首页 | 本学科首页   官方微博 | 高级检索  
     


Characterization of genomic imprinting effects and patterns with parametric accelerated failure time model
Authors:Xiaojing Zhou  Ming Fang  Jiahan Li  Daniel R. Prows  Runqing Yang
Affiliation:(1) Department of Mathematics, Heilongjiang Bayi Agricultural University, Daqing, 163319, People’s Republic of China;(2) College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, Deqing, 163319, People’s Republic of China;(3) Department of Applied and Computational Mathematics and Statistics, University of Notre Dame, Notre Dame, IN 46556, USA;(4) Division of Human Genetics, Cincinnati Children’s Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA;(5) School of Agriculture and Bilogy, Shanghai Jiaotong University, Shanghai, 200240, People’s Republic of China;
Abstract:Genomic imprinting, a genetic phenomenon of non-equivalent allele expression that depends on parental origins, has been ubiquitously observed in nature. It does not only control the traits of growth and development but also may be responsible for survival traits. Based on the accelerated failure time model, we construct a general parametric model for mapping the imprinted QTL (iQTL). Within the framework of interval mapping, maximum likelihood estimation of iQTL parameters is implemented via EM algorithm. The imprinting patterns of the detected iQTL are statistically tested according to a series of null hypotheses. BIC model selection criterion is employed to choose an optimal baseline hazard function with maximum likelihood and parsimonious parameters. Simulations are used to validate the proposed mapping procedure. A published dataset from a mouse model system was used to illustrate the proposed framework. Results show that among the five commonly used survival distributions, Log-logistic distribution is the optimal baseline hazard function for mapping QTL of hyperoxic acute lung injury (HALI) survival; under the log-logistic distribution, four QTLs were identified, in which only one QTL was inherited in Mendelian fashion, whereas others were imprinted in different imprinting patterns.
Keywords:
本文献已被 PubMed SpringerLink 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号