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Demers I, Balaji H, Feitsma H, Stelloo E, Swennenhuis J, Sergeeva I, Wuerdemann N, van den Hout MFCM, Wagner S, Kremer B, Klussmann JP, Huebbers CU, Speel EJM. Proximity ligation-based sequencing for the identification of human papillomavirus genomic integration sites in formalin-fixed paraffin embedded oropharyngeal squamous cell carcinomas. J Med Virol 2024; 96:e29837. [PMID: 39105417 DOI: 10.1002/jmv.29837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 07/15/2024] [Accepted: 07/21/2024] [Indexed: 08/07/2024]
Abstract
Human papillomavirus (HPV) infections are an increasing cause of oropharyngeal squamous cell carcinomas (OPSCC). Integration of the viral genome into the host genome is suggested to affect carcinogenesis, however, the correlation with OPSCC patient prognosis is still unclear. Research on HPV integration is hampered by current integration detection technologies and their unsuitability for formalin-fixed paraffin-embedded (FFPE) tissues. This study aims to develop and validate a novel targeted proximity-ligation based sequencing method (targeted locus amplification/capture [TLA/TLC]) for HPV integration detection in cell lines and FFPE OPSCCs. For the identification of HPV integrations, TLA/TLC was applied to 7 cell lines and 27 FFPE OPSCCs. Following preprocessing steps, a polymerase chain reaction (PCR)-based HPV enrichment was performed on the cell lines and a capture-based HPV enrichment was performed on the FFPE tissues before paired-end sequencing. TLA was able to sequence up to hundreds of kb around the target, detecting exact HPV integration loci, structural variants, and chromosomal rearrangements. In all cell lines, one or more integration sites were identified, in accordance with detection of integrated papillomavirus sequences PCR data and the literature. TLC detected integrated HPV in 15/27 FFPE OPSCCs and identified simple and complex integration patterns. In general, TLA/TLC confirmed PCR data and detected additional integration sites. In conclusion TLA/TLC reliably and robustly detects HPV integration in cell lines and FFPE OPSCCs, enabling large, population-based studies on the clinical relevance of HPV integration. Furthermore, this approach might be valuable for clonality assessment of HPV-related tumors in clinical diagnostics.
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Affiliation(s)
- Imke Demers
- Department of Pathology, GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Harini Balaji
- Jean-Uhrmacher-Institute for Otorhinolaryngological Research, University of Cologne, Cologne, Germany
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University of Cologne, Cologne, Germany
| | | | | | | | | | - Nora Wuerdemann
- Department of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Mari F C M van den Hout
- Department of Pathology, GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Steffen Wagner
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University of Giessen, Giessen, Germany
| | - Bernd Kremer
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Jens P Klussmann
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Christian U Huebbers
- Jean-Uhrmacher-Institute for Otorhinolaryngological Research, University of Cologne, Cologne, Germany
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University of Cologne, Cologne, Germany
| | - Ernst-Jan M Speel
- Department of Pathology, GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands
- Department of Pathology and Clinical Bioinformatics, Erasmus Medical Center Rotterdam, Rotterdam, The Netherlands
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Flach S, Maniam P, Hey SY, Manickavasagam J. The molecular characteristics of recurrent/metastatic HPV-positive head and neck squamous cell carcinoma: A systematic review of the literature. Clin Otolaryngol 2024; 49:384-403. [PMID: 38658385 DOI: 10.1111/coa.14161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 03/03/2024] [Accepted: 03/24/2024] [Indexed: 04/26/2024]
Abstract
OBJECTIVES About 17% of patients with human papillomavirus (HPV)-positive head and neck squamous cell carcinoma (HNSCC), which is mainly comprised of oropharyngeal SCC (OPSCC), will experience disease recurrence, which is often considered incurable when manifested at a metastatic and/or recurrent stage. We conducted a critical qualitative systematic review. Our objectives were to provide an overview of the molecular landscape of recurrent/metastatic HPV-positive HNSCC as well as novel molecular biomarkers. DESIGN A literature review was conducted to identify studies reporting on the molecular characteristics of recurrent/metastatic HPV-positive HNSCC, novel molecular biomarkers and treatment options. The reviews of abstracts, full articles, and revision of the included studies, followed by data extraction and quality assessment were performed by three independent assessors. All primary literature, such as retrospective, prospective, and clinical trials as well as basic research studies were considered, and the final search was conducted at the end of February 2023. The level of evidence was rated using the guidelines published by the Oxford Centre for Evidence-based Medicine and quality was assessed using the Newcastle-Ottawa Scale criteria. RESULTS AND CONCLUSIONS The literature search resulted in the identification of 1991 articles. A total of 181 full articles were screened, and 66 articles were included in this analysis. Several studies reported that recurrent/metastatic HPV-positive HNSCC had higher rates of TP53 mutation and were genomically similar to HPV-negative HNSCC. The detection of circulating tumour tissue-modified HPV DNA (ctHPVDNA) as a specific biomarker has shown promising results for monitoring treatment response and recurrence in the subset of HPV-positive HNSCC. In addition, evidence for targeted therapy in recurrent/metastatic HPV-positive HNSCC has emerged, including agents that inhibit overexpressed EGFR. Studies of combination immunotherapy are also underway. Our review outlines the latest evidence on the distinct molecular profiles of recurrent/metastatic HPV-positive HNSCC as well as the clinical potential of ctHPVDNA testing in routine practice. More controlled and longitudinal studies are needed to identify additional molecular targets and to assess the performance and benefits of novel molecular biomarkers in clinical practice.
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Affiliation(s)
- Susanne Flach
- Department of Otorhinolaryngology, Head and Neck Surgery, LMU Klinikum, Munich, Germany
- German Cancer Consortium (DKTK), Partner Site Munich, Munich, Germany
| | - Pavithran Maniam
- Department of Otolaryngology, Newcastle upon Tyne NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Shi Ying Hey
- Department of Otolaryngology & Head and Neck Surgery, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Jaiganesh Manickavasagam
- Department of Otorhinolaryngology and Head & Neck Surgery and Tayside Medical Sciences Centre, Ninewells Hospital, Dundee, UK
- School of Medicine, University of Dundee, Ninewells Hospital, Dundee, UK
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3
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Wang Y, Wang F, Wang S, Zhang L, Fu H, Sun L, Wang W, Liu C, Ren W, Gao L, Xing G, Ma X. p16 and p53 can Serve as Prognostic Markers for Head and Neck Squamous Cell Carcinoma. Int Dent J 2024; 74:543-552. [PMID: 38105167 PMCID: PMC11123557 DOI: 10.1016/j.identj.2023.11.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 10/30/2023] [Accepted: 11/04/2023] [Indexed: 12/19/2023] Open
Abstract
OBJECTIVE The present study aimed to explore the expression and clinical significance of human papilloma virus-related pathogenic factors (p16, cyclin D1, p53) in patients with head and neck squamous cell carcinoma (HNSCC) and construct a predictive model. METHODS The Cancer Genome Atlas was used to obtain clinical data for 112 patients with HNSCC. Expression of p16, p53, and cyclin D1 was quantified. We used the survival package of the R program to set the cut-off value. Values above the cut-off were considered positive, while values below the cut-off were negative. Kaplan-Meier analysis and univariate and multivariate Cox regression analyses were performed to investigate prognostic clinicopathological indicators and the expression of p16, p53, and cyclin D1. A predictive model was constructed based on the results of multifactor Cox regression analysis, and the accuracy of the predictive model was verified through final calibration analysis. Follow-up of patients with HNSCC at the Affiliated Hospital of Binzhou Medical University was conducted from 2015 to 2017, and reliability of the predictive model was validated based on follow-up data and molecular expression levels. RESULTS According to the results, expression of p16 and p53 was significantly associated with prognosis (P < .05). The predictive model constructed based on the expression levels of p16 and p53 was useful for evaluating the prognosis of patients with HNSCC. The predictive model was validated using follow-up data obtained from the hospital, and the trend of the follow-up results was consistent with the predictive model. CONCLUSION p16 and p53 can be used as key indicators to predict the prognosis of HNSCC patients and as critical immunohistochemical indicators in clinical practice. The survival model constructed based on p16 and p53 expression levels reliably predicts patient prognosis.
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Affiliation(s)
- Yue Wang
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China; Department of stomatology, ZiBo Central Hospital, ZiBo, Shandong, China; School of Stomatology, Binzhou Medical University, Yantai, China
| | - Fang Wang
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China; School of Stomatology, Binzhou Medical University, Yantai, China
| | - Shuhan Wang
- School of Stomatology, Qilu Medical University, ZiBo, Shangdong, China
| | - Lingnan Zhang
- School of Stomatology, Binzhou Medical University, Yantai, China; Department of Orthodontics, Binzhou Medical University Hospital, Binzhou, Shandong, China
| | - Honghai Fu
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China; School of Stomatology, Binzhou Medical University, Yantai, China
| | - Legang Sun
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China; School of Stomatology, Binzhou Medical University, Yantai, China
| | - Wenlong Wang
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China
| | - Chunxia Liu
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China
| | - Wenhao Ren
- Department of Oral and Maxillofacial Reconstruction, the Affiliated Hospital of Qingdao University, Qingdao, China
| | - Ling Gao
- Department of Oral and Maxillofacial Reconstruction, the Affiliated Hospital of Qingdao University, Qingdao, China; Key Lab of Oral Clinical Medicine, the Affiliated Hospital of Qingdao University, Qingdao, China
| | - Guoyi Xing
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China; School of Stomatology, Binzhou Medical University, Yantai, China; Wuhan Dongxihu District People's Hospital
| | - Xiangrui Ma
- Department of Oral and Maxillofacial Surgery, Binzhou Medical University Hospital, Binzhou, Shandong, China.
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Zhao Q, Yang S, Hao S, Chen Z, Tang L, Wu Z, Wu J, Xu M, Ma Z, Zhou L, Xu J, Qin Q. Identification of transcriptionally-active human papillomavirus integrants through nanopore sequencing reveals viable targets for gene therapy against cervical cancer. J Med Virol 2024; 96:e29769. [PMID: 38932482 DOI: 10.1002/jmv.29769] [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: 04/09/2024] [Revised: 06/13/2024] [Accepted: 06/14/2024] [Indexed: 06/28/2024]
Abstract
Integration of the human papillomavirus (HPV) genome into the cellular genome is a key event that leads to constitutive expression of viral oncoprotein E6/E7 and drives the progression of cervical cancer. However, HPV integration patterns differ on a case-by-case basis among related malignancies. Next-generation sequencing technologies still face challenges for interrogating HPV integration sites. In this study, utilizing Nanopore long-read sequencing, we identified 452 and 108 potential integration sites from the cervical cancer cell lines (CaSki and HeLa) and five tissue samples, respectively. Based on long Nanopore chimeric reads, we were able to analyze the methylation status of the HPV long control region (LCR), which controls oncogene E6/E7 expression, and to identify transcriptionally-active integrants among the numerous integrants. As a proof of concept, we identified an active HPV integrant in between RUNX2 and CLIC5 on chromosome 6 in the CaSki cell line, which was supported by ATAC-seq, H3K27Ac ChIP-seq, and RNA-seq analysis. Knockout of the active HPV integrant, by the CRISPR/Cas9 system, dramatically crippled cell proliferation and induced cell senescence. In conclusion, identifying transcriptionally-active HPV integrants with Nanopore sequencing can provide viable targets for gene therapy against HPV-associated cancers.
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Affiliation(s)
- Qianqian Zhao
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
- Computational Systems Biology Laboratory, Department of Bioinformatics, Shantou University Medical College, Shantou, China
| | - Shuaibing Yang
- Laboratory of Human Virology and Oncology, Shantou University Medical College, Shantou, China
| | - Shijia Hao
- Laboratory of Human Virology and Oncology, Shantou University Medical College, Shantou, China
| | - Zejia Chen
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Lihua Tang
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Zhaoting Wu
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Jiaxin Wu
- Laboratory of Human Virology and Oncology, Shantou University Medical College, Shantou, China
| | - Mingqian Xu
- Laboratory of Human Virology and Oncology, Shantou University Medical College, Shantou, China
| | - Zebiao Ma
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Li Zhou
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Jianzhen Xu
- Computational Systems Biology Laboratory, Department of Bioinformatics, Shantou University Medical College, Shantou, China
| | - Qingsong Qin
- Department of Gynecologic Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
- Laboratory of Human Virology and Oncology, Shantou University Medical College, Shantou, China
- International Science and Technology Collaboration Center for Emerging Infectious Diseases, Shantou University Medical College, Shantou, China
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Sastre-Garau X, Estrada-Virrueta L, Radvanyi F. HPV DNA Integration at Actionable Cancer-Related Genes Loci in HPV-Associated Carcinomas. Cancers (Basel) 2024; 16:1584. [PMID: 38672666 PMCID: PMC11048798 DOI: 10.3390/cancers16081584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 04/16/2024] [Accepted: 04/17/2024] [Indexed: 04/28/2024] Open
Abstract
In HPV-associated carcinomas, some examples of cancer-related genes altered by viral insertion and corresponding to potential therapeutic targets have been described, but no quantitative assessment of these events, including poorly recurrent targets, has been reported to date. To document these occurrences, we built and analyzed a database comprised of 1455 cases, including HPV genotypes and tumor localizations. Host DNA sequences targeted by viral integration were classified as "non-recurrent" (one single reported case; 838 loci), "weakly recurrent" (two reported cases; 82 loci), and highly recurrent (≥3 cases; 43 loci). Whereas the overall rate of cancer-related target genes was 3.3% in the Gencode database, this rate increased to 6.5% in "non-recurrent", 11.4% in "weakly recurrent", and 40.1% in "highly recurrent" genes targeted by integration (p = 4.9 × 10-4). This rate was also significantly higher in tumors associated with high-risk HPV16/18/45 than other genotypes. Among the genes targeted by HPV insertion, 30.2% corresponded to direct or indirect druggable targets, a rate rising to 50% in "highly recurrent" targets. Using data from the literature and the DepMap 23Q4 release database, we found that genes targeted by viral insertion could be new candidates potentially involved in HPV-associated oncogenesis. A more systematic characterization of HPV/host fusion DNA sequences in HPV-associated cancers should provide a better knowledge of HPV-driven carcinogenesis and favor the development of personalize patient treatments.
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Affiliation(s)
- Xavier Sastre-Garau
- Department of Pathology, Centre Hospitalier Intercommunal de Créteil, 40, Avenue de Verdun, 94010 Créteil, France
| | - Lilia Estrada-Virrueta
- Institut Curie, PSL Research University, CNRS, UMR 144, 75005 Paris, France; (L.E.-V.); (F.R.)
| | - François Radvanyi
- Institut Curie, PSL Research University, CNRS, UMR 144, 75005 Paris, France; (L.E.-V.); (F.R.)
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Eberly HW, Sciscent BY, Lorenz FJ, Rettig EM, Goyal N. Current and Emerging Diagnostic, Prognostic, and Predictive Biomarkers in Head and Neck Cancer. Biomedicines 2024; 12:415. [PMID: 38398017 PMCID: PMC10886579 DOI: 10.3390/biomedicines12020415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 01/31/2024] [Accepted: 02/02/2024] [Indexed: 02/25/2024] Open
Abstract
Head and neck cancers (HNC) are a biologically diverse set of cancers that are responsible for over 660,000 new diagnoses each year. Current therapies for HNC require a comprehensive, multimodal approach encompassing resection, radiation therapy, and systemic therapy. With an increased understanding of the mechanisms behind HNC, there has been growing interest in more accurate prognostic indicators of disease, effective post-treatment surveillance, and individualized treatments. This chapter will highlight the commonly used and studied biomarkers in head and neck squamous cell carcinoma.
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Affiliation(s)
- Hänel W. Eberly
- Department of Otolaryngology Head and Neck Surgery, Penn State Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, PA 17033, USA; (H.W.E.); (F.J.L.)
| | - Bao Y. Sciscent
- Department of Otolaryngology Head and Neck Surgery, Penn State Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, PA 17033, USA; (H.W.E.); (F.J.L.)
| | - F. Jeffrey Lorenz
- Department of Otolaryngology Head and Neck Surgery, Penn State Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, PA 17033, USA; (H.W.E.); (F.J.L.)
| | - Eleni M. Rettig
- Department of Otolaryngology Head and Neck Surgery, Brigham and Women’s Hospital, Dana Farber Cancer Institute, Harvard Medical School, Boston, MA 02108, USA
| | - Neerav Goyal
- Department of Otolaryngology Head and Neck Surgery, Penn State Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, PA 17033, USA; (H.W.E.); (F.J.L.)
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Gauthier MA, Kadam A, Leveque G, Golabi N, Zeitouni A, Richardson K, Mascarella M, Sadeghi N, Loganathan SK. Long-read sequencing of oropharyngeal squamous cell carcinoma tumors reveal diverse patterns of high-risk Human Papillomavirus integration. Front Oncol 2023; 13:1264646. [PMID: 37916168 PMCID: PMC10616875 DOI: 10.3389/fonc.2023.1264646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 09/27/2023] [Indexed: 11/03/2023] Open
Abstract
Introduction In North America and in most European countries, Human Papillomavirus (HPV) is responsible for over 70% of oropharyngeal squamous cell carcinomas. The burden of OPSCC, in high-income countries, has been steadily increasing over the past 20 years. As a result, in the USA and in the UK, the burden of HPV-related oropharyngeal squamous cell carcinoma in men has now surpassed that of cervical cancer in women. However, the oncogenic impact of high-risk HPV integration in oropharyngeal squamous cell carcinomas hasn't been extensively studied. The present study aimed to explore the patterns of HPV integration in oropharyngeal squamous cell carcinomas and to assess the feasibility and reliability of long-read sequencing technology in detecting viral integration events in oropharyngeal head and neck cancers. Methods A cohort of eight HPV-positive OPSCC pre-treatment patient tumors (four males and four females), were selected. All patients received a p16INK4A positive OPSCC diagnosis and were treated at the McGill University Health Centre, a quaternary center in Montreal. A minimum of 20mg of tumor tissue was used for DNA extraction. Extracted DNA was subjected to Nanopore long-read sequencing to detect and analyze for the presence of high-risk HPV sequences. PCR and Sanger sequencing experiments were performed to confirm Nanopore long-read sequencing readings. Results Nanopore long-read sequencing showed that seven out of eight patient samples displayed either integrated or episomal high-risk HPV sequences. Out of these seven samples, four displayed verifiable integration events upon bioinformatic analysis. Integration confirmation experiments were designed for all four samples using PCR-based methods. Sanger sequencing was also performed. Four distinct HPV integration patterns were identified: concatemer chromosomal integration in a single chromosome, bi-chromosomal concatemer integration, single chromosome complete integration and bi-chromosomal complete integration. HPV concatemer integration also proved more common than full HPV integration events. Conclusion and relevance Long-read sequencing technologies can be effectively used to assess HPV integration patterns in OPSCC tumors. Clinically, more research should be conducted on the prognostication value of high-risk HPV integration in OPSCC tumors using long-read sequencing technology.
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Affiliation(s)
- Marc-Andre Gauthier
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Adway Kadam
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
- Department of Experimental Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Gary Leveque
- Canadian Centre for Computational Genomics, McGill University, Montreal, QC, Canada
- Department of Human Genetics, McGill University, Montreal, QC, Canada
| | - Nahid Golabi
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Anthony Zeitouni
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Keith Richardson
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Marco Mascarella
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Nader Sadeghi
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
- Department of Experimental Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Department of Oncology, McGill University, Montreal, QC, Canada
| | - Sampath Kumar Loganathan
- Department of Otolaryngology, Head and Neck Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
- Department of Experimental Surgery, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Department of Experimental Medicine, Department of Biochemistry and Goodman Cancer Research Institute, McGill University, Montreal, QC, Canada
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8
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Schrank TP, Kothari A, Weir WH, Stepp WH, Rehmani H, Liu X, Wang X, Sewell A, Li X, Tasoulas J, Kim S, Yarbrough G, Xie Y, Flamand Y, Marur S, Hayward MC, Wu D, Burtness B, Anderson KS, Baldwin AS, Yarbrough WG, Issaeva N. Noncanonical HPV carcinogenesis drives radiosensitization of head and neck tumors. Proc Natl Acad Sci U S A 2023; 120:e2216532120. [PMID: 37523561 PMCID: PMC10410762 DOI: 10.1073/pnas.2216532120] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 07/07/2023] [Indexed: 08/02/2023] Open
Abstract
We analyzed transcriptional data from 104 HPV+ (Human papillomavirus) HNSCC (head and neck squamous cell carcinoma) tumors together with two publicly available sources to identify highly robust transcriptional programs (modules) which could be detected consistently despite heterogeneous sequencing and quantification methodologies. Among 22 modules identified, we found a single module that naturally subclassifies HPV+ HNSCC tumors based on a bimodal pattern of gene expression, clusters all atypical features of HPV+ HNSCC biology into a single subclass, and predicts patient outcome in four independent cohorts. The subclass-defining gene set was strongly correlated with Nuclear factor kappa B (NF-κB) target expression. Tumors with high expression of this NF-κB module were rarely associated with activating PIK3CA alterations or viral integration, and also expressed higher levels of HPHPV E2 and had decreased APOBEC mutagenesis. Alternatively, they harbored inactivating alterations of key regulators of NF-κB, TNF receptor associated factor 3 (TRAF3), and cylindromatosis (CYLD), as well as retinoblastoma protein (RB1). HPV+ HNSCC cells in culture with experimental depletion of TRAF3 or CYLD displayed increased expression of the subclass-defining genes, as well as robust radio-sensitization, thus recapitulating both the tumor transcriptional state and improved treatment response observed in patient data. Across all gene sets investigated, methylation to expression correlations were the strongest for the subclass-defining, NF-κB-related genes. Increased tumor-infiltrating CD4+ T cells and increased Estrogen receptors alpha (ERα) expression were identified in NF-κB active tumors. Based on the relatively high rates of cure in HPV+ HNSCC, deintensification of therapy to reduce treatment-related morbidity is being studied at many institutions. Tumor subclassification based on oncogenic subtypes may help guide the selection of therapeutic intensity or modality for patients with HPV+ HNSCC.
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Affiliation(s)
- Travis P. Schrank
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Aditi Kothari
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - William H. Weir
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Wesley H. Stepp
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Hina Rehmani
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Xinyi Liu
- Department of Pharmacology and Regenerative Medicine, University of Illinois at Chicago, Chicago, IL60612
- University of Illinois Cancer Center, Chicago, IL60612
| | - Xiaowei Wang
- Department of Pharmacology and Regenerative Medicine, University of Illinois at Chicago, Chicago, IL60612
- University of Illinois Cancer Center, Chicago, IL60612
| | - Andrew Sewell
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Xue Li
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Jason Tasoulas
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Sulgi Kim
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Gray Yarbrough
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Yue Xie
- Dana Farber Cancer Institute Eastern Cooperative Oncology Group and the American College of Radiology Imaging Network Biostatistics Center, Boston, MA02109
| | - Yael Flamand
- Dana Farber Cancer Institute Eastern Cooperative Oncology Group and the American College of Radiology Imaging Network Biostatistics Center, Boston, MA02109
| | - Shanthi Marur
- Johns Hopkins Univ/Sidney Kimmel Cancer Center, Baltimore, MD21231
| | - Michele C. Hayward
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Di Wu
- Department of Biostatistics, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, NC27599
| | - Barbara Burtness
- Department of Internal Medicine and Yale Cancer Center, New Haven, CT06510
| | - Karen S. Anderson
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT06520
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT06520
| | - Albert S. Baldwin
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Department of Pathology and Lab Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Wendell G. Yarbrough
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Department of Pathology and Lab Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Natalia Issaeva
- Department of Otolaryngology/Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Lineberger Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
- Department of Pathology and Lab Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
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9
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Chiliquinga AJ, Acosta B, Ogonaga-Borja I, Villarruel-Melquiades F, de la Garza J, Gariglio P, Ocádiz-Delgado R, Ramírez A, Sánchez-Pérez Y, García-Cuellar CM, Bañuelos C, Camacho J. Ion Channels as Potential Tools for the Diagnosis, Prognosis, and Treatment of HPV-Associated Cancers. Cells 2023; 12:1376. [PMID: 37408210 PMCID: PMC10217072 DOI: 10.3390/cells12101376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/19/2023] [Accepted: 05/05/2023] [Indexed: 07/07/2023] Open
Abstract
The human papilloma virus (HPV) group comprises approximately 200 genetic types that have a special affinity for epithelial tissues and can vary from producing benign symptoms to developing into complicated pathologies, such as cancer. The HPV replicative cycle affects various cellular and molecular processes, including DNA insertions and methylation and relevant pathways related to pRb and p53, as well as ion channel expression or function. Ion channels are responsible for the flow of ions across cell membranes and play very important roles in human physiology, including the regulation of ion homeostasis, electrical excitability, and cell signaling. However, when ion channel function or expression is altered, the channels can trigger a wide range of channelopathies, including cancer. In consequence, the up- or down-regulation of ion channels in cancer makes them attractive molecular markers for the diagnosis, prognosis, and treatment of the disease. Interestingly, the activity or expression of several ion channels is dysregulated in HPV-associated cancers. Here, we review the status of ion channels and their regulation in HPV-associated cancers and discuss the potential molecular mechanisms involved. Understanding the dynamics of ion channels in these cancers should help to improve early diagnosis, prognosis, and treatment in the benefit of HPV-associated cancer patients.
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Affiliation(s)
| | - Brenda Acosta
- Grupo de Investigación de Ciencias en Red, Universidad Técnica del Norte, Ibarra 100105, Ecuador
- Departamento de Farmacología, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Ingrid Ogonaga-Borja
- Grupo de Investigación de Ciencias en Red, Universidad Técnica del Norte, Ibarra 100105, Ecuador
- Departamento de Farmacología, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Fernanda Villarruel-Melquiades
- Departamento de Farmacología, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Jaime de la Garza
- Unidad de Oncología Torácica y Laboratorio de Medicina Personalizada, Instituto Nacional de Cancerología (INCan), Tlalpan, Ciudad de Mexico CP 14080, Mexico
| | - Patricio Gariglio
- Departamento de Genética y Biología Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Rodolfo Ocádiz-Delgado
- Departamento de Genética y Biología Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Ana Ramírez
- Facultad de Ciencias Químicas e Ingeniería, Universidad Autónoma de Baja California, Calzada Universidad 14418, Tijuana 22390, Mexico
| | - Yesennia Sánchez-Pérez
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología (INCan), Tlalpan, Ciudad de Mexico CP 14080, Mexico
| | - Claudia M. García-Cuellar
- Subdirección de Investigación Básica, Instituto Nacional de Cancerología (INCan), Tlalpan, Ciudad de Mexico CP 14080, Mexico
| | - Cecilia Bañuelos
- Programa Transdisciplinario en Desarrollo Científico y Tecnológico para la Sociedad, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
| | - Javier Camacho
- Departamento de Farmacología, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Ciudad de Mexico CP 07360, Mexico
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10
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Jindra C, Hainisch EK, Brandt S. Immunotherapy of Equine Sarcoids—From Early Approaches to Innovative Vaccines. Vaccines (Basel) 2023; 11:vaccines11040769. [PMID: 37112681 PMCID: PMC10145708 DOI: 10.3390/vaccines11040769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 03/23/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Abstract
Horses and other equid species are frequently affected by bovine papillomavirus type 1 and/or 2 (BPV1, BPV2)-induced skin tumors termed sarcoids. Although sarcoids do not metastasize, they constitute a serious health problem due to their BPV1/2-mediated resistance to treatment and propensity to recrudesce in a more severe, multiple form following accidental or iatrogenic trauma. This review provides an overview on BPV1/2 infection and associated immune escape in the equid host and presents early and recent immunotherapeutic approaches in sarcoid management.
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11
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Schrank TP, Landess L, Stepp WH, Rehmani H, Weir WH, Lenze N, Lal A, Wu D, Kothari A, Hackman TG, Sheth S, Patel S, Jefferys SR, Issaeva N, Yarbrough WG. Comprehensive Viral Genotyping Reveals Prognostic Viral Phylogenetic Groups in HPV16-Associated Squamous Cell Carcinoma of the Oropharynx. Mol Cancer Res 2022; 20:1489-1501. [PMID: 35731223 PMCID: PMC11249119 DOI: 10.1158/1541-7786.mcr-21-0443] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 01/05/2022] [Accepted: 06/17/2022] [Indexed: 11/16/2022]
Abstract
Human papillomavirus-positive (HPV+) squamous cell carcinoma of the oropharynx (OPSCC) is the most prevalent HPV-associated malignancy in the United States and is primarily caused by HPV subtype 16 (HPV16). Favorable treatment outcomes have led to increasing interest in treatment deescalation to reduce treatment-related morbidity. Prognostic biomarkers are needed to identify appropriately low-risk patients for reduced treatment intensity. Targeted DNA sequencing including all HPV16 open reading frames was performed on tumors from 104 patients with HPV16+ OPSCC treated at a single center. Genotypes closely related to the HPV16-A1 reference were associated with increased numbers of somatic copy-number variants in the human genome and poor recurrence-free survival (RFS). Genotypes divergent from HPV16-A1 were associated with favorable RFS. These findings were independent of tobacco smoke exposure. Total RNA sequencing was performed on a second independent cohort of 89 HPV16+ OPSCC cases. HPV16 genotypes divergent from HPV16-A1 were again validated in this independent cohort, to be prognostic of improved RFS in patients with moderate (less than 30 pack-years) or low (no more than 10 pack-years) of tobacco smoke exposure. In summary, we show in two independent cohorts that viral sequence divergence from the HPV16-A1 reference is correlated with improved RFS in patients with moderate or low tobacco smoke exposure. IMPLICATIONS HPV16 genotype is a potential biomarker that could be easily adopted to guide therapeutic decision-making related to deescalation therapy.
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Affiliation(s)
- Travis P Schrank
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Lee Landess
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Wesley H Stepp
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Hina Rehmani
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - William H Weir
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Nicholas Lenze
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Asim Lal
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Di Wu
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Department of Biostatistics, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Aditi Kothari
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Trevor G Hackman
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Siddharth Sheth
- Department of Medicne, Division of Oncology, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Shetal Patel
- Department of Medicne, Division of Oncology, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Stuart R Jefferys
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Natalia Issaeva
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Department of Pathology and Lab Medicine, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
| | - Wendell G Yarbrough
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Linberger Comprehensive Cancer Center, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
- Department of Pathology and Lab Medicine, The University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, North Carolina
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12
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Stepp WH, Samulski TD, Hackman TG, Issaeva N, Yarbrough WG, Schrank TP. Development of a Novel Molecular Test for Determining HPV Integration Status in HPV-Positive Oropharynx Cancers. JAMA Otolaryngol Head Neck Surg 2022; 148:987-989. [PMID: 36074493 PMCID: PMC9459908 DOI: 10.1001/jamaoto.2022.2441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Accepted: 07/08/2022] [Indexed: 11/14/2022]
Abstract
This diagnostic study describes the development of an assay for human papillomavirus–driven cancers of the oropharynx and the role viral integration could play in the process.
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Affiliation(s)
- Wesley H. Stepp
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
- Department of Otolaryngology–Head & Neck Surgery, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | - T. Danielle Samulski
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
- Department of Pathology and Lab Medicine, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | - Trevor G. Hackman
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | - Natalia Issaeva
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
- Department of Otolaryngology–Head & Neck Surgery, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | - Wendell G. Yarbrough
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
- Department of Otolaryngology–Head & Neck Surgery, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
| | - Travis P. Schrank
- Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
- Department of Otolaryngology–Head & Neck Surgery, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill
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13
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Direct Comparison of HPV16 Viral Genomic Integration, Copy Loss, and Structural Variants in Oropharyngeal and Uterine Cervical Cancers Reveal Distinct Relationships to E2 Disruption and Somatic Alteration. Cancers (Basel) 2022; 14:cancers14184488. [PMID: 36139648 PMCID: PMC9496734 DOI: 10.3390/cancers14184488] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 09/05/2022] [Accepted: 09/13/2022] [Indexed: 11/17/2022] Open
Abstract
Squamous cell carcinoma of the oropharynx caused by HPV type 16 (HPV16+ OPSCC) is the most common HPV-associated malignancy in the USA and has many molecular differences from uterine cervical squamous cell carcinoma (UCSCC). Our understanding of HPV oncogenesis relied on studies of UCSCC revealing a consensus model reliant on HPV integration with a loss of E2. Here, we compare patterns of HPV integration in UCSCC and OPSCC by analysis of affinity capture sequencing of the HPV16 genome in 104 OPSCC and 44 UCSCC tumors. These cohorts were contemporaneously sequenced using an identical strategy. Integration was identified using discordant read pair clustering and assembly-based approaches. Viral integration sites, structural variants, and copy losses were examined. While large-scale deep losses of HPV16 genes were common in UCSCC and were associated with E2 loss, deep copy losses of the HPV16 genome were infrequent in HPV16+ OPSCC. Similarly, structural variants within HPV16 favored E2 loss in UCSCC but not OPSCC. HPV16 integration sites were non-random, with recurrent integration hot-spots identified. OPSCC tumors had many more integration sites per tumor when compared to UCSCC and had more integration sites in genomic regions with high gene density. These data show that viral integration and E2 disruption are distinct in UCSCC and OPSCC. Our findings also add to growing literature suggesting that HPV tumorigenesis in OPSCC does not follow the model developed based on UCSCC.
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14
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Duan J, Jin M, Qiao B. Semaphorin 6D as an independent predictor for better prognosis in clear cell renal cell carcinoma. Transl Oncol 2022; 22:101453. [PMID: 35605459 PMCID: PMC9124703 DOI: 10.1016/j.tranon.2022.101453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 04/29/2022] [Accepted: 05/10/2022] [Indexed: 11/19/2022] Open
Abstract
The role of SEMA6D in clear cell renal cell carcinoma remains unexplored. SEMA6D expression was markedly lower in ccRCC tissues compared to normal tissues. SEMA6D may serve as a diagnostic and prognostic biomarker for ccRCC.
Introduction Clear cell renal cell carcinoma (ccRCC) is the most common type of RCC and is associated with poor survival. However, the mechanisms underlying its development have not been thoroughly investigated. Semaphorin 6D (SEMA6D) is differentially expressed in various cancers, including lung adenocarcinoma and colorectal cancer. However, the role and mechanism of SEMA6D in ccRCC remain unexplored. Materials and methods We obtained 25 pairs of ccRCC tissue samples and 57 urine samples from patients with ccRCC and 52 urine samples from healthy volunteers. We performed RNA sequencing and compared the results with data from The Cancer Genome Atlas database to identify our gene of interest, SEMA6D. To verify the differential expression of SEMA6D, we used real-time quantitative polymerase chain reaction, immunohistochemistry, and enzyme-linked immunosorbent assay. Finally, we conducted in vitro proliferation, migration and invasion experiments. Results SEMA6D expression was significantly lower in ccRCC tissue compared to that in normal tissue. Comparative analysis of our results with data from online databases revealed that the expression level of SEMA6D in ccRCC tissue correlated with the clinical stage and pathological grade of ccRCC. Furthermore, higher SEMA6D expression was associated with improved quality of life of patients with ccRCC. In addition, the diagnostic value of SEMA6D was confirmed using data from two Gene Expression Omnibus ccRCC databases. The results showed that SEMA6D can be used as a predictor for ccRCC diagnosis, with an area under the curve of 0.9642. Conclusion SEMA6D may serve as a diagnostic and prognostic biomarker for ccRCC.
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15
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Ukan Ü, Delgado Lagos F, Kempf S, Günther S, Siragusa M, Fisslthaler B, Fleming I. Effect of Thrombin on the Metabolism and Function of Murine Macrophages. Cells 2022; 11:cells11101718. [PMID: 35626753 PMCID: PMC9139186 DOI: 10.3390/cells11101718] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 05/19/2022] [Accepted: 05/20/2022] [Indexed: 02/01/2023] Open
Abstract
Macrophages are plastic and heterogeneous immune cells that adapt pro- or anti-inflammatory phenotypes upon exposure to different stimuli. Even though there has been evidence supporting a crosstalk between coagulation and innate immunity, the way in which protein components of the hemostasis pathway influence macrophages remains unclear. We investigated the effect of thrombin on macrophage polarization. On the basis of gene expression and cytokine secretion, our results suggest that polarization with thrombin induces an anti-inflammatory, M2-like phenotype. In functional studies, thrombin polarization promoted oxLDL phagocytosis by macrophages, and conditioned medium from the same cells increased endothelial cell proliferation. There were, however, clear differences between the classical M2a polarization and the effects of thrombin on gene expression. Finally, the deletion and inactivation of secreted modular Ca2+-binding protein 1 (SMOC1) attenuated phagocytosis by thrombin-stimulated macrophages, a phenomenon revered by the addition of recombinant SMOC1. Manipulation of SMOC1 levels also had a pronounced impact on the expression of TGF-β-signaling-related genes. Taken together, our results show that thrombin induces an anti-inflammatory macrophage phenotype with similarities as well as differences to the classical alternatively activated M2 polarization states, highlighting the importance of tissue levels of SMOC1 in modifying thrombin-induced macrophage polarization.
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Affiliation(s)
- Ürün Ukan
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
| | - Fredy Delgado Lagos
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
| | - Sebastian Kempf
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
| | - Stefan Günther
- Bioinformatics and Deep Sequencing Platform, Max Planck Institute for Heart and Lung Research, 61231 Bad Nauheim, Germany;
| | - Mauro Siragusa
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
| | - Beate Fisslthaler
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
| | - Ingrid Fleming
- Institute for Vascular Signalling, Centre for Molecular Medicine, Goethe University, 60596 Frankfurt am Main, Germany; (Ü.U.); (F.D.L.); (S.K.); (M.S.); (B.F.)
- German Center of Cardiovascular Research (DZHK), Partner Site RheinMain, 60596 Frankfurt am Main, Germany
- CardioPulmonary Institute, Goethe University, 60596 Frankfurt am Main, Germany
- Correspondence:
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16
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Dong H, Shu X, Xu Q, Zhu C, Kaufmann AM, Zheng ZM, Albers AE, Qian X. Current Status of Human Papillomavirus-Related Head and Neck Cancer: From Viral Genome to Patient Care. Virol Sin 2021. [PMID: 34152564 DOI: 10.1007/s12250-021-00413-8/figures/2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2023] Open
Abstract
Human papillomavirus (HPV) infection identified as a definitive human carcinogen is increasingly being recognized for its role in carcinogenesis of human cancers. Up to 38%-80% of head and neck squamous cell carcinoma (HNSCC) in oropharyngeal location (OPSCC) and nearly all cervical cancers contain the HPV genome which is implicated in causing cancer through its oncoproteins E6 and E7. Given by the biologically distinct HPV-related OPSCC and a more favorable prognosis compared to HPV-negative tumors, clinical trials on de-escalation treatment strategies for these patients have been studied. It is therefore raised the questions for the patient stratification if treatment de-escalation is feasible. Moreover, understanding the crosstalk of HPV-mediated malignancy and immunity with clinical insights from the proportional response rate to immune checkpoint blockade treatments in patients with HNSCC is of importance to substantially improve the treatment efficacy. This review discusses the biology of HPV-related HNSCC as well as successful clinically findings with promising candidates in the pipeline for future directions. With the advent of various sequencing technologies, further biomolecules associated with HPV-related HNSCC progression are currently being identified to be used as potential biomarkers or targets for clinical decisions throughout the continuum of cancer care.
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Affiliation(s)
- Haoru Dong
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Xinhua Shu
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Qiang Xu
- Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Chen Zhu
- Department of Cancer Prevention, Cancer Hospital University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Andreas M Kaufmann
- Clinic for Gynecology, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität Zu Berlin, Berlin, 12203, Germany
| | - Zhi-Ming Zheng
- Tumor Virus RNA Biology Section, HIV Dynamics and Replication Program, National Cancer Institute, National Institutes of Health, Frederick, MD, 21702, USA
| | - Andreas E Albers
- Department of Otolaryngology, Head and Neck Surgery, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität Zu Berlin, Berlin, 13353, Germany
| | - Xu Qian
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
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17
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Analysis of potential genetic biomarkers and molecular mechanism of smoking-related postmenopausal osteoporosis using weighted gene co-expression network analysis and machine learning. PLoS One 2021; 16:e0257343. [PMID: 34555052 PMCID: PMC8459994 DOI: 10.1371/journal.pone.0257343] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 08/29/2021] [Indexed: 12/25/2022] Open
Abstract
OBJECTIVES Smoking is a significant independent risk factor for postmenopausal osteoporosis, leading to genome variations in postmenopausal smokers. This study investigates potential biomarkers and molecular mechanisms of smoking-related postmenopausal osteoporosis (SRPO). MATERIALS AND METHODS The GSE13850 microarray dataset was downloaded from Gene Expression Omnibus (GEO). Gene modules associated with SRPO were identified using weighted gene co-expression network analysis (WGCNA), protein-protein interaction (PPI) analysis, and pathway and functional enrichment analyses. Feature genes were selected using two machine learning methods: support vector machine-recursive feature elimination (SVM-RFE) and random forest (RF). The diagnostic efficiency of the selected genes was assessed by gene expression analysis and receiver operating characteristic curve. RESULTS Eight highly conserved modules were detected in the WGCNA network, and the genes in the module that was strongly correlated with SRPO were used for constructing the PPI network. A total of 113 hub genes were identified in the core network using topological network analysis. Enrichment analysis results showed that hub genes were closely associated with the regulation of RNA transcription and translation, ATPase activity, and immune-related signaling. Six genes (HNRNPC, PFDN2, PSMC5, RPS16, TCEB2, and UBE2V2) were selected as genetic biomarkers for SRPO by integrating the feature selection of SVM-RFE and RF. CONCLUSION The present study identified potential genetic biomarkers and provided a novel insight into the underlying molecular mechanism of SRPO.
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Hua ZD, Liu XB, Sheng JH, Li C, Li P, Cai XQ, Han ZQ. UBE2V2 Positively Correlates With PD-L1 Expression and Confers Poor Patient Survival in Lung Adenocarcinoma. Appl Immunohistochem Mol Morphol 2021; 29:585-591. [PMID: 33734107 DOI: 10.1097/pai.0000000000000928] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 02/08/2021] [Indexed: 01/11/2023]
Abstract
This research aims to explore the diagnostic and prognostic value of ubiquitin-conjugating enzyme E2 variant 2 (UBE2V2) in lung adenocarcinoma (LUAD). The expression of UBE2V2 in clinical specimens was evaluated by bioinformatics analyses and immunohistochemistry. Bioinformatics analyses relying on the The Cancer Genome Atlas (TCGA) database suggested the elevated UBE2V2 mRNA levels in LUAD in comparison to adjacent normal tissues. Gene set enrichment analyses and gene ontology term enrichment analyses further showed the involvement of UBE2V2 in the modulation of cell cycle and immune associated signaling. The correlation analyses in TCGA LUAD data set revealed the positive correlation between UBE2V2 and CCNE1, CCNE2, CCNA2, CCNB1, CCNB2, cyclin-dependent kinase (CDK)2, CDK4, and CDK1 at the mRNA level. Moreover, UBE2V2 mRNA levels were positively correlated with PD-L1 mRNA levels, the T classification, and poor survival of LUAD patients, and were negatively correlated with type II interferon response. Consistent with the results obtained from TCGA data mining, immunohistochemistry demonstrated that UBE2V2 protein levels were upregulated in LUAD in comparison to normal tissues and were positively associated with T classification. Intriguingly, a positive correlation between UBE2V2 protein levels and PD-L1 expression was also elucidated in clinical samples. Besides, UBE2V2 expression indicated a poor prognosis in LUAD patients. Our study found that UBE2V2 was identified as an independent prognostic indicator for LUAD and might serve as an alternative target for LUAD treatment.
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Affiliation(s)
- Zhi-Dan Hua
- Department of Respiratory and Critical Care Medicine, People's Hospital of Quzhou, Quzhou, Zhejiang, China
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Causes and Consequences of HPV Integration in Head and Neck Squamous Cell Carcinomas: State of the Art. Cancers (Basel) 2021; 13:cancers13164089. [PMID: 34439243 PMCID: PMC8394665 DOI: 10.3390/cancers13164089] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 08/10/2021] [Accepted: 08/11/2021] [Indexed: 12/29/2022] Open
Abstract
A constantly increasing incidence in high-risk Human Papillomaviruses (HPV)s driven head and neck squamous cell carcinomas (HNSCC)s, especially of oropharyngeal origin, is being observed. During persistent infections, viral DNA integration into the host genome may occur. Studies are examining if the physical status of the virus (episomal vs. integration) affects carcinogenesis and eventually has further-reaching consequences on disease progression and outcome. Here, we review the literature of the most recent five years focusing on the impact of HPV integration in HNSCCs, covering aspects of detection techniques used (from PCR up to NGS approaches), integration loci identified, and associations with genomic and clinical data. The consequences of HPV integration in the human genome, including the methylation status and deregulation of genes involved in cell signaling pathways, immune evasion, and response to therapy, are also summarized.
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20
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Detection of Human Papillomavirus Integration in Brain Metastases from Oropharyngeal Tumors by Targeted Sequencing. Viruses 2021; 13:v13081536. [PMID: 34452401 PMCID: PMC8402651 DOI: 10.3390/v13081536] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 07/22/2021] [Accepted: 07/28/2021] [Indexed: 12/11/2022] Open
Abstract
Human papillomavirus (HPV) positive and negative head and neck squamous cell carcinoma (HNSCC) are known to have differential phenotypes, including the incidence and location of metastases. HPV positive (HPV+) HNSCC are more likely to metastasize to distant sites, such as the lung, brain, and skin. Among these locations, metastasis to the brain is a rare event, and little is known about specific risk factors for this phenotype. In this report, we describe two patients who developed brain metastases from HNSCC. Both patient tumors had p16INK4a overexpression, suggesting these tumors were HPV+. This was confirmed after PCR, in situ hybridization, and mass spectrometry detected the presence of HPV type 16 (HPV16) DNA, RNA and protein. To further characterize the presence of HPV16, we used a target enrichment strategy on tumor DNA and RNA to isolate the viral sequences from the brain metastases. Analysis by targeted next generation sequencing revealed that both tumors had the HPV genome integrated into the host genome at known hotspots, 8q24.21 and 14q24.1. Applying a similar target enrichment strategy to a larger cohort of HPV+ HNSCC brain metastases could help to identify biomarkers that can predict metastasis and/or identify novel therapeutic options.
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21
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Pinatti LM, Gu W, Wang Y, Elhossiny A, Bhangale AD, Brummel CV, Carey TE, Mills RE, Brenner JC. SearcHPV: A novel approach to identify and assemble human papillomavirus-host genomic integration events in cancer. Cancer 2021; 127:3531-3540. [PMID: 34160069 DOI: 10.1002/cncr.33691] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 04/15/2021] [Accepted: 05/03/2021] [Indexed: 12/20/2022]
Abstract
BACKGROUND Human papillomavirus (HPV) is a well-established driver of malignant transformation at a number of sites, including head and neck, cervical, vulvar, anorectal, and penile squamous cell carcinomas; however, the impact of HPV integration into the host human genome on this process remains largely unresolved. This is due to the technical challenge of identifying HPV integration sites, which includes limitations of existing informatics approaches to discovering viral-host breakpoints from low-read-coverage sequencing data. METHODS To overcome this limitation, the authors developed SearcHPV, a new HPV detection pipeline based on targeted capture technology, and applied the algorithm to targeted capture data. They performed an integrated analysis of SearcHPV-defined breakpoints with genome-wide linked-read sequencing to identify potential HPV-related structural variations. RESULTS Through an analysis of HPV+ models, the authors showed that SearcHPV detected HPV-host integration sites with a higher sensitivity and specificity than 2 other commonly used HPV detection callers. SearcHPV uncovered HPV integration sites adjacent to known cancer-related genes, including TP63, MYC, and TRAF2, and near regions of large structural variation. The authors further validated the junction contig assembly feature of SearcHPV, which helped to accurately identify viral-host junction breakpoint sequences. They found that viral integration occurred through a variety of DNA repair mechanisms, including nonhomologous end joining, alternative end joining, and microhomology-mediated repair. CONCLUSIONS In summary, SearcHPV is a new optimized tool for the accurate detection of HPV-human integration sites from targeted capture DNA sequencing data.
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Affiliation(s)
- Lisa M Pinatti
- Cancer Biology Program, Program in the Biomedical Sciences, Rackham Graduate School, University of Michigan, Ann Arbor, Michigan.,Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Wenjin Gu
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Yifan Wang
- Department of Human Genetics, University of Michigan, Ann Arbor, Michigan
| | - Ahmed Elhossiny
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Apurva D Bhangale
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Collin V Brummel
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Thomas E Carey
- Cancer Biology Program, Program in the Biomedical Sciences, Rackham Graduate School, University of Michigan, Ann Arbor, Michigan.,Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, Michigan Medicine, Ann Arbor, Michigan.,Department of Pharmacology, University of Michigan, Ann Arbor, Michigan
| | - Ryan E Mills
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan.,Department of Human Genetics, University of Michigan, Ann Arbor, Michigan
| | - J Chad Brenner
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, Michigan Medicine, Ann Arbor, Michigan.,Department of Pharmacology, University of Michigan, Ann Arbor, Michigan
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22
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Dong H, Shu X, Xu Q, Zhu C, Kaufmann AM, Zheng ZM, Albers AE, Qian X. Current Status of Human Papillomavirus-Related Head and Neck Cancer: From Viral Genome to Patient Care. Virol Sin 2021; 36:1284-1302. [PMID: 34152564 PMCID: PMC8692589 DOI: 10.1007/s12250-021-00413-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 05/18/2021] [Indexed: 12/24/2022] Open
Abstract
Human papillomavirus (HPV) infection identified as a definitive human carcinogen is increasingly being recognized for its role in carcinogenesis of human cancers. Up to 38%–80% of head and neck squamous cell carcinoma (HNSCC) in oropharyngeal location (OPSCC) and nearly all cervical cancers contain the HPV genome which is implicated in causing cancer through its oncoproteins E6 and E7. Given by the biologically distinct HPV-related OPSCC and a more favorable prognosis compared to HPV-negative tumors, clinical trials on de-escalation treatment strategies for these patients have been studied. It is therefore raised the questions for the patient stratification if treatment de-escalation is feasible. Moreover, understanding the crosstalk of HPV-mediated malignancy and immunity with clinical insights from the proportional response rate to immune checkpoint blockade treatments in patients with HNSCC is of importance to substantially improve the treatment efficacy. This review discusses the biology of HPV-related HNSCC as well as successful clinically findings with promising candidates in the pipeline for future directions. With the advent of various sequencing technologies, further biomolecules associated with HPV-related HNSCC progression are currently being identified to be used as potential biomarkers or targets for clinical decisions throughout the continuum of cancer care.
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Affiliation(s)
- Haoru Dong
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Xinhua Shu
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Qiang Xu
- Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Chen Zhu
- Department of Cancer Prevention, Cancer Hospital University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Andreas M Kaufmann
- Clinic for Gynecology, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität Zu Berlin, Berlin, 12203, Germany
| | - Zhi-Ming Zheng
- Tumor Virus RNA Biology Section, HIV Dynamics and Replication Program, National Cancer Institute, National Institutes of Health, Frederick, MD, 21702, USA
| | - Andreas E Albers
- Department of Otolaryngology, Head and Neck Surgery, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität Zu Berlin, Berlin, 13353, Germany
| | - Xu Qian
- Department of Clinical Laboratory, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
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23
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Pinatti LM, Sinha HN, Brummel CV, Goudsmit CM, Geddes TJ, Wilson GD, Akervall JA, Brenner CJ, Walline HM, Carey TE. Association of human papillomavirus integration with better patient outcomes in oropharyngeal squamous cell carcinoma. Head Neck 2020; 43:544-557. [PMID: 33073473 DOI: 10.1002/hed.26501] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Revised: 09/04/2020] [Accepted: 09/24/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND The molecular drivers of human papillomavirus-related head and neck squamous cell carcinoma (HPV + HNSCC) are not entirely understood. This study evaluated the relationship between HPV integration, expression of E6/E7, and patient outcomes in p16+ HNSCCs. METHODS HPV type was determined by HPV PCR-MassArray, and integration was called using detection of integrated papillomavirus sequences polymerase chain reaction (PCR). We investigated whether fusion transcripts were produced by reverse transcriptase polymerase chain reaction (RT-PCR). E6/E7 expression was assessed by quantitative RT-PCR. We assessed if there was a relationship between integration and E6/E7 expression, clinical variables, or patient outcomes. RESULTS Most samples demonstrated HPV integration, which sometimes resulted in a fusion transcript. HPV integration was positively correlated with age at diagnosis and E6/E7 expression. There was a significant difference in survival between patients with vs without integration. CONCLUSIONS Contrary to previous reports, HPV integration was associated with improved patient survival. Therefore, HPV integration may act as a molecular marker of good prognosis.
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Affiliation(s)
- Lisa M Pinatti
- Cancer Biology Program, Program in the Biomedical Sciences, Rackham Graduate School, University of Michigan, Ann Arbor, Michigan, USA.,Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Hana N Sinha
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Collin V Brummel
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Christine M Goudsmit
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | | | - George D Wilson
- Beaumont BioBank, Beaumont Hospital, Royal Oak, Michigan, USA.,Department of Radiation Oncology, Beaumont Hospital, Royal Oak, Michigan, USA
| | - Jan A Akervall
- Beaumont BioBank, Beaumont Hospital, Royal Oak, Michigan, USA.,Department of Otolaryngology, Saint Joseph Mercy Hospital, Ypsilanti, Michigan, USA
| | - Chad J Brenner
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Heather M Walline
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Thomas E Carey
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, USA
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24
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Pinatti LM, Walline HM, Carey TE, Klussmann JP, Huebbers CU. Viral Integration Analysis Reveals Likely Common Clonal Origin of Bilateral HPV16-Positive, p16-Positive Tonsil Tumors. ACTA ACUST UNITED AC 2020; 4:680-696. [PMID: 32954225 PMCID: PMC7497862 DOI: 10.26502/acmcr.96550248] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Infections with high-risk human papilloma viruses (HPV) are responsible for a significant number of oropharyngeal squamous cell carcinoma (OPSCC), with infection rates currently rising at epidemic rates in the western world. Synchronous bilateral HPV+ tumors of both tonsils are a very rare event whose understanding, however, could provide important insights into virus-driven tumor development and progression and whether such integration events are of clonal origin. In this study we analyzed a single case of a bilateral tonsillar p16+ HPV+OPSCC. The viral integration status of the various tumor samples was determined by integration-specific PCR methods and sequencing, which identified viral insertion sites and affected host genes. Integration events were further confirmed by transcript analysis. Analysis of the tumors revealed common viral integration events involving the CD36 gene, as well as a unique event in the LAMA3 gene which resulted in loss of LAMA3 exon one in both tissues that had lost the complex viral LAMA3 integration event. In addition, there were several integration events into intergenic regions. This suggests a common origin but individual evolution of the tumors, supporting the single-clone hypothesis of bilateral tumor development. This hypothesis is further supported by the fact that the two cellular genes LAMA3 and CD36 as targets of viral integration are involved in cell migration and ECM-receptor interactions, which provides a possible mechanism for clonal migration from one tonsil to another.
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Affiliation(s)
- Lisa M. Pinatti
- Cancer Biology Program, Program in the Biomedical Sciences, Rackham Graduate School, University of Michigan, Ann Arbor, MI, USA
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Heather M. Walline
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Thomas E. Carey
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Jens Peter Klussmann
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
| | - Christian U. Huebbers
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
- Jean-Uhrmacher-Institute for Otorhinolaryngological Research, University of Cologne, Cologne, Germany
- Corresponding Author: Dr. Christian U. Huebbers, Jean-Uhrmacher-Institute for Otorhinolaryngological Research, University of Cologne, Cologne, Germany, Tel: +49221478-97017; Fax +4922147897010;
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25
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Yang W, Liu Y, Dong R, Liu J, Lang J, Yang J, Wang W, Li J, Meng B, Tian G. Accurate Detection of HPV Integration Sites in Cervical Cancer Samples Using the Nanopore MinION Sequencer Without Error Correction. Front Genet 2020; 11:660. [PMID: 32714374 PMCID: PMC7344299 DOI: 10.3389/fgene.2020.00660] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Accepted: 05/29/2020] [Indexed: 12/14/2022] Open
Abstract
During the carcinogenesis of cervical cancer, the DNA of human papillomavirus (HPV) is frequently integrated into the human genome, which might be a biomarker for the early diagnosis of cervical cancer. Although the detection sensitivity of virus infection status increased significantly through the Illumina sequencing platform, there were still disadvantages remain for further improvement, including the detection accuracy and the complex integrated genome structure identification, etc. Nanopore sequencing has been proven to be a fast yet accurate technique of detecting pathogens in clinical samples with significant longer sequencing length. However, the identification of virus integration sites, especially HPV integration sites was seldom carried out by using nanopore platform. In this study, we evaluated the feasibility of identifying HPV integration sites by nanopore sequencer. Specifically, we re-sequenced the integration sites of a previously published sample by both nanopore and Illumina sequencing. After analyzing the results, three points of conclusions were drawn: first, 13 out of 19 previously published integration sites were found from all three datasets (i.e., nanopore, Illumina, and the published data), indicating a high overlap rate and comparability among the three platforms; second, our pipeline of nanopore and Illumina data identified 66 unique integration sites compared with previous published paper with 13 of them being verified by Sanger sequencing, indicating the higher integration sites detection sensitivity of our results compared with published data; third, we established a pipeline which could be used in HPV integration site detection by nanopore sequencing data without doing error correction analysis. In summary, a new nanopore data analysis method was tested and proved to be reliable in integration sites detection compared with methods of existing Illumina data analysis pipeline with less sequencing data required. It provides a solid evidence and tool to support the potential application of nanopore in virus status identification.
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Affiliation(s)
| | - Ying Liu
- Laboratory of Genetics, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University Cancer Hospital and Institute, Beijing, China
| | - Ruyi Dong
- Geneis (Beijing) Co., Ltd., Beijing, China
| | - Jia Liu
- Geneis (Beijing) Co., Ltd., Beijing, China
| | | | | | | | - Jingjing Li
- The Precision Medicine Centre of Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Bo Meng
- Geneis (Beijing) Co., Ltd., Beijing, China
| | - Geng Tian
- Geneis (Beijing) Co., Ltd., Beijing, China
- School of Computer Science, Hunan University of Technology, Zhuzhou, China
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26
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Characteristics of head and neck squamous cell carcinoma cell Lines reflect human tumor biology independent of primary etiologies and HPV status. Transl Oncol 2020; 13:100808. [PMID: 32574978 PMCID: PMC7317296 DOI: 10.1016/j.tranon.2020.100808] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 05/15/2020] [Accepted: 05/26/2020] [Indexed: 12/11/2022] Open
Abstract
Explanations for the differences in clinical outcomes in head and neck squamous cell carcinomas (HNSCCs) when compared by similar tumor location, stage, nodal status, human papillomavirus (HPV) status, and patient history remain elusive. Cell lines are an excellent tool of study for understanding the in vitro properties of cancers. However, HNSCC cell lines from progression-free and/or HPV-positive tumors are very rare. Here we studied HPV-positive and HPV-negative University of Michigan squamous cell carcinoma cell lines (2 HPV−, 2 HPV16+, 1 HPV18+) coming from donors with nonoropharyngeal sites and variant clinical outcomes. Cell morphology and proliferation were assessed, and immunofluorescence and Western blotting evaluated tumor biomarkers (TP53, RB1, p16, HPV E6 and E7, EGFR, Cyclin D1, Ki-67, and beta-catenin). Slow in vitro proliferation, long lag phase before exponential proliferation, lower maximal cell density, and higher wild-type TP53 expression were common to cell lines from patients who experienced long-term disease-free survival. In contrast, shorter lag phases, rapid proliferation, and high maximal cell density were observed in cell lines from patients who experienced aggressive tumor progression leading to death. Membrane-bound beta-catenin was present in all cell lines, but nuclear beta-catenin was associated with the more lethal cancers. In summary, the HNSCC cell lines present key characteristics, independent of primary etiologies and HPV infection, that mirror the behavior of the tumors from which they were derived.
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27
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Díaz-Moreno N, Osorio JC, García-Perdomo HA, Castillo A. In silico analysis of genomic variables associated to HPV16 integration sites. INFECTIO 2020. [DOI: 10.22354/in.v24i2.836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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28
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Cheng Y, Duan C, Zhang C. New perspective on SH2B1: An accelerator of cancer progression. Biomed Pharmacother 2019; 121:109651. [PMID: 31739166 DOI: 10.1016/j.biopha.2019.109651] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Revised: 10/22/2019] [Accepted: 11/06/2019] [Indexed: 02/06/2023] Open
Abstract
SH2B1 is well-known as an adaptor protein, and deletion of SH2B1 results in severe obesity and both leptin and insulin resistance. Some studies have revealed that SH2B1 is involved in the progression of lung cancer, esophageal cancer, gastric cancer, oropharyngeal cancer, and so on. Biological function experiments have proven that SH2B1 can regulate cellular morphology, motility and adhesion by modifying the actin cytoskeletal reorganization, and it can promote cell mitogenesis, transformation, survival and differentiation via different signal pathways by enhancing the kinase activity of several receptor tyrosine kinases. In addition, SH2B1 is an obesity-related gene, and epidemiological surveys suggest a complex relationship between obesity and cancer. Therefore, what is the relationship between SH2B1 and cancer? Herein, we attempt to provide a mini overview of the roles of SH2B1 in cancer.
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Affiliation(s)
- Yuanda Cheng
- Department of Thoracic Surgery, Xiangya Hospital, Central South University, Xiangya Road 87th, Changsha, 410008, Hunan, PR China
| | - Chaojun Duan
- Institute of Medical Sciences, Key Laboratory of Cancer Proteomics of Chinese Ministry of Health, Xiangya Hospital, Central South University, Xiangya Road 87th, Changsha, 410008, Hunan, PR China.
| | - Chunfang Zhang
- Department of Thoracic Surgery, Xiangya Hospital, Central South University, Xiangya Road 87th, Changsha, 410008, Hunan, PR China.
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29
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Figueiredo MC, Justino MC, Delmonico L, Silvestre RT, de Castro TL, dos Santos Moreira A, Macedo JMB, da Costa Carvalho MDG, Scherrer L, de Medeiros Lima DJM, Alves G, Ornellas MH. Prevalence and clinical implications of low-risk human papillomavirus among patients with recurrent respiratory papillomatosis in Rio de Janeiro, Brazil. Auris Nasus Larynx 2019; 46:570-575. [DOI: 10.1016/j.anl.2018.11.014] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Revised: 10/30/2018] [Accepted: 11/26/2018] [Indexed: 10/27/2022]
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30
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Artaza-Irigaray C, Molina-Pineda A, Aguilar-Lemarroy A, Ortiz-Lazareno P, Limón-Toledo LP, Pereira-Suárez AL, Rojo-Contreras W, Jave-Suárez LF. E6/E7 and E6 * From HPV16 and HPV18 Upregulate IL-6 Expression Independently of p53 in Keratinocytes. Front Immunol 2019; 10:1676. [PMID: 31396215 PMCID: PMC6664019 DOI: 10.3389/fimmu.2019.01676] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 07/04/2019] [Indexed: 12/24/2022] Open
Abstract
Keratinocyte infection with high-risk human papillomavirus genotypes has been linked to cancer development. In cervix, the alpha HPV16 and HPV18 have been reported as the mayor causative agents of cervical cancer. Oncogenic progression and chronic inflammation are closely related processes, with IL-6 as one of the main pro-inflammatory cytokines involved. However, there are limited studies about the regulation of IL-6 by low and high risk HPVs and the HPV proteins implicated in this modulation. In this work, we report the overexpression of IL-6 in HPV infected cervical cancer derived cell lines (HeLa and SiHa) compared to non-tumorigenic keratinocytes (HaCaT), and in Cervical Intraepithelial Neoplasia grade 1 HPV16 and HPV18 positive cervical samples compared to HPV negative samples without lesions. Moreover, we generated HaCaT keratinocytes that express E5, E6, and E7 from high risk (16 or 18) or low risk (62 and 84) HPVs. E5 proteins do not modify IL-6 expression, while E7 modestly increase it. Interestingly, E6 proteins in HaCaT cells upregulate IL-6 mRNA expression and protein secretion. Indeed, in HaCaT cells that express high risk HPV16E6 or HPV18E6 proteins, only the truncated E6* isoforms were expressed, showing the stronger IL-6 overexpression, while in HaCaT cells that express low risk HPV62 and HPV84 full length E6 proteins, IL-6 was also upregulated but not so drastically. Since HaCaT cells have a mutated p53 form that is not degraded by the introduction of E6 or E6/E7, it seems that E6/E7 regulate IL-6 by an additional mechanism independent of p53. In addition, basal keratinocytes showed a strong expression of IL-6R using immunohistochemistry, suggesting an autocrine mechanism over proliferative cells. Altogether, IL-6 cytokine expression in keratinocytes is upregulated by E6 and E7 proteins from HPVs 16, 18, 62, and 84, especially by high risk HPV16 and HPV18 E6*, which may contribute to promote a pro-inflammatory and highly proliferative microenvironment that can persist over time and lead to cervical tumorigenesis.
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Affiliation(s)
- Cristina Artaza-Irigaray
- Centro de Investigación Biomédica de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico
| | - Andrea Molina-Pineda
- Centro de Investigación Biomédica de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico.,Programa de Doctorado en Ciencias Biomédicas, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara, Mexico
| | - Adriana Aguilar-Lemarroy
- Centro de Investigación Biomédica de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico
| | - Pablo Ortiz-Lazareno
- Centro de Investigación Biomédica de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico
| | - Laura P Limón-Toledo
- Centro Médico Nacional de Occidente, Instituto Mexicano del Seguro Social, Hospital de Ginecología y Obstetricia, Guadalajara, Mexico
| | - Ana L Pereira-Suárez
- Departamento de Fisiología, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara, Mexico
| | | | - Luis F Jave-Suárez
- Centro de Investigación Biomédica de Occidente, Instituto Mexicano del Seguro Social, Guadalajara, Mexico
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31
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A novel role for NFIA in restoring radiosensitivity in radioresistant NSCLC cells by downregulating the AKT and ERK pathways. Biochem Biophys Res Commun 2019; 515:558-564. [PMID: 31178144 DOI: 10.1016/j.bbrc.2019.06.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Accepted: 06/02/2019] [Indexed: 12/27/2022]
Abstract
Radioresistance remains the most challenging issue leading to radiotherapy failure in the treatment of non-small cell lung cancer (NSCLC). The nuclear factor IA (NFIA) is associated with tumor response to treatments in many cancers, but its role in NSCLC radioresistance remains unclear. Here, we established two radioresistant NSCLC cell lines, H226R and H460R, by dose-gradient irradiation to investigate the function of NFIA in NSCLC radioresistance. The results showed a dramatically reduced expression of NFIA in radioresistant cells accompanied with elevated phosphorylation of AKT and ERK, when compared with their parental cells. Overexpression of NFIA restored the sensitivity of radioresistant cells to radiation through increased ionizing radiation (IR)-induced apoptosis and DNA damage by downregulating p-AKT and p-ERK, whereas knockdown of NFIA promoted radioresistance of the parental cells. Our findings suggested that NFIA enhanced cell radiosensitivity by downregulating p-AKT and p-ERK in NSCLC. Our study fills a gap in the field of NFIA and radioresistance, and establishes a mechanistic foundation to improve radiotherapy efficiency in NSCLC patients.
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Jiang Y, Zhu C, He D, Gao Q, Tian X, Ma X, Wu J, Das BC, Severinov K, Hitzeroth II, Debata PR, Liu R, Zou L, Shi L, Xu H, Wang K, Bao Y, Ka-Kit LR, You Z, Cui Z, Hu Z. Cytological Immunostaining of HMGA2, LRP1B, and TP63 as Potential Biomarkers for Triaging Human Papillomavirus-Positive Women. Transl Oncol 2019; 12:959-967. [PMID: 31102921 PMCID: PMC6525307 DOI: 10.1016/j.tranon.2019.04.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2019] [Revised: 04/16/2019] [Accepted: 04/16/2019] [Indexed: 01/17/2023] Open
Abstract
Background: Since human papillomavirus (HPV) DNA testing has been promoted as primary screening strategy, the triage method has also evolved from morphological testing to a molecular biomarker detection to improve screening efficiency. In this study, we investigated the performance of three HPV integration hot-spots, HMGA2, LRP1B, and TP63, as potential triage markers in HPV screening tests. Materials and Methods: This cross-sectional study was conducted from November 2016 to December 2017 in the First Affiliated Hospital of Sun Yat-sen University. Immunocytochemistry was carried out using residual cervical cell samples from 121 HPV-positive cases (23 normal, 24 cervical intraepithelial neoplasia (CIN) 1, and 74 CIN2+). Results: Of the 121 cases, 77 showed completely paired for the three biomarkers. In these 77 cases, receiver operating characteristic (ROC) analysis of HMGA2 showed the best potential for detecting CIN2+ among HPV+ cases (sensitivity 70%; specificity 91.89%; AUC 0.839). TP63 was second most effective biomarker (AUC 0.838; sensitivity 80%; specificity 81.08%). In contrast, LRP1B had the smallest AUC (0.801) among the three biomarkers but had the highest sensitivity (90%) and specificity (56.76%). To test the triage value of combining the three biomarkers, logistic regression was conducted followed by ROC comparison analysis. Promisingly, the combination of the three biomarkers gave the largest AUC of 0.951 with 92.5% sensitivity and 89.1% specificity (P < .0001 compared to liquid-based cytology test by Z-test). Conclusions: A combination of HMGA2, LRP1B, and TP63 as potential biomarkers may be useful for screening during triage of HPV-positive patients, particularly for detecting CIN2 + .
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Affiliation(s)
- Yunhui Jiang
- Department of Pathology, Jingmen No.2 People's Hospital/Institute for Cancer Prevention and Treatment,Jingchu University of Technology, Jingmen, Hubei Province, 448000, China.
| | - Chengyi Zhu
- Department of Obstetrics & Gynecology, Dongfeng Hospital, Hubei University of Medicine, Shiyan, Hubei Province, 442008, China.
| | - Dan He
- Department of Neurology, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan 2(nd) Road, Yuexiu, Guangzhou, Guangdong Province, 510080, China.
| | - Qinglei Gao
- Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430030, China.
| | - Xun Tian
- Central Hospital of Wuhan City, Huazhong University of Science and Technology, PR China.
| | - Xin Ma
- Department of Urology, The General Hospital of the People's Liberation Army, Beijing, China.
| | - Jun Wu
- School of Biomedical Engineering, Sun Yat-sen University, Guangzhou, Guangdong Province, China.
| | - Bhudev C Das
- Amity Institute of Molecular Medicine & Stem Cell Research, Amity University Uttar Pradesh, Sector-125, Noida, India.
| | - Konstantin Severinov
- Skolkovo Institute of Science and Technology, 100 Novaya str., Skolkovo, Moscow Region, Russia.
| | - Inga Isabel Hitzeroth
- E. Rybicki's Biopharming Research Unit. 11 Clifford Avenue, Vredehoek, 8001, Cape Town, South Africa.
| | | | - Rong Liu
- Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430030, China.
| | - Liang Zou
- Jingmen No.2 People's Hospital, Jingmen, Hubei Province, China..
| | - Long Shi
- Jingmen No.2 People's Hospital, Jingmen, Hubei Province, China..
| | - Hua Xu
- Jingmen No.2 People's Hospital, Jingmen, Hubei Province, China..
| | - Kaixiu Wang
- Jingmen No.2 People's Hospital, Jingmen, Hubei Province, China..
| | | | - Leung Ross Ka-Kit
- School of Public Health, The University of Hong Kong, Hong Kong, SAR, Dongguan Maternal and Child Hospital.
| | - Zeshan You
- Department of Obstetrics and Gynecology, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan 2nd Road, Yuexiu, Guangzhou, Guangdong Province, 510080, China.
| | - Zifeng Cui
- Department of Obstetrics and Gynecology, Precision Medicine Institute, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan 2nd Road, Yuexiu, Guangzhou, Guangdong Province, 510080, China.
| | - Zheng Hu
- Department of Obstetrics and Gynecology, Precision Medicine Institute, The First Affiliated Hospital of Sun Yat-sen University, Zhongshan 2nd Road, Yuexiu, Guangzhou, Guangdong Province, 510080, China; Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430030, China.
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Reder H, Wagner S, Gamerdinger U, Sandmann S, Wuerdemann N, Braeuninger A, Dugas M, Gattenloehner S, Klussmann JP, Wittekindt C. Genetic alterations in human papillomavirus-associated oropharyngeal squamous cell carcinoma of patients with treatment failure. Oral Oncol 2019; 93:59-65. [PMID: 31109697 DOI: 10.1016/j.oraloncology.2019.04.013] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 04/15/2019] [Accepted: 04/22/2019] [Indexed: 01/15/2023]
Abstract
OBJECTIVES Despite improved survival rates of patients with HPV-associated OPSCC, a subset has distant metastasis or develops local recurrence during follow-up. To investigate potential underlying genetic alterations, we analyzed patients with HPV-driven OPSCC who suffered from recurrence in comparison to matching pairs with successful tumor control. MATERIALS AND METHODS We performed chromosomal copy number analyses and targeted next generation sequencing using a custom panel comprising genes that are frequently mutated in HPV-associated OPSCC. RESULTS Specific differences regarding chromosomal aberrations were not observed between both groups. In HPV-driven OPSCC from patients with recurrence we found higher mutation rates compared to patients with successful tumor control. Especially mutation rates of HRAS (p ≤ 0.05) PIK3R1, STK11 and TP63 (p ≤ 0.1 each) were statistically significant or trending towards significance. The respective genes can be linked to transcription factors and signaling pathways involved in cell cycle regulation, proliferation and survival. Additionally, combinations of alterations were observed on chromosomes 16 and 19, which might also influence outcome. CONCLUSION Patients with HPV-driven OPSCC who develop recurrence or have metastasis may be defined by genetic alterations that might be responsible for poor outcome after standard therapy. This might be of importance for stratification in future de-escalation and targeted therapy.
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Affiliation(s)
- Henrike Reder
- Department of Otorhinolaryngology, Head and Neck Surgery, Justus-Liebig University Giessen, 35392 Giessen, Germany.
| | - Steffen Wagner
- Department of Otorhinolaryngology, Head and Neck Surgery, Justus-Liebig University Giessen, 35392 Giessen, Germany
| | - Ulrike Gamerdinger
- Department of Pathology, Justus-Liebig University Giessen, 35392 Giessen, Germany
| | - Sarah Sandmann
- Institute of Medical Informatics, Westphalian Wilhelms University Muenster, 48149 Muenster, Germany
| | - Nora Wuerdemann
- Department of Otorhinolaryngology, Head and Neck Surgery, Justus-Liebig University Giessen, 35392 Giessen, Germany; Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University Hospital Cologne, 50931 Cologne, Germany
| | - Andreas Braeuninger
- Department of Pathology, Justus-Liebig University Giessen, 35392 Giessen, Germany
| | - Martin Dugas
- Institute of Medical Informatics, Westphalian Wilhelms University Muenster, 48149 Muenster, Germany
| | - Stefan Gattenloehner
- Department of Pathology, Justus-Liebig University Giessen, 35392 Giessen, Germany
| | - Jens Peter Klussmann
- Department of Otorhinolaryngology, Head and Neck Surgery, Justus-Liebig University Giessen, 35392 Giessen, Germany; Department of Otorhinolaryngology, Head and Neck Surgery, Medical Faculty, University Hospital Cologne, 50931 Cologne, Germany
| | - Claus Wittekindt
- Department of Otorhinolaryngology, Head and Neck Surgery, Justus-Liebig University Giessen, 35392 Giessen, Germany
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Brant AC, Menezes AN, Felix SP, de Almeida LM, Sammeth M, Moreira MAM. Characterization of HPV integration, viral gene expression and E6E7 alternative transcripts by RNA-Seq: A descriptive study in invasive cervical cancer. Genomics 2018; 111:1853-1861. [PMID: 30552977 DOI: 10.1016/j.ygeno.2018.12.008] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Revised: 12/06/2018] [Accepted: 12/07/2018] [Indexed: 12/27/2022]
Abstract
Scarce data are available on the expression of papillomavirus genome and the frequency of alternatively spliced E6E7 mRNAs in invasive cervical cancer. We carried out a comprehensive characterization of HPV expression by RNA-Seq analysis in 22 invasive cervical cancer with HPV16 or HPV18, characterizing the presence of integrated/episomal viral DNA, the integration sites in human genome and the proportion of alternative splicing products of E6 and E7 genes. The expression patterns suggested the presence of episomal and/or integrated viral DNA, with integration detected in most tumors, frequently occurring within human genes in HPV18+ and in intergenic regions in HPV16+ tumors. Alternative splicing of E6E7 transcripts showed E6*I as the most frequent isoform for both viral types, followed by E6*II and E6/E7 (unspliced) transcripts in HPV16+, and by E6/E7 in HPV18+ tumors. Previously described E6*VI and E6*V transcript isoforms for HPV16, and E6*X for HPV18, were rare or not detected.
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Affiliation(s)
- Ayslan C Brant
- Genetics Program, Instituto Nacional de Câncer (INCA), Rio de Janeiro, Brazil; Post-Graduate Program in Genetics, Universidade Federal do Rio de Janeiro (UFRJ), Brazil
| | - Albert N Menezes
- Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, UK
| | - Shayany P Felix
- Genetics Program, Instituto Nacional de Câncer (INCA), Rio de Janeiro, Brazil
| | - Liz M de Almeida
- Department of Population Research, Instituto Nacional de Câncer (INCA), Rio de Janeiro, Brazil.
| | - Michael Sammeth
- Department of Bioinformatics, Transcriptomics and Functional Genomics, Federal University of Rio de Janeiro (UFRJ), Brazil.
| | - Miguel A M Moreira
- Genetics Program, Instituto Nacional de Câncer (INCA), Rio de Janeiro, Brazil.
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Kahue CN, Jerrell RJ, Parekh A. Expression of human papillomavirus oncoproteins E6 and E7 inhibits invadopodia activity but promotes cell migration in HPV-positive head and neck squamous cell carcinoma cells. Cancer Rep (Hoboken) 2018; 1:e1125. [PMID: 32721084 PMCID: PMC7941430 DOI: 10.1002/cnr2.1125] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 06/19/2018] [Accepted: 06/19/2018] [Indexed: 12/30/2022] Open
Abstract
Background The rapid increase in the incidence of head and neck squamous cell carcinoma (HNSCC) is caused by high‐risk human papillomavirus (HPV) infections. The HPV oncogenes E6 and E7 promote carcinogenesis by disrupting signaling pathways that control survival and proliferation. Although these cancers are often diagnosed with metastases, the mechanisms that regulate their dissemination are unknown. Aims The aim of this study was to determine whether the HPV‐16 E6 and E7 oncogenes affected the invasive and migratory properties of HNSCC cells which promote their spread and metastasis. Methods and results Invasiveness was determined using invadopodia assays which allow for quantitation of extracellular matrix (ECM) degradation by invadopodia which are proteolytic membrane protrusions that facilitate invasion. Using cell lines and genetic manipulations, we found that HPV inhibited invadopodia activity in aggressive cell lines which was mediated by the E6 and E7 oncogenes. Given these findings, we also tested whether HPV caused differences in the migratory ability of HNSCC cells using Transwell assays. In contrast to our invadopodia results, we found no correlation between HPV status and cell migration; however, blocking the expression of the E6 and E7 oncoproteins in a HPV‐positive (HPV+) HNSCC cell line resulted in decreased migration. Conclusions Our data suggest that the E6 and E7 oncoproteins are negative regulators of invadopodia activity but may promote migration in HPV+ HNSCC cells. Despite the need for ECM proteolysis to penetrate most tissues, the unique structure of the head and neck tissues in which these cancers arise may facilitate the spread of migratory cancer cells without significant proteolytic ability.
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Affiliation(s)
- Charissa N Kahue
- Department of Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Rachel J Jerrell
- Department of Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Aron Parekh
- Department of Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, USA.,Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA.,Department of Biomedical Engineering, Vanderbilt University, Nashville, TN, USA
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36
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Harbison RA, Kubik M, Konnick EQ, Zhang Q, Lee SG, Park H, Zhang J, Carlson CS, Chen C, Schwartz SM, Rodriguez CP, Duvvuri U, Méndez E. The mutational landscape of recurrent versus nonrecurrent human papillomavirus-related oropharyngeal cancer. JCI Insight 2018; 3:99327. [PMID: 30046007 DOI: 10.1172/jci.insight.99327] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2017] [Accepted: 06/14/2018] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Human papillomavirus-related (HPV-related) oropharyngeal squamous cell carcinomas (OPSCCs) have an excellent response rate to platinum-based chemoradiotherapy. Genomic differences between primary HPV-related OPSCCs that do or do not recur are unknown. Furthermore, it is unclear if HPV-related OPSCCs that recur share a genomic landscape with HPV-negative head and neck cancers (HNCs). METHODS We utilized whole exome sequencing to analyze somatic nucleotide (SNVs) and copy number variants (CNVs) among a unique set of 51 primary HPV-related OPSCCs, including 35 that did not recur and 16 that recurred. We evaluated 12 metachronous recurrent OPSCCs (7 with paired primary OPSCCs) and 33 primary HPV-unrelated oral cavity and OPSCCs. RESULTS KMT2D was the most frequently mutated gene among primary HPV-related OPSCCs (n = 51; 14%) and among metachronous recurrent OPSCCs (n = 12; 42%). Primary HPV-related OPSCCs that recurred shared a genomic landscape with primary HPV-related OPSCCs that did not recur. However, TSC2, BRIP1, NBN, and NFE2L2 mutations occurred in primary OPSCCs that recurred but not in those that did not recur. Moreover, primary HPV-related OPSCCs that recur harbor features of HPV-unrelated HNCs, notably including MAPK, JAK/STAT, and differentiation signaling pathway aberrations. Metachronous recurrent OPSCCs shared a genomic landscape with HPV-unrelated HNCs, including a high frequency of TP53, CASP8, FAT1, HLA-A, AJUBA, and NSD1 genomic alterations. CONCLUSION Overall, primary HPV-related OPSCCs that recur share a genomic landscape with nonrecurrent OPSCCs. Metachronous recurrent OPSCCs share genomic features with HPV-negative HNCs. These data aim to guide future deescalation endeavors and functional experiments. FUNDING This study is supported by the American Cancer Society (RSG TBG-123653), funding support for RAH (T32DC00018, Research Training in Otolaryngology, University of Washington), funds to EM from Seattle Translational Tumor Research (Fred Hutchinson Cancer Research Center), and center funds from the Fred Hutchinson Cancer Research Center to EM. UD is supported by the Department of Veterans Affairs, Biomedical Laboratory Research and Development (BLR&D), grant IO1-oo23456, and funds from the Pittsburgh Foundation and PNC Foundation.
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Affiliation(s)
- R Alex Harbison
- Departments of Otolaryngology, University of Washington School of Medicine, Seattle, Washington, USA.,Department of Epidemiology, University of Washington School of Public Health, Seattle, Washington, USA.,Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Mark Kubik
- Veterans Affairs Pittsburgh Health System, Pittsburgh PA
| | - Eric Q Konnick
- Department of Laboratory Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Qing Zhang
- Genomics & Bioinformatics Shared Resources, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Seok-Geun Lee
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA.,Department of Science in Korean Medicine, Kyung Hee University, Seoul, South Korea
| | - Heuijoon Park
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Jianan Zhang
- Solid Tumor Translational Research/Human Biology and
| | - Christopher S Carlson
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Chu Chen
- Departments of Otolaryngology, University of Washington School of Medicine, Seattle, Washington, USA.,Department of Epidemiology, University of Washington School of Public Health, Seattle, Washington, USA.,Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Stephen M Schwartz
- Department of Epidemiology, University of Washington School of Public Health, Seattle, Washington, USA.,Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Cristina P Rodriguez
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA.,Department of Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | | | - Eduardo Méndez
- Departments of Otolaryngology, University of Washington School of Medicine, Seattle, Washington, USA.,Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
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37
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Olmedo-Nieva L, Muñoz-Bello JO, Contreras-Paredes A, Lizano M. The Role of E6 Spliced Isoforms (E6*) in Human Papillomavirus-Induced Carcinogenesis. Viruses 2018; 10:v10010045. [PMID: 29346309 PMCID: PMC5795458 DOI: 10.3390/v10010045] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Revised: 01/12/2018] [Accepted: 01/15/2018] [Indexed: 12/13/2022] Open
Abstract
Persistent infections with High Risk Human Papillomaviruses (HR-HPVs) are the main cause of cervical cancer development. The E6 and E7 oncoproteins of HR-HPVs are derived from a polycistronic pre-mRNA transcribed from an HPV early promoter. Through alternative splicing, this pre-mRNA produces a variety of E6 spliced transcripts termed E6*. In pre-malignant lesions and HPV-related cancers, different E6/E6* transcriptional patterns have been found, although they have not been clearly associated to cancer development. Moreover, there is a controversy about the participation of E6* proteins in cancer progression. This review addresses the regulation of E6 splicing and the different functions that have been found for E6* proteins, as well as their possible role in HPV-induced carcinogenesis.
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Affiliation(s)
- Leslie Olmedo-Nieva
- Unidad de Investigación Biomédica en Cáncer, Instituto Nacional de Cancerología, México/Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Av. San Fernando No. 22, Col. Sección XVI, Tlalpan, 14080 Mexico City, Mexico.
| | - J Omar Muñoz-Bello
- Unidad de Investigación Biomédica en Cáncer, Instituto Nacional de Cancerología, México/Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Av. San Fernando No. 22, Col. Sección XVI, Tlalpan, 14080 Mexico City, Mexico.
| | - Adriana Contreras-Paredes
- Unidad de Investigación Biomédica en Cáncer, Instituto Nacional de Cancerología, México/Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Av. San Fernando No. 22, Col. Sección XVI, Tlalpan, 14080 Mexico City, Mexico.
| | - Marcela Lizano
- Unidad de Investigación Biomédica en Cáncer, Instituto Nacional de Cancerología, México/Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Av. San Fernando No. 22, Col. Sección XVI, Tlalpan, 14080 Mexico City, Mexico.
- Departamento de Medicina Genómica y Toxicología Ambiental, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, 04510 Mexico City, Mexico.
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38
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Pinatti LM, Walline HM, Carey TE. Human Papillomavirus Genome Integration and Head and Neck Cancer. J Dent Res 2017; 97:691-700. [PMID: 29227715 DOI: 10.1177/0022034517744213] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
We conducted a critical review of human papillomavirus (HPV) integration into the host genome in oral/oropharyngeal cancer, reviewed the literature for HPV-induced cancers, and obtained current data for HPV-related oral and oropharyngeal cancers. In addition, we performed studies to identify HPV integration sites and the relationship of integration to viral-host fusion transcripts and whether integration is required for HPV-associated oncogenesis. Viral integration of HPV into the host genome is not required for the viral life cycle and might not be necessary for cellular transformation, yet HPV integration is frequently reported in cervical and head and neck cancer specimens. Studies of large numbers of early cervical lesions revealed frequent viral integration into gene-poor regions of the host genome with comparatively rare integration into cellular genes, suggesting that integration is a stochastic event and that site of integration may be largely a function of chance. However, more recent studies of head and neck squamous cell carcinomas (HNSCCs) suggest that integration may represent an additional oncogenic mechanism through direct effects on cancer-related gene expression and generation of hybrid viral-host fusion transcripts. In HNSCC cell lines as well as primary tumors, integration into cancer-related genes leading to gene disruption has been reported. The studies have shown that integration-induced altered gene expression may be associated with tumor recurrence. Evidence from several studies indicates that viral integration into genic regions is accompanied by local amplification, increased expression in some cases, interruption of gene expression, and likely additional oncogenic effects. Similarly, reported examples of viral integration near microRNAs suggest that altered expression of these regulatory molecules may also contribute to oncogenesis. Future work is indicated to identify the mechanisms of these events on cancer cell behavior.
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Affiliation(s)
- L M Pinatti
- 1 Cancer Biology Program, Program in the Biomedical Sciences, Rackham Graduate School, University of Michigan, Ann Arbor, MI, USA.,2 Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
| | - H M Walline
- 2 Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
| | - T E Carey
- 2 Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
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39
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The convergent roles of the nuclear factor I transcription factors in development and cancer. Cancer Lett 2017; 410:124-138. [PMID: 28962832 DOI: 10.1016/j.canlet.2017.09.015] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Revised: 09/11/2017] [Accepted: 09/16/2017] [Indexed: 02/07/2023]
Abstract
The nuclear factor I (NFI) transcription factors play important roles during normal development and have been associated with developmental abnormalities in humans. All four family members, NFIA, NFIB, NFIC and NFIX, have a homologous DNA binding domain and function by regulating cell proliferation and differentiation via the transcriptional control of their target genes. More recently, NFI genes have also been implicated in cancer based on genomic analyses and studies of animal models in a variety of tumours across multiple organ systems. However, the association between their functions in development and in cancer is not well described. In this review, we summarise the evidence suggesting a converging role for the NFI genes in development and cancer. Our review includes all cancer types in which the NFI genes are implicated, focusing predominantly on studies demonstrating their oncogenic or tumour-suppressive potential. We conclude by presenting the challenges impeding our understanding of NFI function in cancer biology, and demonstrate how a developmental perspective may contribute towards overcoming such hurdles.
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40
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Koneva LA, Zhang Y, Virani S, Hall PB, McHugh JB, Chepeha DB, Wolf GT, Carey TE, Rozek LS, Sartor MA. HPV Integration in HNSCC Correlates with Survival Outcomes, Immune Response Signatures, and Candidate Drivers. Mol Cancer Res 2017; 16:90-102. [PMID: 28928286 DOI: 10.1158/1541-7786.mcr-17-0153] [Citation(s) in RCA: 139] [Impact Index Per Article: 19.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Revised: 07/12/2017] [Accepted: 09/15/2017] [Indexed: 12/12/2022]
Abstract
The incidence of human papillomavirus (HPV)-related oropharynx cancer has steadily increased over the past two decades and now represents a majority of oropharyngeal cancer cases. Integration of the HPV genome into the host genome is a common event during carcinogenesis that has clinically relevant effects if the viral early genes are transcribed. Understanding the impact of HPV integration on clinical outcomes of head and neck squamous cell carcinoma (HNSCC) is critical for implementing deescalated treatment approaches for HPV+ HNSCC patients. RNA sequencing (RNA-seq) data from HNSCC tumors (n = 84) were used to identify and characterize expressed integration events, which were overrepresented near known head and neck, lung, and urogenital cancer genes. Five genes were recurrent, including CD274 (PD-L1) A significant number of genes detected to have integration events were found to interact with Tp63, ETS, and/or FOX1A. Patients with no detected integration had better survival than integration-positive and HPV- patients. Furthermore, integration-negative tumors were characterized by strongly heightened signatures for immune cells, including CD4+, CD3+, regulatory, CD8+ T cells, NK cells, and B cells, compared with integration-positive tumors. Finally, genes with elevated expression in integration-negative specimens were strongly enriched with immune-related gene ontology terms, while upregulated genes in integration-positive tumors were enriched for keratinization, RNA metabolism, and translation.Implications: These findings demonstrate the clinical relevancy of expressed HPV integration, which is characterized by a change in immune response and/or aberrant expression of the integration-harboring cancer-related genes, and suggest strong natural selection for tumor cells with expressed integration events in key carcinogenic genes. Mol Cancer Res; 16(1); 90-102. ©2017 AACR.
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Affiliation(s)
- Lada A Koneva
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Yanxiao Zhang
- 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
| | - Pelle B Hall
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan
| | - Jonathan B McHugh
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Douglas B Chepeha
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Gregory T Wolf
- Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Thomas E Carey
- 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. .,Department of Otolaryngology/Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan
| | - Maureen A Sartor
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan.
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41
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Hoesli RC, Shuman AG, Bradford CR. Decision Making for Diagnosis and Management. Otolaryngol Clin North Am 2017; 50:783-792. [DOI: 10.1016/j.otc.2017.03.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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