Visual Analysis of Multi-Omics Data

Author:

Swart Austin,Caspi Ron,Paley Suzanne,Karp Peter D.ORCID

Abstract

AbstractWe present a tool for multi-omics data analysis that enables simultaneous visualization of up to four types of omics data on organism-scale metabolic network diagrams. The tool’s interactive web-based metabolic charts depict the metabolic reactions, pathways, and metabolites of a single organism as described in a metabolic pathway database for that organism; the charts are constructed using automated graphical layout algorithms.The multi-omics visualization facility paints each individual omics dataset onto a different “visual channel” of the metabolic-network diagram. For example, a transcriptomics dataset might be displayed by coloring the reaction arrows within the metabolic chart, while a companion proteomics dataset is displayed as reaction arrow thicknesses, and a complementary metabolomics dataset is displayed as metabolite node colors. Once the network diagrams are painted with omics data, semantic zooming provides more details within the diagram as the user zooms in. Datasets containing multiple time points can be displayed in an animated fashion. The tool will also graph data values for individual reactions or metabolites designated by the user. The user can interactively adjust the mapping from data value ranges to the displayed colors and thicknesses to provide more informative diagrams.

Publisher

Cold Spring Harbor Laboratory

Reference18 articles.

1. Pathway Tools Visualization of Organism-Scale Metabolic Networks;Metabolites,2021

2. The Pathway Tools cellular overview diagram and Omics Viewer

3. Pathway Tools version 23.0 update: Software for pathway/genome informatics and systems biology;Brief Bioinform,2019

4. Karp PD , Midford PE , Paley SM , Krummenacker M , Billington R , Kothari A , et al. Pathway Tools version 24.0: Integrated software for pathway/genome informatics and systems biology [v4]. arXiv. 2020:1–98. http://arxiv.org/abs/1510.03964v4.

5. Paley SM , Parker K , Spaulding A , Tomb JF , O’Maille P , Karp PD . The Omics Dashboard for interactive exploration of gene-expression data. Nuc Acids Res. 2017. https://academic.oup.com/nar/article/45/21/12113/4508872.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3