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1.
Int J Mol Sci ; 25(19)2024 Oct 03.
Article in English | MEDLINE | ID: mdl-39409006

ABSTRACT

Vitamin D plays an important role in psoriasis, but its involvement in pathogenesis remains unclear. This study aimed to evaluate vitamin D receptor (VDR) expression on peripheral blood mononuclear cells (PBMCs) in patients with psoriasis and healthy controls and to study the effects of the Etanercept treatment on VDR expression on PBMCs in patients with psoriasis. Twenty patients with moderate to severe psoriasis received treatment with Etanercept for 24 weeks. The age- and sex-matched controls did not receive any intervention. VDR expression on CD3+ lymphocytes and CD14+ monocytes, and serum levels of total and free 25-hydroxyvitamin D (25(OH)D) and 1,25-dihydroxy vitamin D (1,25(OH)2D) were analyzed at baseline, after 10-12 weeks, and after 24 weeks in both groups. VDR expression was analyzed using flow cytometry. We observed higher expression of the VDR on CD14+ monocytes in psoriasis patients compared to healthy controls at baseline. This difference was no longer significant after 24 weeks of the Etanercept treatment. The patients with psoriasis improved clinically. However, VDR expression was unaltered during the Etanercept treatment, and there was no correlation between VDR expression and disease severity.


Subject(s)
Etanercept , Leukocytes, Mononuclear , Psoriasis , Receptors, Calcitriol , Vitamin D , Humans , Psoriasis/blood , Psoriasis/drug therapy , Psoriasis/metabolism , Receptors, Calcitriol/metabolism , Receptors, Calcitriol/genetics , Male , Female , Leukocytes, Mononuclear/metabolism , Adult , Middle Aged , Etanercept/therapeutic use , Etanercept/pharmacology , Vitamin D/analogs & derivatives , Vitamin D/blood , Monocytes/metabolism , Lipopolysaccharide Receptors/metabolism , Case-Control Studies
2.
Int J Mol Sci ; 25(19)2024 Sep 24.
Article in English | MEDLINE | ID: mdl-39408568

ABSTRACT

The gut microbiota plays a critical role in immune system function, with dysbiosis linked to systemic inflammation, contributing to conditions like psoriasis and depression. Although biological treatments for severe psoriasis are known to impact gut bacteria, less is understood about their effects on fungi. This study aims to investigate fungal gut microbiota changes in psoriasis patients transitioning from TNF-α inhibitors to brodalumab. Fecal samples from 20 patients were analyzed using Illumina MiSeq sequencing of the ITS2 region of 18S rRNA. Microbial diversity was assessed through Bray-Curtis dissimilarity and the Shannon-Wiener index. Clinical outcomes were measured using clinical scores for psoriasis and depression severity, with statistical analysis performed via Wilcoxon signed-rank tests and PERMANOVA. Results showed that Ascomycota was the dominant fungal phylum in both treatment groups, with Saccharomyces, Penicillium, Candida, and Debaryomyces as prevalent genera. No significant changes occurred at the phylum level after switching to brodalumab, though minor genome-level variations were observed. Beta diversity analysis highlighted inter-patient variability, with no significant correlation between fungal composition and clinical outcomes. Despite improved clinical scores, the fungal gut microbiota remained largely stable, suggesting that brodalumab does not significantly alter fungal communities in psoriasis patients. Further research is needed for a comprehensive understanding.


Subject(s)
Antibodies, Monoclonal, Humanized , Psoriasis , Humans , Psoriasis/drug therapy , Psoriasis/microbiology , Female , Male , Middle Aged , Adult , Antibodies, Monoclonal, Humanized/therapeutic use , Gastrointestinal Microbiome/drug effects , Mycobiome/drug effects , Feces/microbiology , Fungi/drug effects , Aged
4.
Diagn Pathol ; 19(1): 106, 2024 Aug 03.
Article in English | MEDLINE | ID: mdl-39097745

ABSTRACT

BACKGROUND: Surgical excision with clear histopathological margins is the preferred treatment to prevent progression of lentigo maligna (LM) to invasive melanoma. However, the assessment of resection margins on sun-damaged skin is challenging. We developed a deep learning model for detection of melanocytes in resection margins of LM. METHODS: In total, 353 whole slide images (WSIs) were included. 295 WSIs were used for training and 58 for validation and testing. The algorithm was trained with 3,973 manual pixel-wise annotations. The AI analyses were compared to those of three blinded dermatopathologists and two pathology residents, who performed their evaluations without AI and AI-assisted. Immunohistochemistry (SOX10) served as the reference standard. We used a dichotomized cutoff for low and high risk of recurrence (≤ 25 melanocytes in an area of 0.5 mm for low risk and > 25 for high risk). RESULTS: The AI model achieved an area under the receiver operating characteristic curve (AUC) of 0.84 in discriminating margins with low and high recurrence risk. In comparison, the AUC for dermatopathologists ranged from 0.72 to 0.90 and for the residents in pathology, 0.68 to 0.80. Additionally, with aid of the AI model the performance of two pathologists significantly improved. CONCLUSIONS: The deep learning showed notable accuracy in detecting resection margins of LM with a high versus low risk of recurrence. Furthermore, the use of AI improved the performance of 2/5 pathologists. This automated tool could aid pathologists in the assessment or pre-screening of LM margins.


Subject(s)
Deep Learning , Hutchinson's Melanotic Freckle , Margins of Excision , Melanocytes , Skin Neoplasms , Humans , Hutchinson's Melanotic Freckle/pathology , Hutchinson's Melanotic Freckle/surgery , Skin Neoplasms/pathology , Skin Neoplasms/surgery , Melanocytes/pathology , Female , Male , Neoplasm Recurrence, Local/pathology , Aged , Middle Aged
5.
Int J Mol Sci ; 25(16)2024 Aug 08.
Article in English | MEDLINE | ID: mdl-39201319

ABSTRACT

Vitamin D plays a role in inflammatory skin disease, but the exact mechanisms and the clinical significance remain unclear. According to the free hormone hypothesis, it is the free concentration of 25-hydroxy vitamin D (25(OH)D) that is biologically active. Vitamin D-binding protein (DBP) acts as the major transporter of vitamin D in the circulation, and DBP concentration defines the free 25(OH)D levels. DBP levels are elevated in various inflammatory conditions, including psoriasis. Narrowband-ultraviolet B (NB-UVB) is the most widely used phototherapy and is an established first-line treatment for psoriasis and atopic dermatitis (AD), often used before proceeding to systemic treatment. The aim of this study was to investigate the influence of NB-UVB phototherapy on DBP and high-sensitivity C-reactive protein (hsCRP) levels, as markers of systemic inflammation, in inflammatory skin disease. Thirty adults (psoriasis (n = 20) and AD (n = 10)) were treated with NB-UVB. Serum DBP, hsCRP, total and free 25(OH)D, and 1,25-dihydroxy vitamin D (1,25(OH)2D) were measured before and after NB-UVB. Disease severity was assessed with Psoriasis Area and Severity Index (PASI), SCORing Atopic Dermatitis (SCORAD), and Visual Analogue Scale (VAS). DBP decreased in psoriasis patients and varied with no clear trend in AD patients. HsCRP decreased in both groups, but this did not reach statistical significance. PASI, SCORAD, and VAS improved, and vitamin D levels increased after NB-UVB. Sub-analysis indicated a better response to NB-UVB for patients with vitamin D deficiency and insufficiency compared to vitamin D-sufficient patients. The decrease in DBP after NB-UVB in psoriasis patients suggests a potential systemic anti-inflammatory effect of phototherapy. Measurement of vitamin D levels may potentially serve as a tool to identify patients who would derive the greatest benefit from NB-UVB phototherapy.


Subject(s)
C-Reactive Protein , Dermatitis, Atopic , Psoriasis , Ultraviolet Therapy , Vitamin D-Binding Protein , Vitamin D , Humans , Vitamin D-Binding Protein/blood , Female , Male , Psoriasis/blood , Psoriasis/therapy , Psoriasis/radiotherapy , Adult , Middle Aged , C-Reactive Protein/metabolism , C-Reactive Protein/analysis , Dermatitis, Atopic/blood , Dermatitis, Atopic/therapy , Vitamin D/blood , Vitamin D/analogs & derivatives , Ultraviolet Therapy/methods , Inflammation/blood , Biomarkers/blood , Phototherapy/methods , Aged , Severity of Illness Index
6.
Int J Mol Sci ; 25(14)2024 Jul 15.
Article in English | MEDLINE | ID: mdl-39062988

ABSTRACT

Biological agents used to treat severe psoriasis may alter the gut microbiota, though current knowledge is limited. This study examines whether switching from TNFα inhibitors, from which patients had reduced or lost effect, to brodalumab, an IL-17 inhibitor, affects the gut microbiota in patients with psoriasis and how these changes correlate with the clinical variables of psoriasis severity and depressive symptoms. Fecal samples from patients were collected before the treatment switch and 12 weeks after the switch and were analyzed for the microbiota composition using next-generation sequencing targeting the V3-V5 region of the 16S rRNA gene, followed by bioinformatics analysis. No significant changes in overall gut microbiota composition were observed after the treatment switch, although individual variations in the Firmicutes/Bacteroidetes ratio were noted, and no significant correlations with clinical variables were found. These findings suggest that short-term changes in gut microbiota in patients with psoriasis are limited and that dysbiosis may be influenced by the interplay of various microbial populations rather than specific taxa. This study provides a foundation for further research into the effects of biological treatments on the gut microbiota in patients with psoriasis.


Subject(s)
Antibodies, Monoclonal, Humanized , Gastrointestinal Microbiome , Psoriasis , Humans , Psoriasis/drug therapy , Psoriasis/microbiology , Gastrointestinal Microbiome/drug effects , Female , Male , Middle Aged , Adult , Antibodies, Monoclonal, Humanized/therapeutic use , Antibodies, Monoclonal, Humanized/pharmacology , Tumor Necrosis Factor-alpha/antagonists & inhibitors , RNA, Ribosomal, 16S/genetics , Feces/microbiology , Aged , Dysbiosis/microbiology , Interleukin-17/metabolism
8.
Cancers (Basel) ; 16(11)2024 May 21.
Article in English | MEDLINE | ID: mdl-38893069

ABSTRACT

Sézary syndrome (SS) is a rare primary cutaneous T-cell lymphoma variant. Despite various treatment options, it remains incurable, with a poor prognosis. There is an urgent need for additional descriptive research to enhance our understanding and treatment of SS. The aim of this retrospective register-based study was to outline patients' demographic characteristics; investigate the clinical, histopathological, and molecular findings; and assess treatment effectiveness with a focus on time to next treatment (TTNT) and disease progression. Data on 17 patients with SS were obtained from the primary cutaneous lymphoma register in West Sweden between 2012 and 2024. The results revealed that not all patients exhibited the classical triad of symptoms at diagnosis, emphasizing the need for personalized diagnostic approaches. The median survival was only 2.1 years, which reflects the aggressive nature of SS. The longest median TTNT was observed in triple therapy involving retinoids, interferon alpha, and extracorporeal photopheresis (ECP). There was no significant difference in TTNT between various lines of treatment. Early initiation of ECP treatment did not result in improved outcomes. This study highlights the importance of combination therapy for improved outcomes and underscores the need for future studies to identify optimal treatment approaches.

9.
Acta Derm Venereol ; 103: adv12404, 2023 08 24.
Article in English | MEDLINE | ID: mdl-37615526

ABSTRACT

This retrospective registry-based cohort study aimed to estimate the incidence and prevalence of genodermatoses in the Swedish population and to analyse associated healthcare usage. Patients diagnosed with genodermatoses were identified from the patient registry of Sahlgrenska University Hospital (Gothenburg, Sweden) between 2016 and 2020. Clinical data from medical records were used to verify diagnoses recorded in the National Patient Registry (NPR). The NPR was then searched for International Classification of Diseases, Tenth Revision (ICD-10) codes Q80-82 and Q84 from 2001 to 2020. The local cohort included 298 patients with 36 unique genodermatosis diagnoses. Verification of these diagnoses in the NPR showed positive predictive values of over 90%. The NPR search yielded 13,318 patients with 73 unique diagnoses, including ichthyoses (n = 3,341; 25%), porokeratosis (n = 2,277; 17%), palmoplantar keratodermas (n = 1,754; 13%), the epidermolysis bullosa group (n = 1011; 7%); Darier disease (n = 770; 6%), Hailey-Hailey disease (n = 477; 4%) and Gorlin syndrome (n = 402; 3%). The incidence and prevalence of each diagnosis were calculated based on the nationwide cohort and are reported. A total of 149,538 outpatient visits were registered, a mean of 4.6 visits per patient. This study provides a valuable resource for the epidemiology of genodermatoses by reporting on the incidence and prevalence of 73 different genodermatoses.


Subject(s)
Incidence , Humans , Prevalence , Sweden/epidemiology , Cohort Studies , Retrospective Studies
10.
Contact Dermatitis ; 89(5): 359-367, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37548037

ABSTRACT

BACKGROUND: A high incidence of local itching subcutaneous nodules and aluminium allergy was observed in clinical trials of a new aluminium adsorbed pertussis vaccine in Gothenburg, Sweden, in the 1990s. A total of 495 children with itching nodules were patch tested with aluminium chloride hexahydrate 2% and an empty Finn Chamber®, 377 (76%) with positive reactions. When 241 of them were re-tested some years later 186 (3 out of 4) had unexpectedly lost their patch test reactivity. AIM: To investigate the long-term prognosis of vaccine-induced contact allergy to aluminium by a third patch test about 20 years after Patch test I. METHODS: Twenty individuals with positive and 11 with negative results in Patch test II were tested a third time with the same sensitisers as in in the first two tests. Three additional aluminium preparations were also tested. RESULTS: A total 15 out of 20 persons with positive results in the second test had lost their patch test reactivity. Two of 11 with negative tests had turned positive again. The addition of the preparations gave no conclusive results. CONCLUSION: Contact allergy to aluminium caused by vaccination with aluminium-adsorbed vaccines in childhood seems to fade away with time as measured by loss of patch test reactivity.


Subject(s)
Dermatitis, Allergic Contact , Pertussis Vaccine , Child , Humans , Aluminum/adverse effects , Dermatitis, Allergic Contact/diagnosis , Dermatitis, Allergic Contact/etiology , Patch Tests/methods , Prognosis , Pruritus , Test Taking Skills , Pertussis Vaccine/adverse effects
11.
J Dermatol ; 50(11): 1401-1414, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37650150

ABSTRACT

The objective of this study was to evaluate emotions of depression and anxiety in psoriatic patients that due to insufficient response to tumor necrosis factor-alpha inhibition (TNF-α), underwent a treatment switch from TNF-α to interleukin 17 inhibition using brodalumab. The Self-rated Montgomery-Asberg Depression Rating Scale and the Hospital Anxiety and Depression Scale were used to assess depression and anxiety. A total of 20 patients with psoriasis were enrolled in the study. They were monitored for a period of 3 months following the transition to brodalumab treatment. The results showed a significant improvement in both the Psoriasis Area and Severity Index as well as symptoms of depression; anxiety symptoms showed a reduction, though not statistically significant. Perhaps of more interest, the positive effects on depression and anxiety seem to be independent of the reduction in skin related psoriatic lesions. These findings highlight the importance of addressing depressive and anxiety symptoms, together with psoriasis severity and quality of life, when managing patients with psoriasis.


Subject(s)
Depression , Psoriasis , Humans , Depression/drug therapy , Depression/etiology , Tumor Necrosis Factor-alpha , Quality of Life , Psoriasis/diagnosis , Immunologic Factors , Severity of Illness Index , Treatment Outcome
12.
Biomolecules ; 13(7)2023 06 21.
Article in English | MEDLINE | ID: mdl-37509054

ABSTRACT

Vitamin D plays an important role in skin inflammation in psoriasis. The beneficial effects of ultraviolet light B (UVB) phototherapy in psoriasis are partly attributed to UVB-induced increase of vitamin D levels. In clinical practice, total 25-hydroxy vitamin D (25(OH)D) levels are measured to assess sufficiency, but it might be more accurate to measure free 25(OH)D levels. The aim of this study was to measure free serum 25(OH)D levels in psoriasis patients before and after phototherapy and to investigate if free 25(OH)D correlates stronger to disease severity than total 25(OH)D. Twenty adults (>18 years) with psoriasis were included for treatment with narrow-band UVB (NB-UVB) phototherapy for 10-12 weeks. Psoriasis Area and Severity Index (PASI) and Visual Analogue Scale (VAS) were used to assess disease severity. Serum levels of total 25(OH)D, free 25(OH)D, and 1,25(OH)2D were measured before and after NB-UVB. Total 25(OH)D, free 25(OH)D, 1,25(OH)2D and the percentage of free 25(OH)D increased after NB-UVB, and PASI and VAS improved. The increase in total and free 25(OH)D remained significant when stratifying for vitamin D confounders. No correlations between disease severity and vitamin D levels were found. Total and free 25(OH)D levels were positively correlated before and after NB-UVB. NB-UVB is an effective treatment for mild to severe plaque psoriasis and increases not only total but also free 25(OH)D levels, as well as the percentage of free 25(OH)D, suggesting an increased bioavailability of skin-produced vitamin D.


Subject(s)
Psoriasis , Ultraviolet Therapy , Adult , Humans , Phototherapy , Vitamin D , Vitamins , Psoriasis/radiotherapy
15.
Br J Cancer ; 128(7): 1311-1319, 2023 03.
Article in English | MEDLINE | ID: mdl-36739322

ABSTRACT

BACKGROUND: Methotrexate (MTX) use has been suspected of increasing the risk of skin cancer. The aim of this investigation was to examine the association between the use of MTX and the risk of basal cell carcinoma (BCC), cutaneous squamous cell carcinoma (cSCC) and cutaneous malignant melanoma (CMM). METHODS: In a nationwide Danish case-control study, we identified incident, histologically verified cases of BCC (n = 131,447), cSCC (n = 18,661) or CMM (26,068) from 2004 to 2018. We matched 10 controls to each case on sex and birth year using risk-set sampling and computed crude and adjusted odds ratios (ORs) using conditional logistic regression for the use of MTX (≥2.5 g) compared with never-use. RESULTS: Use of MTX was associated with increased risk of BCC, cSCC and CMM with adjusted ORs of (95% confidence interval) 1.29 (1.20-1.38), 1.61 (1.37-1.89) and 1.35 (1.13-1.61), respectively. For BCC and cSCC, ORs increased with higher cumulative doses. When restricting the study population to patients with psoriasis, the ORs were 1.43 (1.23-1.67), 1.18 (0.80-1.74) and 1.15 (0.77-1.72), respectively. CONCLUSIONS: We observed an increased risk of BCC and cSCC associated with the use of MTX with evidence of a dose-response pattern; however, the association was not consistent when restricting the study population to patients with psoriasis.


Subject(s)
Carcinoma, Basal Cell , Carcinoma, Squamous Cell , Psoriasis , Skin Neoplasms , Humans , Skin Neoplasms/chemically induced , Skin Neoplasms/epidemiology , Methotrexate/adverse effects , Carcinoma, Squamous Cell/chemically induced , Carcinoma, Squamous Cell/epidemiology , Case-Control Studies , Carcinoma, Basal Cell/chemically induced , Carcinoma, Basal Cell/epidemiology , Psoriasis/chemically induced , Psoriasis/drug therapy , Psoriasis/epidemiology , Risk Factors , Melanoma, Cutaneous Malignant
16.
J Eur Acad Dermatol Venereol ; 37(2): 420-427, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36152004

ABSTRACT

BACKGROUND: Porokeratosis is a clinically heterogeneous group of keratinization disorders with a genetic background mainly affecting the mevalonate pathway, which is involved in the synthesis of cholesterol, an essential component for the formation of the extracellular lipid lamellae in the stratum corneum. Porokeratosis is reportedly associated with an increased risk of keratinocyte cancer, but to date, no large epidemiological studies have been conducted to further address this association. OBJECTIVES: The first objective was to characterize a cohort of patients diagnosed with porokeratosis at the Department of Dermatology and Venereology, Sahlgrenska University Hospital (SU), Gothenburg, Sweden. The second objective was to conduct a nationwide registry-based cohort study to investigate the association, if any, between porokeratosis and the cutaneous malignancies squamous cell carcinoma (SCC), basal cell carcinoma (BCC) and melanoma. METHODS: For the SU cohort, the hospital registry was searched for patients with a diagnosis of porokeratosis recorded between 2016 and 2020. Clinical data were extracted from the records of the identified patients. For the nationwide cohort, national registries were searched to identify patients with a diagnosis of porokeratosis between 2001 and 2020. A tenfold control cohort was formed by Statistics Sweden. The data was cross-referenced with the Swedish Cancer Register to study the associations between porokeratosis and SCC, BCC and melanoma. RESULTS: Disseminated superficial actinic porokeratosis was the most common clinical type among the 108 patients in the SU cohort. In the nationwide search, 2277 patients with porokeratosis were identified (prevalence 1/4132). Porokeratosis was associated with an increased risk for SCC, BCC and melanoma with hazard ratios (95% CI) of 4.3 (3.4-5.4), 2.42 (1.97-2.98) and 1.83 (1.18-2.82), respectively, in the patient cohort, compared to the matched control group. CONCLUSION: Porokeratosis is a common genodermatosis, and it is associated with an enhanced risk of skin cancer.


Subject(s)
Carcinoma, Basal Cell , Carcinoma, Squamous Cell , Melanoma , Porokeratosis , Skin Neoplasms , Humans , Porokeratosis/complications , Porokeratosis/genetics , Porokeratosis/diagnosis , Cohort Studies , Melanoma/epidemiology , Melanoma/genetics , Skin Neoplasms/epidemiology , Skin Neoplasms/genetics , Skin Neoplasms/complications , Carcinoma, Basal Cell/pathology , Carcinoma, Squamous Cell/etiology , Keratinocytes/pathology
17.
J Eur Acad Dermatol Venereol ; 37(3): 521-527, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36433707

ABSTRACT

BACKGROUND: Low-risk basal cell carcinomas (BCCs) are to an increasing extent diagnosed by dermatologists through dermoscopic examination only and treated with non-surgical methods. Reports on increasing incidence as well as trends regarding subtypes, anatomical sites and differences related to gender are based solely on histopathologically verified tumours. How unreported clinically diagnosed BCCs affect the epidemiological data has not been sufficiently investigated. OBJECTIVES: To analyse the tumour and patient characteristics of clinically diagnosed versus histopathologically confirmed primary BCCs and to make a gross estimate on how unreported BCCs could influence the total number of new cases. METHODS: We retrospectively reviewed all primary BCCs diagnosed in 2016 at the Department of Dermatology, Sahlgrenska University Hospital in Gothenburg, Sweden. We also reviewed all histopathologically verified primary BCCs at the two largest pathology laboratories in Western Sweden during the same year to estimate the proportion of BCCs diagnosed by dermatologists. RESULTS: In total, 2365 primary BCCs were diagnosed at our centre. More than half of these tumours were clinically diagnosed (55.8%). Superficial subtype (41.7%), location on the trunk (46.3%) and destructive treatment methods (60.0%) were most common. The reports from the two pathology laboratories showed that histopathologically verified BCCs (n = 5837) were more commonly of the infiltrative or nodular subtype and located in the head and neck area. Dermatologists managed 56.0% of them. CONCLUSIONS: This study indicates that a substantial number of BCCs are not visualized in the official statistics which are solely based on reports from pathology laboratories. When taking clinically diagnosed tumours into account, truncal location and superficial subtype are more common than previously believed. Further, based on the regional calculations, the real burden of BCC in Sweden might be up to 70% higher than what is reported in official statistics.


Subject(s)
Carcinoma, Basal Cell , Skin Neoplasms , Humans , Skin Neoplasms/diagnosis , Skin Neoplasms/epidemiology , Skin Neoplasms/pathology , Retrospective Studies , Carcinoma, Basal Cell/diagnosis , Carcinoma, Basal Cell/epidemiology , Carcinoma, Basal Cell/pathology , Sweden/epidemiology
18.
Cancers (Basel) ; 14(19)2022 Sep 25.
Article in English | MEDLINE | ID: mdl-36230583

ABSTRACT

(1) Background: Mycosis fungoides (MF) is a variant of primary cutaneous T-cell lymphoma. The aim of this study was to describe the clinical features and epidemiological and diagnostic findings in addition to the treatment modalities and responses in patients with MF. Furthermore, comparisons between patients in the early stage and the advanced stage were evaluated. (2) Methods: A retrospective register-based study based on data collected from the primary cutaneous lymphoma register and medical records was performed at the Department of Dermatology and Venerology at Sahlgrenska University Hospital, Gothenburg, Sweden. (3) Results: Eighty-four patients with a median age of 55 years with MF were included. Most of the patients (n = 73) were diagnosed at the early stage of the disease (IA-IIA). Overall disease progression was seen in 12.5% (n = 9) of the patients. Nine (10.7%) patients were deceased, out of which four (4.8%) deaths were associated with MF-related causes. (4) Conclusions: This study contributes to the knowledge of the epidemiological and clinical features in addition to the diagnostic findings and treatment responses in patients with MF in Sweden.

19.
Acta Derm Venereol ; 102: adv00790, 2022 Oct 11.
Article in English | MEDLINE | ID: mdl-36172695

ABSTRACT

Convolutional neural networks (CNNs) have shown promise in discriminating between invasive and in situ melanomas. The aim of this study was to analyse how a CNN model, integrating both clinical close-up and dermoscopic images, performed compared with 6 independent dermatologists. The secondary aim was to address which clinical and dermoscopic features dermatologists found to be suggestive of invasive and in situ melanomas, respectively. A retrospective investigation was conducted including 1,578 cases of paired images of invasive (n = 728, 46.1%) and in situ melanomas (n = 850, 53.9%). All images were obtained from the Department of Dermatology and Venereology at Sahlgrenska University Hospital and were randomized to a training set (n = 1,078), a validation set (n = 200) and a test set (n = 300). The area under the receiver operating characteristics curve (AUC) among the dermatologists ranged from 0.75 (95% confidence interval 0.70-0.81) to 0.80 (95% confidence interval 0.75-0.85). The combined dermatologists' AUC was 0.80 (95% confidence interval 0.77-0.86), which was significantly higher than the CNN model (0.73, 95% confidence interval 0.67-0.78, p = 0.001). Three of the dermatologists significantly outperformed the CNN. Shiny white lines, atypical blue-white structures and polymorphous vessels displayed a moderate interobserver agreement, and these features also correlated with invasive melanoma. Prospective trials are needed to address the clinical usefulness of CNN models in this setting.


Subject(s)
Deep Learning , Melanoma , Skin Neoplasms , Dermatologists , Dermoscopy/methods , Humans , Melanoma/diagnostic imaging , Neural Networks, Computer , Prospective Studies , Retrospective Studies , Skin Neoplasms/diagnostic imaging
20.
Acta Derm Venereol ; 102: adv00750, 2022 Jul 13.
Article in English | MEDLINE | ID: mdl-35758514

ABSTRACT

Research relating to machine learning algorithms, including convolutional neural networks, has increased during the past 5 years. The aim of this pilot study was to investigate how accurately a convolutional neural network, trained on Swedish registry data, could perform in predicting cutaneous invasive and in situ melanoma (CMM) within 5 years. A cohort of 1,208,393 individuals was used. Registry data ranged from 4 July 2005 to 31 December 2011, predicting CMM between 1 January 2012 and 31 December 2016. A convolutional neural network with one-dimensional convolutions with respect to time was trained using healthcare databases and registers. The algorithm was trained on 23,886 individuals. Validation was performed on a holdout validation set including 6,000 individuals. After training and validation, the convolutional neural network was evaluated on a test set (1,000 individuals with an CMM occurring within 5 years and 5,000 without). The area under the receiver-operating characteristic curve was 0.59 (95% confidence interval (95% CI) 0.57-0.61). The point on the receiver-operating characteristic curve where sensitivity equalled specificity had a value of 56% (sensitivity 95% CI 53-60% and specificity 95% CI 55-58%). Albeit at an early stage, this pilot investigation demonstrates potential usefulness for machine learning algorithms in predicting melanoma risk.


Subject(s)
Melanoma , Neural Networks, Computer , Algorithms , Humans , Melanoma/epidemiology , Pilot Projects , Proof of Concept Study , Registries
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