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Kim HAJ, Zeng PYF, Shaikh MH, Mundi N, Ghasemi F, Di Gravio E, Khan H, MacNeil D, Khan MI, Patel K, Mendez A, Yoo J, Fung K, Lang P, Palma DA, Mymryk JS, Barrett JW, Boutros PC, Nichols AC. All HPV-negative head and neck cancers are not the same: Analysis of the TCGA dataset reveals that anatomical sites have distinct mutation, transcriptome, hypoxia, and tumor microenvironment profiles. Oral Oncol 2021; 116:105260. [PMID: 33725617 DOI: 10.1016/j.oraloncology.2021.105260] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 02/04/2021] [Accepted: 02/28/2021] [Indexed: 12/14/2022]
Abstract
PURPOSE Head and neck squamous cell carcinoma (HNSCC) affects various anatomical sites, which often dictates whether the cancer is managed with primary surgery or radiation. This study aimed to assess differences in single nucleotide variation (SNV), copy number, mRNA abundance, methylation, and tumor microenvironment (TME) between HPV-negative oral cavity (OC), oropharyngeal (OPC), hypopharyngeal (HPC), and laryngeal (LC) cancers within The Cancer Genome Atlas (TCGA). METHODS We downloaded the clinical information and molecular data for the TCGA HNSCC cohort from the data portal and published literature. The TME was estimated using mRNA abundance data. We conducted our analyses within the Bioconductor statistical framework in the R environment. CNA and mRNA abundance results were correlated and grouped with SNV results for downstream pathway analysis. RESULTS LC had a higher mutational burden than OC and OPC (p <10-4). LC tumors were enriched in CSMD3, NSD1, DCHS2 and ANK2 SNVs, while OC tumors were enriched in CASP8 SNVs (FDR < 0.1). LCs were enriched for neuronal and glycosylation pathways, while OCs were enriched for extracellular matrix pathways. B cells and endothelial cells were more abundant in LC while monocytes were more abundant in OC (FDR < 0.1). OPC was the most hypoxic, followed by OC then LC (FDR < 0.05). OC had greater methylation of Hox genes than LC. Subsite analysis revealed that oral tongue cancers had fewer CASP8 and FBN2 mutations and higher dendritic cell abundance than other oral cavity cancers. CONCLUSIONS We identified significant genomic, transcriptional, and microenvironmental differences between HPV-negative HNSCC. Further study is warranted to determine if these findings portend differential response to specific treatment modalities.
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Affiliation(s)
- Hugh Andrew Jinwook Kim
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Peter Y F Zeng
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Mushfiq Hassan Shaikh
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Neil Mundi
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Farhad Ghasemi
- Department of General Surgery, University of Western Ontario, London, Ontario, Canada
| | - Eric Di Gravio
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Halema Khan
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Danielle MacNeil
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - Mohammed Imran Khan
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada
| | - Krupal Patel
- Department of Otolaryngology, Moffitt Cancer Center, Tampa, FL, USA
| | - Adrian Mendez
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - John Yoo
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - Kevin Fung
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - Pencilla Lang
- Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - David A Palma
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - Joe S Mymryk
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada; Department of Microbiology & Immunology, University of Western Ontario, London, Ontario, Canada
| | - John W Barrett
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada
| | - Paul C Boutros
- Department of Human Genetics, University of California, Los Angeles, CA, USA; Department of Urology, University of California, Los Angeles, CA, USA; Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, University of California, Los Angeles, CA, USA; Institute for Precision Health, University of California, Los Angeles, CA, USA; Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA, USA
| | - Anthony C Nichols
- Department of Otolaryngology - Head and Neck Surgery, University of Western Ontario, London, Ontario, Canada; Department of Oncology, University of Western Ontario, London, Ontario, Canada.
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Sorgini A, Kim HAJ, Zeng PYF, Shaikh MH, Mundi N, Ghasemi F, Di Gravio E, Khan H, MacNeil D, Khan MI, Mendez A, Yoo J, Fung K, Lang P, Palma DA, Mymryk JS, Barrett JW, Patel KB, Boutros PC, Nichols AC. Analysis of the TCGA Dataset Reveals that Subsites of Laryngeal Squamous Cell Carcinoma are Molecularly Distinct. Cancers (Basel) 2020; 13:cancers13010105. [PMID: 33396315 PMCID: PMC7794818 DOI: 10.3390/cancers13010105] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 12/16/2020] [Accepted: 12/26/2020] [Indexed: 12/12/2022] Open
Abstract
Simple Summary Squamous cell carcinomas from different parts of the larynx have distinct presentations and prognoses, but the molecular basis for this discrepancy has yet to be characterized. We aimed to determine whether different types of mutations at the DNA, mRNA, and protein levels exist to explain the differential prognoses observed. We found that cancers of the supraglottis had higher overall and smoking-associated genome mutations. Further, supraglottic cancers had a significantly poorer prognosis when other clinical variables and mutational status were controlled for. Different protein pathways were enriched in each subsite: muscle-related in the glottis and neural in the supraglottis. Specific cancer-related proteins were also differentially abundant between the supraglottis and glottis. Our findings may partially explain therapeutic response differences, but further study is required for validation. Abstract Laryngeal squamous cell carcinoma (LSCC) from different subsites have distinct presentations and prognosis. In this study, we carried out a multiomic comparison of LSCC subsites. The Cancer Genome Atlas (TCGA) LSCC cohort was analyzed in the R statistical environment for differences between supraglottic and glottic cancers in single nucleotide variations (SNVs), copy number alterations (CNAs), mRNA abundance, protein abundance, pathway overrepresentation, tumor microenvironment (TME), hypoxia status, and patient outcome. Supraglottic cancers had significantly higher overall and smoking-associated SNV mutational load. Pathway analysis revealed upregulation of muscle related pathways in glottic cancer and neural pathways in supraglottic cancer. Proteins involved in cancer relevant signaling pathways including PI3K/Akt/mTOR, the cell cycle, and PDL1 were differentially abundant between subsites. Glottic and supraglottic tumors have different molecular profiles, which may partially account for differences in presentation and response to therapy.
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Affiliation(s)
- Alana Sorgini
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Hugh Andrew Jinwook Kim
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Peter Y. F. Zeng
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Mushfiq Hassan Shaikh
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Neil Mundi
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Farhad Ghasemi
- Department of General Surgery, University of Western Ontario, London, ON N6A 5C5, Canada;
| | - Eric Di Gravio
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Halema Khan
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Danielle MacNeil
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - Mohammed Imran Khan
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
| | - Adrian Mendez
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - John Yoo
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - Kevin Fung
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - Pencilla Lang
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - David A. Palma
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - Joe S. Mymryk
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
- Department of Microbiology & Immunology, University of Western Ontario, London, ON N6A 5C1, Canada
| | - John W. Barrett
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
| | - Krupal B. Patel
- Department of Otolaryngology, Moffitt Cancer Center, Tampa, FL 33612, USA;
| | - Paul C. Boutros
- Department of Human Genetics, University of California, Los Angeles, CA 90095, USA;
- Department of Urology, University of California, Los Angeles, CA 90095, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, University of California, Los Angeles, CA 90095, USA
- Institute for Precision Health, University of California, Los Angeles, CA 90095, USA
- Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA 90095, USA
| | - Anthony C. Nichols
- Department of Otolaryngology, Head and Neck Surgery, University of Western Ontario, London, ON N6A 5W9, Canada; (A.S.); (H.A.J.K.); (P.Y.F.Z.); (M.H.S.); (N.M.); (E.D.G.); (H.K.); (D.M.); (M.I.K.); (A.M.); (J.Y.); (K.F.); (D.A.P.); (J.S.M.); (J.W.B.)
- Department of Oncology, University of Western Ontario, London, ON N6A 5W9, Canada;
- Correspondence: ; Tel.: +519-685-8804
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