When looking at the GATK forums, it looks like there are at least 2 likely solutions:
1) Add "--fix_misencoded_quality_scores -fixMisencodedQuals" to the commands (see http://gatkforums.broadinstitute.org/discussion/1991/version-highlights-for-gatk-version-2-3)
2) Add "-allowPotentiallyMisencodedQuals" to the commands (see http://gatkforums.broadinstitute.org/discussion/2500/depthofcoverage-producing-extremely-high-quality-score-error or http://gatkforums.broadinstitute.org/discussion/2335/realignment-with-high-base-qualities)
Cited from https://www.biostars.org/p/94637/
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