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Learning common and specific patterns from data of multiple interrelated biological scenarios with matrix factorization 期刊论文
NUCLEIC ACIDS RESEARCH, 2019, 卷号: 47, 期号: 13, 页码: 6606-6617
作者:  Zhang, Lihua;  Zhang, Shihua
收藏  |  浏览/下载：192/0  |  提交时间：2020/01/10
MSTD: an efficient method for detecting multi-scale topological domains from symmetric and asymmetric 3D genomic maps 期刊论文
NUCLEIC ACIDS RESEARCH, 2019, 卷号: 47, 期号: 11, 页码: 11
作者:  Ye, Yusen;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：161/0  |  提交时间：2020/01/10
Edge-group sparse PCA for network-guided high dimensional data analysis 期刊论文
BIOINFORMATICS, 2018, 卷号: 34, 期号: 20, 页码: 3479-3487
作者:  Min, Wenwen;  Liu, Juan;  Zhang, Shihua
收藏  |  浏览/下载：190/0  |  提交时间：2019/01/11
Matrix Integrative Analysis (MIA) of Multiple Genomic Data for Modular Patterns 期刊论文
FRONTIERS IN GENETICS, 2018, 卷号: 9, 页码: 12
作者:  Chen, Jinyu;  Zhang, Shihua
收藏  |  浏览/下载：176/0  |  提交时间：2018/07/30
bioinformatics  multi-dimensional genomics  matrix integrative analysis  data integration  module discovery  non-negative matrix factorization (NMF)  partial least squares (PLS)  
MSIQ: JOINT MODELING OF MULTIPLE RNA-SEQ SAMPLES FOR ACCURATE ISOFORM QUANTIFICATION 期刊论文
ANNALS OF APPLIED STATISTICS, 2018, 卷号: 12, 期号: 1, 页码: 510-539
作者:  Li, Wei Vivian;  Zhao, Anqi;  Zhang, Shihua;  Li, Jingyi Jessica
收藏  |  浏览/下载：195/0  |  提交时间：2018/07/30
Isoform abundance estimation  joint inference from multiple samples  RNA sequencing  Bayesian hierarchical models  Gibbs sampling  data heterogeneity  
Discovery of cancer common and specific driver gene sets 期刊论文
NUCLEIC ACIDS RESEARCH, 2017, 卷号: 45, 期号: 10, 页码: 14
作者:  Zhang, Junhua;  Zhang, Shihua
收藏  |  浏览/下载：138/0  |  提交时间：2018/07/30
Integrative cancer genomics: models, algorithms and analysis 期刊论文
FRONTIERS OF COMPUTER SCIENCE, 2017, 卷号: 11, 期号: 3, 页码: 392-406
作者:  Chen, Jinyu;  Zhang, Shihua
收藏  |  浏览/下载：134/0  |  提交时间：2018/07/30
cancer genomics  model  algorithm  data integration  bioinformatics  computational biology  
Comparative DNA methylation analysis to decipher common and cell type-specific patterns among multiple cell types 期刊论文
BRIEFINGS IN FUNCTIONAL GENOMICS, 2016, 卷号: 15, 期号: 6, 页码: 399-407
作者:  Yang, Xiaofei;  Shao, Xiaojian;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：166/0  |  提交时间：2018/07/30
DNA methylation patterns  differentially methylation regions  comparative studies  tissue-specific methylation  cancer epigenomics  
An integrative and comparative study of pan-cancer transcriptomes reveals distinct cancer common and specific signatures 期刊论文
SCIENTIFIC REPORTS, 2016, 卷号: 6, 页码: 13
作者:  Cao, Zhen;  Zhang, Shihua
收藏  |  浏览/下载：132/0  |  提交时间：2018/07/30
Systematic DNA methylation analysis of multiple cell lines reveals common and specific patterns within and across tissues of origin 期刊论文
HUMAN MOLECULAR GENETICS, 2015, 卷号: 24, 期号: 15, 页码: 4374-4384
作者:  Yang, Xiaofei;  Shao, Xiaojian;  Gao, Lin;  Zhang, Shihua
收藏  |  浏览/下载：155/0  |  提交时间：2018/07/30