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result(s) for
"Argenziano, Giuseppe"
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Human–computer collaboration for skin cancer recognition
2020
The rapid increase in telemedicine coupled with recent advances in diagnostic artificial intelligence (AI) create the imperative to consider the opportunities and risks of inserting AI-based support into new paradigms of care. Here we build on recent achievements in the accuracy of image-based AI for skin cancer diagnosis to address the effects of varied representations of AI-based support across different levels of clinical expertise and multiple clinical workflows. We find that good quality AI-based support of clinical decision-making improves diagnostic accuracy over that of either AI or physicians alone, and that the least experienced clinicians gain the most from AI-based support. We further find that AI-based multiclass probabilities outperformed content-based image retrieval (CBIR) representations of AI in the mobile technology environment, and AI-based support had utility in simulations of second opinions and of telemedicine triage. In addition to demonstrating the potential benefits associated with good quality AI in the hands of non-expert clinicians, we find that faulty AI can mislead the entire spectrum of clinicians, including experts. Lastly, we show that insights derived from AI class-activation maps can inform improvements in human diagnosis. Together, our approach and findings offer a framework for future studies across the spectrum of image-based diagnostics to improve human–computer collaboration in clinical practice.
A systematic evaluation of the value of AI-based decision support in skin tumor diagnosis demonstrates the superiority of human–computer collaboration over each individual approach and supports the potential of automated approaches in diagnostic medicine.
Journal Article
A systematic review on shared biological mechanisms of depression and anxiety in comorbidity with psoriasis, atopic dermatitis, and hidradenitis suppurativa
by
Fabrazzo, Michele
,
Galderisi, Silvana
,
Cipolla, Salvatore
in
Animals
,
Anxiety
,
Anxiety disorders
2021
Mental disorders in comorbidity with chronic skin diseases may worsen disease outcome and patients' quality of life. We hypothesized the comorbidity of depression, anxiety syndromes, or symptoms as attributable to biological mechanisms that the combined diseases share.
We conducted a systematic review based on the Preferred Reporting Items for Systematic Review and Meta-Analysis statement searching into PubMed, PsycInfo, and Scopus databases. We examined the literature regarding the comorbidity of psoriasis (Ps), atopic dermatitis (AD), or hidradenitis suppurativa with depression and/or anxiety in adults ≥18 years and the hypothetical shared underlying biological mechanisms.
Sixteen studies were analyzed, mostly regarding Ps and AD. Brain-derived neurotrophic factor/tropomyosin receptor kinase B signaling and nuclear factor kappa-light-chain-enhancer of activated B cells/p38 mitogen-activated protein kinase pathways arose as shared mechanisms in Ps animal models with depression- and/or anxiety-like behaviors. Activated microglia and neuroinflammatory responses emerged in AD depressive models. As to genetic studies, atopic-dermatitis patients with comorbid anxiety traits carried the short variant of serotonin transporter and a polymorphism of the human translocator protein gene. A GA genotype of catechol-O-methyltransferase gene was instead associated with Ps. Reduced natural killer cell activity, IL-4, serotonin serum levels, and increased plasma cortisol and IgE levels were hypothesized in comorbid depressive AD patients. In Ps patients with comorbid depression, high serum concentrations of IL-6 and IL-18, as well as IL-17A, were presumed to act as shared inflammatory mechanisms.
Further studies should investigate mental disorders and chronic skin diseases concurrently across patients' life course and identify their temporal relation and biological correlates. Future research should also identify biological characteristics of individuals at high risk of the comorbid disorders and associated complications.
Journal Article
Boosting medical diagnostics by pooling independent judgments
2016
Collective intelligence refers to the ability of groups to outperform individual decision makers when solving complex cognitive problems. Despite its potential to revolutionize decision making in a wide range of domains, including medical, economic, and political decision making, at present, little is known about the conditions underlying collective intelligence in real-world contexts. We here focus on two key areas of medical diagnostics, breast and skin cancer detection. Using a simulation study that draws on large real-world datasets, involving more than 140 doctors making more than 20,000 diagnoses, we investigate when combining the independent judgments of multiple doctors outperforms the best doctor in a group. We find that similarity in diagnostic accuracy is a key condition for collective intelligence: Aggregating the independent judgments of doctors outperforms the best doctor in a group whenever the diagnostic accuracy of doctors is relatively similar, but not when doctors’ diagnostic accuracy differs too much. This intriguingly simple result is highly robust and holds across different group sizes, performance levels of the best doctor, and collective intelligence rules. The enabling role of similarity, in turn, is explained by its systematic effects on the number of correct and incorrect decisions of the best doctor that are overruled by the collective. By identifying a key factor underlying collective intelligence in two important real-world contexts, our findings pave the way for innovative and more effective approaches to complex real-world decision making, and to the scientific analyses of those approaches.
Journal Article
Ocular Melanoma: A Comprehensive Review with a Focus on Molecular Biology
by
Zito Marino, Federica
,
Cazzato, Gerardo
,
D’Abbronzo, Giuseppe
in
B cells
,
Cancer
,
Care and treatment
2025
Ocular melanoma is a rare but clinically significant malignancy, primarily comprising uveal and conjunctival subtypes. Although sharing some histopathological features with cutaneous melanoma, these tumours are characterized by distinct molecular and biological profiles with direct implications for prognosis and treatment. Uveal melanoma is predominantly driven by mutations in GNAQ and GNA11, along with alterations in BAP1, SF3B1, and EIF1AX, which are key prognostic determinants. Conversely, conjunctival and eyelid melanoma exhibits greater molecular similarity to cutaneous melanoma, commonly involving BRAF, NRAS, NF1, and TERT promoter mutations. Despite progress in the molecular characterization of these entities, metastatic disease continues to confer a poor prognosis, particularly in uveal melanoma. Ongoing research into the molecular basis of ocular melanoma is essential to advance targeted therapies and improve clinical outcomes. The aim of this review is to provide a comprehensive overview of ocular melanoma, with a particular focus on the molecular biology underlying its clinical behaviour and emerging therapeutic opportunities.
Journal Article
Atypical Spitz tumours and sentinel lymph node biopsy: a systematic review
by
Piana, Simonetta
,
Kyrgidis, Athanassios
,
Castagnetti, Fabio
in
Biopsy
,
Dissection
,
Hematology, Oncology and Palliative Medicine
2014
Sentinel lymph node biopsy has been proposed as a diagnostic method for estimation of the malignant potential of atypical Spitz tumours. However, although cell deposits are commonly detected in the sentinel lymph nodes of patients with atypical Spitz tumours, their prognosis is substantially better than that of patients with melanoma and positive sentinel lymph node biopsies. We did a systematic review of published reports to assess the role of sentinel lymph node biopsy as a prognostic method in the management of atypical Spitz tumours. The results of our analysis did not show any prognostic benefit of sentinel lymph node biopsy; having a positive sentinel lymph node does not seem to predict a poorer outcome for patients with atypical Spitz tumours. These findings indicate that, especially in the paediatric population, it might be prudent initially to use complete excision with clear margins and careful clinical follow-up in patients with atypical Spitz tumours.
Journal Article
Triticum vulgare Extract Treatment in UVB-Exposed Human Dermal Fibroblasts Modulates Inflammation, Fibrosis and Oxidative Stress Markers
by
Di Brizzi, Eugenia Veronica
,
Balato, Anna
,
Caccavale, Stefano
in
Aging
,
Cell cycle
,
Cytokines
2026
Background/Objectives: UVB radiation triggers oxidative stress, inflammation and extracellular matrix (ECM) remodeling in dermal fibroblasts, contributing to skin aging and fibrosis. Plant-derived extracts with antioxidant and anti-inflammatory activity may counteract these effects. This study evaluated the protective role of Damor Triticum vulgare Aqueous Extract (DTVE) in human dermal fibroblasts (HDFs) exposed to UVB. Methods: Primary HDFs were irradiated with UVB (1.50 J/m2) and treated with DTVE either after irradiation (post-ir) or before and after irradiation (pre-ir). Cell viability was assessed by Trypan Blue and MTT assays. Inflammatory cytokines, fibrosis-related genes, p21 expression, mitochondrial ROS (MitoSOX) and αSMA accumulation were quantified by qRT-PCR, ELISA and immunofluorescence. Results: DTVE was not cytotoxic and preserved HDF viability under UVB exposure. UVB significantly increased pro-inflammatory cytokines, profibrotic markers, αSMA, mitochondrial ROS and p21. DTVE reduced all these UVB-induced alterations, with the pre-ir regimen providing the strongest protection. The extract attenuated early inflammatory activation, limited fibroblast-to-myofibroblast transition and decreased mitochondrial oxidative stress while reducing p21 upregulation. Conclusions: DTVE exerts protective antioxidant, anti-inflammatory and antifibrotic effects in UVB-exposed fibroblasts, particularly when used as pretreatment. These findings support DTVE as a promising candidate to mitigate UVB-induced dermal damage and warrant further investigation for potential therapeutic and cosmetic applications.
Journal Article
Psoriasiform Dermatitis: From Pathogenesis to New Therapeutic Opportunities
by
Argenziano, Giuseppe
,
Di Brizzi, Eugenia Veronica
,
Balato, Anna
in
Atopy
,
biologic treatments
,
Calcineurin inhibitors
2025
Psoriasiform dermatitis refers to a spectrum of inflammatory skin disorders that resemble psoriasis both clinically and histologically. These conditions can occur idiopathically or as paradoxical reactions to biologic or targeted therapies, particularly in patients with atopic or autoimmune backgrounds. Histologic features often include acanthosis, parakeratosis, and lymphocytic infiltrates, but without the full molecular signature of classical psoriasis. This review provides an overview of psoriasiform dermatitis with a focus on its clinical presentation, differential diagnosis, and the immune pathways involved. Drug-induced forms, especially those triggered by anti-TNF agents, IL-4/IL-13 blockers, and JAK inhibitors, are highlighted due to their growing clinical relevance. We also summarize the main topical and systemic treatments, including corticosteroids, calcineurin inhibitors, PDE4 inhibitors, and JAK-STAT- or IL-23-targeted therapies. A better understanding of psoriasiform dermatitis is crucial to improve diagnosis and to guide treatment, especially in complex or refractory cases.
Journal Article
Cutaneous non-volar melanoma dermoscopy and histopathology correlation: a systematic review protocol
by
Augusto-Simões, Pedro
,
Henrique, Martinha
,
Argenziano, Giuseppe
in
Data collection
,
Dermatological tumours
,
Dermatology
2025
IntroductionDermoscopy has a proved validity in the diagnosis of cutaneous melanoma, which is one of the most aggressive forms of skin cancer. Although some studies have demonstrated a relationship between specific dermoscopic and pathologic melanoma features, there is no solid evidence allowing reliable conclusions. This study will evaluate the evidence regarding this association.Methods and analysisObservational studies eligible for our systematic review will enrol adults with histological cutaneous non-volar melanoma diagnosis and with dermoscopy image analysis. We will search the following databases: PubMed, Embase, Web of Science, MEDLINE and Cochrane Library. We will not impose any language or date restrictions. Outcomes of interest include the association of at least one of the melanoma dermoscopy features (irregular pigmentation, blue-white veil, atypical network, multicomponent pattern, atypical dots and/or globules, regression, peripheral tan structureless area, negative network, shiny white structures, atypical vessels and streaks/pseudopods), with melanoma Breslow index or other histopathology characteristics (melanoma subtype, mitotic index and presence of ulceration). Two reviewers will independently screen and search results, extract data from eligible studies and assess risk of bias. The evidence derived by this study will elucidate the possible link between melanoma dermoscopy and histopathology. If we could predict melanoma thickness based on dermoscopy, we would be able to anticipate melanoma treatment with impact on survival.Ethics and disseminationEthical approval is not required because this is a literature-based study. It will be published in scientific Pubmed indexed open access journals to ensure its accessibility.PROSPERO registration numberCRD42024564919.
Journal Article
Alternative macrophage polarisation associated with resistance to anti-PD1 blockade is possibly supported by the splicing of FKBP51 immunophilin in melanoma patients
by
Giunta, Emilio Francesco
,
Ciardiello, Fortunato
,
Romano, Maria Fiammetta
in
692/4028/67/1813/1634
,
692/53/2422
,
Aged
2020
Background
FKBP51 immunophilin is abundantly expressed by immune cells. Co-inhibitory immune receptor signalling generates the splicing isoform FKBP51s. Tregs stained by FKBP51s are increased in melanoma patients and their counts are associated with anti-CTLA-4 response. An expansion of FKBP51s
+
PD-L1
+
monocytes was measured in a group of non-responding patients to anti-CTLA-4. The aim of this work was to confirm the predictive value of response of FKBP51s
+
Tregs in a cohort of patients undergoing anti-PD1 treatment and shed light on a monocyte subset co-expressing PD-L1/FKBP51s.
Methods
Co-cultures of organoids and autologous lymphocytes were used to confirm that tumour T-cell interaction can induce FKBP51s. PBMC immunophenotype and flow cytometry served to assess and monitor FKBP51s
+
Treg and FKBP51s
+
PD-L1
+
monocytes in 22 advanced melanoma patients treated with anti-PD1. Silencing and overexpression of FKBP51s in human macrophages served to address the protein role in the tolerant macrophages’ behaviour.
Results
FKBP51s
+
Tregs count was increased in responders and had a prognostic value. Non-responders showed an early increase in FKBP51s
+
PD-L1
+
monocytes during anti-PD1 treatment. Manipulation of FKBP51s modulated the macrophage–phenotype, with forced protein expression promoting aspects associated with tolerance.
Conclusions
FKBP51s may guide in the selection and monitoring of melanoma patient candidates to immune-checkpoint-targeted therapy. Manipulation of FKBP51s may overcome resistance.
Journal Article
Hidradenitis Suppurativa Burdens on Mental Health: A Literature Review of Associated Psychiatric Disorders and Their Pathogenesis
by
Tancredi, Vittorio
,
Boccellino, Maria Pia
,
Argenziano, Giuseppe
in
Abscesses
,
Acne
,
Adalimumab
2023
Skin, mental health and the central nervous system (CNS) are connected by a deep link. It is not only the aesthetic and sometimes the disfiguring aspects of dermatological conditions that can cause a severe psychological burden; also, different studies have shown how chronic skin-inflammatory diseases may influence the activity of the CNS and vice versa. Moreover, the skin and brain share a common embryogenic origin. Hidradenitis suppurativa (HS) is a chronic inflammatory skin disease affecting the hair follicles of the apocrine regions. The main clinical features are nodules, abscesses, cysts, fistulae and disfiguring scars. Pain and stinking discharge from fistulae are often present. It is not surprising that the psychological burden associated with HS is frequently a challenge in dermatologists’ daily routines. Patients often suffer from depression and anxiety, but also from substance abuse, psychotic and bipolar disorders and an increased suicide risk. The aim of this article is to review the main psychiatric disorders associated with HS and their pathophysiology. Research on Pubmed was conducted with the key words Hidradenitis suppurativa, psychiatric, depression, anxiety, bipolar, schizophrenia, abuse, suicidal. A high incidence of psychiatric disorders has been described in HS compared to controls. Hidradenitis suppurativa is not a rare disease, and acknowledging the HS psychological burden, psychiatric-associated diseases and associated biomolecular pathways will help dermatologists to better care for their patients.
Journal Article