Nonsyndromic orofacial clefts (NSOFCs) are the most common craniofacial malformations observed across the globe. They are classified into three types: (a) cleft palate, (b) cleft lip, and (c) cleft lip and palate. To identify the potential candidate genes contributing to polygenic diseases such as NSOFC, linkage analyses, genome-wide association studies, and genomic rearrangements can be used. Genomic analyses, based on massively parallel next-generation sequencing technologies, play a vital role in deciphering the genetic bases of NSOFCs. In this study, whole exome sequencing was employed to detect genes that likely contributed to the NSOFC phenotype in a consanguineous Saudi family. The exome analysis revealed (rs35320960) as one potential candidate gene that is involved in bone differentiation. The gene (rs199996172), which plays a crucial role in ribosome biogenesis, also passed all filters to serve as a candidate gene for NSOFC in this family. Rare variants are situated within the 5' UTR of these two genes. The study suggests that rare variants in and may be associated with NSOFC disease etiology.