Samtools Gives Consistently Low Sensitivity Against A Gold Standard Illumina
We are trying to benchmark Samtools results against GATK to fine tune our SNP calling pipeline for exomes. While the specificity is extremely good (>98%), we are having low sensitivity (45% - 65%). We found that reducing the SNP Q-score threshold (from 70 - 30) improved our sensitivity. Decreasing the depth threshold (D value) from 5 to 3 also improved it marginally. What else could we try to improve the sensitivity? Thanks.
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If you remove all filtering, you can maximize your sensitivity. However, that will come at the expense of decreasing specificity. The amount of tradeoff is, of course, up to you.