Detect differentially methylated CpG islands
Last updated
Last updated
The approach described in previous sections relies on ANOVA to detect differentially methylated CpG sites and takes individual sites as a starting point for interpretation. Since ANOVA compares M values at each site independently, this strategy is robust to type I/type II probe bias.
An alternative could be to first summarize all the probes belonging to a CpG island region (i.e. island, N-shore, N-shelf, S-shore, S-shelf) and then use ANOVA to compare regions across the groups. Since the summarization will include both type I and type II probes, you may want to split the analysis in two branches and analyze type I and type II probes independently. To do this, we need to annotate each probe as type I or type II.
Select the mvalue spreadsheet
Select Transform from the main toolbar
Select Create Transposed Spreadsheet... from the Transform drop-down menu (Figure 1)
Figure 1. Creating a transposed spreadsheet
Select Sample ID for Column: and numeric for Data Type:
Select OK
A new temporary spreadsheet will be created with a row for each probe and columns for each sample.
Right-click on column 1. ID to bring up the pop-up menu
Select Insert Annotation
Select Add as categorical
Select Infinium_Design_Type and UCSC_CpG_Islands_Name from the Column Configuration options (Figure 2)
Figure 2. Adding Infinium design type and CpG island annotations
Select OK to add the Inifinium design type and UCSC CpG island name as categorical columns on the spreadsheet
Now, we can use the interactive filter to create separate spreadsheets for type I and type II probes.
Select 2. Infinium_Design_Type from the drop-down menu if not selected by default
Left-click the type I column to exclude it
Right-click the temporary spreadsheet in the spreadsheet tree to bring up the pop-up dialog
Select Clone... (Figure 3)
Figure 3. Creating a probe list with only Infinium type II probes
Name the new spreadsheet female_only_typeII_probes
Select OK
Save the created spreadsheet, we chose the file name female_only_typeII_probes
Repeat process to create a spreadsheet for type I probes
The temporary spreadsheet is no longer needed so we can close it.
We can use these spreadsheets to generate lists of M values at CpG island regions
Select spreadsheet female_only_typeII_probes
Select Stat from the main toolbar
Select Column Statistics... under Descriptive (Figure 4)
Figure 4. Selecting column statistics
Add Mean to the Selected Measure(s) panel
Select Group By and set it to 3. UCSC_CpG_Islands_Name (Figure 5)
Figure 5. Configuring column statistics
Select OK
The new temporary spreadsheet has one CpG island region per row (Figure 6), samples on columns, and the values in the cells represent the mean of M values of all the CpG probes in the region.
Figure 6. New spreadsheet with average M values for probes at each CpG island; probes not at CpG islands are collected into the first row "- Mean"
Note the first row, with label “– Mean”. It corresponds to all the probes that map outside of UCSC CpG islands. As it is not needed for the downstream analysis, we will remove it.
Right-click on the row header for Mean
Select Delete to remove the row
The final step is to transpose the data back to its original orientation.
Select Transform from the main toolbar
Select Create Transposed Spreadsheet... from the Transform drop-down menu
Select 2. Level for Column: and numeric for Data Type:
Select OK
The layout of the new transposed spreadsheet is as follows: one sample per row with CpG island regions on columns; cell entries correspond to mean methylation status of the region (Figure 7). The column with a blank value for the column header is the average of all probes not associated with CpG island regions. You can delete this column if you like.
Figure 7. Spreadsheet with average M values of probes in each CpG island for each sample
Right-click the transposed spreadsheet, 2_transpose
Select Save as... from the pop-up menu
Name it mvalues_typeII_probes_CpG_islands
The mvalues_typeII_probes_CpG_islands spreadsheet can be used as a starting point for ANOVA and other analyses. You can also repeat the steps above to create an equivalent spreadsheet for type I probes.
If you need additional assistance, please visit our support page to submit a help ticket or find phone numbers for regional support.
Select () to launch the interactive filter
Close the temporary spreadsheet by selecting it in the file tree and selecting ()
Close the source temporary spreadsheet by selecting it in the spreadsheet tree and selecting ()
