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BACKGROUND: Mohs micrographic surgery (MMS) is a promising treatment modality for melanoma in situ (MIS). However, variations in surgical technique limit the generalizability of existing data and may impede future study of MMS in clinical trials. METHODS: A modified Delphi method was selected to establish consensus on optimal MMS techniques for treating MIS in future clinical trials. The Delphi method was selected due to the limited current data, the wide range of techniques used in the field, and the intention to establish a standardized technique for future clinical trials. A literature review and interviews with experienced MMS surgeons were performed to identify dimensions of the MMS technique for MIS that (1) likely impacted costs or outcomes of the procedure, and (2) showed significant variability between surgeons. A total of 8 dimensions of technical variation were selected. The Delphi process consisted of 2 rounds of voting and commentary, during which 44 expert Mohs surgeons across the United States rated their agreement with specific recommendations using a Likert scale. RESULTS: Five of eight recommendations achieved consensus in Round 1. All 3 of the remaining recommendations achieved consensus in Round 2. Techniques achieving consensus in Round 1 included the use of a starting peripheral margin of ≤5 mm, application of immunohistochemistry, frozen tissue processing, and resecting to the depth of subcutaneous fat. Consensus on the use of Wood's lamp, dermatoscope, and negative tissue controls was established in Round 2. CONCLUSIONS: This study generated 8 consensus recommendations intended to offer guidance for Mohs surgeons treating MIS. The adoption of these recommendations will promote standardization to facilitate comparisons of aggregate data in multicenter clinical trials.
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BACKGROUND: While increasing evidence supports the safety and effectiveness of immunohistochemistry-assisted Mohs micrographic surgery (MMS) for superficially invasive melanoma, there is a paucity of the literature investigating its effect on final defect size. OBJECTIVE: To evaluate the tissue sparing effect of MMS for melanoma. MATERIALS AND METHODS: Three hundred and twenty-eight patients with early-stage (T1a/T1b) cutaneous melanomas treated with MMS from January 2008 to December 2018 were evaluated. Measured defect sizes after Mohs tumor extirpation were compared with anticipated defect size that would result from standard-margin wide local excision (WLE). Average actual versus anticipated defect areas were compared using a paired t-test (95% confidence intervals). RESULTS: The following groups demonstrated a significantly smaller defect area for MMS-treated tumors when compared with anticipated standard-margin WLE defect: All tumors combined (13.8 cm2 vs 10.4 cm2, p < .001), tumors requiring 1 stage (13.6 cm2 vs 10.1 cm2,p < .001), and tumors requiring 2 stages (13.2 cm2 vs 10.5 cm2, p = .004). The majority of patients (83.5%, n = 274) achieved clear margins with 1 stage. CONCLUSION: Immunohistochemistry-assisted MMS for early-stage invasive melanoma is associated with smaller final defect size and overall tissue sparing effect compared with standard WLE margins.
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BACKGROUND: Extramammary Paget's disease recurs often after traditional surgical excision. Margin-controlled surgery improves the recurrence rate for male genital disease but is less studied for female anatomy. OBJECTIVE: This study aimed to compare surgical and oncologic outcomes of margin-controlled surgery vs traditional surgical excision for female genital Paget's disease. STUDY DESIGN: We conducted a prospective observational trial of patients with vulvar or perianal Paget's disease treated with surgical excision guided by Mohs micrographic surgery between 2018 and 2022. The multidisciplinary protocol consisted of office-based scouting biopsies and modified Mohs surgery followed by surgical excision with wound closure under general anesthesia. Modified Mohs surgery cleared peripheral disease margins using a moat technique with cytokeratin 7 staining. Medial disease margins (the clitoris, urethra, vagina, and anus) were assessed using a hybrid of Mohs surgery and intraoperative frozen sections. Surgical and oncologic outcomes were compared with the outcomes of a retrospective cohort of patients who underwent traditional surgical excision. The primary outcome was 3-year recurrence-free survival. RESULTS: Three-year recurrence-free survival was 93.3% for Mohs-guided excision (n=24; 95% confidence interval, 81.5%-100.0%) compared to 65.9% for traditional excision (n=63; 95% confidence interval, 54.2%-80.0%) (P=.04). The maximum diameter of the excisional specimen was similar between groups (median, 11.3 vs 9.5 cm; P=.17), but complex reconstructive procedures were more common with the Mohs-guided approach (66.7% vs 30.2%; P<.01). Peripheral margin clearance was universally achieved with modified Mohs surgery, but positive medial margins were noted in 9 patients. Reasons included intentional organ sparing and poor performance of intraoperative hematoxylin and eosin frozen sections without cytokeratin 7. Grade 3 or higher postoperative complications were rare (0.0% for Mohs-guided excision vs 2.4% for traditional excision; P=.99). CONCLUSION: Margin control with modified Mohs surgery significantly improved short-term recurrence-free survival after surgical excision for female genital Paget's disease. Use on medial anatomic structures (the clitoris, urethra, vagina, and anus) is challenging, and further optimization is needed for margin control in these areas. Mohs-guided surgical excision requires specialized, collaborative care and may be best accomplished at designated referral centers.
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Doenças dos Genitais Femininos , Cirurgia de Mohs , Feminino , Humanos , Masculino , Biópsia , Queratina-7 , Margens de Excisão , Recidiva Local de Neoplasia , Vagina , Estudos ProspectivosRESUMO
Frozen sections are a useful pathologic tool, but variable image quality may impede the use of artificial intelligence and machine learning in their interpretation. We aimed to identify the current research on machine learning models trained or tested on frozen section images. We searched PubMed and Web of Science for articles presenting new machine learning models published in any year. Eighteen papers met all inclusion criteria. All papers presented at least one novel model trained or tested on frozen section images. Overall, convolutional neural networks tended to have the best performance. When physicians were able to view the output of the model, they tended to perform better than either the model or physicians alone at the tested task. Models trained on frozen sections performed well when tested on other slide preparations, but models trained on only formalin-fixed tissue performed significantly worse across other modalities. This suggests not only that machine learning can be applied to frozen section image processing, but also use of frozen section images may increase model generalizability. Additionally, expert physicians working in concert with artificial intelligence may be the future of frozen section histopathology.
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Inteligência Artificial , Secções Congeladas , Humanos , Redes Neurais de Computação , Aprendizado de MáquinaRESUMO
Evaluation of basal cell carcinoma (BCC) involves tangential biopsies of a suspicious lesion that is sent for frozen sections and evaluated by a Mohs micrographic surgeon. Advances in artificial intelligence (AI) have made possible the development of sophisticated clinical decision support systems to provide real-time feedback to clinicians which could have a role in optimizing the diagnostic workup of BCC. There were 287 annotated whole-slide images of frozen sections from tangential biopsies, of which 121 contained BCC, that were used to train and test an AI pipeline to recognize BCC. Regions of interest were annotated by a senior dermatology resident, experienced dermatopathologist, and experienced Mohs surgeon, with concordance of annotations noted on final review. Final performance metrics included a sensitivity and specificity of 0.73 and 0.88, respectively. Our results on a relatively small dataset suggest the feasibility of developing an AI system to aid in the workup and management of BCC.
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Artificial intelligence (AI) and machine learning (ML) have occupied the center stage in healthcare as research groups and institutions investigate their capabilities and risks. Dermatology is often cited as one of the medical specialties most ripe for disruption with AI technology due to the heavy incorporation of visual information into clinical decisions and treatments. Although the literature on AI in dermatology is rapidly growing, there has been a noticeable absence of mature AI solutions utilized by dermatology departments or patients. This commentary provides insight into the regulatory challenges facing AI solutions for the specialty of dermatology and the unique considerations that should be factored into AI development and deployment.
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Dermatologia , Medicina , Humanos , Inteligência Artificial , Software , CabeçaRESUMO
ChatGPT is a chatbot developed by OpenAI, an artificial intelligence research laboratory, that is trained on massive-scale internet text data to understand a broad range of language styles and topics. As a mature, conversational chatbot, ChatGPT can respond to follow-up questions and produce coherent primary texts based on the user's request. We explore the opportunities and risks of integrating chatbots into dermatologic patient care and research while presenting ChatGPT's response to the same question.
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Inteligência Artificial , Comunicação , Humanos , Internet , Idioma , Assistência ao PacienteRESUMO
BACKGROUND: Previous studies examining melanoma biopsy technique have not demonstrated an effect on overall survival. OBJECTIVE: To examine overall survival of patients with cutaneous melanoma diagnosed by shave, punch, incisional, or excisional techniques from the National Cancer Database (NCDB). MATERIALS AND METHODS: Melanoma data from the 2004 to 2016 NCDB data set were analyzed. A Cox proportional hazards model was constructed to assess the risk of 5-year all-cause mortality. RESULTS: In total, 42,272 cases of melanoma were reviewed, with 27,899 (66%) diagnosed by shave biopsy, 8,823 (20.9%) by punch biopsy, and 5,550 (13.1%) by incisional biopsy. Both the univariate and multivariate analyses demonstrated that tumors diagnosed by incisional biopsy had significantly (p = .001) lower overall 5-year survival compared with shave techniques (hazard ratio [HR] = 1.140, 95% confidence interval [CI] 1.055 to 1.231). We found no difference (p = .109) between shave and punch biopsy techniques (HR 1.062, 95% CI 0.987-1.142) or between punch and incisional techniques (HR 1.074, 95% CI 0.979-1.177, p = .131). CONCLUSION: Incisional biopsies were associated with decreased overall 5-year survival in the NCDB. No difference was observed between shave and punch biopsy techniques. These findings support current melanoma management guidelines.
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Melanoma , Neoplasias Cutâneas , Biópsia/métodos , Humanos , Melanoma/patologia , Melanoma/cirurgia , Estadiamento de Neoplasias , Neoplasias Cutâneas/patologia , Neoplasias Cutâneas/cirurgia , Melanoma Maligno CutâneoRESUMO
BACKGROUND: Ibrutinib, an irreversible Bruton tyrosine kinase inhibitor, has been associated with an increased risk of bleeding. There is a paucity of data on the risk of bleeding in patients on ibrutinib undergoing dermatologic surgery. OBJECTIVE: To determine the frequency of bleeding complications associated with ibrutinib in patients undergoing dermatologic surgery. MATERIALS AND METHODS: A retrospective, single-center, case-control study of patients on ibrutinib undergoing skin surgery between January 2013 and March 2020 compared with sex, disease, and age-matched control patients undergoing cutaneous surgeries. RESULTS: A total of 75 surgeries performed on 37 case patients and 116 surgeries performed on 64 control patients were included. Ibrutinib was associated with a statistically significant increased rate of bleeding events (6/75 [8%] vs 1/116 [0.8%], p -value = .02). Compared with ibrutinib patients who did not have a bleeding event, those on ibrutinib who suffered bleeding were all men, older (mean age 82.7 vs 73.0, p -value= .01), and had lower mean platelet counts (104.0 vs 150.5 K/µL, p -value = .03). CONCLUSION: Ibrutinib may be associated with increased risk of bleeding in patients with hematologic malignancies, particularly older men with lower platelet levels and on multiple anticoagulants. Transient discontinuation of ibrutinib should be considered for dermatologic surgeries.
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Pirazóis , Pirimidinas , Masculino , Humanos , Idoso , Idoso de 80 Anos ou mais , Pirimidinas/efeitos adversos , Pirazóis/efeitos adversos , Estudos de Casos e Controles , Estudos Retrospectivos , Hemorragia/induzido quimicamente , Procedimentos Cirúrgicos Dermatológicos/efeitos adversos , Inibidores de Proteínas Quinases/efeitos adversosRESUMO
To investigate the extent to which dermatologists are involved in innovative dermatology start-up companies, we analyzed the Pitchbook database which covers private capital markets. From January 1, 2010 to June 23, 2021, there were 105 dermatology companies, of which six (5.7%) had a dermatologist chief executive officer (CEO), 16 (15.2%) had a dermatologist founder, and 19 (18.1%) had a dermatologist advisor or board member. There were 98 dermatologists with leadership positions, including six (6.1%) CEOs, 21 (21.4%) founders, 11 (11.2%) chief medical officers (CMOs), and 60 (61.2%) advisors. Our findings highlight the underrepresentation of dermatologists in start-up ventures relating to dermatology.
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Dermatologistas , Dermatologia , Humanos , Estudos Retrospectivos , Liderança , Bases de Dados FactuaisRESUMO
To investigate the extent to which dermatology programs use social media to connect with applicants, we conducted a search of all 140 residency programs on Instagram, Facebook, Twitter, and YouTube. Our search revealed 74 (53%) Instagram, 21 (15%) Facebook, 20 (14%) Twitter, and four (3%) YouTube accounts for dermatology programs, with the number of Instagram accounts increasing five-fold from the end of 2019 to present. Our results demonstrate that conditions created during the coronavirus disease 2019 (COVID-19) pandemic accelerated dermatology residency programs' acceptance of social media, particularly Instagram, as a means to communicate and share information with applicants.