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1.
Clin Lymphoma Myeloma Leuk ; 22 Suppl 2: S401, 2022 Oct.
Article in English | MEDLINE | ID: covidwho-2311841

ABSTRACT

BACKGROUND: Sézary syndrome (SS) is an aggressive type of cutaneous T-cell lymphomas (CTCL). Due to its low prevalence, there are limited data on real-world treatment patterns of available SS therapies. Furthermore, recent approvals of new agents for patients with CTCL as well as COVID-19 likely impacted real-world treatment patterns. OBJECTIVE: To examine real-world treatment patterns and the impact of COVID-19 among SS patients treated in 2018-2020 in the United States. METHODS: Patients in the 2018-2020 Symphony Health Solutions database were classified into 3 groups: ≥1 diagnosis of SS (ICD-10-CM code: C84.1x) in 2018, 2019, and 2020, respectively. Patient characteristics and treatment patterns for National Comprehensive Cancer Network guideline 2.2021 recommended therapies were examined: systemic therapy (e.g., extracorporeal photopheresis (ECP), parenteral, oral agents), skin-directed therapy (SDT, e.g., topical, local radiation, total skin electron beam therapy, phototherapy) and bone marrow transplant. The impact of COVID-19 was assessed using quarterly analysis. RESULTS: The analyses included 869, 882, and 853 SS patients in 2018, 2019, and 2020, respectively (mean age: 66.3, 66.9 and 67.3 years; male: 54.4%, 54.8%, and 55.6%). Overall, systemic therapy increased from 2018-2020 (41.8% to 46.5%), with increased parenteral (20.7% to 28.7%) but decreased ECP (17.0% to 13.5%) usage. SDT increased from 2018-2020 (48.9% to 52.9%), with increased topical (42.3% to 48.3%) but decreased phototherapy (6.3% to 4.1%) usage. ECP, mogamulizumab, and bexarotene were the most prescribed systemic therapies in 2019-2020, with mogamulizumab being the only one with increased usage over time. Quarterly analysis showed decreasing ECP from Q1 to Q4 within each year, with a notable drop in Q2 2020. For parental systemics, there was an increasing trend in 2019 and 2020, but lower utilization in Q4 2020 than in Q3 2020. For oral systemic, there was a notable drop in Q2 2020 but an increased trend in Q3-Q4 2020. CONCLUSIONS: This claims analysis indicated increased use in systemic and SDT among SS patients in 2018-2020. The quarterly analysis indicated that the drop in ECP and oral systemic usage in Q2 2020 coincided with the onset of the pandemic, but there was a stable use of parenteral systemic during 2020.


Subject(s)
COVID-19 , Lymphoma, T-Cell, Cutaneous , Mycosis Fungoides , Photopheresis , Sezary Syndrome , Skin Neoplasms , Bexarotene , COVID-19/epidemiology , Humans , Lymphoma, T-Cell, Cutaneous/epidemiology , Lymphoma, T-Cell, Cutaneous/pathology , Lymphoma, T-Cell, Cutaneous/therapy , Male , Mycosis Fungoides/therapy , Sezary Syndrome/epidemiology , Sezary Syndrome/pathology , Sezary Syndrome/therapy , Skin Neoplasms/pathology , United States/epidemiology
2.
J Cutan Pathol ; 50(7): 606-610, 2023 Jul.
Article in English | MEDLINE | ID: covidwho-2303614

ABSTRACT

Aleukemic leukemia cutis (ALC) is a rare condition that is characterized by leukemic cells in the skin before presenting in the peripheral blood or bone marrow. We report a case of a 43-year-old woman who underwent assessment for bilateral facial nodules arising 1 month after COVID-19 infection. A punch biopsy specimen showed a malignant neoplasm primarily composed of immature blasts dissecting through the collagen in the dermis, concerning for myeloid sarcoma versus leukemia cutis. Bone marrow and blood specimens were negative for hematologic malignancy. The patient was appropriately treated with chemotherapy and is recovering well. This report highlights an interesting case of ALC following COVID-19 infection presenting as an isolated facial rash. Whether there is a true relationship between the patient's COVID-19 infection and her abrupt presentation of leukemia remains unclear, but we present this case regardless, in an effort to highlight a potentially unique association requiring further study.


Subject(s)
COVID-19 , Exanthema , Leukemia , Skin Neoplasms , Female , Humans , Adult , COVID-19/pathology , Leukemia/pathology , Skin Neoplasms/pathology , Skin/pathology , Exanthema/pathology
4.
Int J Dermatol ; 62(7): 850-856, 2023 Jul.
Article in English | MEDLINE | ID: covidwho-2294864

ABSTRACT

The ongoing challenges posed by COVID-19 are concerning for their impact on successful detection and recognition of melanoma as total body skin examinations and skin biopsies are critical for identifying early-stage melanoma and intervening before progression to metastatic disease. A comprehensive electronic search of PubMed/MEDLINE was conducted on or before August 1, 2022, using the search terms ("skin" AND "COVID-19"), (["skin cancer" AND "COVID-19"] OR ["skin cancer" AND "coronavirus"]), (["melanoma" AND "COVID-19"] OR ["melanoma" AND "coronavirus"]), ("dermatology" AND "COVID-19"), and ("cutaneous" AND "COVID-19"). Eight articles representing Belgium, Chile, France, Germany, Spain, the United Kingdom, and the United States were included. Four articles analyzed changes in the proportion of in situ melanoma at diagnosis and consistently reported decreases, with an overall decrease ranging from 7.6 to 40.4%. Five studies analyzed changes in the proportion of melanoma diagnoses by staging, but no clear changes in staging patterns were observed. Five studies analyzed changes in the mean Breslow thickness of melanoma diagnoses and consistently reported increases, with an overall increase ranging from 4.0 to 38%. Disruptions to proper diagnosis and treatment of melanoma are creating undue morbidity, mortality, and healthcare costs as the pandemic continues. Continued research with improved, centralized data collection is needed to better address the COVID-19 pandemic's ongoing challenge to appropriate detection and treatment of melanoma.


Subject(s)
COVID-19 , Melanoma , Skin Neoplasms , Humans , United States , Pandemics , Sensitivity and Specificity , Melanoma/pathology , Skin Neoplasms/pathology , COVID-19 Testing
5.
Eur J Cancer ; 182: 57-65, 2023 03.
Article in English | MEDLINE | ID: covidwho-2286203

ABSTRACT

BACKGROUND: At present, immune monotherapy and combination therapy has not shown satisfactory effects on acral melanoma, and still no standard treatment is available for advanced acral melanoma. Here, a phase II trial was performed to explore the safety and efficacy of apatinib combined with camrelizumab in advanced acral melanoma patients as first-line therapy (NCT03955354). METHODS: Patients with pathologically confirmed, locally unresectable or metastatic treatment native acral melanoma received 250 mg apatinib once daily and camrelizumab 200 mg once every two weeks intravenously every 28-day cycle. The primary end-point was objective response rate and the secondary end-points were disease control rate, overall survival, progression-free survival and safety. RESULTS: Thirty patients were recruited between January 2015 and January 2022. Among them, 21 (70.0%) had stage IV, and a median tumour burden was 50 mm (range: 11-187). Objective response rate was 24.1%, and 7 of 29 patients had an anti-tumour response, including partial response (n = 5) and complete response (n = 2). Disease control rate was 82.8%, median progression-free survival was 7.39 months (confidence interval: 3.65-9.92), and median overall survival was 13.4 months (confidence interval: 1.9-25.0). Grade 3-4 treatment-related toxicity (grade 3 50.5%; grade 4 3.3%) included transaminase elevations, proteinuria, leukocytopenia, vomiting, diarrhea and drug-induced liver injury. No treatment-related mortality occurred. The mutations of TTN, MUC16, VPS13D, ALPK2 and SCUBE1 showed significant alterations with survival outcome. CONCLUSIONS: Apatinib combined with camrelizumab showed manageable safety profile and reasonable anti-tumour activity in advanced acral melanoma patients as first-line therapy.


Subject(s)
Melanoma , Skin Neoplasms , Humans , Melanoma/pathology , Skin Neoplasms/pathology , Calcium-Binding Proteins , Proteins , Protein Kinases
6.
Br J Dermatol ; 188(3): 380-389, 2023 02 22.
Article in English | MEDLINE | ID: covidwho-2263802

ABSTRACT

BACKGROUND: Basal cell carcinoma (BCC) represents the most commonly occurring cancer worldwide within the white population. Reports predict 298 308 cases of BCC in the UK by 2025, at a cost of £265-366 million to the National Health Service (NHS). Despite the morbidity, societal and healthcare pressures brought about by BCC, routinely collected healthcare data and global registration remain limited. OBJECTIVES: To calculate the incidence of BCC in Wales between 2000 and 2018 and to establish the related healthcare utilization and estimated cost of care. METHODS: The Secure Anonymised Information Linkage (SAIL) databank is one of the largest and most robust health and social care data repositories in the UK. Cancer registry data were linked to routinely collected healthcare databases between 2000 and 2018. Pathological data from Swansea Bay University Health Board (SBUHB) were used for internal validation. RESULTS: A total of 61 404 histologically proven BCCs were identified within the SAIL Databank during the study period. The European age-standardized incidence for BCC in 2018 was 224.6 per 100 000 person-years. Based on validated regional data, a 45% greater incidence was noted within SBUHB pathology vs. matched regions within SAIL between 2016 and 2018. A negative association between deprivation and incidence was noted with a higher incidence in the least socially deprived and rural dwellers. Approximately 2% travelled 25-50 miles for dermatological services compared with 37% for plastic surgery. Estimated NHS costs of surgically managed lesions for 2002-2019 equated to £119.2-164.4 million. CONCLUSIONS: Robust epidemiological data that are internationally comparable and representative are scarce for nonmelanoma skin cancer. The rising global incidence coupled with struggling healthcare systems in the post-COVID-19 recovery period serve to intensify the societal and healthcare impact. This study is the first to demonstrate the incidence of BCC in Wales and is one of a small number in the UK using internally validated large cohort datasets. Furthermore, our findings demonstrate one of the highest published incidences within the UK and Europe.


Subject(s)
COVID-19 , Carcinoma, Basal Cell , Skin Neoplasms , Humans , Wales , Retrospective Studies , State Medicine , Carcinoma, Basal Cell/pathology , Skin Neoplasms/pathology , Delivery of Health Care
7.
Am J Dermatopathol ; 45(3): 196-200, 2023 Mar 01.
Article in English | MEDLINE | ID: covidwho-2266538

ABSTRACT

ABSTRACT: Nevus sebaceus (NS) is a cutaneous hamartoma typically found on the head and neck, with a prevalence of 0.3% in newborns. Most NS are quiescent; however, benign and malignant lesions have been reported to arise within these nevi. Malignant transformation is not common but mainly includes basal cell carcinoma and squamous cell carcinoma. Malignant melanoma arising in NS is exceedingly rare, with only 2 previously documented cases. In this article, we report the first case of malignant melanoma arising in a NS in a 68-year-old man in the United States.


Subject(s)
Carcinoma, Basal Cell , Hair Diseases , Melanoma , Nevus , Skin Neoplasms , Infant, Newborn , Humans , Aged , Skin Neoplasms/pathology , Nevus/pathology , Carcinoma, Basal Cell/pathology
8.
Medicina (Kaunas) ; 59(2)2023 Feb 08.
Article in English | MEDLINE | ID: covidwho-2277507

ABSTRACT

Basosquamous cell carcinoma (BSCC) is a rare malignancy usually arising on sun-exposed areas of the skin. BSCC is described as a rare variant of Basal cell carcinoma (BCC) which shows clinical and microscopic features of both BCC and of Squamous cell carcinoma (SCC). We report the case of a 70-year-old male with a cutaneous lesion of the nipple-areola complex (NAC); to the best of our knowledge, this is the first ever reported patient with BSCC in this area. The lesion had a fast growth, but, due to the COVID19 crisis, the patient only came to our observation one year after onset of this condition. Physical examination showed a bleeding red ulcerated lesion that involved the NAC, measuring 27 mm × 20 mm. Biopsy showed a BSCC. Pre-operative breast ultrasound scan, mammogram and MRI were all performed before surgery, which consisted of simple mastectomy and sentinel lymph-node biopsy. The patient was discharged home on the 4th post-operative day, and at 18-month follow-up there are no signs or clinical evidence of local recurrence or metastases. Diagnosis of BSCC of the nipple-areola complex requires high index of suspicion and a thorough differential diagnosis, management, and suitable radical treatment due to well described high rates of recurrence and of metastases. Differential diagnosis with similar lesions (e.g., Paget's disease, Bowen's disease, BCC, and SCC) should also be taken into account.


Subject(s)
Breast Neoplasms , COVID-19 , Carcinoma, Basal Cell , Carcinoma, Squamous Cell , Skin Neoplasms , Male , Humans , Aged , Nipples/surgery , Breast Neoplasms/pathology , Mastectomy , COVID-19/pathology , Carcinoma, Basal Cell/surgery , Carcinoma, Squamous Cell/pathology , Skin Neoplasms/pathology
10.
N Engl J Med ; 388(9): 813-823, 2023 Mar 02.
Article in English | MEDLINE | ID: covidwho-2275845

ABSTRACT

BACKGROUND: Whether pembrolizumab given both before surgery (neoadjuvant therapy) and after surgery (adjuvant therapy), as compared with pembrolizumab given as adjuvant therapy alone, would increase event-free survival among patients with resectable stage III or IV melanoma is unknown. METHODS: In a phase 2 trial, we randomly assigned patients with clinically detectable, measurable stage IIIB to IVC melanoma that was amenable to surgical resection to three doses of neoadjuvant pembrolizumab, surgery, and 15 doses of adjuvant pembrolizumab (neoadjuvant-adjuvant group) or to surgery followed by pembrolizumab (200 mg intravenously every 3 weeks for a total of 18 doses) for approximately 1 year or until disease recurred or unacceptable toxic effects developed (adjuvant-only group). The primary end point was event-free survival in the intention-to-treat population. Events were defined as disease progression or toxic effects that precluded surgery; the inability to resect all gross disease; disease progression, surgical complications, or toxic effects of treatment that precluded the initiation of adjuvant therapy within 84 days after surgery; recurrence of melanoma after surgery; or death from any cause. Safety was also evaluated. RESULTS: At a median follow-up of 14.7 months, the neoadjuvant-adjuvant group (154 patients) had significantly longer event-free survival than the adjuvant-only group (159 patients) (P = 0.004 by the log-rank test). In a landmark analysis, event-free survival at 2 years was 72% (95% confidence interval [CI], 64 to 80) in the neoadjuvant-adjuvant group and 49% (95% CI, 41 to 59) in the adjuvant-only group. The percentage of patients with treatment-related adverse events of grades 3 or higher during therapy was 12% in the neoadjuvant-adjuvant group and 14% in the adjuvant-only group. CONCLUSIONS: Among patients with resectable stage III or IV melanoma, event-free survival was significantly longer among those who received pembrolizumab both before and after surgery than among those who received adjuvant pembrolizumab alone. No new toxic effects were identified. (Funded by the National Cancer Institute and Merck Sharp and Dohme; S1801 ClinicalTrials.gov number, NCT03698019.).


Subject(s)
Antineoplastic Agents, Immunological , Melanoma , Neoadjuvant Therapy , Skin Neoplasms , Humans , Adjuvants, Immunologic , Disease Progression , Melanoma/drug therapy , Melanoma/pathology , Melanoma/surgery , Skin Neoplasms/drug therapy , Skin Neoplasms/pathology , Skin Neoplasms/surgery , Antineoplastic Agents, Immunological/administration & dosage , Antineoplastic Agents, Immunological/adverse effects , Antineoplastic Agents, Immunological/therapeutic use , Chemotherapy, Adjuvant
11.
N Engl J Med ; 387(17): 1557-1568, 2022 10 27.
Article in English | MEDLINE | ID: covidwho-2261360

ABSTRACT

BACKGROUND: In a pilot study involving patients with cutaneous squamous-cell carcinoma, a high percentage of patients had a pathological complete response with the use of two doses of neoadjuvant cemiplimab before surgery. Data from a phase 2 study are needed to confirm these findings. METHODS: We conducted a phase 2, confirmatory, multicenter, nonrandomized study to evaluate cemiplimab as neoadjuvant therapy in patients with resectable stage II, III, or IV (M0) cutaneous squamous-cell carcinoma. Patients received cemiplimab, administered at a dose of 350 mg every 3 weeks for up to four doses, before undergoing surgery with curative intent. The primary end point was a pathological complete response (the absence of viable tumor cells in the surgical specimen) on independent review at a central laboratory, with a null hypothesis that a pathological complete response would be observed in 25% of patients. Key secondary end points included a pathological major response (the presence of viable tumor cells that constitute ≤10% of the surgical specimen) on independent review, a pathological complete response and a pathological major response on investigator assessment at a local laboratory, an objective response on imaging, and adverse events. RESULTS: A total of 79 patients were enrolled and received neoadjuvant cemiplimab. On independent review, a pathological complete response was observed in 40 patients (51%; 95% confidence interval [CI], 39 to 62) and a pathological major response in 10 patients (13%; 95% CI, 6 to 22). These results were consistent with the pathological responses determined on investigator assessment. An objective response on imaging was observed in 54 patients (68%; 95% CI, 57 to 78). Adverse events of any grade that occurred during the study period, regardless of whether they were attributed to the study treatment, were observed in 69 patients (87%). Grade 3 or higher adverse events that occurred during the study period were observed in 14 patients (18%). CONCLUSIONS: Neoadjuvant therapy with cemiplimab was associated with a pathological complete response in a high percentage of patients with resectable cutaneous squamous-cell carcinoma. (Funded by Regeneron Pharmaceuticals and Sanofi; ClinicalTrials.gov number, NCT04154943.).


Subject(s)
Carcinoma, Squamous Cell , Neoadjuvant Therapy , Skin Neoplasms , Humans , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/surgery , Carcinoma, Squamous Cell/pathology , Neoplasm Staging , Pilot Projects , Skin Neoplasms/drug therapy , Skin Neoplasms/pathology , Skin Neoplasms/surgery , Remission Induction , Antineoplastic Agents, Immunological/administration & dosage , Antineoplastic Agents, Immunological/adverse effects , Antineoplastic Agents, Immunological/therapeutic use
12.
J Eur Acad Dermatol Venereol ; 37(5): 922-931, 2023 May.
Article in English | MEDLINE | ID: covidwho-2245850

ABSTRACT

BACKGROUND: The COVID-19 lockdown had a dramatic impact on primary care access and resulted in postponed skin cancer screenings. This raises concerns for a diagnostic delay on primary cutaneous melanomas, which can subsequently increase morbidity and mortality. OBJECTIVES: The aim of the study was to investigate the impact of the COVID-19-related restrictions on the melanoma diagnosis in five European skin cancer reference centres in Switzerland, Germany, Austria and Italy. METHODS: A total of 7865 cutaneous melanoma cases were collected between 01 September 2018 and 31 August 2021. The time period was stratified into pre-COVID (pre-lockdown) and post-COVID (lockdown and post-lockdown) according to the established restrictions in each country. The data collection included demographic, clinical and histopathological data from histologically confirmed cutaneous melanomas. Personal and family history of melanoma, and presence of immunosuppression were used to assess the diagnosis delay in high-risk individuals. RESULTS: There was an overall increase of the Breslow tumour thickness (mean 1.25 mm vs. 1.02 mm) during the post-COVID period, as well as an increase in the proportion of T3-T4 melanomas, rates of ulceration and the number of mitotic rates ≥2 (all, p < 0.001). Patients with immunosuppression and personal history of melanoma showed a decrease in the mean log10-transformed Breslow during lockdown and post-COVID. In the multivariate analysis, age at melanoma diagnosis (p < 0.01) and personal history of melanoma (p < 0.01) showed significant differences in the mean Breslow thickness. CONCLUSIONS: The study confirms the diagnostic delay in cutaneous melanomas due to the COVID-19 lockdown. High-risk individuals, such as patients with personal history of melanoma and elderly individuals, were more hesitant to restart their regular skin cancer screenings post-COVID. Further studies with longer follow-up are required to evaluate the consequences of this diagnostic delay in long-term outcomes.


Subject(s)
COVID-19 , Melanoma , Skin Neoplasms , Humans , Aged , Skin Neoplasms/diagnosis , Skin Neoplasms/epidemiology , Skin Neoplasms/pathology , Melanoma/diagnosis , Melanoma/epidemiology , Melanoma/pathology , Retrospective Studies , Delayed Diagnosis , Pandemics , COVID-19/epidemiology , Communicable Disease Control , COVID-19 Testing
13.
Skinmed ; 20(6): 463-465, 2022.
Article in English | MEDLINE | ID: covidwho-2169882

ABSTRACT

A 56-year-old woman presented to the emergency to be department with diarrhea, asthenia, cough, and dysgeusia. The patient had chronic obstructive pulmonary disease (COPD) and was found infected with coronavirus disease 2019 (COVID-19). On physical examination, a small basal cell carcinoma (BCC) lesion was identified on her scalp; however, following the administration of noninvasive ventilation, the appearance of both macroscopic and microscopic BCC worsened dramatically. Our findings point to positive pressure noninvasive ventilation used to treat COVID-19 associated with COPD as a possible causative agent for the progression of cutaneous BCC. (SKINmed. 2022;20:463-465).


Subject(s)
COVID-19 , Carcinoma, Basal Cell , Noninvasive Ventilation , Pulmonary Disease, Chronic Obstructive , Skin Neoplasms , Female , Humans , Middle Aged , Skin Neoplasms/pathology , Pulmonary Disease, Chronic Obstructive/complications , Pulmonary Disease, Chronic Obstructive/therapy
14.
Australas J Dermatol ; 63(3): 344-351, 2022 Aug.
Article in English | MEDLINE | ID: covidwho-2192241

ABSTRACT

BACKGROUND: Clinical quality registries aim to identify significant variations in care and provide anonymised feedback to institutions to improve patient outcomes. Thirty-six Australian organisations with an interest in melanoma, raised funds through three consecutive Melanoma Marches, organised by Melanoma Institute Australia, to create a national Melanoma Clinical Outcomes Registry (MelCOR). This study aimed to formally develop valid clinical quality indicators for the diagnosis and early management of cutaneous melanoma as an important step in creating the registry. METHODS: Potential clinical quality indicators were identified by examining the literature, including Australian and international melanoma guidelines, and by consulting with key melanoma and registry opinion leaders. A modified two-round Delphi survey method was used, with participants invited from relevant health professions routinely managing melanoma as well as relevant consumer organisations. RESULTS: Nineteen participants completed at least one round of the Delphi process. 12 of 13 proposed clinical quality indictors met the validity criteria. The clinical quality indicators included acceptable biopsy method, appropriate excision margins, standardised pathology reporting, indications for sentinel lymph node biopsy, and involvement of multidisciplinary care and referrals. CONCLUSION: This study provides a multi-stakeholder consensus for important clinical quality indicators that define optimal practice that will now be used in the Australian Melanoma Clinical Outcomes Registry (MelCOR).


Subject(s)
Melanoma , Skin Neoplasms , Australia , Delphi Technique , Humans , Melanoma/pathology , Quality Indicators, Health Care , Registries , Skin Neoplasms/pathology
15.
Curr Oncol ; 29(10): 7794-7801, 2022 Oct 16.
Article in English | MEDLINE | ID: covidwho-2071266

ABSTRACT

Cutaneous squamous cell carcinoma (cSCC) is the second most frequent non-melanoma skin cancer. The standard curative treatment is surgical resection, but the treatment of locally advanced and metastatic disease apart from radiotherapy is currently based on cemiplimab. Cemiplimab has demonstrated efficacy in the treatment of advanced and metastatic cSCC in clinical trials, although real-world data are still limited. We present four cases of cSCC, which showed a tremendous response to cemiplimab-one patient achieved complete response and three of them achieved partial response. Immunotherapy with cemiplimab, a recently approved PD1 inhibitor, is an important addition to the cutaneous oncology therapeutic options that may be considered in patients with advanced disease not amenable to surgery or radiotherapy. In all four cases, the patients postponed visits to the doctor because of the fear of SARS-CoV-2 infection or for administrative and organizational reasons declared difficult access to doctors caused by the pandemic.


Subject(s)
Antineoplastic Agents, Immunological , COVID-19 , Carcinoma, Squamous Cell , Skin Neoplasms , Humans , Carcinoma, Squamous Cell/pathology , Skin Neoplasms/drug therapy , Skin Neoplasms/pathology , SARS-CoV-2 , Antineoplastic Agents, Immunological/adverse effects , Pandemics
16.
Sci Rep ; 12(1): 15836, 2022 09 23.
Article in English | MEDLINE | ID: covidwho-2050526

ABSTRACT

We consider machine-learning-based lesion identification and malignancy prediction from clinical dermatological images, which can be indistinctly acquired via smartphone or dermoscopy capture. Additionally, we do not assume that images contain single lesions, thus the framework supports both focal or wide-field images. Specifically, we propose a two-stage approach in which we first identify all lesions present in the image regardless of sub-type or likelihood of malignancy, then it estimates their likelihood of malignancy, and through aggregation, it also generates an image-level likelihood of malignancy that can be used for high-level screening processes. Further, we consider augmenting the proposed approach with clinical covariates (from electronic health records) and publicly available data (the ISIC dataset). Comprehensive experiments validated on an independent test dataset demonstrate that (1) the proposed approach outperforms alternative model architectures; (2) the model based on images outperforms a pure clinical model by a large margin, and the combination of images and clinical data does not significantly improves over the image-only model; and (3) the proposed framework offers comparable performance in terms of malignancy classification relative to three board certified dermatologists with different levels of experience.


Subject(s)
Melanoma , Skin Neoplasms , Algorithms , Dermoscopy/methods , Humans , Machine Learning , Melanoma/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology
20.
PLoS One ; 17(8): e0269826, 2022.
Article in English | MEDLINE | ID: covidwho-1974306

ABSTRACT

The complex feature characteristics and low contrast of cancer lesions, a high degree of inter-class resemblance between malignant and benign lesions, and the presence of various artifacts including hairs make automated melanoma recognition in dermoscopy images quite challenging. To date, various computer-aided solutions have been proposed to identify and classify skin cancer. In this paper, a deep learning model with a shallow architecture is proposed to classify the lesions into benign and malignant. To achieve effective training while limiting overfitting problems due to limited training data, image preprocessing and data augmentation processes are introduced. After this, the 'box blur' down-scaling method is employed, which adds efficiency to our study by reducing the overall training time and space complexity significantly. Our proposed shallow convolutional neural network (SCNN_12) model is trained and evaluated on the Kaggle skin cancer data ISIC archive which was augmented to 16485 images by implementing different augmentation techniques. The model was able to achieve an accuracy of 98.87% with optimizer Adam and a learning rate of 0.001. In this regard, parameter and hyper-parameters of the model are determined by performing ablation studies. To assert no occurrence of overfitting, experiments are carried out exploring k-fold cross-validation and different dataset split ratios. Furthermore, to affirm the robustness the model is evaluated on noisy data to examine the performance when the image quality gets corrupted.This research corroborates that effective training for medical image analysis, addressing training time and space complexity, is possible even with a lightweighted network using a limited amount of training data.


Subject(s)
Deep Learning , Melanoma , Skin Neoplasms , Artifacts , Dermoscopy , Humans , Melanoma/diagnostic imaging , Melanoma/pathology , Neural Networks, Computer , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology
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