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Seervai RNH, Cho WC, Chu EY, Marques-Piubelli ML, Ledesma DA, Richards K, Heberton MM, Nelson KC, Nagarajan P, Torres-Cabala CA, Prieto VG, Curry JL. Diverse landscape of dermatologic toxicities from small-molecule inhibitor cancer therapy. J Cutan Pathol 2021; 49:61-81. [PMID: 34622477 DOI: 10.1111/cup.14145] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 08/29/2021] [Accepted: 10/02/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND Advances in molecular biology and genetics have contributed to breakthrough treatments directed at specific pathways associated with the development of cancer. Small-molecule inhibitors (Nibs) aimed at a variety of cellular pathways have been efficacious; however, they are associated with significant dermatologic toxicities. METHODS We conducted a comprehensive review of dermatologic toxicities associated with Nibs categorized into the following five groups: (a) mitogen-activated protein kinase; (b) growth factor/multi-tyrosine kinase; (c) cell division/DNA repair; (d) signaling associated with myeloproliferative neoplasms; and (e) other signaling pathways. Prospective phase I, II, or III clinical trials, retrospective literature reviews, systematic reviews/meta-analyses, and case reviews/reports were included for analysis. RESULTS Dermatologic toxicities reviewed were associated with every class of Nibs and ranged from mild to severe or life-threatening adverse skin reactions. Inflammatory reactions manifesting as maculopapular, papulopustular/acneiform, and eczematous lesions were frequent types of dermatologic toxicities seen with Nibs. Squamous cell carcinoma with keratoacanthoma-like features was associated with a subset of Nibs. Substantial overlap in dermatologic toxicities was found between Nibs. CONCLUSIONS Dermatologic toxicities from Nibs are diverse and may overlap between classes of Nibs. Recognition of the various types of toxicities from Nibs is critical for patient care in the era of "oncodermatology/dermatopathology."
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Affiliation(s)
- Riyad N H Seervai
- Medical Scientist Training Program, Baylor College of Medicine, Houston, Texas, USA.,Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, Texas, USA.,Department of Dermatology, Baylor College of Medicine, Houston, Texas, USA
| | - Woo Cheal Cho
- Department of Pathology, Section of Dermatopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Emily Y Chu
- Department of Dermatology, The University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Mario L Marques-Piubelli
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Debora A Ledesma
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Kristen Richards
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Meghan M Heberton
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Kelly C Nelson
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Priyadharsini Nagarajan
- Department of Pathology, Section of Dermatopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Carlos A Torres-Cabala
- Department of Pathology, Section of Dermatopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Victor G Prieto
- Department of Pathology, Section of Dermatopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jonathan L Curry
- Department of Pathology, Section of Dermatopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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2
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Purdie KJ, Proby CM, Rizvi H, Griffin H, Doorbar J, Sommerlad M, Feltkamp MC, der Meijden EV, Inman GJ, South AP, Leigh IM, Harwood CA. The Role of Human Papillomaviruses and Polyomaviruses in BRAF-Inhibitor Induced Cutaneous Squamous Cell Carcinoma and Benign Squamoproliferative Lesions. Front Microbiol 2018; 9:1806. [PMID: 30154763 PMCID: PMC6102365 DOI: 10.3389/fmicb.2018.01806] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 07/18/2018] [Indexed: 12/19/2022] Open
Abstract
Background: Human papillomavirus (HPV) has long been proposed as a cofactor in the pathogenesis of cutaneous squamous cell carcinoma (cSCC). More recently, the striking clinico-pathological features of cSCCs that complicate treatment of metastatic melanoma with inhibitors targeting BRAF mutations (BRAFi) has prompted speculation concerning a pathogenic role for oncogenic viruses. Here, we investigate HPV and human polyomaviruses (HPyV) and correlate with clinical, histologic, and genetic features in BRAFi-associated cSCC. Materials and Methods: Patients receiving BRAFi treatment were recruited at Barts Health NHS Trust. HPV DNA was detected in microdissected frozen samples using reverse line probe technology and degenerate and nested PCR. HPV immunohistochemistry was performed in a subset of samples. Quantitative PCR was performed to determine the presence and viral load of HPyVs with affinity for the skin (HPyV6, HPyV7, HPyV9, MCPyV, and TSPyV). These data were correlated with previous genetic mutational analysis of H, K and NRAS, NOTCH1/2, TP53, CDKN2A, CARD11, CREBBP, TGFBR1/2. Chromosomal aberrations were profiled using single nucleotide polymorphism (SNP) arrays. Results: Forty-five skin lesions from seven patients treated with single agent vemurafenib in 2012–2013 were analyzed: 12 cSCC, 19 viral warts (VW), 2 actinic keratosis (AK), 5 verrucous keratosis/other squamoproliferative (VK/SP) lesions, one melanocytic lesion and 6 normal skin samples. Significant histologic features of viral infection were seen in 10/12 (83%) cSCC. HPV DNA was detected in 18/19 (95%) VW/SP, 9/12 (75%) cSCC, 4/5 (80%) SP, and 3/6 (50%) normal skin samples and in 1/12 cases assessed by immunohistochemistry. HPyV was co-detected in 22/30 (73%) of samples, usually at low viral load, with MCPyV and HPyV7 the most common. SNP arrays confirmed low levels of chromosomal abnormality and there was no significant correlation between HPV or HPyV detection and individual gene mutations or overall mutational burden. Conclusion: Despite supportive clinicopathologic evidence, the role for HPV and HPyV infection in the pathogenesis of BRAFi-induced squamoproliferative lesions remains uncertain. Synergistic oncogenic mechanisms are plausible although speculative. Nonetheless, with the prospect of a significant increase in the adjuvant use of these drugs, further research is justified and may provide insight into the pathogenesis of other BRAFi-associated malignancies.
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Affiliation(s)
- Karin J Purdie
- Centre for Cell Biology and Cutaneous Research, Blizard Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Charlotte M Proby
- Division of Cancer Research, School of Medicine, University of Dundee, Dundee, United Kingdom
| | - Hasan Rizvi
- Department of Pathology, Barts Health NHS Trust, London, United Kingdom
| | - Heather Griffin
- Division of Virology, Department of Pathology, University of Cambridge, Cambridge, United Kingdom
| | - John Doorbar
- Division of Virology, Department of Pathology, University of Cambridge, Cambridge, United Kingdom
| | - Mary Sommerlad
- Department of Dermatology, Barts Health NHS Trust, London, United Kingdom
| | - Mariet C Feltkamp
- Department of Medical Microbiology, Leiden University Medical Center, Leiden, Netherlands
| | - Els Van der Meijden
- Department of Medical Microbiology, Leiden University Medical Center, Leiden, Netherlands
| | - Gareth J Inman
- Division of Cancer Research, School of Medicine, University of Dundee, Dundee, United Kingdom
| | - Andrew P South
- Department of Dermatology and Cutaneous Biology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Irene M Leigh
- Institute of Dentistry, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Catherine A Harwood
- Centre for Cell Biology and Cutaneous Research, Blizard Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Dermatology, Barts Health NHS Trust, London, United Kingdom
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3
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Sokołowska-Wojdyło M, Olszewska B, Sobjanek M, Sławińska M, Sosińska-Mielcarek K, Biernat W, Nowicki R. Acanthoma planoepitheliale hyperkeratoticum, lesions associated with BRAF inhibitor in metastatic melanoma. J Eur Acad Dermatol Venereol 2017; 32:e83-e84. [PMID: 28857272 DOI: 10.1111/jdv.14540] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- M Sokołowska-Wojdyło
- Department of Dermatology, Venerology and Allergology, Medical University of Gdańsk, Gdańsk, Poland
| | - B Olszewska
- Department of Dermatology, Venerology and Allergology, Medical University of Gdańsk, Gdańsk, Poland
| | - M Sobjanek
- Department of Dermatology, Venerology and Allergology, Medical University of Gdańsk, Gdańsk, Poland
| | - M Sławińska
- Department of Dermatology, Venerology and Allergology, Medical University of Gdańsk, Gdańsk, Poland
| | - K Sosińska-Mielcarek
- Department of Oncology and Radiotherapy, Medical University of Gdańsk, Gdańsk, Poland
| | - W Biernat
- Department of Pathology, Medical University of Gdańsk, Gdańsk, Poland
| | - R Nowicki
- Department of Dermatology, Venerology and Allergology, Medical University of Gdańsk, Gdańsk, Poland
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4
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Wu JH, Cohen DN, Rady PL, Tyring SK. BRAF inhibitor-associated cutaneous squamous cell carcinoma: new mechanistic insight, emerging evidence for viral involvement and perspectives on clinical management. Br J Dermatol 2017; 177:914-923. [PMID: 28129674 DOI: 10.1111/bjd.15348] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/04/2017] [Indexed: 12/18/2022]
Abstract
Mutations in the BRAF proto-oncogene occur in the majority of cutaneous melanomas. The commonly detected valine (V) to glutamate (E) mutation (V600E) is known to drive melanomagenesis and has thus been the target of two highly selective chemotherapeutic agents: vemurafenib and dabrafenib. While BRAF inhibitor therapy has revolutionized the treatment of metastatic melanoma, unanticipated cutaneous toxicities, including the development of cutaneous squamous cell carcinomas (cSCCs), are frequently reported and hinder therapeutic durability. However, the mechanisms by which BRAF inhibitors induce cutaneous neoplasms are poorly understood, thus posing a challenge for specific therapies. In this review, we summarize the clinical and molecular profiles of BRAF inhibitor-associated cSCCs, with a focus on factors that may contribute to disease pathogenesis. In particular, we discuss the emerging evidence pointing towards viral involvement in BRAF inhibitor-induced cutaneous neoplasms and offer new perspectives on future therapeutic interventions. Continued clinical and mechanistic studies along this line will not only allow for better understanding of the pathogenic progression of BRAF inhibitor-induced cSCCs, but will also lead to development of new therapeutic and preventative options for patients receiving targeted cancer therapy.
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Affiliation(s)
- J H Wu
- Baylor College of Medicine, Houston, TX, U.S.A.,Department of Dermatology, University of Texas Health Science Center at Houston, Houston, TX, U.S.A
| | - D N Cohen
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, U.S.A
| | - P L Rady
- Department of Dermatology, University of Texas Health Science Center at Houston, Houston, TX, U.S.A
| | - S K Tyring
- Department of Dermatology, University of Texas Health Science Center at Houston, Houston, TX, U.S.A
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5
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Ogita A, Ansai SI, Misago N, Anan T, Fukumoto T, Saeki H. Clinicopathological study of crateriform verruca: Crateriform epithelial lesions histopathologically distinct from keratoacanthoma. J Dermatol 2016; 43:1154-1159. [DOI: 10.1111/1346-8138.13331] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2015] [Accepted: 01/13/2016] [Indexed: 01/26/2023]
Affiliation(s)
- Azusa Ogita
- Division of Dermatology; Nippon Medical School Musashi Kosugi Hospital; Kawasaki Japan
| | - Shin-ichi Ansai
- Division of Dermatology; Nippon Medical School Musashi Kosugi Hospital; Kawasaki Japan
| | | | - Takashi Anan
- Sapporo Dermatopathology Institute; Sapporo Japan
| | | | - Hidehisa Saeki
- Department of Dermatology; Nippon Medical School; Tokyo Japan
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6
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Cohen DN, Lawson SK, Shaver AC, Du L, Nguyen HP, He Q, Johnson DB, Lumbang WA, Moody BR, Prescott JL, Chandra PK, Boyd AS, Zwerner JP, Robbins JB, Tyring SK, Rady PL, Chappell JD, Shyr Y, Infante JR, Sosman JA. Contribution of Beta-HPV Infection and UV Damage to Rapid-Onset Cutaneous Squamous Cell Carcinoma during BRAF-Inhibition Therapy. Clin Cancer Res 2015; 21:2624-34. [PMID: 25724524 PMCID: PMC4452444 DOI: 10.1158/1078-0432.ccr-14-2667] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Accepted: 02/06/2015] [Indexed: 12/21/2022]
Abstract
PURPOSE BRAF-inhibition (BRAFi) therapy for advanced melanoma carries a high rate of secondary cutaneous squamous cell carcinoma (cSCC) and risk of other cancers. UV radiation and α-genus human papillomavirus (HPV) are highly associated with SCC, but a novel role for β-genus HPV is suspected in BRAFi-cSCC. Cutaneous β-HPV may act in concert with host and environmental factors in BRAFi-cSCC. EXPERIMENTAL DESIGN Primary BRAFi-cSCC tissue DNA isolated from patients receiving vemurafenib or dabrafenib from two cancer centers was analyzed for the presence of cutaneous oncogenic viruses and host genetic mutations. Diagnostic specimens underwent consensus dermatopathology review. Clinical parameters for UV exposure and disease course were statistically analyzed in conjunction with histopathology. RESULTS Twenty-nine patients contributed 69 BRAFi-cSCC lesions. BRAFi-cSCC had wart-like features (BRAFi-cSCC-WF) in 22% of specimens. During vemurafenib therapy, BRAFi-cSCC-WF arose 11.6 weeks more rapidly than conventional cSCC when controlled for gender and UV exposure (P value = 0.03). Among all BRAFi-cSCC, β-genus HPV-17, HPV-38, HPV-111 were most frequently isolated, and novel β-HPV genotypes were discovered (CTR, CRT-11, CRT-22). Sequencing revealed 63% of evaluated BRAFi-cSCCs harbored RAS mutations with PIK3CA, CKIT, ALK, and EGFR mutations also detected. CONCLUSIONS We examined clinical, histopathologic, viral, and genetic parameters in BRAFi-cSCC demonstrating rapid onset; wart-like histomorphology; β-HPV-17, HPV-38, and HPV-111 infection; UV damage; and novel ALK and CKIT mutations. Discovered β-HPV genotypes expand the spectrum of tumor-associated viruses. These findings enhance our understanding of factors cooperating with BRAF inhibition that accelerate keratinocyte oncogenesis as well as broaden the knowledge base of multifactorial mediators of cancer in general.
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Affiliation(s)
- Daniel N Cohen
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee.
| | - Steven K Lawson
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Aaron C Shaver
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Liping Du
- Department of Medicine, Division of Hematology and Oncology, Vanderbilt University Medical Center and Vanderbilt Ingram Cancer Center, Nashville, Tennessee
| | | | - Qin He
- University of Texas, Department of Dermatology, Houston, Texas
| | - Douglas B Johnson
- Department of Medicine, Division of Hematology and Oncology, Vanderbilt University Medical Center and Vanderbilt Ingram Cancer Center, Nashville, Tennessee
| | - Wilfred A Lumbang
- Department of Medicine, Division of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee
| | | | | | | | - Alan S Boyd
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee. Department of Medicine, Division of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee. Pathology Consultants of America, Columbia, Tennessee
| | - Jeffrey P Zwerner
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee. Department of Medicine, Division of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jason B Robbins
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee. Department of Medicine, Division of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee. Pathology Associates of St. Thomas, Nashville, Tennessee
| | | | - Peter L Rady
- University of Texas, Department of Dermatology, Houston, Texas
| | - James D Chappell
- Departments of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Yu Shyr
- Department of Medicine, Division of Hematology and Oncology, Vanderbilt University Medical Center and Vanderbilt Ingram Cancer Center, Nashville, Tennessee
| | | | - Jeffrey A Sosman
- Department of Medicine, Division of Hematology and Oncology, Vanderbilt University Medical Center and Vanderbilt Ingram Cancer Center, Nashville, Tennessee
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7
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Dika E, Patrizi A, Venturoli S, Fanti PA, Barbieri D, Strammiello R, Melotti B, La Placa M. Human papillomavirus evaluation of vemurafenib-induced skin epithelial tumors: a case series. Br J Dermatol 2014; 172:540-2. [PMID: 25041062 DOI: 10.1111/bjd.13275] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Affiliation(s)
- E Dika
- Dermatology, Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Italy
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8
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BRAF inhibitors: experience in thyroid cancer and general review of toxicity. Discov Oncol 2014; 6:21-36. [PMID: 25467940 DOI: 10.1007/s12672-014-0207-9] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2014] [Accepted: 11/11/2014] [Indexed: 12/20/2022] Open
Abstract
The US Food and Drug Administration-approved BRAF inhibitors, vemurafenib and dabrafenib, have demonstrated superior efficacy in patients with BRAF-mutant melanomas but have limited efficacy in BRAF-mutant colorectal cancer. Little is known at this time regarding BRAF inhibitors in thyroid cancer. Initial reports in patients with progressive, radioactive iodine-refractory BRAF-mutant papillary thyroid cancer suggest response rates of approximately 30-40%. In this review, we discuss BRAF inhibitors in the context of thyroid cancer, the toxicities associated with BRAF inhibitors, and the suggested management of those toxicities. The management of vemurafenib and dabrafenib toxicities is applicable across all tumor types and may serve as a practical guide to their use.
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9
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Frouin E, Guillot B, Larrieux M, Tempier A, Boulle N, Foulongne V, Girard C, Costes V, Solassol J. Cutaneous epithelial tumors induced by vemurafenib involve the MAPK and Pi3KCA pathways but not HPV nor HPyV viral infection. PLoS One 2014; 9:e110478. [PMID: 25360634 PMCID: PMC4215900 DOI: 10.1371/journal.pone.0110478] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2014] [Accepted: 09/16/2014] [Indexed: 12/12/2022] Open
Abstract
The inhibitors of mutant BRAF that are used to treat metastatic melanoma induce squamoproliferative lesions. We conducted a prospective histopathological and molecular study on 27 skin lesions from 12 patients treated with vemurafenib. Mutation hot spots in HRAS, NRAS, KRAS, BRAF, and Pi3KCA were screened. HPV and HPyV infection status were also determined. The lesions consisted of 19 verrucal papillomas, 1 keratoacanthoma and 7 squamous cell carcinomas. No mutations were found within BRAF and NRAS. KRAS, HRAS, and Pi3KCA oncogenic mutations were found in 10 (83.3%), 7 (58.3%), and 4 (33.3%) patients respectively; however, these mutations were not consistent within all tumors of a given patient. Pi3KCA mutation was always associated with a mutation in HRAS. Finally, no correlation was found between the mutated gene or type of mutation and the type of cutaneous tumor or clinical response to vemurafenib. P16 protein level was not indicative of HPV infection. HPV was detected in only two lesions. Two cases had MCPyV, and one had HPyV7. In conclusion, neither HPV nor HPyV seem to be involved in the development of squamoproliferative lesions induced by verumafenib. By contrast, HRAS and KRAS play a predominant role in the physiopathology of these tumors.
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Affiliation(s)
- Eric Frouin
- Department of Biopathology, CHU Montpellier, Montpellier, France; University of Montpellier I, Montpellier, France
| | - Bernard Guillot
- University of Montpellier I, Montpellier, France; Department of Dermatology, CHU Montpellier, Montpellier, France; U1058, INSERM, University of Montpellier I, Montpellier, France
| | - Marion Larrieux
- Department of Biopathology, CHU Montpellier, Montpellier, France
| | - Ariane Tempier
- Department of Biopathology, CHU Montpellier, Montpellier, France
| | - Nathalie Boulle
- Department of Biopathology, CHU Montpellier, Montpellier, France; University of Montpellier I, Montpellier, France
| | - Vincent Foulongne
- University of Montpellier I, Montpellier, France; U1058, INSERM, University of Montpellier I, Montpellier, France; Department of Virology, CHU Montpellier, Montpellier, France
| | - Céline Girard
- University of Montpellier I, Montpellier, France; Department of Dermatology, CHU Montpellier, Montpellier, France; U1058, INSERM, University of Montpellier I, Montpellier, France
| | - Valérie Costes
- Department of Biopathology, CHU Montpellier, Montpellier, France; University of Montpellier I, Montpellier, France; U1058, INSERM, University of Montpellier I, Montpellier, France
| | - Jérome Solassol
- Department of Biopathology, CHU Montpellier, Montpellier, France; University of Montpellier I, Montpellier, France; Department of Clinical Oncoproteomics, Montpellier Cancer Institute (ICM), Montpellier, France
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