Question: methylation data, ratios of methylated vs unmethylated reads
0
gravatar for tonja.r
4.6 years ago by
tonja.r470
UK
tonja.r470 wrote:

As far as I know in the methylation data they use ratio of methylated vs unmethylated reads. How do they overcome the problem of small number of reads? Let say for one specific position there are 4 methylated and 8 unmethylated reads. The ratio would be 4/8=1/2. On another position there are 40 methylated and 80 unmethalyted reads, ratio is again 1/2. However, one would trust the second position much more because the first could be an affect of an error etc. 


So, how do they account for the low and high number of reads when calculating the ratios?

sequence • 1.1k views
ADD COMMENTlink modified 4.6 years ago by Devon Ryan95k • written 4.6 years ago by tonja.r470
1
gravatar for Devon Ryan
4.6 years ago by
Devon Ryan95k
Freiburg, Germany
Devon Ryan95k wrote:

Using a ratio or only the percent methylation would be a terrible idea and only works with sufficiently high coverage.

In general, people should (and hopefully only ever do) use either:

  1. The integer number of methylated and unmethylated observations at a position.
  2. The percent methylation (in your example, 4/(4+8)=33%) and the total coverage (in your example that'd be 12).

Option 1. is better than 2. for storing things since you inevitably lose precision when you write a percentage into a text file, but that's a different discussion. The only BSseq program that I'm aware of that doesn't do what I mentioned above is RnBeads...and I can't recommend using that in general unless you have high (I would guess minimum 15x, likely more like >30x) coverage with many samples. That should be doable with RRBS, but few people have the budget for that for WGBS.

ADD COMMENTlink written 4.6 years ago by Devon Ryan95k

Can you please suggest some papers where they use the strategies (1 and 2) you mentioned?

ADD REPLYlink written 4.6 years ago by tonja.r470

Any paper using pretty much any of the bioconductor packages except RnBeads.

ADD REPLYlink written 4.6 years ago by Devon Ryan95k
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