The consequent increased demand for somatic variant analysis of paired samples requires methods specialized to model this problem so as to sensitively call variants at any practical level of tumor impurity.<br><b>RESULTS</b>: We describe Strelka, a method for somatic SNV and small indel detection from sequencing data of matched tumor-normal samples.