upon Tyne NE1 3BZ, Tyne & Wear, England
[2] Univ Sheffield, Div Gen Med, Unit Genet Epidemiol & Math Modelling, Sheffield, S Yorkshire, England
关键词
D O I
10.1086/506968
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
A significant proportion of the variation between individuals in gene expression levels is genetic, and it is likely that these differences correlate with phenotypic differences or with risk of disease. Cis-acting polymorphisms are important in determining interindividual differences in gene expression that lead to allelic expression imbalance, which is the unequal expression of homologous alleles in individuals heterozygous for such a polymorphism. This expression imbalance can be detected using a transcribed polymorphism, and, once it is established, the next step is to identify the polymorphisms that are responsible for or predictive of allelic expression levels. We present an expectation-maximization algorithm for such analyses, providing a formal statistical framework to test whether a candidate polymorphism is associated with allelic expression differences.
引用
收藏
页码:539 / 543
页数:5
相关论文
共 50 条
  • [1] The expectation-maximization algorithm
    Moon, TK
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 1996, 13 (06) : 47 - 60
  • [2] Quantum expectation-maximization algorithm
    Miyahara, Hideyuki
    Aihara, Kazuyuki
    Lechner, Wolfgang
    [J]. PHYSICAL REVIEW A, 2020, 101 (01)
  • [3] THE NOISY EXPECTATION-MAXIMIZATION ALGORITHM
    Osoba, Osonde
    Mitaim, Sanya
    Kosko, Bart
    [J]. FLUCTUATION AND NOISE LETTERS, 2013, 12 (03):
  • [4] Expectation-Maximization Algorithm with Local Adaptivity
    Leung, Shingyu
    Liang, Gang
    Solna, Knut
    Zhao, Hongkai
    [J]. SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (03): : 834 - 857
  • [6] The Expectation-Maximization Algorithm: Gaussian Case The EM Algorithm
    Iatan, Iuliana F.
    [J]. 2010 INTERNATIONAL CONFERENCE ON NETWORKING AND INFORMATION TECHNOLOGY (ICNIT 2010), 2010, : 590 - 593
  • [7] ON THE BEHAVIOR OF THE EXPECTATION-MAXIMIZATION ALGORITHM FOR MIXTURE MODELS
    Barazandeh, Babak
    Razaviyayn, Meisam
    [J]. 2018 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP 2018), 2018, : 61 - 65
  • [8] Image restoration with a generalized expectation-maximization algorithm
    Kudo, Hiroyuki
    Saito, Tsuneo
    [J]. Systems and Computers in Japan, 1993, 24 (12): : 43 - 53
  • [9] An expectation-maximization algorithm working on data summary
    Jin, HD
    Leung, KS
    Wong, ML
    [J]. COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2002, : 221 - 226
  • [10] Wiener extrapolation of sequences and the expectation-maximization algorithm
    ArtesRodriguez, A
    FigueirasVidal, AR
    [J]. IEEE SIGNAL PROCESSING LETTERS, 1996, 3 (09) : 260 - 262