Issue with Lighter performance #12
Description
Hello,
I'm not sure that Github issue is the best place for this, but it is the suggested channel for support so will give it a go.
I had some good initial experiences with Lighter, so ran it on a larger number of samples (n = 2000). The hypothesis of the experiment was that Lighter would help to reduce errors that were causing 'mixed positions', where the consensus base at a position had the support of less than 90% of the reads that mapped there.
However, my initial good experience was not continued. The image below is 100 randomly selected samples from our 2000. It shows the number of mixed positions obtained when reads that have just been quality trimmed (uncor_trimmed) and those that have been quality trimmed and Lighter corrected (cor_trimmed) are mapped vs reference.
As you can see, the general trend is for there to be more mixed positions in the alignments that have been Lightered, rather than those that have been just trimmed. This was not expected!
When I looked more closely at the positions that were mixed after Lighter, but not before, I saw something like.
Before
After
I was initially using an alpha of 0.05 and k = 17, changing this to alpha = 0.1 and k = 25 made no difference to this phenomenon. Do you have any insight into what might be causing this?
OS is Red Hat Enterprise Linux Server release 6.4 (Santiago).