Join us for a webinar: The complexities of spatial multiomics unraveled
May 2

PGS Documentation

Page tree

Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

To perform gene set and pathway analysis, we need to create a list of genes that overlap with differentially methylated CpG loci. 

  • Select LCLs_vs_B_cells_CpG_Islands in the spreadsheet tree
  • Select Find Overlapping Genes... from the Tools  from the Analysis section of the main toolbar workflow

The Output Overlapping Features dialog will open (Figure 1). This dialog allows you to choose the annotation database that will define where gene are located. By default the promoter region will be defined as 5000 base pairs upstream and 3000 base pairs downstream from the transcription start site. 

...

 

Numbered figure captions
SubtitleTextSelecting Finding Overlapping Genes form the main toolbar
AnchorNameSelecting Finding Overlapping Genes

Image Removed

...

Image Added

  • Select Ensembl Transcripts release 75 from the Report regions from the specified database options 
  • You can select a name for the new list, we have named it gene-list
  • Select OK 

A new spreadsheet will be created as a child spreadsheet (Figure 2)

Numbered figure captions
SubtitleTextAnnotating the differentially methylated CpG loci with genes
AnchorNameOverlapping Genes List

Image RemovedImage Added

Partek Genomics Suite offers several tools to help interpret this list of genes. First, let's look at Gene Set Analysis

  • Select Gene Set Analysis from the Biological Interpretation section of the Illumina BeadArray Methylation workflow
  • Select GO Enrichment for Select the method of analysis
  • Select Next > 
  • Select female_only/LCLs1/mvalue/lcls_vs_Bb_cells_cpg_islands/gene-list (gene-list.txt) for the source spreadsheet 
  • Select Next >
  • Select Invoke gene ontology browser on the result and leave the rest of the options set to defaults for Configure the parameters of the test (Figure 3)

...

 

Numbered figure captions
SubtitleTextGO enrichment browser showing gene groups overrepresented in the list of genes which overlap with differentially methylated CpG loci
AnchorNameGO Enrichment spreadsheet

Image Removed

Image Added

To get a better idea whether genes associated with these GO terms have increated or decreased methylation, we can view the Forest Plot.

  • Select the Forest Plot tab

Go terms are listed by the number of significantly up-regulated genes, with the percent up-regulated and down-regulated shown in red to green bars. Here, we see that most GO terms show increased methylation in their associated genes (Figure 4). 

 

Numbered figure captions
SubtitleTextGene Ontology Forest Plot
AnchorNameViewing the Forest Plot

Image Added

Next, we can perform Pathway Analysis to see which pathways are over represented in the gene overlapped by differentially regulated CpG loci. 

  • Select gene-list from the spreadsheet tree
  • Select Pathway Analysis from the Biological Interpretation section of the Illumina BeadArray Methylation workflow
  • Select Pathway Enrichment for Select the method of analysis
  • Select Next >
  • Select female_only/LCLs1/mvalue/lcls_vs_Bb_cells_cpg_islands/gene-list (gene-list.txt) for the source spreadsheet 
  • Select Next >
  • Leave the default selections for the Configure parameters of the test panel 
  • Select Next >
  • Leave the default selections for the Result File and Select the parameters panels 
  • Select Next > to run the analysis

ThePathway-Enrichment spreadsheet will be added to the spreadsheet tree in Partek Genomics Suite and the Partek® Pathway software will open to provide visualization of the most significantly enriched pathway as a pathway diagram (Figure 45). The color of the gene boxes reflects p-values of the associated differentially methylated CpG loci (bright orange is insignificant, blue is highly significant). The Color by option can be changed another column from the gene-list.txt spreadsheet. , such as Difference 

 

Numbered figure captions
SubtitleText: Partek Pathway illustrating one of the pathways overrepresented in the list of genes overlapping the differentially methylated CpG sites.
AnchorNamePathway Diagram

Image RemovedImage Added

The Pathway-Enrichment spreadsheet can also be viewed in Partek Pathway by switching to the Pathway-Enrichment section of the menu tree on the left-hand side of the window. From the spreadsheet view, you can select a pathway name to visualize that pathway. Alternatively, you can open a pathway visualization in Partek Pathway from the Pathway-Enrichment spreadsheet in Partek Genomics Suite by right-clicking on a row and selecting Show pathway... from the pop-up menu. Please note that if you have closed Partek Pathway and have reopened it, you will need to import a gene list if you want to color the visualization by attributes form the gene list. For more information about using Partek Pathway, please consult the User's Guide for Partek Pathway

...