Analysis of microarray data : a network-based approach
- نوع فایل : کتاب
- زبان : انگلیسی
- مؤلف : Frank Emmert-Streib; Matthias Dehmer
- ناشر : Weinheim ; Chichester : Wiley-VCH
- چاپ و سال / کشور: 2008
- شابک / ISBN : 9783527318223
Description
Introduction to DNA microarrays / Chris Seidel -- Comparative analysis of clustering methods for microarray data / Dongziao Zhu, Mary-Lee Dequeéant, Hua Li -- Finding verified edges in genetic/gene networks : bilayer verification for network recovery in the presence of hidden confounders / Jason E. Aten -- Computational inference of biological causal networks : analysis of therapeutic compound effects / Jing Yu ... [et al.] -- Reverse engineering gene regulatory networks with various machine learning methods / Marco Grzegorczyk, Dirk Husmeier, Adriano V. Werhli -- Statistical methods for inference of genetic networks and regulatory modules / Hongzhe Li -- A model of genetic networks with delayed stochastic dynamics / Andre S. Ribeiro -- Probabilistic boolean networks as models for gene regulation / Yufei Huang, Edward R. Dougherty -- Structural equation for identification of genetic networks / Momiao Xiong -- Detecting pathological pathways of a complex disease by a comparative analysis of networks / Frank Emmert-Streib, Matthias Dehmer -- Predicting functional modules using microarray and protein interaction data / Yu Chen, Dong Xu -- Computational reconstruction of transcriptional regulatory modules of the yeast cell cycle / Wei-Sheng Wu, Wen-Hsiung Li, Bor-Sen Chen -- Pathway-based methods for analyzing microarray data / Herbert Pang, Inyoung Kim, Hongyu Zhao -- The most probable genetic interaction networks inferred from gene expression patterns / TImothy R. Lezon ... [et al.].
This book is the first to focus on the application of mathematical networks for analyzing microarray data. This method goes well beyond the standard clustering methods traditionally used.