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. 2020 Oct 23;11:578345. doi: 10.3389/fgene.2020.578345

TABLE 4.

Comparison of different multi-omics integration algorithms with respect to methods and applications.

Algorithms Methods Applications
Cancer subtyping Cancer biomarker prediction Cancer mechanisms
SNF Network-based +
iOmicsPASS Network-based + + +
iClusterPlus Bayesian + + +
PFA Fusion-based +
NEMO Similarity-based +
CCA Correlation-based +
moCluster Multivariate analysis + -

SNF, Similarity network fusion; PFA, Pattern fusion analysis; NEMO, NEighborhood based multi-omics clustering; CCA, canonical correlation analysis; + indicates the appropriateness of the algorithm; – indicates the inappropriateness of the algorithm.