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Browsing by Subject "Whole exome sequencing (WES)"
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Item Computational pharmacogenotype extraction from clinical next-generation sequencing(Frontiers Media, 2023-07-04) Shugg, Tyler; Ly, Reynold C.; Osei, Wilberforce; Rowe, Elizabeth J.; Granfield, Caitlin A.; Lynnes, Ty C.; Medeiros, Elizabeth B.; Hodge, Jennelle C.; Breman, Amy M.; Schneider, Bryan P.; Sahinalp, S. Cenk; Numanagić, Ibrahim; Salisbury, Benjamin A.; Bray, Steven M.; Ratcliff, Ryan; Skaar, Todd C.; Medicine, School of MedicineBackground: Next-generation sequencing (NGS), including whole genome sequencing (WGS) and whole exome sequencing (WES), is increasingly being used for clinic care. While NGS data have the potential to be repurposed to support clinical pharmacogenomics (PGx), current computational approaches have not been widely validated using clinical data. In this study, we assessed the accuracy of the Aldy computational method to extract PGx genotypes from WGS and WES data for 14 and 13 major pharmacogenes, respectively. Methods: Germline DNA was isolated from whole blood samples collected for 264 patients seen at our institutional molecular solid tumor board. DNA was used for panel-based genotyping within our institutional Clinical Laboratory Improvement Amendments- (CLIA-) certified PGx laboratory. DNA was also sent to other CLIA-certified commercial laboratories for clinical WGS or WES. Aldy v3.3 and v4.4 were used to extract PGx genotypes from these NGS data, and results were compared to the panel-based genotyping reference standard that contained 45 star allele-defining variants within CYP2B6, CYP2C8, CYP2C9, CYP2C19, CYP2D6, CYP3A4, CYP3A5, CYP4F2, DPYD, G6PD, NUDT15, SLCO1B1, TPMT, and VKORC1. Results: Mean WGS read depth was >30x for all variant regions except for G6PD (average read depth was 29 reads), and mean WES read depth was >30x for all variant regions. For 94 patients with WGS, Aldy v3.3 diplotype calls were concordant with those from the genotyping reference standard in 99.5% of cases when excluding diplotypes with additional major star alleles not tested by targeted genotyping, ambiguous phasing, and CYP2D6 hybrid alleles. Aldy v3.3 identified 15 additional clinically actionable star alleles not covered by genotyping within CYP2B6, CYP2C19, DPYD, SLCO1B1, and NUDT15. Within the WGS cohort, Aldy v4.4 diplotype calls were concordant with those from genotyping in 99.7% of cases. When excluding patients with CYP2D6 copy number variation, all Aldy v4.4 diplotype calls except for one CYP3A4 diplotype call were concordant with genotyping for 161 patients in the WES cohort. Conclusion: Aldy v3.3 and v4.4 called diplotypes for major pharmacogenes from clinical WES and WGS data with >99% accuracy. These findings support the use of Aldy to repurpose clinical NGS data to inform clinical PGx.Item PRIORITIZATION OF RESULTS FROM WHOLE EXOME SEQUENCING IN FAMILIAL INTRACRANIAL ANEURYSM(Office of the Vice Chancellor for Research, 2012-04-13) Farlow, Janice L.; Lin, Hai; Hetrick, Kurt; Ling, Hua; Lai, Dongbing; Sauerbeck, Laura; Woo, Daniel; Langefeld, Carl; Brown, Robert; Pugh, Elizabeth; Doheny, Kimberly; Liu, Yunlong; Foroud, Tatiana; Broderick, Joseph; Foroud, TatianaWhole exome sequencing (WES) is an innovative approach to identifying rare variants associated with disease; however, reducing the large number of variants to a useful set of candidate genes is challenging. We developed a ranking system utilizing data from a previous genome-wide linkage analysis and various bioinformatics databases to prioritize the results of WES from families having multiple members with intracranial aneurysms. WES was performed in 35 affected individuals and 10 unaffected individ-uals across 7 families. All samples were genotyped (Illumina® OmniExpress) and sequenced (Agilent© SureSelect™ 50Mb Human All Exon Kit). Linkage analysis (Illumina 6K) was previously performed using autosomal domi-nant/recessive modes of inheritance. Application of quality filters resulted in 91,659 single nucleotide variants (SNVs). Nonsynonymous SNVs within an exon having an allele frequency of <3% were retained. Further filtering was performed based on Mendelian in-heritance (autosomal dominant or recessive). A ranking system prioritized retained variants based on the inheritance pattern specific to each family, occurrence in multiple families, relation to pathways and genes of interest, degree of penetrance, presence within a linkage peak, and whether the re-sultant proteins were predicted to be deleterious. Out of a 9-point score, 292 variants in 190 genes received scores of at least 5. Of these, 14 variants in 10 genes met the majority of prioritization criteria by achieving scores of over 7. While several WES studies have been successful at identifying genes im-portant to rare diseases, few have examined how to produce a list of candi-date genes contributing to a complex disease from WES data. We show that a ranking system that combines WES with bioinformatics resources and link-age data is a powerful approach to prioritize candidate genes for a complex disease like familial intracranial aneurysms. Subsequent studies are required to validate the utility of this approach.Item Whole Exome Sequencing Identifies PHF14 Mutations in Neurocytoma and Predicts Responsivity to the PDGFR Inhibitor Sunitinib(MDPI, 2022-11-08) Zhang, Dongyun; Yong, William H.; Movassaghi, Masoud; Rodriguez, Fausto J.; Yang, Issac; McKeever, Paul; Qian, Jiang; Li, Jian Yi; Mao, Qinwen; Newell, Kathy L.; Green, Richard M.; Welsh, Cynthia T.; Heaney, Anthony P.; Pathology and Laboratory Medicine, School of MedicineNeurocytomas are rare low-grade brain tumors predominantly affecting young adults, but their cellular origin and molecular pathogenesis is largely unknown. We previously reported a sellar neurocytoma that secreted excess arginine vasopressin causing syndrome of inappropriate anti-diuretic hormone (SIADH). Whole exome sequencing in 21 neurocytoma tumor tissues identified somatic mutations in the plant homeodomain finger protein 14 (PHF14) in 3/21 (14%) tumors. Of these mutations, two were missense mutations and 4 caused splicing site losses, resulting in PHF14 dysfunction. Employing shRNA-mediated knockdown and CRISPR/Cas9-based knockout approaches, we demonstrated that loss of PHF14 increased proliferation and colony formation in five different human, mouse and rat mesenchymal and differentiated cell lines. Additionally, we demonstrated that PHF14 depletion resulted in upregulation of platelet derived growth factor receptor-alpha (PDGFRα) mRNA and protein in neuroblastoma SHSY-5Y cells and led to increased sensitivity to treatment with the PDGFR inhibitor Sunitinib. Furthermore, in a neurocytoma primary culture harboring splicing loss PHF14 mutations, overexpression of wild-type PHF14 and sunitinib treatment inhibited cell proliferation. Nude mice, inoculated with PHF14 knockout SHSY-5Y cells developed earlier and larger tumors than control cell-inoculated mice and Sunitinib administration caused greater tumor suppression in mice harboring PHF-14 knockout than control SHSY-5Y cells. Altogether our studies identified mutations of PHF14 in 14% of neurocytomas, demonstrate it can serve as an alternative pathway for certain cancerous behavior, and suggest a potential role for Sunitinib treatment in some patients with residual/recurrent neurocytoma.