AN EFFICIENT MODEL OF ENHANCED OPTIMIZATION AND ATTENTION-BASED GCNN WITH GRU FOR NAIL DISEASE DETECTION AND CLASSIFICATION FRAMEWORK

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Nail dystrophies, trauma-induced alterations, onychomycosis and nail psoriasis are some of the diseases that affect the nails. Accurately recognizing and classifying these different conditions by analyzing the nail images is the main objective of nail disease classification models. Thus, this research work develops a novel deep learning-based classification system to improve the accuracy and efficiency of nail disease classification. Initially, the system gathers nail images from established benchmark datasets. These images serve as the input for the proposed deep learning model, named Adaptive and Attention-based Graph Convolution Neural Network with Gated Recurrent Unit (AAGCN-GRU). This model is specifically designed to effectively classify nail diseases by combining the capabilities of GCNN and GRU. The parameters of the AAGCN-GRU model are optimized using the Modified Walrus Optimization Algorithm (MWOA). To evaluate the performance of the proposed classification system, it is compared against several recent methods. The accuracy of the proposed approach for dataset 1 is 94.58% and dataset 2 is 93.34%, which is enhanced than the other conventional approaches. Thus, the outcome proved that the developed deep learning-based classification system is highly beneficial for making clinical decisions regarding the treatment of particular nail diseases.

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  • Research Article
  • 10.1093/rheumatology/keae163.215
P176 Ixekizumab significantly improves nail disease and adjacent joint tenderness and swelling in psoriatic arthritis
  • Apr 24, 2024
  • Rheumatology
  • Dennis Mcgonagle + 10 more

Background/Aims Nail psoriasis (PsO) is a strong predictor for the development of psoriatic arthritis (PsA) and has been reported in 63-83% of patients with PsA. Psoriatic nails are linked to arthritis in the adjacent distal interphalangeal joint (DIP) of fingers or interphalangeal joint of thumbs, and both can lead to severe functional impairment. In the SPIRIT-H2H study of adults with PsA, 354 of 566 participants had nail PsO and adjacent joint disease in at least one digit at baseline. At the group level, SPIRIT-H2H patients treated with ixekizumab (IXE) achieved significantly greater improvements in nail PsO compared to those treated with adalimumab (ADA). This analysis aimed to assess the treatment effects of IXE and ADA at the individual digit level among patients with PsA, nail PsO, and adjacent joint disease. Methods This post hoc analysis included 354 patients from SPIRIT-H2H (NCT03151551) treated with either IXE (N = 186) or ADA (N = 168) who had nail PsO (Nail Psoriasis Severity Index (NAPSI) total score >0) and adjacent joint disease (tenderness and/or swelling) in at least one digit at baseline. Treatment effects were assessed for each individual finger unit displaying nail PsO and adjacent joint disease; here, finger unit defines the nail and adjacent joint of an individual digit; adjacent joint refers to the DIP of fingers or the interphalangeal joint of thumbs. Nail PsO was measured using NAPSI in the fingers only. Joint involvement was measured by tender/swollen joint count scores (TJC68/SJC66). Patients were evaluated for both nail and joint involvement at baseline and Weeks 12, 16, 24, 32, 40, and 52. Proportions of finger units with resolution of nail PsO, and proportions of finger units with resolution of adjacent joint disease were analyzed using Chi-square tests. Non-responder imputation was used to handle missing data. Results There were 1309 (IXE=639, ADA=670) finger units affected by nail and adjacent joint disease at baseline. Resolution of psoriatic nail disease and resolution of adjacent tenderness and/or swelling of the finger unit was significantly higher with IXE vs ADA at all post-baseline assessments over 52 weeks. Joint tenderness was resolved in a significantly larger proportion of IXE-treated finger units vs ADA at all post-baseline assessments over 52 weeks. Joint swelling was resolved in a larger proportion of IXE-treated finger units vs ADA, and these differences reached statistical significance at all visits except Week 16 and Week 40. The tenderness and/or swelling of the finger unit resolved more rapidly than the adjacent nail disease. Conclusion IXE treatment showed a significant advantage over ADA in resolving nail PsO, joint tenderness, and joint swelling among the finger units with nail and adjacent joint disease of patients with PsA. Disclosure D. McGonagle: Consultancies; D. McGonagle has received consulting fees and/or honoraria and/or research grants from: AbbVie and Eli Lilly and Company. A. Kavanaugh: Consultancies; A. Kavanaugh has received consulting fees and/or honoraria from: AbbVie, Eli Lilly and Company, Janssen, Novartis, Pfizer, UCB Pharma. I. McInnes: Corporate appointments; Vice Principle & Head of College for University of Glasgow, non-executive board member of NHS Greater Glasgow & Clyde, non-executive director of Evelo, and trustee of Versus Arthritis. Consultancies; AbbVie, Amgen, Bristol Myers Squibb, Cabaletta Bio, Causeway Therapeutics, Eli Lilly and Company, Gilead Sciences, Janssen, Novartis, Pfizer, Sanofi Regeneron, and UCB Pharma. L. Kristensen: Grants/research support; AbbVie, Amgen, Biogen, Bristol Myers Squibb, Eli Lilly and Company, Gilead Sciences, Janssen, Merck Sharpe & Dohme, Novartis, Pfizer, and UCB Pharma. J. Merola: Consultancies; AbbVie, Amgen, Biogen, Bristol Myers Squibb, Dermavant, Eli Lilly and Company, Janssen, LEO Pharma, Novartis, Pfizer, Sanofi Regeneron, Sun Pharma, and UCB Pharma. B. Strober: Corporate appointments; Editor-in-Chief for the Journal of Psoriasis and Psoriatic Arthritis and scientific co-director and investigator for CorEvitas Psoriasis Registry. Consultancies; AbbVie, Alamar Biosciences, Almirall, Alumis, Amgen, Arcutis, Arena Pharmaceuticals, Aristea Therapeutics, Asana Biosciences, Boehringer Ingelheim, Bristol Myers Squibb, Connect Biopharma, Dermavant. Shareholder/stock ownership; Connect Biopharma and Mindera. Honoraria; Eli Lilly and Company, Evelo Biosciences, Immunic Therapeutics, Incyte Corporation, Janssen, Kangpu Pharmaceuticals, LEO Pharma, Maruho, Meiji Seika Pharma, Mindera, Nimbus Therapeutics, Novartis. Grants/research support; Pfizer, Protagonist Therapeutics, Regeneron, Sanofi Genzyme, Sun Pharma, UCB Pharma, Union Therapeutics, Ventyx Biosciences, and vTv Therapeutics. R. Bolce: Shareholder/stock ownership; R. Bolce is an employee and shareholder of Eli Lilly and Company. J.R. Lisse: Shareholder/stock ownership; J. Lisse is an employee and shareholder of Eli Lilly and Company. J. Pustizzi: Shareholder/stock ownership; J. Pustizzi is an employee and shareholder of: Eli Lilly and Company. C. Sapin: Shareholder/stock ownership; C. Sapin is an employee and shareholder of: Eli Lilly and Company. C. Ritchlin: Honoraria; AbbVie, Bristol Myers Squibb, Eli Lilly and Company, Janssen, Novartis, Pfizer, and UCB Pharma.

  • Front Matter
  • Cite Count Icon 98
  • 10.1001/jamadermatol.2014.2983
Treatment of nail psoriasis: best practice recommendations from the Medical Board of the National Psoriasis Foundation.
  • Jan 1, 2015
  • JAMA Dermatology
  • Jeffrey J Crowley + 4 more

Nail psoriasis can be difficult to treat and has a significant effect on quality of life. Relatively few controlled trials evaluating treatments for nail psoriasis have been published. There is an unmet need for treatment recommendations to guide therapeutic decisions. To develop treatment recommendations for nail psoriasis from the Medical Board of the National Psoriasis Foundation. A PubMed search for publications on nail psoriasis treatments was performed from January 1, 1947, through May 11, 2014, without language restrictions. Treatment recommendations for 4 clinical nail psoriasis scenarios were developed based on the evidence reviewed in this study and expert opinion of the Medical Board of the National Psoriasis Foundation. Treatment of nail psoriasis should balance consideration of the extent of skin disease, psoriatic arthritis, and severity of nail disease with concomitant impairment of quality of life. All patients should be evaluated for onychomycosis because this may complicate psoriatic nail disease. For disease limited to the nails, high-potency topical corticosteroids with or without calcipotriol are initial options. For patients with significant nail disease for whom topical therapy has failed, treatment with adalimumab, etanercept, intralesional corticosteroids, ustekinumab, methotrexate sodium, and acitretin are recommended. For patients with significant skin and nail disease, adalimumab, etanercept, and ustekinumab are strongly recommended, and methotrexate, acitretin, infliximab, and apremilast are recommended. Finally, for a patient with significant nail, skin, and joint disease, adalimumab, etanercept, ustekinumab, infliximab, methotrexate, apremilast, and golimumab are recommended. Treatment of nail psoriasis poses a clinical challenge. Clinical trial data are limited, and results are reported inconsistently, making comparisons among treatment options difficult. The treatment recommendations from the Medical Board of the National Psoriasis Foundation will help guide treatment decisions for clinicians who are treating patients with nail psoriasis.

  • Research Article
  • Cite Count Icon 28
  • 10.1016/j.jbspin.2016.10.005
Detection of subclinical ultrasound enthesopathy and nail disease in patients at risk of psoriatic arthritis
  • Dec 5, 2016
  • Joint Bone Spine
  • Marie Acquitter + 4 more

Detection of subclinical ultrasound enthesopathy and nail disease in patients at risk of psoriatic arthritis

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  • Cite Count Icon 29
  • 10.1111/1346-8138.13565
Identification of nail features associated with psoriasis severity.
  • Sep 7, 2016
  • The Journal of Dermatology
  • Jee Woong Choi + 3 more

There are no detailed studies of the prevalence of nail psoriasis and clinical characteristics of psoriatic nail involvement, including nail features associated with disease severity. Therefore, we designed a study to investigate the prevalence and characteristics of psoriatic nail involvement in patients with psoriasis and determine the relationship between psoriatic nail features and severity of nail psoriasis and cutaneous psoriasis. The Nail Psoriasis Severity Index (NAPSI) was used for evaluation of the severity of nail lesions. The presence of nail fold psoriasis (NFP) was also assessed. The severity of psoriasis was evaluated by calculating the Psoriasis Area and Severity Index (PASI). As a result, the prevalence of nail psoriasis was 85.5%. Pitting was the most common clinical feature (55.6%). The severity of nail psoriasis was not affected by medical parameters, although patients with localized pustular psoriasis tended to have more severe nail psoriasis than did those with chronic plaque psoriasis. When comparing the mean NAPSI and the mean PASI according to nail lesions, we found that subungual hyperkeratosis (SH) and NFP were significantly associated with the severity of both nail psoriasis and cutaneous psoriasis. Psoriatic nail changes were most common in the first digit. Conclusively, the majority of patients with psoriasis had psoriatic nail involvement, and Koebner's response seems to be closely related to the induction of nail psoriasis. To limit progression of the disease, psoriatic patients with SH or NFP should be examined thoroughly because those clinical features reflect the levels of severity of both nail and cutaneous psoriasis.

  • Research Article
  • Cite Count Icon 11
  • 10.4103/idoj.idoj_192_17
Coexistence of Fungal Infections in Psoriatic Nails and their Correlation with Severity of Nail Psoriasis.
  • Jan 1, 2018
  • Indian Dermatology Online Journal
  • Sumanas Bunyaratavej + 7 more

Background:Nail involvement in psoriasis is often complicated by concomitant fungal infections. The aim of this study was to investigate the prevalence of fungal infections in nail psoriasis and correlate it with the severity of nail psoriasis.Materials and Methods:This retrospective study included patients with nail psoriasis aged ≥18 years with at least one fingernail and one toenail involvement who were treated at Siriraj Hospital from September 2012 to January 2014. Severity of nail psoriasis was assesed by Nail Psoriasis Area Severity Index (NAPSI) score. The nail clippings from the the least and most severely involved psoriatic fingernails and toenails were cultured to determine the presence of coexisting fungal infections and isolate the fungal species.Results:Sixty-two patients (33 males, 29 females) fulfilling the inclusion criteria were included in the study. The mean age at the time of presentation was 51.3 years mention SD. The most common nail change consistent with psoriasis was onycholysis, followed by subungual hyperkeratosis. The most commonly isolated fungi in the most severely affected fingernails were Candida spp. (41.9%) manifesting as paronychia in 5 patients (19.2%). The most commonly isolated fungi in the most severely affected toenails were nondermatophytes (NDMs) other than candida (32.3%). Dermatophytes were not detected from any of the psoriatic nails. The fungal species isolated from the most severely affected fingernails were significantly different than the isolated fungal species in the most severely affected toenails (P = 0.026). Fungal organisms were identified in 32.3% of the most severely affected fingernails and in 27.4% of the most severely affected toenails. The overall rate of isolation of fungus was significantly significantly higher in severely affected nails than in the least affected nails (P < 0.005).Conclusion:A high rate of concomitant fungal infections, especially yeasts and NDMs, was found in psoriatic nail patients. The rate of isolation of fungal species was higher in severely involved psoriatic nails than mildly involved ones. The spectrum of fungal species isolated from the the severely involved toenails and fingernails were also different from each other. These organisms may be true pathogens that cause onychomycosis or their presence may reflect colonization, contamination, or concurrent infection.

  • Discussion
  • Cite Count Icon 8
  • 10.1016/j.jaad.2005.11.1064
Alefacept treatment of psoriatic nail disease: How severe should nail psoriasis be?
  • Mar 17, 2006
  • Journal of the American Academy of Dermatology
  • John E.M Körver + 2 more

Alefacept treatment of psoriatic nail disease: How severe should nail psoriasis be?

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  • Research Article
  • Cite Count Icon 3
  • 10.47360/1995-4484-2021-563-570
Nail disease in psoriatic arthritis. Data from the Russian Psoriatic Arthritis Registry
  • Oct 31, 2021
  • Rheumatology Science and Practice
  • E E Gubar + 8 more

Nail disease in psoriatic arthritis. Data from the Russian Psoriatic Arthritis Registry

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  • Cite Count Icon 1
  • 10.1038/s41598-024-69549-3
Deep learning-based automated angle measurement for flatfoot diagnosis in weight-bearing lateral radiographs
  • Aug 8, 2024
  • Scientific Reports
  • Won-Jun Noh + 2 more

This study aimed to develop and evaluate a deep learning-based system for the automatic measurement of angles (specifically, Meary’s angle and calcaneal pitch) in weight-bearing lateral radiographs of the foot for flatfoot diagnosis. We utilized 3960 lateral radiographs, either from the left or right foot, sourced from a pool of 4000 patients to construct and evaluate a deep learning-based model. These radiographs were captured between June and November 2021, and patients who had undergone total ankle replacement surgery or ankle arthrodesis surgery were excluded. Various methods, including correlation analysis, Bland–Altman plots, and paired T-tests, were employed to assess the concordance between the angles automatically measured using the system and those assessed by clinical experts. The evaluation dataset comprised 150 weight-bearing radiographs from 150 patients. In all test cases, the angles automatically computed using the deep learning-based system were in good agreement with the reference standards (Meary’s angle: Pearson correlation coefficient (PCC) = 0.964, intraclass correlation coefficient (ICC) = 0.963, concordance correlation coefficient (CCC) = 0.963, p-value = 0.632, mean absolute error (MAE) = 1.59°; calcaneal pitch: PCC = 0.988, ICC = 0.987, CCC = 0.987, p-value = 0.055, MAE = 0.63°). The average time required for angle measurement using only the CPU to execute the deep learning-based system was 11 ± 1 s. The deep learning-based automatic angle measurement system, a tool for diagnosing flatfoot, demonstrated comparable accuracy and reliability with the results obtained by medical professionals for patients without internal fixation devices.

  • Abstract
  • Cite Count Icon 2
  • 10.1136/annrheumdis-2015-eular.1113
THU0413 Apremilast, An Oral Phosphodiesterase 4 Inhibitor: Improvements in Nail and Scalp Psoriasis and Psoriasis Area and Severity Index in Patients with Moderate to Severe Plaque Psoriasis (Esteem 1 and 2)
  • Jun 1, 2015
  • Annals of the Rheumatic Diseases
  • K Papp + 7 more

THU0413 Apremilast, An Oral Phosphodiesterase 4 Inhibitor: Improvements in Nail and Scalp Psoriasis and Psoriasis Area and Severity Index in Patients with Moderate to Severe Plaque Psoriasis (Esteem 1 and...

  • Research Article
  • Cite Count Icon 5
  • 10.1111/jdv.19684
Nail psoriasis in China: A prospective multicentre study.
  • Dec 15, 2023
  • Journal of the European Academy of Dermatology and Venereology
  • Shiqi Wang + 26 more

Data on nail psoriasis (PsO) in China are scarce. To provide nail PsO-related data regarding epidemiologic characteristics, manifestations, fungal infections, arthritic complaints and treatments that may facilitate improved patient management globally. From August 2021 to August 2022, patients with nail PsO were enrolled in a prospective multicentre observational study at 25 hospitals in China. We collected and analysed data concerning nail PsO demography, clinical signs, fungal detection, arthritic symptoms and treatment. A total of 817 patients with nail PsO were involved, with a mean body mass index of 24.13 ± 2.93. In addition, 71.41% of the patients were male. The Nail PsO Severity Index score was weakly positively correlated with body surface area. The percentage of nail involvement was 95.29% for fingernails and 57.18% for toenails, with pitting (67.11%) and subungual hyperkeratosis (60.40%) being the most prevalent manifestations, respectively. Toenails showed a significantly higher frequency of nailfold scales, subungual hyperkeratosis and nail plate crumbling and a lower frequency of splinter haemorrhages, pitting and erythema of the lunula. A total of 13.26% of the PsO patients had onychomycosis, and 77.08% were observed in the toenails. Articular symptoms were reported by 12.17% of the patients, with the peripheral type being predominant. Significant associations between articular symptoms and nailfold swelling, subungual hyperkeratosis, nailfold scales, onycholysis and longitudinal ridges were found. Only 2.30% (20 out of 871) of patients with nail PsO received treatment. The most frequently employed therapy for cutaneous PsO with nail involvement was biologic therapy (n = 366). PsO showed distinct manifestations in the toenails and fingernails. Additionally, toenail PsO combined with onychomycosis requires special attention. Articular symptoms in psoriatic patients are associated with specific nail changes. It is important to research and advocate for more potent treatments for nail PsO.

  • Abstract
  • 10.1136/annrheumdis-2018-eular.2895
AB0951 Ultrasonographic assessment of nail in psoriatic disease found a link between nail disorder and soft tissue swelling around the nail
  • Jun 1, 2018
  • Annals of the Rheumatic Diseases
  • T Okano + 7 more

BackgroundAlthough skin lesion is the most typical findings in patients with psoriasis (PsO), nail psoriasis is also one of the clinical manifestation. Moreover, nail disorders in PsO are known as...

  • Discussion
  • Cite Count Icon 4
  • 10.1016/j.jbspin.2016.11.011
Action of tocilizumab on energy expenditure in rheumatoid arthritis: A prospective study using calorimetry and actimetry
  • Dec 23, 2016
  • Joint Bone Spine
  • Marie Hugo + 5 more

Action of tocilizumab on energy expenditure in rheumatoid arthritis: A prospective study using calorimetry and actimetry

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  • 10.1136/annrheumdis-2019-eular.1038
SAT0388 CHARACTERIZATION OF PATIENTS WITH PSORIATIC ARTHRITIS AND NAIL PSORIASIS: DATA FROM THE CORRONA PSORIATIC ARTHRITIS/SPONDYLOARTHRITIS (PSA/SPA) REGISTRY
  • Jun 1, 2019
  • Annals of the Rheumatic Diseases
  • Philip J Mease + 7 more

SAT0388 CHARACTERIZATION OF PATIENTS WITH PSORIATIC ARTHRITIS AND NAIL PSORIASIS: DATA FROM THE CORRONA PSORIATIC ARTHRITIS/SPONDYLOARTHRITIS (PSA/SPA) REGISTRY

  • Research Article
  • Cite Count Icon 8
  • 10.4103/ijdvl.ijdvl_795_16
Clinical and serological characteristics of nail psoriasis in Indian patients: A cross-sectional study.
  • Jan 1, 2017
  • Indian Journal of Dermatology, Venereology and Leprology
  • Chander Grover + 5 more

Nail involvement in psoriasis is common with a lifetime incidence of 80-90%. It may reflect severity of cutaneous involvement and predict joint disease. Yet it remains, poorly studied and evaluated especially in Indian psoriatic patients. The present study was undertaken to evaluate clinical and serological profile of nail involvement in psoriasis and to assess quality of life impairment associated with nail involvement in Indian patients. Consecutive patients with nail psoriasis were assessed for severity of cutaneous disease (psoriasis area severity index score) and nail disease (nail psoriasis severity index score). The impairment in quality of life attributable to nail disease was scored with nail psoriasis quality of life 10 score. All patients were also assessed for joint disease and tested for inflammatory and serological markers as erythrocyte sedimentation rate, C-reactive protein, rheumatoid factor and anti-cyclic citrullinated peptide antibodies. In our cohort of 38 patients with nail psoriasis, 9 had concomitant psoriatic arthritis. The mean psoriasis area severity index was 14.4 ± 9.6 (range = 0.4-34). The most commonly recorded psoriatic nail changes were pitting (97.4%), onycholysis (94.7%) and subungual hyperkeratosis (89.5%). The mean nail psoriasis severity index score was 83.2 ± 40.1 (range = 5-156) and mean nail psoriasis quality of life 10 was 1.1 ± 0.4. Erythrocyte sedimentation rate and C-reactive protein were raised in 22/38 (57.9%) and 15/38 (39.5%) patients, respectively; rheumatoid factor was positive in 5/38 (13.2%) and anti-cyclic citrullinated peptide antibody was raised in 4/38 (10.5%) patients. Small sample size and lack of a control group. In Indian patients with nail psoriasis, severity of nail involvement was found to be poorly correlated with the extent of cutaneous disease. In addition the impact of nail disease on patient's quality of life was found to be minimal. This suggests the need for a quality of life questionnaire suited to the Indian population. Serological markers were raised overall in the study patients and more so in the patients with concomitant arthritis.

  • Research Article
  • Cite Count Icon 42
  • 10.1007/s10067-016-3319-5
Psoriatic nail involvement and its relationship with distal interphalangeal joint disease.
  • Jun 1, 2016
  • Clinical Rheumatology
  • T L Lai + 3 more

Psoriatic nail disease and distal interphalangeal (DIP) arthritis both are common manifestations of psoriatic arthritis (PsA). Several clinical characteristics are allegedly associated with DIP joint damage, particularly nail psoriasis. However, there is little evidence to substantiate this phenomenon. The purpose of this study is to investigate the relationship between DIP involvement, nail psoriasis and other parameters. A cross-sectional study involved 45 patients from local rheumatology clinic. Four hundred fifty psoriatic fingernails scored, and the radiographs of all these fingers were reviewed to define PsA DIP arthritic changes. 64.4% patients had nail psoriasis and 35.6% had DIP arthritis. Univariate analysis identified that swollen joint-count, digits with chronic dactylitis, HLA-B27 status and nail psoriasis were associated with DIP arthritis. Regression model supported that nail disease was the most significant associated factor of DIP arthritis (OR 9.7, p = 0.05). Nail psoriasis was identified in 40.2% of digits. Pitting (29.6%), onycholysis (15.1%), crumbling (8.2%), nail bed hyperkeratosis (2.0%) were noted with the mean modified Nail Psoriasis Severity Index of 0.95 +/-1.68. Among all digits, 57 had DIP arthritis while 393 did not. Within DIP joints with PsA radiological change, 59.6% had nail disease. Chi-square test with the Bonferroni correction further supported an association between nail psoriasis and DIP involvement with p value of 0.001. Two specific nail subtypes-crumbling and onycholysis-were found to be significantly associated with DIP disease. A significant proportion of PsA patients had nail involvement and DIP arthritis. PsA patients with nail changes may be more susceptible to DIP disease.

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