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Sannigrahi MK, Raghav L, Diab A, Basu D. The imprint of viral oncoproteins on the variable clinical behavior among human papilloma virus-related oropharyngeal squamous cell carcinomas. Tumour Virus Res 2024; 18:200295. [PMID: 39489416 PMCID: PMC11584912 DOI: 10.1016/j.tvr.2024.200295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 10/29/2024] [Accepted: 11/01/2024] [Indexed: 11/05/2024] Open
Abstract
Human papilloma virus-related (HPV+) oropharyngeal squamous cell carcinomas (OPSCCs) are variable in their progression, immune landscape, treatment responses, and clinical outcomes. Their behavior is impacted not only by differences in host genomic alterations but also by diversity in levels and activity of HPV-encoded oncoproteins. Striking differences in HPV mRNA levels are found among HPV+ OPSCCs and likely derive in part from variations in the structurally diverse mix of integrated and episomal HPV genomes they often contain. Viral oncoprotein levels and function are also impacted by differential splicing of the two long polycistronic transcripts of HPV16, the HPV type within most HPV+ OPSCCs. Further variation in viral oncoprotein function arises from the distinct lineages and sub-lineages of HPV16, which encode polymorphisms in functionally important portions of oncogenes. Here we review the limited current knowledge linking HPV mRNA expression and splicing to differences in oncoprotein function that likely influence OPSCC behavior. We also summarize the evolving understanding of HPV16 physical genome state and genetic variants and their potential contributions to HPV oncoprotein levels and function. Addressing considerable remaining challenges in defining the quantitative and qualitative imprint of HPV oncoproteins on each OPSCC holds promise to guide personalization of therapy for this disease.
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Affiliation(s)
- Malay K Sannigrahi
- Department of Otorhinolaryngology-Head and Neck Surgery, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Lovely Raghav
- Department of Otorhinolaryngology-Head and Neck Surgery, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Ahmed Diab
- Department of Otorhinolaryngology-Head and Neck Surgery, University of Pennsylvania, Philadelphia, PA, 19104, USA; Department of Cancer Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Devraj Basu
- Department of Otorhinolaryngology-Head and Neck Surgery, University of Pennsylvania, Philadelphia, PA, 19104, USA; The Wistar Institute, Philadelphia, PA, 19104, USA.
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2
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Van Arsdale A, Turker L, Chang YC, Gould J, Harmon B, Maggi EC, Meshcheryakova O, Brown MP, Luong D, Van Doorslaer K, Einstein MH, Kuo DYS, Zheng D, Haas BJ, Lenz J, Montagna C. Structure and transcription of integrated HPV DNA in vulvar carcinomas. NPJ Genom Med 2024; 9:35. [PMID: 38898085 PMCID: PMC11187145 DOI: 10.1038/s41525-024-00418-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 05/02/2024] [Indexed: 06/21/2024] Open
Abstract
HPV infections are associated with a fraction of vulvar cancers. Through hybridization capture and DNA sequencing, HPV DNA was detected in five of thirteen vulvar cancers. HPV16 DNA was integrated into human DNA in three of the five. The insertions were in introns of human NCKAP1, C5orf67, and LRP1B. Integrations in NCKAP1 and C5orf67 were flanked by short direct repeats in the human DNA, consistent with HPV DNA insertions at sites of abortive, staggered, endonucleolytic incisions. The insertion in C5orf67 was present as a 36 kbp, human-HPV-hetero-catemeric DNA as either an extrachromosomal circle or a tandem repeat within the human genome. The human circularization/repeat junction was defined at single nucleotide resolution. The integrated viral DNA segments all retained an intact upstream regulatory region and the adjacent viral E6 and E7 oncogenes. RNA sequencing revealed that the only HPV genes consistently transcribed from the integrated viral DNAs were E7 and E6*I. The other two HPV DNA+ tumors had coinfections, but no evidence for integration. HPV-positive and HPV-negative vulvar cancers exhibited contrasting human, global gene expression patterns partially overlapping with previously observed differences between HPV-positive and HPV-negative cervical and oropharyngeal cancers. A substantial fraction of the differentially expressed genes involved immune system function. Thus, transcription and HPV DNA integration in vulvar cancers resemble those in other HPV-positive cancers. This study emphasizes the power of hybridization capture coupled with DNA and RNA sequencing to identify a broad spectrum of HPV types, determine human genome integration status of viral DNAs, and elucidate their structures.
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Affiliation(s)
- Anne Van Arsdale
- Department of Obstetrics Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Lauren Turker
- Department of Obstetrics Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Lankenau Medical Center, Wynnewood, PA, 19096, USA
| | - Yoke-Chen Chang
- Rutgers Cancer Institute of New Jersey, 195 Little Albany St., New Brunswick, NJ, 08901, USA
| | - Joshua Gould
- Broad Institute, Cambridge, MA, 02142, USA
- Cellarity, Cambridge, MA, 02140, USA
| | - Bryan Harmon
- Department of Pathology, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Elaine C Maggi
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Twist Biosciences, South San Francisco, CA, 94080, USA
| | - Olga Meshcheryakova
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Maxwell P Brown
- Broad Institute, Cambridge, MA, 02142, USA
- Verve Therapeutics, Boston, MA, 02215, USA
| | - Dana Luong
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Koenraad Van Doorslaer
- School of Animal and Comparative Biomedical Sciences, College of Agriculture and Life Sciences BIO5 Institute, University of Arizona, Tucson, AZ, 85721, USA
| | - Mark H Einstein
- Department of Obstetrics, Gynecology, and Women's Health, Rutgers New Jersey Medical School, Newark, NJ, 07102, USA
| | - Dennis Y S Kuo
- Department of Obstetrics Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Deyou Zheng
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | | | - Jack Lenz
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Cristina Montagna
- Department of Obstetrics Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
- Department of Genetics, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
- Rutgers Cancer Institute of New Jersey, 195 Little Albany St., New Brunswick, NJ, 08901, USA.
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3
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Quimby AE, Lagiou P, Purgina B, Corsten M, Johnson-Obaseki S. Salivary HPV Persistence Following Treatment of Oropharyngeal Squamous Cell Carcinoma. Ann Otol Rhinol Laryngol 2021; 131:1053-1059. [PMID: 34775815 DOI: 10.1177/00034894211055606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To determine the persistence of human papillomavirus (HPV) infection following treatment of HPV-positive oropharyngeal squamous cell carcinoma (HPV + OPSCC). METHODS A cross-sectional study was undertaken at The Ottawa Hospital (Ottawa, ON, Canada), a tertiary academic hospital and regional cancer center. Adult patients who were diagnosed with HPV + OPSCC between the years of 2014 and 2016 and treated with curative intent, and who were alive and willing to consent were eligible for inclusion. A saliva assay was used to test for the presence of HPV DNA in a random sample of patients. qPCR was used to amplify DNA from saliva samples. RESULTS Saliva samples were obtained from 69 patients previously treated with HPV + OPSCC. All patients had a minimum of 2 years of follow-up. 5 patients tested positive for HPV: 2 were positive for HPV-16, 2 for HPV-18, and 1 "other" HPV type. No patient in our study cohort had suffered recurrence post-treatment. CONCLUSIONS This study is the first to demonstrate the prevalence of persistent oncogenic HPV DNA in saliva following treatment for HPV + OPSCC. This prevalence appears to be low, despite the fact that persistent HPV infection is a precursor for the development of HPV + OPSCC. This finding raises questions about what factors influence the clearance or persistence of HPV DNA in saliva after treatment for HPV + OPSCC, and may add to our understanding about the longitudinal effects of HPV infection in these cancers.
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Affiliation(s)
- Alexandra E Quimby
- Department of Otolaryngology - Head & Neck Surgery, University of Ottawa, Ottawa, ON, Canada
| | - Pagona Lagiou
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.,School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Bibiana Purgina
- Division of Anatomical Pathology, Department of Pathology and Laboratory Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Martin Corsten
- Division of Otolaryngology - Head & Neck Surgery, Department of Surgery, Dalhousie University, Halifax, NS, Canada
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Qin T, Koneva LA, Liu Y, Zhang Y, Arthur AE, Zarins KR, Carey TE, Chepeha D, Wolf GT, Rozek LS, Sartor MA. Significant association between host transcriptome-derived HPV oncogene E6* influence score and carcinogenic pathways, tumor size, and survival in head and neck cancer. Head Neck 2020; 42:2375-2389. [PMID: 32406560 DOI: 10.1002/hed.26244] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Revised: 03/18/2020] [Accepted: 04/22/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Human papillomavirus (HPV) oncogenes E6, E7, and shorter isoforms of E6 (E6*) are known carcinogenic factors in head and neck squamous cell carcinoma (HNSCC). Little is known regarding E6* functions. METHODS We analyzed RNA-seq data from 68 HNSCC HPV type 16-positive tumors to determine host genes and pathways associated with E6+E7 expression (E6E7) or the percent of full-length E6 (E6%FL). Influence scores of E6E7 and E6%FL were used to test for associations with clinical variables. RESULTS For E6E7, we recapitulated all major known affected pathways and revealed additional pathways. E6%FL was found to affect mitochondrial processes, and E6%FL influence score was significantly associated with overall survival and tumor size. CONCLUSIONS HPV E6E7 and E6* result in extensive, dose-dependent compensatory effects and dysregulation of key cancer pathways. The switch from E6 to E6* promotes oxidative phosphorylation, larger tumor size, and worse prognosis, potentially serving as a prognostic factor for HPV-positive HNSCC.
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Affiliation(s)
- Tingting Qin
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
| | - Lada A Koneva
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA.,Kennedy Institute of Rheumatology, University of Oxford, United Kingdom
| | - Yidan Liu
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA.,Women's Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China
| | - Yanxiao Zhang
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA.,Ludwig Institute for Cancer Research, La Jolla, CA, USA
| | - Anna E Arthur
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan, USA.,Department of Food Science and Human Nutrition, University of Illinois, Urbana-Champaign, IL, USA
| | - Katie R Zarins
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan, USA
| | - Thomas E Carey
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Douglas Chepeha
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA.,Department of Otolaryngology/Head & Neck Surgery, University of Toronto, Toronto, ON, Canada
| | - Gregory T Wolf
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Laura S Rozek
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan, USA
| | - Maureen A Sartor
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
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5
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Paget-Bailly P, Meznad K, Bruyère D, Perrard J, Herfs M, Jung AC, Mougin C, Prétet JL, Baguet A. Comparative RNA sequencing reveals that HPV16 E6 abrogates the effect of E6*I on ROS metabolism. Sci Rep 2019; 9:5938. [PMID: 30976051 PMCID: PMC6459911 DOI: 10.1038/s41598-019-42393-6] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 03/27/2019] [Indexed: 01/16/2023] Open
Abstract
High-risk Human Papillomavirus infections are responsible for anogenital and oropharyngeal cancers. Alternative splicing is an important mechanism controlling HPV16 gene expression. Modulation in the splice pattern leads to polycistronic HPV16 early transcripts encoding a full length E6 oncoprotein or truncated E6 proteins, commonly named E6*. Spliced E6*I transcripts are the most abundant RNAs produced in HPV-related cancers. To date, the biological function of the E6*I isoform remains controversial. In this study, we identified, by RNA sequencing, cellular targets deregulated by E6*I, among which genes related to ROS metabolism. Concomitantly, E6*I-overexpressing cells display high levels of ROS. However, co-overexpression of both E6 and E6*I has no effect on ROS production. In HPV16-infected cells expressing different E6/E6*I levels, we show that the newly identified targets CCL2 and RAC2 are increased by E6*I but decreased by E6 expression, suggesting that E6 abrogates the effect of E6*I. Taken together, these data support the idea that E6*I acts independently of E6 to increase ROS production and that E6 has the ability to counteract the effects of E6*I. This asks the question of how E6*I can be considered separately of E6 in the natural history of HPV16 infection.
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Affiliation(s)
- Philippe Paget-Bailly
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France.,Université Bourgogne Franche Comté, Besançon, France
| | - Koceila Meznad
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France.,Université Bourgogne Franche Comté, Besançon, France
| | - Diane Bruyère
- Laboratory of Experimental Pathology, GIGA-Cancer, University of Liege, Liege, Belgium
| | - Jérôme Perrard
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France.,Université Bourgogne Franche Comté, Besançon, France
| | - Michael Herfs
- Laboratory of Experimental Pathology, GIGA-Cancer, University of Liege, Liege, Belgium
| | - Alain C Jung
- Université de Strasbourg, Inserm, UMR_S1113, Centre de lutte contre le cancer Paul STRAUSS, Strasbourg, France
| | - Christiane Mougin
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France.,Université Bourgogne Franche Comté, Besançon, France.,Centre Hospitalier Régional Universitaire, CNR HPV, 3 Bvd Alexandre Fleming, Besançon, France
| | - Jean-Luc Prétet
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France.,Université Bourgogne Franche Comté, Besançon, France.,Centre Hospitalier Régional Universitaire, CNR HPV, 3 Bvd Alexandre Fleming, Besançon, France
| | - Aurélie Baguet
- EA3181, LabEx LipSTIC ANR-11-LABX-0021, UFR Santé, 19 rue Ambroise Paré, Besançon, France. .,Université Bourgogne Franche Comté, Besançon, France.
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6
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Cerasuolo A, Annunziata C, Tortora M, Starita N, Stellato G, Greggi S, Maglione MG, Ionna F, Losito S, Botti G, Buonaguro L, Buonaguro FM, Tornesello ML. Comparative analysis of HPV16 gene expression profiles in cervical and in oropharyngeal squamous cell carcinoma. Oncotarget 2017; 8:34070-34081. [PMID: 28423662 PMCID: PMC5470952 DOI: 10.18632/oncotarget.15977] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2016] [Accepted: 02/28/2017] [Indexed: 12/22/2022] Open
Abstract
Human papillomavirus type 16 (HPV16) is the major cause of cervical cancer and of a fraction of oropharyngeal carcinoma. Few studies compared the viral expression profiles in the two types of tumor. We analyzed HPV genotypes and viral load as well as early (E2/E4, E5, E6, E6*I, E6*II, E7) and late (L1 and L2) gene expression of HPV16 in cervical and oropharyngeal cancer biopsies. The study included 28 cervical squamous cell carcinoma (SCC) and ten oropharyngeal SCC, along with pair-matched non-tumor tissues, as well as four oropharynx dysplastic tissues and 112 cervical intraepithelial neoplasia biopsies. Viral load was found higher in cervical SCC (<1 to 694 copies/cell) and CIN (<1 to 43 copies/cell) compared to oropharyngeal SCC (<1 to 4 copies/cell). HPV16 E2/E4 and E5 as well as L1 and L2 mRNA levels were low in cervical SCC and CIN and undetectable in oropharynx cases. The HPV16 E6 and E7 mRNAs were consistently high in cervical SCC and low in oropharyngeal SCC. The analysis of HPV16 E6 mRNA expression pattern showed statistically significant higher levels of E6*I versus E6*II isoform in cervical SCC (p = 0.002) and a slightly higher expression of E6*I versus E6*II in oropharyngeal cases. In conclusion, the HPV16 E5, E6, E6*I, E6*II and E7 mRNA levels were more abundant in cervical SCC compared to oropharyngeal SCC suggesting different carcinogenic mechanisms in the two types of HPV-related cancers.
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Affiliation(s)
- Andrea Cerasuolo
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Clorinda Annunziata
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Marianna Tortora
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Noemy Starita
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Giovanni Stellato
- Gynecology Oncology Division, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Stefano Greggi
- Gynecology Oncology Division, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Maria Grazia Maglione
- Department of Maxillofacial and Ear Nose and Throat Surgery, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Franco Ionna
- Department of Maxillofacial and Ear Nose and Throat Surgery, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Simona Losito
- Department of Pathology, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Gerardo Botti
- Department of Pathology, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Luigi Buonaguro
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Franco M. Buonaguro
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
| | - Maria Lina Tornesello
- Molecular Biology and Viral Oncology Unit, Istituto Nazionale Tumori IRCCS “Fondazione G. Pascale”, Napoli, Italy
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7
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Zhang Y, Koneva LA, Virani S, Arthur AE, Virani A, Hall PB, Warden CD, Carey TE, Chepeha DB, Prince ME, McHugh JB, Wolf GT, Rozek LS, Sartor MA. Subtypes of HPV-Positive Head and Neck Cancers Are Associated with HPV Characteristics, Copy Number Alterations, PIK3CA Mutation, and Pathway Signatures. Clin Cancer Res 2016; 22:4735-45. [PMID: 27091409 DOI: 10.1158/1078-0432.ccr-16-0323] [Citation(s) in RCA: 87] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Accepted: 03/28/2016] [Indexed: 12/23/2022]
Abstract
PURPOSE There is substantial heterogeneity within human papillomavirus (HPV)-associated head and neck cancer (HNC) tumors that predispose them to different outcomes; however, the molecular heterogeneity in this subgroup is poorly characterized due to various historical reasons. EXPERIMENTAL DESIGN We performed unsupervised gene expression clustering on deeply annotated (transcriptome and genome) HPV(+) HNC samples from two cohorts (84 total primary tumors), including 18 HPV(-) HNC samples, to discover subtypes and characterize the differences between subgroups in terms of their HPV characteristics, pathway activity, whole-genome somatic copy number alterations, and mutation frequencies. RESULTS We identified two distinct HPV(+) subtypes (namely HPV-KRT and HPV-IMU). HPV-KRT is characterized by elevated expression of genes in keratinocyte differentiation and oxidation-reduction process, whereas HPV-IMU has strong immune response and mesenchymal differentiation. The differences in expression are likely connected to the differences in HPV characteristics and genomic changes. HPV-KRT has more genic viral integration, lower E2/E4/E5 expression levels, and higher ratio of spliced to full-length HPV oncogene E6 than HPV-IMU; the subgroups also show differences in copy number alterations and mutations, in particular the loss of chr16q in HPV-IMU and gain of chr3q and PIK3CA mutation in HPV-KRT. CONCLUSIONS Our characterization of two subtypes of HPV(+) HNC tumors provides valuable molecular level information that point to two main carcinogenic paths. Together, these results shed light on stratifications of the HPV(+) HNCs and will help to guide personalized care for HPV(+) HNC patients. Clin Cancer Res; 22(18); 4735-45. ©2016 AACR.
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Affiliation(s)
- Yanxiao Zhang
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Lada A Koneva
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Shama Virani
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan. Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan
| | - Anna E Arthur
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan
| | - Alisha Virani
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan
| | - Pelle B Hall
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Charles D Warden
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Thomas E Carey
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Douglas B Chepeha
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Mark E Prince
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Jonathan B McHugh
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Gregory T Wolf
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Laura S Rozek
- Department of Environmental Health Sciences, University of Michigan, Ann Arbor, Michigan.
| | - Maureen A Sartor
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan. Department of Biostatistics, University of Michigan, Ann Arbor, Michigan.
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