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geejaytee 02-05-2019 06:55 AM

Correcting for deamination in variant calling
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I'm calling variants using the TorrentSuite on DNA which has been sequenced from formalin-fixed paraffin-embedded tissue. This has a major issue in that without addition of uracil-N-glycosylase, some of the Cs in the original DNA are deaminated to uracil, which upon sequencing and calling variants can show up as mutations, either as C>T transitions or G>A (from the opposite strand, due to PCR in the library prep). I do not have any idea how long these samples were stored without UNG before sequencing.

TVC gives a deamination metric (essentially, sum of C>T and G>A variants over all variants called), and for our samples, the highest value seen is ~0.92. Naively postprocessing the variants show that for these samples, C>T/T>C transitions overwhelm the remaining variants among my samples.

My question is this, given the IonTorrent variant calling pipeline (sequencing > BAM file > TVC > VCF file with deamination statistic), is there:

a) a way of correcting the output VCF, or
b) a set of filters to use in bcftools,

to reduce this effect on the samples?

My use case is this: these are medical samples, which have been inspected by a pathologist (hence the FFPE treatment), and I want to determine which variants are predictive* of outcome, hence I have two potentially contradictory goals: reduce false positives and capture the rarer variants which may hold predictive power.


*It's a retrospective trial, so 'predictive' in the sense of which variants correspond with outcomes

geejaytee 02-20-2019 07:28 AM

They do not need correcting - as the deamination (C>T and G>A) damage is random, the predicted allele frequencies for these (false) calls will be small (<0.25, say), and will be of low quality. A simple filter on quality and allele fraction can then be used to filter these out as they cluster separately to the true variants.

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