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Zeng Z, Bromberg Y. Inferring Potential Cancer Driving Synonymous Variants. Genes (Basel) 2022; 13:778. [PMID: 35627162 PMCID: PMC9140830 DOI: 10.3390/genes13050778] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 04/25/2022] [Accepted: 04/26/2022] [Indexed: 02/01/2023] Open
Abstract
Synonymous single nucleotide variants (sSNVs) are often considered functionally silent, but a few cases of cancer-causing sSNVs have been reported. From available databases, we collected four categories of sSNVs: germline, somatic in normal tissues, somatic in cancerous tissues, and putative cancer drivers. We found that screening sSNVs for recurrence among patients, conservation of the affected genomic position, and synVep prediction (synVep is a machine learning-based sSNV effect predictor) recovers cancer driver variants (termed proposed drivers) and previously unknown putative cancer genes. Of the 2.9 million somatic sSNVs found in the COSMIC database, we identified 2111 proposed cancer driver sSNVs. Of these, 326 sSNVs could be further tagged for possible RNA splicing effects, RNA structural changes, and affected RBP motifs. This list of proposed cancer driver sSNVs provides computational guidance in prioritizing the experimental evaluation of synonymous mutations found in cancers. Furthermore, our list of novel potential cancer genes, galvanized by synonymous mutations, may highlight yet unexplored cancer mechanisms.
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Affiliation(s)
- Zishuo Zeng
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08873, USA
| | - Yana Bromberg
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08873, USA
- Department of Genetics, Rutgers University, Piscataway, NJ 08854, USA
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Jin N, Keam B, Cho J, Lee MJ, Kim HR, Torosyan H, Jura N, Ng PK, Mills GB, Li H, Zeng Y, Barbash Z, Tarcic G, Kang H, Bauman JE, Kim MO, VanLandingham NK, Swaney DL, Krogan NJ, Johnson DE, Grandis JR. Therapeutic implications of activating noncanonical PIK3CA mutations in head and neck squamous cell carcinoma. J Clin Invest 2021; 131:e150335. [PMID: 34779417 PMCID: PMC8592538 DOI: 10.1172/jci150335] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 09/21/2021] [Indexed: 12/16/2022] Open
Abstract
Alpelisib selectively inhibits the p110α catalytic subunit of PI3Kα and is approved for treatment of breast cancers harboring canonical PIK3CA mutations. In head and neck squamous cell carcinoma (HNSCC), 63% of PIK3CA mutations occur at canonical hotspots. The oncogenic role of the remaining 37% of PIK3CA noncanonical mutations is incompletely understood. We report a patient with HNSCC with a noncanonical PIK3CA mutation (Q75E) who exhibited a durable (12 months) response to alpelisib in a phase II clinical trial. Characterization of all 32 noncanonical PIK3CA mutations found in HNSCC using several functional and phenotypic assays revealed that the majority (69%) were activating, including Q75E. The oncogenic impact of these mutations was validated in 4 cellular models, demonstrating that their activity was lineage independent. Further, alpelisib exhibited antitumor effects in a xenograft derived from a patient with HNSCC containing an activating noncanonical PIK3CA mutation. Structural analyses revealed plausible mechanisms for the functional phenotypes of the majority of the noncanonical PIK3CA mutations. Collectively, these findings highlight the importance of characterizing the function of noncanonical PIK3CA mutations and suggest that patients with HNSCC whose tumors harbor activating noncanonical PIK3CA mutations may benefit from treatment with PI3Kα inhibitors.
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Affiliation(s)
- Nan Jin
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Bhumsuk Keam
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Janice Cho
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Michelle J. Lee
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Hye Ryun Kim
- Division of Medical Oncology, Department of Internal Medicine, Yonsei University College of Medicine, Yonsei Cancer Center, Seoul, South Korea
| | | | - Natalia Jura
- Cardiovascular Research Institute and
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, California, USA
| | - Patrick K.S. Ng
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut, USA
| | - Gordon B. Mills
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon, USA
| | - Hua Li
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Yan Zeng
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | | | | | - Hyunseok Kang
- Department of Medicine, University of California San Francisco, San Francisco, California, USA
| | - Julie E. Bauman
- Department of Medicine, University of Arizona, Tucson, Arizona, USA
| | - Mi-Ok Kim
- Department of Epidemiology and Biostatistics and
| | - Nathan K. VanLandingham
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Danielle L. Swaney
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, California, USA
- Quantitative Biosciences Institute (QBI), University of California San Francisco, San Francisco, California, USA
- J. David Gladstone Institutes, San Francisco, California, USA
| | - Nevan J. Krogan
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, California, USA
- Quantitative Biosciences Institute (QBI), University of California San Francisco, San Francisco, California, USA
- J. David Gladstone Institutes, San Francisco, California, USA
| | - Daniel E. Johnson
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Jennifer R. Grandis
- Department of Otolaryngology, Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
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Claus EB, Cannataro VL, Gaffney SG, Townsend JP. Environmental and sex-specific molecular signatures of glioma causation. Neuro Oncol 2021; 24:29-36. [PMID: 33942853 PMCID: PMC8730771 DOI: 10.1093/neuonc/noab103] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Background The relative importance of genetic and environmental risk factors in gliomagenesis remains uncertain. Methods Using whole-exome sequencing data from 1105 adult gliomas, we evaluate the relative contribution to cancer cell lineage proliferation and survival of single-nucleotide mutations in tumors by IDH mutation subtype and sex. We also quantify the contributions of COSMIC cancer mutational signatures to these tumors, identifying possible risk exposures. Results IDH-mutant tumors exhibited few unique recurrent substitutions—all in coding regions, while IDH wild-type tumors exhibited many substitutions in non-coding regions. The importance of previously reported mutations in IDH1/2, TP53, EGFR, PTEN, PIK3CA, and PIK3R1 was confirmed; however, the largest cancer effect in IDH wild-type tumors was associated with mutations in the low-prevalence BRAF V600E. Males and females exhibited mutations in a similar set of significantly overburdened genes, with some differences in variant sites—notably in the phosphoinositide 3-kinase (PI3K) pathway. In IDH-mutant tumors, PIK3CA mutations were located in the helical domain for females and the kinase domain for males; variants of import also differed by sex for PIK3R1. Endogenous age-related mutagenesis was the primary molecular signature identified; a signature associated with exogenous exposure to haloalkanes was identified and noted more frequently in males. Conclusions Cancer-causing mutations in glioma primarily originated as a consequence of endogenous rather than exogenous factors. Mutations in helical vs kinase domains of genes in the phosphoinositide 3-kinase (PI3K) pathway are differentially selected in males and females. Additionally, a rare environmental risk factor is suggested for some cases of glioma—particularly in males.
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Affiliation(s)
- Elizabeth B Claus
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut.,Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut.,Department of Neurosurgery, Brigham and Women's Hospital, Boston, Massachusetts
| | | | - Stephen G Gaffney
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut
| | - Jeffrey P Townsend
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut.,Department of Ecology and Evolutionary Biology, Yale University, New Haven, Connecticut
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Genetic Drivers of Head and Neck Squamous Cell Carcinoma: Aberrant Splicing Events, Mutational Burden, HPV Infection and Future Targets. Genes (Basel) 2021; 12:genes12030422. [PMID: 33804181 PMCID: PMC7998272 DOI: 10.3390/genes12030422] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 02/16/2021] [Accepted: 03/11/2021] [Indexed: 12/15/2022] Open
Abstract
Head and neck cancers include cancers that originate from a variety of locations. These include the mouth, nasal cavity, throat, sinuses, and salivary glands. These cancers are the sixth most diagnosed cancers worldwide. Due to the tissues they arise from, they are collectively named head and neck squamous cell carcinomas (HNSCC). The most important risk factors for head and neck cancers are infection with human papillomavirus (HPV), tobacco use and alcohol consumption. The genetic basis behind the development and progression of HNSCC includes aberrant non-coding RNA levels. However, one of the most important differences between healthy tissue and HNSCC tissue is changes in the alternative splicing of genes that play a vital role in processes that can be described as the hallmarks of cancer. These changes in the expression profile of alternately spliced mRNA give rise to various protein isoforms. These protein isoforms, alternate methylation of proteins, and changes in the transcription of non-coding RNAs (ncRNA) can be used as diagnostic or prognostic markers and as targets for the development of new therapeutic agents. This review aims to describe changes in alternative splicing and ncRNA patterns that contribute to the development and progression of HNSCC. It will also review the use of the changes in gene expression as biomarkers or as the basis for the development of new therapies.
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