Systems Biology and Multi-Omics Integration: Viewpoints from the Metabolomics Research Community

被引:457
作者
Pinu, Farhana R. [1 ]
Beale, David J. [2 ]
Paten, Amy M. [3 ]
Kouremenos, Konstantinos [4 ,5 ]
Swarup, Sanjay [6 ]
Schirra, Horst J. [7 ]
Wishart, David [8 ,9 ]
机构
[1] New Zealand Inst Plant & Food Res Ltd, Private Bag 92169, Auckland 1142, New Zealand
[2] CSIRO, Land & Water, Ecosci Precinct, Dutton Pk, Qld 4102, Australia
[3] CSIRO, Land & Water, Res & Innovat Pk, Acton, ACT 2601, Australia
[4] Trajan Sci & Med, Ringwood, Vic 3134, Australia
[5] Univ Melbourne, Inst Bio21, Parkville, Vic 3010, Australia
[6] Natl Univ Singapore, Dept Biol Sci, Singapore 117411, Singapore
[7] Univ Queensland, Ctr Adv Imaging, St Lucia, Qld 4072, Australia
[8] Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada
[9] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
基金
加拿大自然科学与工程研究理事会; 加拿大创新基金会;
关键词
mathematical modeling; data analysis; data integration; experimental design; quantitative omics; databases; translational metabolomics; pathway analysis; metabolic networks; WEB-BASED TOOL; MARINE-SEDIMENTS; DATA SETS; DATABASE; GENOME; CELL; SOFTWARE; VISUALIZATION; PREDICTION; PROTEOMICS;
D O I
10.3390/metabo9040076
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
The use of multiple omics techniques (i.e., genomics, transcriptomics, proteomics, and metabolomics) is becoming increasingly popular in all facets of life science. Omics techniques provide a more holistic molecular perspective of studied biological systems compared to traditional approaches. However, due to their inherent data differences, integrating multiple omics platforms remains an ongoing challenge for many researchers. As metabolites represent the downstream products of multiple interactions between genes, transcripts, and proteins, metabolomics, the tools and approaches routinely used in this field could assist with the integration of these complex multi-omics data sets. The question is, how? Here we provide some answers (in terms of methods, software tools and databases) along with a variety of recommendations and a list of continuing challenges as identified during a peer session on multi-omics integration that was held at the recent Australian and New Zealand Metabolomics Conference' (ANZMET 2018) in Auckland, New Zealand (Sept. 2018). We envisage that this document will serve as a guide to metabolomics researchers and other members of the community wishing to perform multi-omics studies. We also believe that these ideas may allow the full promise of integrated multi-omics research and, ultimately, of systems biology to be realized.
引用
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页数:31
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