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1.
Gen Dent ; 72(3): 74-77, 2024.
Article in English | MEDLINE | ID: mdl-38640011

ABSTRACT

Human papillomavirus (HPV) is associated with both benign and malignant disorders, such as genital warts and a variety of cancers, including oropharyngeal squamous cell carcinomas (OPSCCs). The current 9-valent HPV vaccine (Gardasil 9) protects against high-risk strains that have been shown to cause OPSCC, and widespread vaccination should reduce the rate of all HPV-associated cancers. HPV-related OPSCCs differ from non-HPV-related OPSCCs in their clinical presentations and responsiveness to treatment. To provide oral healthcare providers with a basis for effective com-munication with patients, this article will examine the evolution of the HPV vaccination schedule and the role of the HPV vaccine in the prevention of OPSCCs.


Subject(s)
Carcinoma, Squamous Cell , Head and Neck Neoplasms , Oropharyngeal Neoplasms , Papillomavirus Infections , Papillomavirus Vaccines , Humans , Human Papillomavirus Viruses , Papillomavirus Infections/complications , Papillomavirus Infections/prevention & control , Carcinoma, Squamous Cell/prevention & control , Carcinoma, Squamous Cell/pathology , Oropharyngeal Neoplasms/prevention & control , Oropharyngeal Neoplasms/pathology , Squamous Cell Carcinoma of Head and Neck/complications , Head and Neck Neoplasms/complications , Papillomavirus Vaccines/therapeutic use
2.
Gen Dent ; 71(3): 57-61, 2023.
Article in English | MEDLINE | ID: mdl-37083615

ABSTRACT

With the incidence of skin cancer increasing in the United States, the role of dental providers in noting suspicious skin lesions as well as advising patients in proper sun-protective strategies is more important than ever. However, the public conversation about proper sun protection is often laden with misunderstandings and pervasive myths. This article reviews the most common types of skin cancer, elucidates the differences among the types of UV radiation, and offers updated recommendations for proper sunscreen use along with adjunctive sun-protective strategies.


Subject(s)
Skin Neoplasms , Sunscreening Agents , Humans , United States , Sunscreening Agents/therapeutic use , Skin Neoplasms/prevention & control , Ultraviolet Rays/adverse effects
3.
IEEE Winter Conf Appl Comput Vis ; 2023: 1918-1927, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36865487

ABSTRACT

Detection of melanocytes serves as a critical prerequisite in assessing melanocytic growth patterns when diagnosing melanoma and its precursor lesions on skin biopsy specimens. However, this detection is challenging due to the visual similarity of melanocytes to other cells in routine Hematoxylin and Eosin (H&E) stained images, leading to the failure of current nuclei detection methods. Stains such as Sox10 can mark melanocytes, but they require an additional step and expense and thus are not regularly used in clinical practice. To address these limitations, we introduce VSGD-Net, a novel detection network that learns melanocyte identification through virtual staining from H&E to Sox10. The method takes only routine H&E images during inference, resulting in a promising approach to support pathologists in the diagnosis of melanoma. To the best of our knowledge, this is the first study that investigates the detection problem using image synthesis features between two distinct pathology stainings. Extensive experimental results show that our proposed model outperforms state-of-the-art nuclei detection methods for melanocyte detection. The source code and pre-trained model are available at: https://github.com/kechunl/VSGD-Net.

4.
J Pathol Inform ; 13: 100104, 2022.
Article in English | MEDLINE | ID: mdl-36268085

ABSTRACT

Although pathologists have their own viewing habits while diagnosing, viewing behaviors leading to the most accurate diagnoses are under-investigated. Digital whole slide imaging has enabled investigators to analyze pathologists' visual interpretation of histopathological features using mouse and viewport tracking techniques. In this study, we provide definitions for basic viewing behavior variables and investigate the association of pathologists' characteristics and viewing behaviors, and how they relate to diagnostic accuracy when interpreting whole slide images. We use recordings of 32 pathologists' actions while interpreting a set of 36 digital whole slide skin biopsy images (5 sets of 36 cases; 180 cases total). These viewport tracking data include the coordinates of a viewport scene on pathologists' screens, the magnification level at which that viewport was viewed, as well as a timestamp. We define a set of variables to quantify pathologists' viewing behaviors such as zooming, panning, and interacting with a consensus reference panel's selected region of interest (ROI). We examine the association of these viewing behaviors with pathologists' demographics, clinical characteristics, and diagnostic accuracy using cross-classified multilevel models. Viewing behaviors differ based on clinical experience of the pathologists. Pathologists with a higher caseload of melanocytic skin biopsy cases and pathologists with board certification and/or fellowship training in dermatopathology have lower average zoom and lower variance of zoom levels. Viewing behaviors associated with higher diagnostic accuracy include higher average and variance of zoom levels, a lower magnification percentage (a measure of consecutive zooming behavior), higher total interpretation time, and higher amount of time spent viewing ROIs. Scanning behavior, which refers to panning with a fixed zoom level, has marginally significant positive association with accuracy. Pathologists' training, clinical experience, and their exposure to a range of cases are associated with their viewing behaviors, which may contribute to their diagnostic accuracy. Research in computational pathology integrating digital imaging and clinical informatics opens up new avenues for leveraging viewing behaviors in medical education and training, potentially improving patient care and the effectiveness of clinical workflow.

5.
Diagnostics (Basel) ; 12(7)2022 Jul 14.
Article in English | MEDLINE | ID: mdl-35885617

ABSTRACT

Invasive melanoma, a common type of skin cancer, is considered one of the deadliest. Pathologists routinely evaluate melanocytic lesions to determine the amount of atypia, and if the lesion represents an invasive melanoma, its stage. However, due to the complicated nature of these assessments, inter- and intra-observer variability among pathologists in their interpretation are very common. Machine-learning techniques have shown impressive and robust performance on various tasks including healthcare. In this work, we study the potential of including semantic segmentation of clinically important tissue structure in improving the diagnosis of skin biopsy images. Our experimental results show a 6% improvement in F-score when using whole slide images along with epidermal nests and cancerous dermal nest segmentation masks compared to using whole-slide images alone in training and testing the diagnosis pipeline.

6.
J Digit Imaging ; 35(5): 1238-1249, 2022 10.
Article in English | MEDLINE | ID: mdl-35501416

ABSTRACT

The number of melanoma diagnoses has increased dramatically over the past three decades, outpacing almost all other cancers. Nearly 1 in 4 skin biopsies is of melanocytic lesions, highlighting the clinical and public health importance of correct diagnosis. Deep learning image analysis methods may improve and complement current diagnostic and prognostic capabilities. The histologic evaluation of melanocytic lesions, including melanoma and its precursors, involves determining whether the melanocytic population involves the epidermis, dermis, or both. Semantic segmentation of clinically important structures in skin biopsies is a crucial step towards an accurate diagnosis. While training a segmentation model requires ground-truth labels, annotation of large images is a labor-intensive task. This issue becomes especially pronounced in a medical image dataset in which expert annotation is the gold standard. In this paper, we propose a two-stage segmentation pipeline using coarse and sparse annotations on a small region of the whole slide image as the training set. Segmentation results on whole slide images show promising performance for the proposed pipeline.


Subject(s)
Melanoma , Humans , Melanoma/diagnostic imaging , Melanoma/pathology , Image Processing, Computer-Assisted/methods , Skin/diagnostic imaging , Skin/pathology , Epidermis/pathology , Biopsy
7.
Am J Clin Pathol ; 157(3): 406-412, 2022 03 03.
Article in English | MEDLINE | ID: mdl-34528681

ABSTRACT

OBJECTIVES: Coronavirus disease 2019 (COVID-19) upended in-person medical education, relocating many activities online. We designed a completely virtual pathology rotation to replace our traditional visiting rotation. METHODS: The virtual away rotation was listed in the Visiting Student Application Service (VSAS) and advertised on social media as well as various medical student mailing lists. Nine students were selected to participate in three month-long rotations. The virtual curriculum mirrored our typical in-person clerkship with didactic lectures and daily signout but also included activities exclusive to the virtual rotation such as digitally scanned slide trays and small-group problem-based learning. Anonymous surveys were conducted in which both participants and instructors rated their experiences. RESULTS: Postrotation feedback was overwhelmingly positive from both participants and instructors. Students considered virtual slide sessions as the most effective teaching tool and did not feel hindered overall by lack of in-person experiences. Volunteer trainee instructors indicated the experience improved their teaching and diagnostic skills and expressed interest in teaching future virtual courses. CONCLUSIONS: The success of the virtual away rotation raises consideration for applications beyond the pandemic era and may provide a more level playing field for medical students from underrepresented groups.


Subject(s)
COVID-19 , Students, Medical , Curriculum , Humans , Pandemics , SARS-CoV-2
8.
J Cutan Pathol ; 49(2): 153-162, 2022 Feb.
Article in English | MEDLINE | ID: mdl-34487353

ABSTRACT

BACKGROUND: Histopathologically ambiguous melanocytic lesions lead some pathologists to list multiple diagnostic considerations in the pathology report. The frequency and circumstance of multiple diagnostic considerations remain poorly characterized. METHODS: Two hundred and forty skin biopsy samples were interpreted by 187 pathologists (8976 independent diagnoses) and classified according to a diagnostic/treatment stratification (MPATH-Dx). RESULTS: Multiple diagnoses in different MPATH-Dx classes were used in n = 1320 (14.7%) interpretations, with 97% of pathologists and 91% of cases having at least one such interpretation. Multiple diagnoses were more common for intermediate risk lesions and are associated with greater subjective difficulty and lower confidence. We estimate that 6% of pathology reports for melanocytic lesions in the United States contain two diagnoses of different MPATH-Dx prognostic classes, and 2% of cases are given two diagnoses with significant treatment implications. CONCLUSIONS: Difficult melanocytic diagnoses in skin may necessitate multiple diagnostic considerations; however, as patients increasingly access their health records and retrieve pathology reports (as mandated by US law), uncertainty should be expressed unambiguously.


Subject(s)
Pathologists , Skin Neoplasms/classification , Skin Neoplasms/diagnosis , Skin/pathology , Adult , Aged , Biopsy , Female , Humans , Male , Melanocytes/pathology , Middle Aged , Terminology as Topic
9.
Arch Pathol Lab Med ; 145(9): 1081-1088, 2021 09 01.
Article in English | MEDLINE | ID: mdl-34086852

ABSTRACT

CONTEXT.­: Pathology education must evolve as medical knowledge expands and disruptive technologies emerge. The evolution in pathology teaching practices accelerated as traditional teaching modalities were suspended in March 2020 during the coronavirus disease 2019 (COVID-19) pandemic. OBJECTIVES.­: To provide pathologists an overview of established teaching paradigms and practical examples of how these paradigms may be applied to pathology education, emphasizing differences in graduate and undergraduate medical education as well as the challenges and promises of remote learning, as revealed by the COVID-19 pandemic. DATA SOURCES.­: Selected peer-reviewed publications representing the field of educational social science. CONCLUSIONS.­: Evidence-based methods described in education and social sciences can be effectively deployed in pathology education and especially remote learning, as necessitated by the current COVID-19 pandemic. Understanding established principles, such as cognitive load, competency-based learning, peer-assisted learning, and flipped classrooms may prove useful in developing effective, learner-centric content for pathology education.


Subject(s)
Education, Distance/methods , Education, Medical/methods , Pathology, Clinical/education , COVID-19 , Curriculum , Education, Distance/trends , Education, Medical/trends , Education, Medical, Graduate , Education, Medical, Undergraduate , Evidence-Based Medicine , Humans , Pandemics , Pathology, Clinical/trends , SARS-CoV-2
10.
IEEE Access ; 9: 163526-163541, 2021.
Article in English | MEDLINE | ID: mdl-35211363

ABSTRACT

Diagnosing melanocytic lesions is one of the most challenging areas of pathology with extensive intra- and inter-observer variability. The gold standard for a diagnosis of invasive melanoma is the examination of histopathological whole slide skin biopsy images by an experienced dermatopathologist. Digitized whole slide images offer novel opportunities for computer programs to improve the diagnostic performance of pathologists. In order to automatically classify such images, representations that reflect the content and context of the input images are needed. In this paper, we introduce a novel self-attention-based network to learn representations from digital whole slide images of melanocytic skin lesions at multiple scales. Our model softly weighs representations from multiple scales, allowing it to discriminate between diagnosis-relevant and -irrelevant information automatically. Our experiments show that our method outperforms five other state-of-the-art whole slide image classification methods by a significant margin. Our method also achieves comparable performance to 187 practicing U.S. pathologists who interpreted the same cases in an independent study. To facilitate relevant research, full training and inference code is made publicly available at https://github.com/meredith-wenjunwu/ScATNet.

11.
J Cutan Pathol ; 48(7): 842-846, 2021 Jul.
Article in English | MEDLINE | ID: mdl-33326119

ABSTRACT

BACKGROUND: The histopathological diagnosis of MF is challenging, and there is significant overlap with benign inflammatory processes. Clinical features may be relevant in the assessment of skin biopsies. METHODS: We provided photomicrographs to board-certified dermatopathologists and one hematopathologist with and without accompanying clinical photographs and assessed accuracy and confidence in diagnosing MF. RESULTS: We found that access to clinical photographs improved diagnostic accuracy in both MF and non-MF (distractors); the degree of improvement was significantly higher in the non-MF/distractor category. Across all categories, diagnostic confidence level was higher when clinical images were available. CONCLUSION: These findings suggest that clinical images are useful in making an accurate diagnosis of MF, and may be particularly helpful in ruling it out when an inflammatory disorder is clinically suspected.


Subject(s)
Inflammation/pathology , Mycosis Fungoides/diagnosis , Photomicrography/methods , Skin Neoplasms/pathology , Adult , Biopsy/methods , Dermatologists/psychology , Diagnosis, Differential , Hematology/statistics & numerical data , Humans , Middle Aged , Mycosis Fungoides/pathology , Mycosis Fungoides/ultrastructure , Observer Variation , Pathologists/psychology , Professional Competence/statistics & numerical data , Reproducibility of Results , Self Concept , Skin/pathology
12.
Am J Clin Pathol ; 154(5): 585-591, 2020 10 13.
Article in English | MEDLINE | ID: mdl-32815530

ABSTRACT

OBJECTIVES: The coronavirus disease 2019 pandemic has halted in-person medical student education in many large academic centers, including the University of Washington. We identified a unique opportunity to bring comprehensive and targeted anatomic pathology training to large numbers of medical students who would not receive it otherwise but also need credited coursework. METHODS: We developed a comprehensive 2-week remote-learning course encompassing lectures, virtual slides, discussion groups, and unique case-based activities. Activities are tailored to the nonpathologist future clinician, emphasizing basic microscopy and pathology terminology. We employ multiple strategies and technologies to increase engagement while distance learning, including screen annotation, "flipped classroom" slide presentations, and repetition of common themes. RESULTS: Given 13 virtual courses to choose between 13% of students enrolled in our course (70 of our 540 rising third- and fourth-year students), a nearly 10-fold increase in average pathology rotators. CONCLUSIONS: This is an unprecedented opportunity to provide tailored anatomic pathology instruction, both helping our medical students continue training during crisis and illuminating the field of pathology for our future colleagues. Preliminary results have been overwhelmingly positive regarding understanding of pathology concepts as well as attitudes toward pathology.


Subject(s)
Education, Medical , Pathologists/education , Pathology/education , Students, Medical , Betacoronavirus/pathogenicity , COVID-19 , Coronavirus Infections/diagnosis , Curriculum , Education, Medical/methods , Educational Measurement , Humans , Pandemics , Pneumonia, Viral/diagnosis , SARS-CoV-2 , Washington
13.
Chest ; 158(1): e33-e36, 2020 07.
Article in English | MEDLINE | ID: mdl-32654736

ABSTRACT

CASE PRESENTATION: A 68-year-old man developed an erythematous, papular, pruritic rash on his right thigh 1 month prior to presentation. It subsequently spread to his other extremities and trunk. He also endorsed fevers of > 38.3°C, night sweats, fatigue, shortness of breath, and a dry cough. He was prescribed triamcinolone 0.1% cream for his rash and azithromycin for presumed community-acquired pneumonia, with no improvement in symptoms. He had a history of relapsing polychondritis for which he was prescribed infliximab and low-dose prednisone. He had never smoked tobacco, did not use alcohol or illicit substances, and had no significant travel history.


Subject(s)
Exanthema/etiology , Pleural Effusion/etiology , Polychondritis, Relapsing/complications , Polychondritis, Relapsing/diagnosis , Sweet Syndrome/complications , Sweet Syndrome/diagnosis , Aged , Exanthema/diagnosis , Exanthema/therapy , Humans , Male , Pleural Effusion/diagnosis , Pleural Effusion/therapy , Polychondritis, Relapsing/therapy , Sweet Syndrome/therapy
14.
Gen Dent ; 68(3): 41-44, 2020.
Article in English | MEDLINE | ID: mdl-32348242

ABSTRACT

Metastatic disease to the oral cavity is rare. Patients with metastasis to the oral cavity may present with swelling, pain, and paresthesia and require evaluation by providers trained in managing pathoses of the oral cavity and surrounding structures. This report describes the case of a 78-year-old man with painful enlargement of the right posterior mandible that caused paresthesia. An open biopsy procedure resulted in significant blood loss and the need for percutaneous needle biopsy. Immunohistochemical analysis was used to make the diagnosis of metastatic clear cell renal cell carcinoma in this patient, whose primary malignancy was previously unknown. Composite resection of the metastatic lesion and reconstruction were performed with the use of virtual surgical planning, an osteomyocutaneous free tissue transfer, and a custom reconstruction plate. This case highlights the importance of dental professionals in the diagnosis and management of lesions of the head and neck and adds to the literature on metastatic lesions to the region.


Subject(s)
Carcinoma, Renal Cell/diagnosis , Carcinoma, Renal Cell/surgery , Kidney Neoplasms , Mandibular Neoplasms/diagnosis , Aged , Biopsy , Humans , Male , Mandible/surgery
15.
Am J Dermatopathol ; 42(3): 186-190, 2020 Mar.
Article in English | MEDLINE | ID: mdl-31592864

ABSTRACT

Significant communication occurs between pathologists and clinicians through the dermatopathology report. Our objective was to describe clinician preference about reporting of the margin status of skin biopsies of nonmelanoma skin cancers. An anonymous survey was sent to 243 medical providers who submitted specimens to a single institution university medical center; 50 complete responses from attending-level providers and advance practice providers were received. The majority (96%) of those surveyed indicated margins should be reported on skin biopsies of neoplasms, particularly nonmelanoma skin cancers (basal cell carcinoma 96% and squamous cell carcinoma 92%) and atypical nevi (96%). When asked about particular language used to describe the margin status, some phrasing led to more variance in respondents' clinical management decisions, with 96%-98% of respondents making the same decision when presented with "unambiguous" terms and 58%-84% of respondents making the same decision when presented with "ambiguous" language (P < 0.001). Respondents generally preferred "unambiguous" margin descriptions when shown an involved margin (70% vs. 30%, P < 0.001) but accepted "ambiguous" language when the margin was clearly uninvolved (68% vs. 32%, P = 0.015). Most respondents (88%) desire inclusion of treatment recommendations in dermatopathology reports. Microscopic descriptions were highly utilized, particularly by nondermatology trained clinicians (97% vs. 80%, P = 0.09). Clinicians desire inclusion of margins for skin biopsies in dermatopathology reports, at least in some circumstances. The choice of language used to describe the margin status in dermatopathology reports has important implications for patient care. Margin descriptors that are unclear or ambiguous may lead to more variance in clinical management.


Subject(s)
Dermatology , Margins of Excision , Pathology, Surgical , Skin Neoplasms/diagnosis , Terminology as Topic , Adult , Biopsy , Female , Humans , Language , Male , Middle Aged
16.
Case Rep Ophthalmol ; 9(1): 227-231, 2018.
Article in English | MEDLINE | ID: mdl-29681841

ABSTRACT

We present a case of decreased vision due to the presence of retained Descemet membrane (DM) following Descemet stripping automated endothelial keratoplasty (DSAEK) and penetrating keratoplasty (PKP). A 78-year-old male presented postoperatively from PKP after previous failed DSAEK with retained DM. We present a unique technique for combined surgical resection using bimanual vitrectomy and forceps excision assisted by triamcinolone acetonide for membrane visualization. Histopathological evaluation confirmed incomplete DM removal during the PKP. With surgical excision, there was an improvement in best spectacle-corrected visual acuity from 20/80 to 20/30.

17.
Appl Immunohistochem Mol Morphol ; 25(8): 543-547, 2017 09.
Article in English | MEDLINE | ID: mdl-28885232

ABSTRACT

Proliferative index is a prognostic feature of invasive ductal carcinoma of the breast, and has more recently emerged as a predictor of ductal carcinoma in situ (DCIS) local recurrence and progression when used in combination with other predictive markers. Ki67 is the most commonly used immunohistochemical marker of proliferative index. However, high interobserver and interlaboratory variability has been reported, in part due to differences in staining methodologies, positivity thresholds, and approaches to quantification. Phosphohistone-H3 (pHH3) is a marker of mitotic activity that has emerged as a more reliable indicator of proliferation in other neoplasms. Quantification of proliferative index was compared in 48 cases of DCIS using Ki67 and pHH3 immunohistochemistry. A strong linear relationship between Ki67 and pHH3 quantification was observed (P<0.0001, R=0.75). Interobserver concordance was modestly higher for pHH3 than Ki67 proliferative indices. However, positive pHH3 staining was more dichotomous (either negative or uniformly positive) and specific for mitotic activity, and interpretation of pHH3 proliferative indices was significantly faster than that of Ki67. The strong correlation between pHH3 and Ki67 supports the use of this marker as a measure of proliferative activity in DCIS.


Subject(s)
Biomarkers, Tumor/metabolism , Breast Neoplasms/metabolism , Carcinoma, Intraductal, Noninfiltrating/metabolism , Cell Proliferation , Histones/metabolism , Ki-67 Antigen/metabolism , Phosphoproteins/metabolism , Breast Neoplasms/pathology , Carcinoma, Intraductal, Noninfiltrating/pathology , Female , Humans , Immunohistochemistry
19.
Am J Dermatopathol ; 39(10): 760-763, 2017 Oct.
Article in English | MEDLINE | ID: mdl-27759690

ABSTRACT

Although malignant melanomas exhibit a wide range of immunophenotypes, concurrent loss of all 3 conventional melanocytic markers (S-100, Melan-A, and HMB-45) is relatively rare. We report a case of primary malignant melanoma with lymph node metastasis, both exhibiting loss of immunoreactivity for conventional melanocytic markers, while aberrantly expressing epithelial antigenicity (pancytokeratin, CAM 5.2).


Subject(s)
Biomarkers, Tumor/analysis , Lymphatic Metastasis/diagnosis , Melanoma/diagnosis , Skin Neoplasms/diagnosis , Humans , MART-1 Antigen/biosynthesis , Male , Melanoma/metabolism , Melanoma/pathology , Melanoma-Specific Antigens/biosynthesis , Middle Aged , S100 Proteins/biosynthesis , Skin Neoplasms/metabolism , Skin Neoplasms/pathology , gp100 Melanoma Antigen , Melanoma, Cutaneous Malignant
20.
J Invest Dermatol ; 137(4): 819-827, 2017 04.
Article in English | MEDLINE | ID: mdl-27815175

ABSTRACT

Previous studies have reached conflicting conclusions regarding the proportion of Merkel cell carcinomas (MCCs) that contain the Merkel cell polyomavirus (MCPyV) and the clinical significance of tumor viral status. To address these controversies, we detected MCPyV large T antigen using immunohistochemistry with two distinct antibodies and MCPyV DNA using quantitative PCR. Tumors were called MCPyV-positive if two or more of these three assays indicated presence of this virus. A total of 53 of 282 (19%) MCC tumors in this cohort were virus-negative using this multimodal system. Immunohistochemistry with the CM2B4 antibody had the best overall performance (sensitivity = 0.882, specificity = 0.943) compared with the multimodal classification. Multivariate analysis including age, sex, and immunosuppression showed that, relative to MCC patients with virus-positive tumors, virus-negative MCC patients had significantly increased risk of disease progression (hazard ratio = 1.77, 95% confidence interval = 1.20-2.62) and death from MCC (hazard ratio = 1.85, 95% confidence interval = 1.19-2.89). We confirm that approximately 20% of MCCs are not driven by MCPyV and that such virus-negative MCCs, which can be quite reliably identified by immunohistochemistry using the CM2B4 antibody alone, represent a more aggressive subtype that warrants closer clinical follow-up.


Subject(s)
Carcinoma, Merkel Cell/virology , Merkel cell polyomavirus/isolation & purification , Skin Neoplasms/virology , Tumor Virus Infections/pathology , Aged , Biopsy, Needle , Carcinoma, Merkel Cell/mortality , Carcinoma, Merkel Cell/pathology , Cohort Studies , Confidence Intervals , Disease Progression , Female , Humans , Immunohistochemistry , Male , Merkel cell polyomavirus/genetics , Middle Aged , Multivariate Analysis , Neoplasm Invasiveness/pathology , Neoplasm Staging , Prognosis , Proportional Hazards Models , Real-Time Polymerase Chain Reaction/methods , Reference Values , Retrospective Studies , Risk Assessment , Skin Neoplasms/mortality , Skin Neoplasms/pathology , Survival Analysis , Tumor Virus Infections/mortality , Tumor Virus Infections/virology
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