A deep learning approach to direct immunofluorescence pattern recognition in autoimmune bullous diseases.

BACKGROUND: Artificial intelligence (AI) is reshaping healthcare, using machine and deep learning (DL) to enhance disease management. Dermatology has seen improved diagnostics, particularly in skin cancer detection, through the integration of AI. However, the potential of AI in automating immunofluorescence imaging for autoimmune bullous skin diseases (AIBDs) remains untapped. While direct immunofluorescence (DIF) supports diagnosis, its manual interpretation can hinder efficiency. The use of DL to classify DIF patterns automatically, including the intercellular (ICP) and linear pattern (LP), holds promise for improving the diagnosis of AIBDs. OBJECTIVES: To develop AI algorithms for automated classification of AIBD DIF patterns, such as ICP and LP, in order to enhance diagnostic accuracy, streamline disease management and improve patient outcomes through DL-driven immunofluorescence interpretation. METHODS: We collected immunofluorescence images from skin biopsies of patients suspected of having an AIBD between January 2022 and January 2024. Skin tissue was obtained via a 5-mm punch biopsy, prepared for DIF. Experienced dermatologists classified the images as ICP, LP or negative. To evaluate our DL approach, we divided the images into training (n = 436) and test sets (n = 93). We employed transfer learning with pretrained deep neural networks and conducted fivefold cross-validation to assess model performance. Our dataset's class imbalance was addressed using weighted loss and data augmentation strategies. The models were trained for 50 epochs using Pytorch, achieving an image size of 224 × 224 pixels for both convolutional neural networks (CNNs) and the Swin Transformer. RESULTS: Our study compared six CNNs and the Swin Transformer for AIBD image classification, with the Swin Transformer achieving the highest average validation accuracy (98.5%). On a separate test set, the best model attained an accuracy of 94.6%, demonstrating 95.3% sensitivity and 97.5% specificity across AIBD classes. Visualization with Grad-CAM (class activation mapping) highlighted the model's reliance on characteristic patterns for accurate classification. CONCLUSIONS: The study highlighted the accuracy of CNNs in identifying DIF features. This approach aids automated analysis and reporting, offering reproducibility, speed, data handling and cost-efficiency. Integrating DL into skin immunofluorescence promises precise diagnostics and streamlined reporting in this branch of dermatology.

Artificial intelligence (AI) is transforming healthcare through machine and deep learning (computer systems that can learn and adapt, and make complex decisions, without receiving explicit instructions), improving disease management in dermatology, particularly in detecting skin cancer. However, AI's potential in automating immunofluorescence imaging in autoimmune bullous (blistering) skin diseases (AIBDs) remains largely untapped. Manual interpretation of direct immunofluorescence (DIF ­ a type of microscopy) can reduce efficiency. However, using deep learning to automatically classify DIF patterns (for example, the 'intercellular pattern' (ICP) and the 'linear pattern' (LP)) holds promise in helping with the diagnosis of AIBDs. This study aimed to develop AI algorithms for the automated classification of AIBD DIF patterns, such as ICP and LP, to improve diagnostic accuracy and streamline disease management. Immunofluorescence images were collected from skin biopsies of patients with a suspected AIBD between January 2022 and January 2024. Dermatologists classified the images into three categories: ICP, LP and negative. The dataset was divided into training (436 images) and test sets (93 images). A transfer learning framework (where what has been learned previously in one setting is used to improve performance in another) was used to make up for the limited amount of training data, to explore different models for the AIBD classification task. Our results revealed that a model called the 'Swin Transformer' achieved an average accuracy of 99% in diagnosing different AIBDs. The best model attained 95% accuracy on the test set and was reliable in identifying and ruling out different AIBDs. Visualization with Grad-CAM (a technique used in deep learning) highlighted the model's use of characteristic patterns to classify the diseases accurately. Overall, integrating deep learning in skin immunofluorescence promises to improve diagnostics and streamline reporting in dermatology, which could improve consistency, speed and cost-efficiency.

Genetic analysis of different subtypes of aseptic pustulosis in the Chinese population.

Aseptic pustulosis involves inflammatory skin conditions with nonbacterial pustules on erythema, accompanied by neutrophil and eosinophil infiltration in the epidermis. Dysregulation of the interleukin (IL)-36 pathway leads to neutrophil aggregation and pustule formation. Variants in IL36RN, CARD14, AP1S3, MPO, SERPINA3 and BTN3A3 have been identified in generalized pustular psoriasis (GPP) in the past. Some patients with acrodermatitis continua of Hallopeau (ACH), palmoplantar pustulosis and acute generalized exanthematous pustulosis (AGEP) also exhibit mutations in IL36RN, CARD14 and AP1S3, albeit with regional and population-specific variations. This study aims to explore a shared genetic foundation among those with aseptic pustulosis. We performed Sanger sequencing on six genes in 126 patients with aseptic pustulosis. Genetic analysis identified IL36RN variants strongly associated with ACH, AGEP and subcorneal pustular dermatosis (SPD). Immunohistochemistry revealed elevated inflammatory cytokines in all subtypes. This study establishes a significant association between IL36RN variants and ACH, AGEP and SPD, emphasizing the IL-1/IL-36-chemokine-neutrophil axis as a common pathogenic mechanism. Targeting this axis holds promise for therapeutic interventions for aseptic pustulosis.

Infliximab-induced amicrobial pustulosis of the folds in a patient with Crohn disease.

Tumor necrosis factor (TNF) inhibitors may paradoxically induce pustular eruptions, most of which are classified as pustular psoriasis. Amicrobial pustulosis of the folds (APF) is a much rarer entity that was recently recognized to occur in the setting of chronic anti-TNF therapy and inflammatory bowel disease, with 12 existing cases in the literature. Amicrobial pustulosis of the folds is a neutrophilic dermatosis characterized by aseptic pustules involving the major and minor skin folds, genital regions, and scalp. Herein, we report an additional case of paradoxical APF induced by chronic infliximab therapy in a patient with Crohn disease.

[Autoimmune bullous diseases in children]. / Dermatoses bulleuses auto-immunes chez les enfants.

Auto-immune bullous diseases (AIBD) are rare in children. Although their pathogenesis is similar to their adult counterpart, there are differences in the clinical presentation. Moreover certain AIBD prevail at certain ages. There are no guidelines for the treatment of AIBD specific for children. In this review the recent literature is summarised with attention to recent data including diagnostic criteria. We also propose a treatment algorithm.

Les maladies bulleuses auto-immunes (MBAI) sont rares chez les enfants. Bien que la pathogenèse soit similaire à celle de l'adulte, il existe des différences concernant la présentation clinique et la prévalence des MBAI selon l'âge. À ce jour, il n'y a pas de recommandations spécifiques pour leur prise en charge chez l'enfant. Dans cet article, nous présentons une revue des données actuelles, des critères diagnostiques et proposons un algorithme de prise en charge.

Congenital erosive and vesicular dermatosis healing with reticulated and supple scarring: Two cases secondary to fungal infection.

Congenital erosive and vesicular dermatosis (CEVD) is a rare skin condition that most commonly presents as erosive and vesicular lesions on the trunk and extremities in premature infants and heals with characteristic reticulated and supple scarring (RSS). The exact pathogenesis of CEVD is unknown and is typically a diagnosis of exclusion. We present the cases of two extremely premature neonates with Candida septicemia who were found to have diffuse, erythematous skin eruptions shortly after birth that ultimately healed with RSS. Through these cases, we highlight the importance of including fungal infection in the work-up of CEVD healing with RSS.

Distinguishing annular pustular psoriasis from subcorneal pustular dermatosis-A diagnostic dilemma in a 10-year-old boy.

Subcorneal pustular dermatosis (SPD) and annular pustular psoriasis (APP) are very rare in childhood and difficult to differentiate both clinically and histopathologically. We report the case of a 10-year-old male with a 9-year history of erythematous scaly annular plaques with scattered pustules on the trunk. Although initially diagnosed as SPD, a lack of response to dapsone, presence of spongiosis on histology, and early age of disease onset led to consideration of APP. The patient was subsequently treated with adalimumab 80 mg weekly and completely cleared. This case illustrates the overlapping features of SPD and APP and suggests that the two disorders may represent a spectrum of the same disease.

Bullous hemorrhagic dermatosis: A rare cutaneous reaction of heparin.

Bullous hemorrhagic dermatosis is a rare cutaneous reaction of heparin, a commonly used anticoagulant. Exact etiopathogenesis remains elusive but immune related mechanisms as well as dose dependent relationship have been proposed. Clinically, it is characterized by asymptomatic, tense hemorrhagic bullae on extremities or abdomen occurring 5-21 days after initiation of therapy. We report bilateral symmetrically grouped lesions, in a previously unreported distribution of this entity in both the forearms in a 50-year-old male admitted with acute coronary syndrome on oral ecosprin, oral clopidogrel and subcutaneous enoxaparin. The condition is self-resolving and discontinuation of drug is not required.

Neutrophilic dermatoses - Pathomechanistic concepts and therapeutic developments.

Neutrophilic dermatoses are a group of clinically heterogeneous diseases characterized by infiltration of neutrophils in the affected tissue. Skin symptoms comprise a spectrum of wheals, papules, plaques, pustules, nodules and ulcerations often in combination with systemic symptoms. Although the pathogenesis of these diseases has not yet been elucidated in depth, broad pathophysiological and clinical overlaps exist with autoinflammatory syndromes. Additionally, recent years have shown the relevance of the signaling pathways of TNF-α, IL-1, IL-12/23 and IL-17 in neutrophilic dermatoses. In this review, we present four selected neutrophilic dermatoses, namely pyoderma gangraenosum, Sweet syndrome, generalized pustular psoriasis and Schnitzler syndrome, discuss pathophysiological aspects and specifically address novel therapeutic options derived from the most recent pathophysiological findings.

Lupus erythematosus-specific bullous lesions.

Lupus erythematosus (LE)-specific bullous lesions are often difficult to distinguish from other bullous diseases presenting in patients with systemic lupus erythematosus. Herein, we describe a 49-year-old woman with systemic lupus erythematosus with recurrent tense bullae on the forearms. Clinical, histopathologic, and serologic findings led to the diagnosis of LE-specific bullous lesions. We also summarize the diagnostic clues for distinguishing LE-specific bullous lesions, bullous systemic lupus erythematosus, and erythema multiforme-like lesions in LE (Rowell syndrome).

[Mucosal anomalies in autoimmune bullous diseases]. / Mucosale afwijkingen bij blaarvormende auto-immuunziekten.

Mucosal anomalies are frequently seen in autoimmune bullous diseases, particularly in pemphigus vulgaris and mucous membrane pemphigoid. The blistering, erosions, ulceration or erythema may present anywhere on the oral mucosa, but also on other mucosal sites. A differential diagnosis is needed of (erosive) oral lichen planus, systemic autoimmune disease, inflammatory bowel diseases, chronic graft-versus-host disease, infectious causes, Behçet's syndrome and recurrent aphthous stomatitis. A quick diagnosis and initiation of adequate treatment are important because of the potential severity of the disease and to prevent complications due to cicatrization. Besides a biopsy for histopathological analysis, a perilesional biopsy for direct immunofluorescence microscopy and immunoserological tests are needed for diagnosis of pemphigus or pemphigoid. In addition to a mucosal biopsy, a biopsy for direct immunofluorescence of the skin can contribute to a diagnosis of a bullous disease. Besides topical corticosteroids, immunosuppressive treatment is often required for treating autoimmune bullous diseases, such as treatment with rituximab in patients with pemphigus.

Nonmelanoma skin cancer in the setting of erosive pustular dermatosis of the scalp: A case series and comment on management implications.

BACKGROUND: Erosive pustular dermatosis of the scalp (EPDS) is an inflammatory cutaneous disorder typically affecting sun-damaged skin of mature individuals. Clinical features of EPDS include sterile pustules and chronic crusted erosions that can be hyperkeratotic and lead to scarring alopecia, atrophy, and telangiectasia. While the condition occurs on sun-damaged skin, a relationship with non-melanoma skin cancer (NMSC) has not been investigated. OBJECTIVES: Here we attempted to identify cases of NMSC developing in the setting of EPDS. METHODS: Retrospective review of EPDS cases in a dermatology practice. RESULTS: Six patients with mean (range) age 82 (65-92) years that developed NMSC in the setting of EPDS are reported. Five patients had skin phototype I or II associated with substantial solar elastosis. Four patients had history of NMSC. Four patients developed squamous cell carcinoma and two patients basal cell carcinoma on the scalp in the setting of EPDS. A morphologic change in an EPDS lesion, such as a crusted plaque becoming nodular and/or growing significantly within a relatively short period of time, prompted a biopsy that revealed NMSC. CONCLUSIONS: NMSC may develop in the setting of EPDS. Possible mechanisms underlying this association include the chronic inflammation associated with EPDS and ultraviolet light exposure. It is crucial to promptly obtain a biopsy in EPDS cases showing signs suspicious for NMSC. Further studies are required to confirm whether NMSC shows a higher prevalence in the setting of EPDS.

Pustular lesions in patients with Crohn disease and treatment with tumour necrosis factor-α inhibitors.

We present seven new cases of patients with Crohn disease who developed lesions clinically compatible with amicrobial pustulosis of the flexures during their treatment with anti-tumour necrosis factor therapy.

Eosinophilic Pustular Folliculitis of Infancy: A Histologic Assessment of 43 Cases.

ABSTRACT: Eosinophilic pustular folliculitis of infancy is a sterile, inflammatory dermatosis that mainly affects children younger than 36 months. The underlying physiopathologic mechanism is unclear. Clinical diagnosis is challenging, and a skin biopsy may be necessary. The literature data are sometimes contradictory, and a histologic series of eosinophilic pustular folliculitis of infancy cases has not been previously published.

Line-field confocal optical coherence tomography: a new tool for non-invasive differential diagnosis of pustular skin disorders.

BACKGROUND: The spectrum of pustular skin disorders (PSD) is large and particularly challenging, including inflammatory, infectious and amicrobial diseases. Moreover, although pustules represent the unifying clinical feature, they can be absent or not fully developed in the early stage of the disease. The line-field confocal optical coherence tomography (LC-OCT) is a recently developed imaging technique able to perform a non-invasive, in vivo, examination of the epidermis and upper dermis, reaching very high image resolution and virtual histology. OBJECTIVES: We aimed to investigate the potentialities of LC-OCT in the non-invasive differential diagnosis of a series of 11 PSD with different aetiology, microscopic features, body location and incidence rates. MATERIALS AND METHODS: Complete LC-OCT imaging (i.e. 2D/3D frames, videos) was performed on a total of 19 patients (10 females and 9 males) aged between 35 and 79 years. Images were blindly evaluated and compared with corresponding histopathologic findings. RESULTS: The LC-OCT imaging was able to detect with high accuracy the pustule structure including shape, margins, morphology and cellular content, along with peculiar epidermal and adnexal alterations in each condition, including: Acute Generalized Exanthematous Pustulosis, Generalized pustular psoriasis, Generalized pustular figurate erythema, Subcorneal Pustular Dermatosis, Intraepidermal IgA pustulosis, Palmoplantar pustulosis, Palmoplantar pustular psoriasis. Herpetic whitlow, Acrodermatitis continua of Hallopeau, Vesicopustular Sweet syndrome and Vesicopustular Eosinophilic cellulitis, with pustular appearance, were also compared. CONCLUSIONS: The new LC-OCT can represent a rapid, non-invasive and painless tool which can help differentiating among PSD of different aetiology and microscopic morphology in clinical mimickers in daily practice.

Does SAPHO syndrome exist in dermatology?

In the late 1960s, palmoplantar pustulosis (PPP) with sternocostoclavicular arthropathy was first described in Japan, predominantly affecting women in the perimenopausal age. In the 1970s, the chronic non-bacterial osteomyelitis and chronic recurrent multifocal osteomyelitis were initially observed in paediatric patients with approximately 70% girls. Acne fulminans accompanied by polyarthralgia have been observed since early 1970s, which almost exclusively occurs in adolescent boys. Report on spondyloarthropathy associated with hidradenitis suppurativa can be traced back to 1982. The SAPHO syndrome was coined in 1987 to lump together synovitis, acne, pustulosis, hyperostosis and osteitis to conceptualize a group of inflammatory osteocutaneous diseases of unclear etiopathogenesis and ill-defined associations spanning disparate age and gender groups. From historical view, Sasaki syndrome is proposed to replace SAPHO syndrome to represent PPP with sternocostoclavicular arthropathy in the absence of other skin manifestations. Hidradenitis suppurativa is folliculitis in pathogenesis and no longer classified as acne. PPP accompanied by psoriasis vulgaris is more likely psoriasis pustulosa palmoplantaris in dermatological aspect, and the associated arthritis is part of psoriatic arthropathy. Pathophysiology of these disorders is incompletely understood. To echo the advancement of high-throughput sequencing, splitting but not lumping of clinical findings would be a better strategy to decipher these multigenic complex inflammatory disorders.

Characterizing the presence of neutrophil extracellular traps in neutrophilic dermatoses.

Neutrophil extracellular traps (NETs) are implicated in the pathogenesis of multiple inflammatory dermatoses. However, characterization of NETs in neutrophilic dermatoses was performed on very limited number of patients; this limitation precluded definitive conclusions. In this case series of 57 patients, we compared the amounts of neutrophils producing NETs in cutaneous lesions of different entities of neutrophilic dermatoses (17 with pyoderma gangrenosum, 37 with Sweet's syndrome and three with subcorneal pustular dermatosis). NETs were identified by double immunofluorescence on formalin-fixed paraffin-embedded skin biopsies using antibodies against elastase and citrullinated histone 3. Percentages of neutrophils showing NETs were high across all three entities (62.9% in PG, 48.5% in SS and 37.8% in subcorneal pustular dermatosis). The differences in mean percentages were significant between entities, with PG showing significantly superior percentage of NETs compared with SS. In our series, 15.8% of neutrophilic dermatoses were associated with malignancies, 10.5% with autoimmune diseases and 73.7% were idiopathic. Percentages of NETs were not statistically different between aetiologies. These findings suggest that NETs are abundantly produced in the various entities and different aetiologies of neutrophilic dermatoses. In comparison with SS, the superior percentage of NETs in PG is clinically mirrored in its greater ulceronecrotic nature.

Intraepithelial autoimmune blistering dermatoses: Clinical features and diagnosis.

Intraepithelial autoimmune blistering dermatoses are a rare group of skin disorders characterized by the intraepithelial disruption of intercellular connections through the action of autoantibodies. The first article in this continuing medical education series explores the background, epidemiology, clinical features, and diagnostic criteria of each of the major intraepithelial autoimmune blistering dermatoses, including pemphigus foliaceus, pemphigus erythematosus, pemphigus herpetiformis, fogo selvagem, pemphigus vulgaris, pemphigus vegetans, drug-induced pemphigus, IgA pemphigus, IgG/IgA pemphigus, and paraneoplastic pemphigus/paraneoplastic autoimmune multiorgan syndrome.

Subepithelial autoimmune blistering dermatoses: Clinical features and diagnosis.

Subepithelial autoimmune blistering dermatoses are a group of rare skin disorders that are characterized by the disruption of the dermal-epidermal junction through the action of autoantibodies. The third article in this continuing medical education series explores the background, epidemiology, clinical features, and diagnostic criteria of each of the major subepithelial autoimmune blistering dermatoses, including bullous pemphigoid, pemphigoid gestationis, lichen planus pemphigoides, mucous membrane pemphigoid, linear IgA bullous dermatosis, and dermatitis herpetiformis.

Pemphigus erythematosus: A case series from a tertiary academic center and literature review.

BACKGROUND: Pemphigus erythematosus (PE) is a rare autoimmune skin condition with clinical, histopathological, and serological features that show overlap between lupus erythematosus and pemphigus foliaceus. It typically presents with erythematous, scaly plaques and has a female predominance. METHODS: After Institutional Review Board (IRB) approval, we searched the internal pathology database for "pemphigus erythematosus" in the diagnostic line between 1 January 2000 and 30 July 2020. A comprehensive chart review was performed to collect patient demographics, clinical presentation, and treatment course. We performed a review of the literature and clinical, histopathological, and serological features were collected for comparison to our case series. RESULTS: Five patients in the case series and 87 patients in the literature were diagnosed with PE. Clinical, histopathological, and serological features were consistent with what has been reported in the literature, although our cohort demonstrated a younger age at presentation, along with a higher proportion (80%) of Black patients. Of the 25 patients in the literature whose race was reported, only five patients (20%) were reported to be Black. CONCLUSION: This is the first case series of PE that has shown an increased prevalence among middle-aged Black patients. No specific trend in regards to race was seen in the review of the literature.

Paraneoplastic pemphigus: Revised diagnostic criteria based on literature analysis.

BACKGROUND: Paraneoplastic pemphigus (PNP) is a rare autoimmune bullous disease classically associated with an underlying neoplasm. The heterogeneous clinical and histopathologic features of the disease make diagnosis challenging for clinicians. There are no formally accepted diagnostic criteria, and newer techniques for identifying antibodies directed against plakin proteins have largely replaced immunoprecipitation, the historic gold standard. METHODS: An analysis of 265 published cases of PNP was performed. The clinical, histopathologic, and immunologic features of PNP were assessed. RESULTS: Based on this review, we modified previous diagnostic criteria to capture 89.4% of PNP cases compared to 71.2% of cases captured by the most commonly referenced criteria devised by Camisa and Helm (p-value < 0.01, z-test; 95% CI [10.2, 33.6]). CONCLUSION: These revised diagnostic criteria address the variable clinical, histopathologic, and biochemical features of PNP, allowing physicians to have greater confidence in diagnosis of this rare and often fatal disease. The revised criteria include three major criteria and two minor criteria, whereby meeting either all three major criteria or two major and both minor criteria would fulfill a diagnosis of paraneoplastic pemphigus. The major criteria include (a) mucous membrane lesions with or without cutaneous involvement, (b) concomitant internal neoplasm, and (b) serologic evidence of anti-plakin antibodies. The minor criteria include (a) acantholysis and/or lichenoid interface dermatitis on histopathology and (b) direct immunofluorescence staining showing intercellular and/or basement membrane staining.