Network approaches to systems biology analysis of complex disease: integrative methods for multi-omics data.

BRIEFINGS IN BIOINFORMATICS(2018)

引用 216|浏览65
暂无评分
摘要
In the past decade, significant progress has been made in complex disease research across multiple omics layers from genome, transcriptome and proteome to metabolome. There is an increasing awareness of the importance of biological interconnections, and much success has been achieved using systems biology approaches. However, because of the typical focus on one single omics layer at a time, existing systems biology findings explain only a modest portion of complex disease. Recent advances in multi-omics data collection and sharing present us new opportunities for studying complex diseases in amore comprehensive fashion, and yet simultaneously create new challenges considering the unprecedented data dimensionality and diversity. Here, our goal is to review extant and emerging network approaches that can be applied across multiple biological layers to facilitate amore comprehensive and integrative multilayered omics analysis of complex diseases.
更多
查看译文
关键词
integrative omics,network approaches,systems biology,computational methods
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要