Dermatologist-like explainable AI enhances trust and confidence in diagnosing melanoma.

Artificial intelligence (AI) systems have been shown to help dermatologists diagnose melanoma more accurately, however they lack transparency, hindering user acceptance. Explainable AI (XAI) methods can help to increase transparency, yet often lack precise, domain-specific explanations. Moreover, the impact of XAI methods on dermatologists' decisions has not yet been evaluated. Building upon previous research, we introduce an XAI system that provides precise and domain-specific explanations alongside its differential diagnoses of melanomas and nevi. Through a three-phase study, we assess its impact on dermatologists' diagnostic accuracy, diagnostic confidence, and trust in the XAI-support. Our results show strong alignment between XAI and dermatologist explanations. We also show that dermatologists' confidence in their diagnoses, and their trust in the support system significantly increase with XAI compared to conventional AI. This study highlights dermatologists' willingness to adopt such XAI systems, promoting future use in the clinic.

From Morphea to Dermatofibrosarcoma Protuberans.

Dear Editor, Morphea profunda (MP) is a chronic autoimmune disease, a subtype of localized scleroderma that presents clinically as local discomfort due to the impairment of skin motility (1). Dermatofibrosarcoma protuberans (DFSP) is a rare soft tissue neoplasm that not only infiltrates the dermis and subcutaneous tissue, but can also affect the muscles and bones with finger-like extensions, usually present on the trunk and the proximal extremities (2). DFSP is known for its indolent clinical course, locally aggressive behavior, and high local recurrence rates, but relatively low risk of metastatic spread (2). DFSP frequently arises in middle-aged adults, affecting both sexes equally with an incidence of 4 per 1,000,000 people (3). We report the case of a 39-year-old female patient who first presented to our clinic at the age of 20 years due to a brownish atrophic coin-sized lesion appearing on the left side of the abdomen. Medical reports indicated that biopsies had been performed previously on 3 occasions, and histopathologic findings confirmed the diagnosis of MP. The aforementioned lesion on the abdomen had been growing slowly over the years, and the patient finally visited our clinic 15 years later after noticing two palpable nodules developing within the affected skin (Figure 1, A, B). Clinical examination revealed an indurated ill-defined plaque measuring 10 cm with partially atrophic surface and 2 centrally located palpable nodules measuring between 3 and 5 mm. A deep biopsy of the lesion was performed, and histopathology and immunohistochemical analysis of CD34 expression confirmed the diagnosis of dermatofibrosarcoma protuberans (Figure 1, C, D). Computed tomography scans of the thorax, abdomen, and pelvic region were subsequently performed, revealing no further disease progression. Complete excision of the tumor was performed and followed by wide scar re-excision due to narrow surgical margins of only 1 mm. No further disease progression or recurrences have been noted during the follow-up, and the patient has been disease-free for one year postoperatively. Although the etiology of DFSP is unknown, trauma has been hypothesized as a predisposing factor. It usually presents on the trunk and the proximal extremities (4). Patients usually report disease progression over a long period of time, ranging from several months to years. The tumor is associated with variable color changes, even proximal skin discoloration, and often presents with a slowly growing indurated dermal plaque or firm nodule attached to the skin (4). Clinically, it can be difficult to distinguish DFSP from a wide number of diagnoses, including morphea, idiopathic atrophoderma, atrophic scar, anetoderma, lipoatrophy, cellular dermatofibroma, fibrosarcoma, malignant fibrous histiocytoma, atypical fibroxanthoma, desmoplastic melanoma, Kaposi sarcoma, and solitary fibrous tumors (5). Immunohistochemistry staining for CD34 cells can be helpful in differentiation, since spindle cells stain positively in DFSP (6). Due to alteration of dermal collagen, histopathological differential diagnoses of DFSP includes lichen sclerosus, atrophic scars and keloids, as well as morphea (7), atrophic dermatofibroma, and undifferentiated pleomorphic sarcoma (6). The mainstay of DFSP treatment is tumor excision performed either by wide local excision or Mohs surgery and having surgical margins between 1 and 5 cm. Several studies have confirmed that patients treated with the Mohs technique have significantly lower recurrence rates (8). Due to the high number of unsatisfactory primary excisions, wide free surgical margins are important for disease control (3). Radiotherapy might be considered as a therapeutic option for inoperable tumors or relapses, as well as an adjuvant therapy after primary excision or re-excision with positive margins (8). Furthermore, recent findings indicate positive therapeutic efficacy after administration of imatinib mesilat - a tyrosine kinase inhibitor due to over expression of PDGFß (9). Clinical follow-up of patients with DFSP after tumor excision should be performed every six months for the first five years, followed by yearly intervals thereafter for up to 10 years (3). Previous case reports have claimed that the diagnosis of DSFP is commonly delayed as a result of slow tumor growth and nonspecific initial clinical findings (10). To the best of our knowledge, our case is the first description in the literature of DFSP developed within a MP plaque. We speculate that trauma from repeated punch biopsies taken from the sclerotic morpheaform plaque may represent the trigger for the development of the DFSP. Another notable clinical challenge was the surgical excision itself, since the majority of cases presented in literature mentioned unsatisfactory resection margins and a high risk of local disease recurrence. Although complete excision of the neoplasm was performed, re-excision was performed in order to provide wider resection margins. Surgical resection remains the main treatment for dermatofibrosarcoma protuberans, with the main challenge being the achievement of clean excision margins. Proper management of the disease and continuous follow-up are important in order to prevent local recurrence of dermatofibrosarcoma protuberans or its potential metastases.

Differential Diagnosis of Cheilitis - How to Classify Cheilitis?

Although cheilitis as a term describing lip inflammation has been identified and recognized for a long time, until now there have been no clear recommendations for its work-up and classification. The disease may appear as an isolated condition or as part of certain systemic diseases/conditions (such as anemia due to vitamin B12 or iron deficiency) or local infections (e.g., herpes and oral candidiasis). Cheilitis can also be a symptom of a contact reaction to an irritant or allergen, or may be provoked by sun exposure (actinic cheilitis) or drug intake, especially retinoids. Generally, the forms most commonly reported in the literature are angular, contact (allergic and irritant), actinic, glandular, granulomatous, exfoliative and plasma cell cheilitis. However, variable nomenclature is used and subtypes are grouped and named differently. According to our experience and clinical practice, we suggest classification based on primary differences in the duration and etiology of individual groups of cheilitis, as follows: 1) mainly reversible (simplex, angular/infective, contact/eczematous, exfoliative, drug-related); 2) mainly irreversible (actinic, granulomatous, glandular, plasma cell); and 3) cheilitis connected to dermatoses and systemic diseases (lupus, lichen planus, pemphi-gus/pemphigoid group, -angioedema, xerostomia, etc.).

Disease Progression in Cases of Multiple Primary Melanoma.

Multiple primary melanoma (MPM) is a well-known phenomenon, but outcome studies regarding patients with MPM are rare. Aim of our study was to analyze whether MPM are less likely to metastasize than single primary melanomas (SPM). In our study disease progression (defined by the occurrence of regional lymph node or distant metastases) in cases of MPM was compared to cases of SPM on a sample of 1698 melanomas. Statistically significant difference in the occurrence of disease progression was found between the analyzed groups, progression being significantly less frequent in patients with MPM (P=0.009). Also, MPM occurred significantly more frequently in male patients (P= 0.001). We attribute these results not only to early detection of subsequent MPM, but to a variety of possible reasons, including different genetics and biology of tumors and, possibly, the immune response of the host. Further studies are required to elucidate these interesting findings.

Correlation of anaemia and cognitive functions measured by the complex reactiometer Drenovac.

Cognitive impairment impinges significantly on the quality of life. Previous research revealed that anaemia can have a major influence on cognitive functioningt. The article is a correlational study examining the relationship between anaemia levels and cognitive functioning in adult patients. Sixty-one patients (both inpatients and outpatients), among them 30 anemic and 31 non-anaemic, 33 female and 28 male, aged 32-60 (median 43) treated at the Dept. of Hematology, Clinical Hospital Center Rijeka, Croatia were analysed according to hemoglobin (Hb) level and cognitive ability. Assessment of cognition (convergent inductive thinking) was performed by the Complex reactiometer Drenovac (CRD). The results showed that anaemia significantly undermines cognitive functions in adult patients (p < 0.01). Even in non-anaemic patients (Hb higher than 120 g/L), Hb level is related to better cognitive ability.