Multi-omics analysis report

Multi-omics integration report overview

  • Integration overview
  • Correlation heatmap
  • Multi-omics signatures
  • Multi-omics heatmap
  • Multi-omics network
  • Multi-omics modules
  • Cell type enrichment
  • Functional enrichment
  • Transcription Factor enrichment
  • Open targets

Integration overview

Analysis summary

Integration model: iCluster
Dependent variable: PHF1
Sense check variable: PHF1
Clinical covariates: PHF1, amyloid, pTau, AD, Braak
Correlation threshold: 0.4
Disease ID (Open target database): MONDO_0004975 Chosen clusters: C2-C1 Enrichment database: Reactome_2016

Integration overview

Model

Number of multi-omics clusters: 2

Cluster demographics

C1
(N=9)
C2
(N=15)
Overall
(N=24)
PHF1
Mean (SD) 1.65 (0.997) 0.712 (1.13) 1.08 (1.16)
Median [Min, Max] 1.92 [0.0171, 2.77] 0.184 [0.000519, 3.57] 0.502 [0.000519, 3.57]
Missing 0 (0%) 1 (6.7%) 1 (4.2%)
amyloid
Mean (SD) 3.56 (3.12) 1.83 (2.03) 2.48 (2.57)
Median [Min, Max] 3.26 [0.181, 8.13] 1.13 [0.0456, 6.07] 1.27 [0.0456, 8.13]
pTau
Mean (SD) 3.90 (3.25) 1.62 (2.42) 2.48 (2.91)
Median [Min, Max] 3.44 [0.0257, 7.75] 0.262 [0.00223, 8.74] 1.42 [0.00223, 8.74]
AD
Mean (SD) 0.778 (0.441) 0.667 (0.488) 0.708 (0.464)
Median [Min, Max] 1.00 [0, 1.00] 1.00 [0, 1.00] 1.00 [0, 1.00]
Braak
Mean (SD) 4.67 (2.18) 3.47 (2.17) 3.92 (2.21)
Median [Min, Max] 6.00 [0, 6.00] 3.00 [0, 6.00] 5.00 [0, 6.00]

Correlation heatmap

Multi-omics signatures

Weights distribution

Weights here represent the posterior probability of features in the multi-omics clustering model

Transcriptomics

Proteomics

Differentially up-regulated features

Transcriptomics

Proteomics

Differentially expressed features between clusters

Transcriptomics

Proteomics

Multi-omics heatmap

Transcriptomics

Proteomics

Multi-omics network

Up regulated features

Down regulated features

Interactive visualisation

Up regulated features

Down regulated features

Multi-omics modules

Modules from up-regulated features

Modules from down-regulated features

Cell type enrichment

Positive weights

## $`1`

## 
## $`2`

## 
## $`3`

Negative weights

## $`1`

## 
## $`2`

Functional enrichment

Positive weights

## $`1`

## 
## $`2`

Negative weights

## $`1`

## 
## $`2`

Transcription Factor enrichment

Positive weights

Enrichment Heatmap

## P values:    ZNF207
## ME1      1
## ME2      1
## ME3      1
## Odds ratio:    ZNF207
## ME1      0
## ME2      0
## ME3      0

TF - target gene circular plot

## No target genes found in modules!

Negative weights

Enrichment Heatmap

## P values:    ZNF207
## ME1      1
## ME2      1
## Odds ratio:    ZNF207
## ME1      0
## ME2      0

TF - target gene circular plot

## No target genes found in modules!

Open Targets (Positive weights)

Transcriptomics

Proteomics

Open Targets (Negative weights)

Transcriptomics

Proteomics


Omix v1.0.0 – 2023-06-30 15:58:06

 

A report by Omix