This study aimed to identify genetic mutations associated with mandibular prognathism by analyzing the exomes of 951 individuals from the ClinSeq project who carried mutations in 20 genes known to be involved in prognathism development. Algorithmic methods were used to match variants in the study samples to clinical databases and identify likely causative variants. The analysis identified 7 single nucleotide variants within 4 genes matched to the ClinSeq data. Identifying individuals with prognathism-associated genotypes will enable their participation in further phenotyping studies to better understand genotype-phenotype correlations for the condition. This bioinformatic approach can also be applied to study other genetically-influenced disorders using ClinSeq data.