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Leskelä N, Huilaja L, Jokelainen J, Sinikumpu SP. Benign skin tumors in older persons: a population-based study. BMC Geriatr 2025; 25:226. [PMID: 40188076 PMCID: PMC11971830 DOI: 10.1186/s12877-025-05881-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 03/24/2025] [Indexed: 04/07/2025] Open
Abstract
BACKGROUND Benign skin tumors become more common with advanced age. However, little is known about the etiology of these common lesions. Our objectives were to evaluate the risk factors for seborrheic keratosis, lentigo solaris, cherry angiomas and melanocytic nevi in an elderly population. Our candidate predisposing factors were sex, age, Fitzpatrick skin type, history of outdoor work, life style factors and anthropometric measurements and laboratory tests. METHODS In this retrospective cross-sectional study of a large, well-documented cohort, a total body skin examination (TBSE) was performed by dermatologists. The information gathered was augmented with self-reported data. The associations between benign skin tumors and the risk factors analysed with the Chi square test, Fischer exact test and analysis of variance as appropriate. RESULTS The study included 552 participants aged between 70 and 93 years. According to the TBSE, benign skin tumors were present in up to 78.7% in certain subsets of participants. Seborrheic keratosis was the most common lesion type, and 15.6% of all cases had > 50 lesions. Seborrheic keratosis were more common in males (p < 0.05), while lentigo solaris and cherry angiomas were more common in females (p < 0.05). A history of outdoor working associated with higher number of lentigo solaris and seborrheic keratosis lesions (p < 0.05). There was an association between lower glycated haemoglobin levels and the presence of multiple cherry angiomas (p < 0.05). Female subjects with multiple cherry angiomas had higher levels of high-density cholesterol and lower triglyceride values than in those with fewer cherry angiomas (p < 0.05 for both). In males, lower mean haemoglobin levels were associated with multiple cherry angiomas (p < 0.05). CONCLUSIONS We found sex differences and several new possible etiological factors behind benign skin tumors which, despite being common, remain poorly characterized.
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Affiliation(s)
- Nelli Leskelä
- Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Laura Huilaja
- Department of Dermatology and Medical Research Center, Oulu University Hospital, P.B.20, Oulu, FIN-90029 OYS, Finland
- Research Unit of Clinical Medicine, University of Oulu, Oulu, Finland
| | - Jari Jokelainen
- Northern Finland Birth Cohorts, Arctic Biobank, and Infrastructure for Population Studies, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Suvi-Päivikki Sinikumpu
- Department of Dermatology and Medical Research Center, Oulu University Hospital, P.B.20, Oulu, FIN-90029 OYS, Finland.
- Research Unit of Clinical Medicine, University of Oulu, Oulu, Finland.
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2
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West M, Cheng Y, He Y, Leng Y, Magdamo C, Hyman BT, Dickson JR, Serrano-Pozo A, Blacker D, Das S. Unsupervised Deep Learning of Electronic Health Records to Characterize Heterogeneity Across Alzheimer Disease and Related Dementias: Cross-Sectional Study. JMIR Aging 2025; 8:e65178. [PMID: 40163031 PMCID: PMC11997524 DOI: 10.2196/65178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Revised: 02/19/2025] [Accepted: 03/10/2025] [Indexed: 04/02/2025] Open
Abstract
BACKGROUND Alzheimer disease and related dementias (ADRD) exhibit prominent heterogeneity. Identifying clinically meaningful ADRD subtypes is essential for tailoring treatments to specific patient phenotypes. OBJECTIVE We aimed to use unsupervised learning techniques on electronic health records (EHRs) from memory clinic patients to identify ADRD subtypes. METHODS We used pretrained embeddings of non-ADRD diagnosis codes (International Classification of Diseases, Ninth Revision) and large language model (LLM)-derived embeddings of clinical notes from patient EHRs. Hierarchical clustering of these embeddings was used to identify ADRD subtypes. Clusters were characterized regarding their demographic and clinical features. RESULTS We analyzed a cohort of 3454 patients with ADRD from a memory clinic at Massachusetts General Hospital, each with a specialist diagnosis. Clustering pretrained embeddings of the non-ADRD diagnosis codes in patient EHRs revealed the following 3 patient subtypes: one with skin conditions, another with psychiatric disorders and an earlier age of onset, and a third with diabetes complications. Similarly, using LLM-derived embeddings of clinical notes, we identified 3 subtypes of patients as follows: one with psychiatric manifestations and higher prevalence of female participants (prevalence ratio: 1.59), another with cardiovascular and motor problems and higher prevalence of male participants (prevalence ratio: 1.75), and a third one with geriatric health disorders. Notably, we observed significant overlap between clusters from both data modalities (χ24=89.4; P<.001). CONCLUSIONS By integrating International Classification of Diseases, Ninth Revision codes and LLM-derived embeddings, our analysis delineated 2 distinct ADRD subtypes with sex-specific comorbid and clinical presentations, offering insights for potential precision medicine approaches.
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Affiliation(s)
- Matthew West
- Massachusetts General Hospital, Cambridge, MA, United States
| | - You Cheng
- Massachusetts General Hospital, Cambridge, MA, United States
| | - Yingnan He
- Massachusetts General Hospital, Cambridge, MA, United States
| | - Yu Leng
- Massachusetts General Hospital, Cambridge, MA, United States
| | - Colin Magdamo
- Massachusetts General Hospital, Cambridge, MA, United States
| | - Bradley T Hyman
- Massachusetts General Hospital, Cambridge, MA, United States
| | - John R Dickson
- Massachusetts General Hospital, Cambridge, MA, United States
| | | | - Deborah Blacker
- Massachusetts General Hospital, Cambridge, MA, United States
| | - Sudeshna Das
- Massachusetts General Hospital, Cambridge, MA, United States
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3
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Hegde SS, Patki A, Sardesai VR. Untapped saga of paediatric nevo-blaschkoid seborrheic keratosis. BMJ Case Rep 2024; 17:e261883. [PMID: 39357920 DOI: 10.1136/bcr-2024-261883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2024] Open
Abstract
Seborrheic keratosis (SK) has long been known to be an acquired benign tumour of adulthood. Nevo-blaschkoid pattern of SK presenting during infancy is rare and puts a clinician in a quandary regarding final diagnosis. This hypothesis of paediatric SK being a subtype of epidermal nevus (EN) has muddled the understanding of both disorders. There are histopathological pointers that differentiate seborrheic keratosis from SK-like histology of EN. Here, we present a child with blaschkoid SK with onset during infancy. Dermoscopic evaluation showed comedo-like openings suggestive of SK. The benefits of performing shave biopsy were twofold. Diagnostic confirmation of it being SK and not SK-type of EN and therapeutic option of their simultaneous removal ensured prompt management.
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Affiliation(s)
- Shibhani Sudheer Hegde
- Department of Dermatology, Venereology and Leprosy, Bharati Vidyapeeth (Deemed to be University), Pune, Maharashtra, India
| | - Anil Patki
- Department of Dermatology, Venereology and Leprosy, Bharati Vidyapeeth (Deemed to be University), Pune, Maharashtra, India
| | - Vidyadhar R Sardesai
- Department of Dermatology, Venereology and Leprosy, Bharati Vidyapeeth (Deemed to be University), Pune, Maharashtra, India
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4
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Brunsgaard EK, Sanchez B, Grossman D. Electrical Impedance Dermography: Background, Current State, and Emerging Clinical Opportunities. Dermatol Res Pract 2024; 2024:2085098. [PMID: 39184921 PMCID: PMC11343630 DOI: 10.1155/2024/2085098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 02/25/2024] [Accepted: 07/09/2024] [Indexed: 08/27/2024] Open
Abstract
Electrical impedance dermography (EID), based on electrical impedance spectroscopy, is a specific technique for the evaluation of skin disorders that relies upon the application and measurement of painless, alternating electrical current. EID assesses pathological changes to the normal composition and architecture of the skin that influence the flow of electrical current, including changes associated with inflammation, keratinocyte and melanocyte carcinogenesis, and scarring. Assessing the electrical properties of the skin across a range of frequencies and in multiple directions of current flow can provide diagnostic information to aid in the identification of pathologic skin conditions. EID holds the promise of serving as a diagnostic biomarker and potential to be used in skin cancer detection and staging. EID may also be useful as a biomarker in monitoring effectiveness of treatment in individual patients and in therapeutic research. This review highlights ongoing efforts to improve mechanistic understanding of skin electrical changes, study of EID in a variety of clinical contexts, and further refine the technology to find greater clinical use in dermatology and dermatologic research.
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Affiliation(s)
| | - Benjamin Sanchez
- Department of Electrical and Computer EngineeringUniversity of Utah, Salt Lake City, UT, USA
| | - Douglas Grossman
- Huntsman Cancer InstituteUniversity of Utah Health, Salt Lake City, UT, USA
- Department of DermatologyUniversity of Utah Health, Salt Lake City, UT, USA
- Department of Oncological SciencesUniversity of Utah Health, Salt Lake City, UT, USA
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5
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Jiang Z, Gu X, Chen D, Zhang M, Xu C. Deep learning-assisted multispectral imaging for early screening of skin diseases. Photodiagnosis Photodyn Ther 2024; 48:104292. [PMID: 39069204 DOI: 10.1016/j.pdpdt.2024.104292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 07/14/2024] [Accepted: 07/22/2024] [Indexed: 07/30/2024]
Abstract
INTRODUCTION Melanocytic nevi (MN), warts, seborrheic keratoses (SK), and psoriasis are four common types of skin surface lesions that typically require dermatoscopic examination for definitive diagnosis in clinical dermatology settings. This process is labor-intensive and resource-consuming. Traditional methods for diagnosing skin lesions rely heavily on the subjective judgment of dermatologists, leading to issues in diagnostic accuracy and prolonged detection times. OBJECTIVES This study aims to introduce a multispectral imaging (MSI)-based method for the early screening and detection of skin surface lesions. By capturing image data at multiple wavelengths, MSI can detect subtle spectral variations in tissues, significantly enhancing the differentiation of various skin conditions. METHODS The proposed method utilizes a pixel-level mosaic imaging spectrometer to capture multispectral images of lesions, followed by reflectance calibration and standardization. Regions of interest were manually extracted, and the spectral data were subsequently exported for analysis. An improved one-dimensional convolutional neural network is then employed to train and classify the data. RESULTS The new method achieves an accuracy of 96.82 % on the test set, demonstrating its efficacy. CONCLUSION This multispectral imaging approach provides a non-contact and non-invasive method for early screening, effectively addressing the subjective identification of lesions by dermatologists and the prolonged detection times associated with conventional methods. It offers enhanced diagnostic accuracy for a variety of skin lesions, suggesting new avenues for dermatological diagnostics.
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Affiliation(s)
- Zhengshuai Jiang
- School of Control Science and Engineering, Shandong University, Jinan City, Shandong Province, 250061, China
| | - Xiaming Gu
- School of Control Science and Engineering, Shandong University, Jinan City, Shandong Province, 250061, China
| | - Dongdong Chen
- Department of Urology, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, 250014, China
| | - Min Zhang
- Shandong Key Laboratory of Environmental Processes and Health, School of Environmental Science and Engineering, Shandong University, Qingdao, 266237, China.
| | - Congcong Xu
- Department of Dermatology, Qilu Hospital of Shandong University, Jinan, China.
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Glover C, Diao D, Richer V. Long-Pulsed 532-nm Laser for Treatment of Dermatosis Papulosa Nigra and Small Seborrheic Keratoses: Experience With 71 Patients. Dermatol Surg 2024; 50:497-499. [PMID: 38349854 DOI: 10.1097/dss.0000000000004109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2024]
Affiliation(s)
- Caitlyn Glover
- Department of Dermatology and Skin Science, University of British Columbia, Vancouver, British Columbia, Canada
| | - Diana Diao
- Department of Dermatology and Skin Science, University of British Columbia, Vancouver, British Columbia, Canada
- Pacific Derm, Vancouver, British Columbia, Canada
| | - Vincent Richer
- Department of Dermatology and Skin Science, University of British Columbia, Vancouver, British Columbia, Canada
- Pacific Derm, Vancouver, British Columbia, Canada
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7
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Zhou Z, Zhu J, Jiao B, Jia S, Jiang Y. Malassezia infection associated with stucco keratosis. Med Mycol Case Rep 2024; 43:100630. [PMID: 38323302 PMCID: PMC10844730 DOI: 10.1016/j.mmcr.2024.100630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 01/17/2024] [Accepted: 01/23/2024] [Indexed: 02/08/2024] Open
Abstract
We report a case of a 20-year-old young woman with a large stucco keratosis in the mons veneris, one of the clinical variants of Seborrheic keratoses (SKs). Periodic acid-Schiff staining revealed a large number of Malassezia spores in the stratum corneum. After oral antifungal treatment with itraconazole for 4 weeks, the benign tumor was completely cleared without residue or recurrence, which may open a new perspective for exploring the pathogenesis of SKs.
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Affiliation(s)
- Zhan Zhou
- Department of Dermatology, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Jiali Zhu
- Department of Dermatology, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
- Key Laboratory of Endemic and Ethnic Diseases, Ministry of Education, Guizhou Medical University, Guiyang, China
| | - Bin Jiao
- Department of Dermatology, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
- Key Laboratory of Endemic and Ethnic Diseases, Ministry of Education, Guizhou Medical University, Guiyang, China
| | - Songgan Jia
- Department of Dermatology, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Yanping Jiang
- Department of Dermatology, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
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8
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Martínez-Ortega JI, Ramirez Cibrian A. Retrospective Analysis of a Seborrheic Keratosis-Like Melanoma on the Head. Cureus 2024; 16:e52678. [PMID: 38380216 PMCID: PMC10878740 DOI: 10.7759/cureus.52678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/20/2024] [Indexed: 02/22/2024] Open
Abstract
We present a clinical case of a 50-year-old female initially suspected of seborrheic keratosis but later diagnosed with melanoma through biopsy. This case highlights the challenges in distinguishing between these two conditions and emphasizes the importance of accurate diagnosis. Overdiagnosis of malignancy in seborrheic keratosis cases and the accurate identification of melanoma through dermoscopy are discussed. Further research is needed to explore potential mechanistic connections between seborrheic keratosis and melanoma.
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9
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Noorbakhsh M, Kalantari Y, Ghasemi E, Shokri B, Mahmoudi H, Daneshpazhooh M, Etesami I, Khani M. Comparing the efficacy of plasma exeresis and cryotherapy for the treatment of seborrheic keratosis: A randomized controlled trial. Skin Res Technol 2023; 29:e13429. [PMID: 37632194 PMCID: PMC10374986 DOI: 10.1111/srt.13429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Accepted: 07/22/2023] [Indexed: 08/27/2023]
Abstract
BACKGROUND Seborrheic keratoses (SK) is a benign epithelial skin tumor and plasma exeresis is a new technique. AIMS To compare the efficacy and safety of plasma exeresis and cryotherapy for treating SK. METHODS This study is a randomized controlled trial (RCT). One side of each patient was randomly treated with plasma exeresis (peak-to-peak voltage of 3.44 kV and a frequency of 62.5 kHz) and the other side with cryotherapy. RESULTS Thirty-five males were enrolled. At week 3, 37.1 % (N = 13) of lesions treated by plasma exeresis were clear, which was higher than those treated by cryotherapy 17.1% (N = 6). However, this difference was not significant (p-value: 0.06). At week 6, 16 (57.1 %) out of 28 remaining lesions, treated by plasma exeresis were clear, which was significantly higher (p-value: 0.005) than those completely cleared by cryotherapy in 6 out of 29 remaining lesions (20.7%). The mean physician assessment scale score was significantly reduced in both groups in the second follow-up (plasma group first follow-up 0.91 ± 0.89 vs. second follow-up 0.5 ± 0.64 and p-value: 0.0031; cryo group first follow-up 1.4 ± 0.84 vs. second follow-up 1.1 ± 0.72 and p-value: 0.0002). Regarding side effects, no significant difference was seen (p = 0.438). The most common complications in the plasma and cryotherapy groups were erythema (10/19, 52.63%) and hypo pigmentation (5/13, 38.46%). CONCLUSIONS Both cryotherapy and plasma exeresis are effective. We observed a significantly higher cleared lesions treated with plasma exeresis in 6 weeks and after two sessions.
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Affiliation(s)
- Maryam Noorbakhsh
- Department of DermatologyRazi HospitalTehran University of Medical SciencesTehranIran
| | - Yasamin Kalantari
- Department of DermatologyRazi HospitalTehran University of Medical SciencesTehranIran
| | - Erfan Ghasemi
- Laser and Plasma Research InstituteShahid Beheshti UniversityTehranIran
| | - Babak Shokri
- Laser and Plasma Research InstituteShahid Beheshti UniversityTehranIran
- Physics Department of Shahid Beheshti UniversityTehranIran
| | - Hamidreza Mahmoudi
- Department of DermatologyRazi HospitalTehran University of Medical SciencesTehranIran
| | - Maryam Daneshpazhooh
- Department of DermatologyRazi HospitalTehran University of Medical SciencesTehranIran
| | - Ifa Etesami
- Department of DermatologyRazi HospitalTehran University of Medical SciencesTehranIran
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10
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Charles NC, Belinsky I. Pigmented Inflamed Seborrheic Keratosis of the Bulbar Conjunctiva. Ophthalmic Plast Reconstr Surg 2023; 39:e89-e91. [PMID: 36806147 DOI: 10.1097/iop.0000000000002346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
Abstract
A 57-year-old Black man presented with the recent onset of a pigmented temporal epibulbar lesion. As pigmentation of conjunctival epithelial lesions is correlated with complexion pigmentation, the lesion was presumed to represent a pigmented ocular surface squamous neoplasia (OSSN). Excisional biopsy, however, revealed a pigmented conjunctival seborrheic keratosis, a rare occurrence. The lesion lacked cytologic atypia. Intralesional processes of dendritic melanocytes were demonstrated by hematoxylin-eosin and Melan-A stains. Melanophages also contributed to clinical pigmentation. Subepithelial lymphocytic infiltration, elevated Ki67 proliferative rate, prominent mitotic activity, and subtle spongiosis afforded evidence of inflammation rather than malignancy in a lesion devoid of cytologic atypia.
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Affiliation(s)
- Norman C Charles
- Department of Ophthalmology
- Department of Pathology, New York University Langone Medical Center, New York, NY
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11
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Wen-Ying Wong E, Pandeya S, Crandall H, Smart T, Dixon M, Boucher KM, Florell SR, Grossman D, Sanchez B. Electrical Impedance Dermography Differentiates Squamous Cell Carcinoma In Situ from Inflamed Seborrheic Keratoses. JID INNOVATIONS 2023; 3:100194. [PMID: 37066115 PMCID: PMC10090659 DOI: 10.1016/j.xjidi.2023.100194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 01/13/2023] [Accepted: 01/22/2023] [Indexed: 02/22/2023] Open
Abstract
There are no currently available low-cost, noninvasive methods for discerning the depth of squamous cell carcinoma (SCC) invasion or distinguishing SCC from its benign mimics, such as inflamed seborrheic keratosis (SK). We studied 35 subjects with subsequently confirmed SCC or SK. Subjects underwent electrical impedance dermography measurements at six frequencies to assess the electrical properties of the lesion. Averaged greatest intrasession reproducibility values were 0.630 for invasive SCC at 128 kHz, 0.444 for SCC in situ at 16 kHz, and 0.460 for SK at 128 kHz. Electrical impedance dermography modeling revealed significant differences between SCC and inflamed SK in normal skin (P < 0.001) and also between invasive SCC and SCC in situ (P < 0.001), invasive SCC and inflamed SK (P < 0.001), and SCC in situ and inflamed SK (P < 0.001). A diagnostic algorithm classified SCC in situ from inflamed SK with an accuracy of 0.958, a sensitivity of 94.6%, and a specificity of 96.9%; it also classified SCC in situ from normal skin with an accuracy of 0.796, a sensitivity of 90.2%, and a specificity of 51.2%. This study provides preliminary data and a methodology that can be used in future studies to further advance the value of electrical impedance dermography and inform biopsy decision making in patients with lesions suspicious of SCC.
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Affiliation(s)
- Elaine Wen-Ying Wong
- Department of Electrical & Computer Engineering, The University of Utah, Salt Lake City, Utah, USA
| | - Sarbesh Pandeya
- Department of Neurology, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Henry Crandall
- Department of Electrical & Computer Engineering, The University of Utah, Salt Lake City, Utah, USA
| | - Tristan Smart
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, Utah, USA
| | - Madisen Dixon
- Division of Biostatistics, Huntsman Cancer Institute, The University of Utah, Salt Lake City, Utah, USA
| | - Kenneth M. Boucher
- Division of Biostatistics, Huntsman Cancer Institute, The University of Utah, Salt Lake City, Utah, USA
| | - Scott R. Florell
- Department of Dermatology, University of Utah Health Sciences Center, Salt Lake City, Utah, USA
| | - Douglas Grossman
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, Utah, USA
- Department of Dermatology, University of Utah Health Sciences Center, Salt Lake City, Utah, USA
| | - Benjamin Sanchez
- Department of Electrical & Computer Engineering, The University of Utah, Salt Lake City, Utah, USA
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12
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Gorai S, Ahmad S, Raza SSM, Khan HD, Raza MA, Etaee F, Cockerell CJ, Apalla Z, Goldust M. Update of pathophysiology and treatment options of seborrheic keratosis. Dermatol Ther 2022; 35:e15934. [PMID: 36226729 DOI: 10.1111/dth.15934] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/13/2022] [Accepted: 10/05/2022] [Indexed: 11/28/2022]
Abstract
Seborrheic keratosis (SK) is a common, benign tumor that can occur on everybody site and can be conservatively managed. Cosmetic concerns, especially when a lesion involves the facial area, are the most common reason for excision. SK shows male gender preponderance and increasing age is an independent association with the condition. Even though more prevalent in the elderly, it has also been reported in younger age groups like adolescents and young adults. Precise pathogenesis is still obscure, but ultra-violet exposure represents a predisposing factor to SK by altering the biochemical concentration and expression of factors like Glutamine deaminases, endothelin, and stem cell factor. Moreover, the accumulation of amyloid-associated protein has also been postulated. Involvement of genitalia has been associated with human papillomavirus infection. Recently, Merkel cell polyomavirus nucleic acid was also detected in SK. Several oncogenic mutations involving FGFR-3 and FOXN1 have been identified. SKs are usually classified clinically and histologically. Dermatoscopy is a noninvasive alternative diagnostic technique widely used in differentiating SK from other benign and malignant tumors. In terms of treatment, topical agents, shave dissection, cryosurgery, electrodesiccation, laser application and curettage under local anesthesia are safe methods for eradication of SKs, mostly for cosmetic purposes. Though generally safe, the latter techniques may occasionally cause post-procedure depigmentation, scarring, and recurrence. Nanosecond-pulsed electric field technology is a promising new technique with fewer side-effects.
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Affiliation(s)
- Surajit Gorai
- Department of Dermatology, Apollo Multispeciality Hospital, Kolkata, West Bengal, India
| | - Shahzaib Ahmad
- King Edward Medical University Lahore, Mayo Hospital Lahore, Lahore, Pakistan
| | | | | | - Muhammad Asad Raza
- Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, USA
| | - Farshid Etaee
- Yale School of Medicine, Yale-New Haven Health System, New Haven, Connecticut, USA
| | - Clay J Cockerell
- Departments of Dermatology and Pathology, The University of Texas Southwestern Medical Center, Dallas, Texas, Cockerell Dermatopathology, Dallas, Texas, USA
| | - Zoe Apalla
- Second Dermatology Department, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Mohamad Goldust
- Department of Dermatology, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
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13
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Islam MK, Kaushal C, Amin MA, Algarni AD, Alturki N, Soliman NF, Mansour RF. A Secure Framework toward IoMT-Assisted Data Collection, Modeling, and Classification for Intelligent Dermatology Healthcare Services. CONTRAST MEDIA & MOLECULAR IMAGING 2022; 2022:6805460. [PMID: 35845738 PMCID: PMC9259277 DOI: 10.1155/2022/6805460] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 05/01/2022] [Accepted: 06/02/2022] [Indexed: 12/11/2022]
Abstract
The abnormal growth of the skin cells is known as skin cancer. It is one of the main problems in the dermatology area. Skin lesions or malignancies have been a source of worry for many individuals in recent years. Irrespective of the skin tone, there exist three major classes of skin lesions, i.e., basal cell carcinoma, squamous cell carcinoma, and melanoma. The early diagnosis of these lesions is equally important for human life. In the proposed work, a secure IoMT-Assisted framework is introduced that can help the patients to do the initial screening of skin lesions remotely. The initially proposed approach uses an IoMT-based data collection device which is accessible by patients to capture skin lesions images. Next, the captured skin sample is encrypted and sent to the collected image toward cloud storage. Later, the received sample image is classified into appropriate class labels using an ensemble classifier. In the proposed framework, four CNN models were ensemble i.e., VGG-16, DenseNet-201, Inception-V3, and Efficient-B7. The framework has experimented with the "HAM10000" dataset having 7 different kinds of skin lesions data. Although DenseNet-201 performed well, the ensemble model provides the highest accuracy with 87.22 percent as well as its test loss/error is lower than others with 0.4131. Moreover, the ensemble model's classification ability is much higher with an AUC score of 0.9745. Moreover, A recommendation team has been assigned to assess the sample of the patient as well as suggest the patient according to classified results by the CAD.
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Affiliation(s)
- Md Khairul Islam
- Department of Information & Communication Technology, Islamic University, Kushtia 7003, Bangladesh
| | - Chetna Kaushal
- Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura, Punjab, India
| | - Md Al Amin
- Department of Computer Science & Engineering, Prime University, Dhaka 1216, Bangladesh
| | - Abeer D. Algarni
- Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia
| | - Nazik Alturki
- Department of Information Systems, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia
| | - Naglaa F. Soliman
- Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia
| | - Romany F. Mansour
- Department of Mathematics, Faculty of Science, New Valley University, El-Kharga 72511, Egypt
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Calik J, Migdal M, Zawada T, Bove T. Treatment of Seborrheic Keratosis by High Frequency Focused Ultrasound - An Early Experience with 11 Consecutive Cases. CLINICAL, COSMETIC AND INVESTIGATIONAL DERMATOLOGY 2022; 15:145-156. [PMID: 35125879 PMCID: PMC8808045 DOI: 10.2147/ccid.s348106] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Accepted: 01/15/2022] [Indexed: 12/14/2022]
Abstract
PURPOSE High intensity focused ultrasound operating at 20 MHz has been demonstrated as a safe and efficient treatment modality for a range of dermatological indications. The method is potentially also applicable to removal of seborrheic keratosis. PATIENTS AND METHODS A total of 54 seborrheic keratoses in 11 volunteer subjects (8 women and 3 men, average age 51.5 ± 13.2 years) were treated in a single session with a medical 20 MHz high intensity focused ultrasound device developed for dermatological conditions. Handpieces with nominal focal depths of 0.8 mm below the skin surface were used to administer acoustic energy of 0.99-1.2 J/dose. An integrated dermoscope in the handpiece was used to monitor the treatment in real-time. Treatment efficacy and side-effects were assessed directly after treatment and at follow-up 4-15 weeks after treatment. RESULTS The treatment showed positive results in 96.3% of the cases. About 68.5% of the cases were classified as complete response and 27.8% of the cases as partial response. Two cases (3.7%) did not respond to treatment and were classified as stable condition. No subjects experienced worsening of their condition, and no treatment received the classification of progressive condition. Side effects were primarily redness in the treatment area due to superficial telangiectasia, mild scarring, and persisting and slow-healing lichen planus-like keratosis. No adverse events were observed. CONCLUSION HIFU is concluded to be a safe and efficient skin treatment for seborrheic keratoses. It has advantages over conventional treatments that can lead to pain during treatment and scarring after healing.
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