Computational Systems Biology Methods and Protocols.7z

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Table 3The representative approaches of bottom-up integrationMethod


Level of omics

Biological purpose

Mutation mRNA miRNA Modification Protein Metabolite Network Annotation

“eQTL-based” [

80

]

✓✓

eQTL-based analysis

TieDIE [

92

]

✓✓✓

Robust synthetize of signaling network

“Network-based”

[^79

]

✓✓✓

Identification of disrupted pathways

“Integrative network

analysis” [

114

]

✓✓✓

Identifying important genetic and

epigenetic features

“TCGA-based”

[^82

-^85


]

✓✓✓✓

Characterizing somatic alterations

“TCGA-based”

[^86

-^88


]

✓✓✓

Characterizing the genomic/epigenomic

landscape

“TCGA-based”

[^90

,^91

]

✓✓✓✓✓

Cancer subtypes caused by different

subsets of genetic and epigeneticabnormalities

“Generalizable

framework” [

81

]

✓✓

Identifying pathogenetically relevant

mutated genes

“Integrative

framework” [

89

]

✓✓✓

Determining the prognostic, predictive,

and therapeutic relevance of thefunctional proteome

“Pan-cancer

initiative” [

93

]

✓✓✓✓✓

The Cancer Genome Atlas pan-cancer

analysis project

dChip-GemiNI [

98

]

✓✓✓

Detecting feed-forward loops (FFLs) on

TF-miRNA-mRNA network

(continued)

Integrative Analysis of Omics Big Data 117
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