Correlation and association analyses in microbiome study integrating multiomics in health and disease
Y Xia - Progress in molecular biology and translational …, 2020 - Elsevier
Correlation and association analyses are one of the most widely used statistical methods in
research fields, including microbiome and integrative multiomics studies. Correlation and …
research fields, including microbiome and integrative multiomics studies. Correlation and …
A deep learning pipeline for cross-sectional and longitudinal multiview data integration
Biomedical research now commonly integrates diverse data types or views from the same
individuals to better understand the pathobiology of complex diseases, but the challenge …
individuals to better understand the pathobiology of complex diseases, but the challenge …
LISA2: learning complex single-cell trajectory and expression trends
Single-cell transcriptional and epigenomics profiles have been applied in a variety of tissues
and diseases for discovering new cell types, differentiation trajectories, and gene regulatory …
and diseases for discovering new cell types, differentiation trajectories, and gene regulatory …
PATH: An interactive web platform for analysis of time-course high-dimensional genomic data
Discovering patterns in time-course genomic data can provide insights on the dynamics of
biological systems in health and disease. Here, we present a Platform for Analysis of Time …
biological systems in health and disease. Here, we present a Platform for Analysis of Time …
Lagged principal trend analysis for longitudinal high‐dimensional data
Y Zhang - Stat, 2019 - Wiley Online Library
Biological systems are dynamic in nature, where time‐lagged correlations are commonly
observed. Motivated by the problem of integrating longitudinal high‐dimensional datasets …
observed. Motivated by the problem of integrating longitudinal high‐dimensional datasets …
Principal wave analysis for high-dimensional structured data with applications to epigenomics and neuroimaging studies
Y Zhang - Statistics and Its Interface, 2022 - intlpress.com
High-dimensional structured data are emerging and accumulating in biomedical research
fields. Examples include epigenomics and neuroimaging studies. In these studies, it is often …
fields. Examples include epigenomics and neuroimaging studies. In these studies, it is often …