Multi-omics Data Fusion

Multi-Omics Data Fusion is a computational and statistical methodology that integrates heterogeneous biological data types generated from multiple omics layers—such as genomics, transcriptomics, proteomics, and metabolomics—into a unified framework to reveal systemic biological insights that cannot be discerned from individual omics analyses alone.

1.5K

Publications

131.5K

Citations

13.5K

Authors

2.9K

Institutions

Publications per year

2017–2026

1.1K

Parents

Multi-omics Integration

Children

Autoencoder-based FusionBayesian Data FusionCross-modal EmbeddingDeep Learning-based FusionGraph-based FusionIntermediate FusionJoint Representation LearningKernel-based FusionMulti-omics Disease SubtypingMulti-omics Patient Stratification

Publications

1.5K

Tissue-based map of the human proteome

Mathias Uhlén, Linn Fagerberg, Björn M. Hallström et al. · Science · 2015 · 15.9K citations · Full text

Life Sciences, Bioinformatics, Molecular Biology +17

mixOmics: An R package for ‘omics feature selection and multiple data integration

Florian Rohart, Benoît Gautier, Amrit Singh et al. · PLoS Computational Biology · 2017 · 3.9K citations · Full text

Life Sciences, Biostatistics, Systems Biology +17

MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis

Jasmine Chong, Othman Soufan, Carin Li et al. · Nucleic Acids Research · 2018 · 3.8K citations · Full text

Life Sciences, Biochemistry, Bioinformatics +17

LinkedOmics: analyzing multi-omics data within and across 32 cancer types

Suhas Vasaikar, Péter Straub, Jing Wang et al. · Nucleic Acids Research · 2017 · 2.6K citations · Full text

Life Sciences, Bioinformatics, Oncology +17

Using MetaboAnalyst 4.0 for Comprehensive and Integrative Metabolomics Data Analysis

Jasmine Chong, David S. Wishart, Jianguo Xia · Current Protocols in Bioinformatics · 2019 · 2.3K citations

Life Sciences, Biochemistry, Bioinformatics +17

1–5 of 1.5K

Authors

13.5K

KL
Kim‐Anh Lê Cao
The University of Queensland, Australia
13 publications · 7.2K citations
13
h-index
MS
M Snyder
Stanford University, United States
13 publications · 1.9K citations
12
h-index
AC
Ana Conesa
Centro de Investigacion Principe Felipe, Spain
10 publications · 743 citations
10
h-index
YB
Yīmíng Bào
Beijing Institute of Genomics, China
16 publications · 6.3K citations
9
h-index
JS
Julio Sáez-Rodríguez
Heidelberg University, Germany
9 publications · 1.1K citations
9
h-index

1–5 of 13.5K

Institutions

2.9K

1–8 of 2.9K

Venues

Bioinformatics
77 publications · 7.2K citations
40
h-index
Nucleic Acids Research
57 publications · 15.3K citations
36
h-index
Nature Communications
35 publications · 3.8K citations
31
h-index
Scientific Reports
53 publications · 2.6K citations
30
h-index
BMC Bioinformatics
47 publications · 3.4K citations
30
h-index

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