Automated detection of nonmelanoma skin cancer using digital images: a systematic review

Abstract Background Computer-aided diagnosis of skin lesions is a growing area of research, but its application to nonmelanoma skin cancer (NMSC) is relatively under-studied. The purpose of this review is to synthesize the research that has been conducted on automated detection of NMSC using digital images and to assess the quality of evidence for the diagnostic accuracy of these technologies. Methods Eight databases (PubMed, Google Scholar, Embase, IEEE Xplore, Web of Science, SpringerLink, ScienceDirect, and the ACM Digital Library) were searched to identify diagnostic studies of NMSC using image-based machine learning models. Two reviewers independently screened eligible articles. The level of evidence of each study was evaluated using a five tier rating system, and the applicability and risk of bias of each study was assessed using the Quality Assessment of Diagnostic Accuracy Studies tool. Results Thirty-nine studies were reviewed. Twenty-four models were designed to detect basal cell carcinoma, two were designed to detect squamous cell carcinoma, and thirteen were designed to detect both. All studies were conducted in silico. The overall diagnostic accuracy of the classifiers, defined as concordance with histopathologic diagnosis, was high, with reported accuracies ranging from 72 to 100% and areas under the receiver operating characteristic curve ranging from 0.832 to 1. Most studies had substantial methodological limitations, but several were robustly designed and presented a high level of evidence. Conclusion Most studies of image-based NMSC classifiers report performance greater than or equal to the reported diagnostic accuracy of the average dermatologist, but relatively few studies have presented a high level of evidence. Clinical studies are needed to assess whether these technologies can feasibly be implemented as a real-time aid for clinical diagnosis of NMSC

Guidelines for phototherapy of mycosis fungoides and Sézary syndrome: A consensus statement of the United States Cutaneous Lymphoma Consortium

BACKGROUND: Ultraviolet light (UVL) is a long established treatment for mycosis fungoides (MF) and Sézary syndrome (SS), subtypes of cutaneous T-cell lymphoma (CTCL). Treatments have traditionally included broadband, narrowband ultraviolet B light (UVB) and psoralen plus ultraviolet A light photochemotherapy (PUVA), but more recently, treatment options have expanded to include UVA1 and excimer laser. UVL is used either as monotherapy or as an adjuvant to systemic therapy, demonstrating efficacy in many cases that equal or surpass systemic medications. Despite its utility and duration of use, the current practice of using UVL guidelines for psoriasis to treat patients with MF/SS is problematic because the goals of prolonging survival and preventing disease progression are unique to CTCL compared to psoriasis. OBJECTIVES: We sought to develop separate guidelines for phototherapy for MF/SS for both clinical practice and for clinical trials. METHODS: Literature review and cutaneous lymphoma expert consensus group recommendations. RESULTS: This paper reviews the published literature for UVB and UVA/PUVA in MF/SS and suggests practical standardized guidelines for their use. LIMITATIONS: New standardization of phototherapy. CONCLUSIONS: These guidelines should allow the comparison of results with phototherapy in MF/SS across different stages of patients, centers, and in combination with other agents in practice and in clinical trials

Low-dose high-dose-rate brachytherapy in the treatment of facial lesions of cutaneous T-cell lymphoma

BACKGROUND: The use of many of the standard skin-directed mycosis fungoides (MF) therapies on facial skin may be limited by site-specific increased risks of side effects, excessive inflammation, and ocular toxicity. OBJECTIVE: Our study aimed to describe the levels of erythema, scale, and induration of facial lesions in MF before and after low-dose high-dose-rate surface applicator brachytherapy and to examine the overall clinical response to brachytherapy. METHODS: A total of 23 facial MF lesions in 10 patients were treated with high-dose-rate brachytherapy doses of 4 Gy per session for a total of 2 fractions at our multidisciplinary cutaneous oncology clinic between August 17, 2009, and March 12, 2012. RESULTS: In all 23 lesions, dramatic clinical improvement was observed. Patients were followed up for a median of 6.3 months. No recurrences were reported in the follow-up period. LIMITATIONS: Long-term follow-up is lacking. Reassessment of all included patients at annual intervals for a period of at least 5 years is the authors' goal. CONCLUSION: Low-dose high-dose-rate brachytherapy using custom-made surface molds is a highly efficacious therapy in the treatment of facial lesions in MF