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Artificial Intelligence in Patch Testing: Comprehensive Review of Current Applications and Future Prospects in Dermatology. 人工智能在皮肤贴片检测中的应用与展望
Q3 Medicine Pub Date : 2025-06-02 DOI: 10.2196/67154
Hilary S Tang, Joseph Ebriani, Matthew J Yan, Shannon Wongvibulsin, Mehdi Farshchian

Background: The integration of artificial intelligence (AI) into patch testing for allergic contact dermatitis (ACD) holds the potential to standardize diagnoses, reduce interobserver variability, and improve overall diagnostic accuracy. However, the challenges and limitations hindering clinical implementation have not been thoroughly explored.

Objective: This narrative review aims to examine the current applications of AI in patch testing, identify challenges, and propose future directions for their use in dermatology.

Methods: PubMed was searched in August 2024 to identify studies involving human participants undergoing patch testing with AI used in the study. Exclusion criteria were non-English and nonoriginal research. Data were synthesized to assess study design, performance, and potential for clinical application.

Results: Out of 94 reviewed articles, 10 met the inclusion criteria. Most studies employed convolutional neural networks (CNN) for image analysis, with accuracy rates ranging from 90.1% to 99.5%. Other AI models, such as gradient boosting and random forest, were used for risk prediction and biomarker discovery. Key limitations included limited sample sizes, variability in image capture protocols, and lack of standardized reporting on skin types.

Conclusions: AI has significant potential to enhance diagnostic accuracy, standardize patch test interpretation, and expand access to patch testing. However, standardized imaging protocols, larger and more diverse datasets, and improved regulatory frameworks are necessary to realize the full potential of AI in patch testing.

背景:将人工智能(AI)集成到过敏性接触性皮炎(ACD)的贴片测试中,有可能标准化诊断,减少观察者之间的差异,并提高整体诊断的准确性。然而,阻碍临床实施的挑战和限制尚未得到充分探讨。目的:本文综述了目前人工智能在皮肤病学补丁测试中的应用,确定了挑战,并提出了人工智能在皮肤病学应用的未来方向。方法:于2024年8月检索PubMed,以确定涉及人类参与者的研究,该研究使用人工智能进行补丁测试。排除标准是非英语和非原创研究。综合数据以评估研究设计、性能和临床应用潜力。结果:94篇综述文章中,10篇符合纳入标准。大多数研究采用卷积神经网络(CNN)进行图像分析,准确率在90.1%到99.5%之间。其他人工智能模型,如梯度增强和随机森林,用于风险预测和生物标志物发现。主要的限制包括样本量有限,图像捕获方案的可变性,以及缺乏对皮肤类型的标准化报告。结论:人工智能在提高诊断准确性、规范补丁测试解释和扩大补丁测试可及性方面具有巨大潜力。然而,标准化的成像协议、更大、更多样化的数据集以及改进的监管框架是实现人工智能在补丁测试中的全部潜力所必需的。
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引用次数: 0
Provider Perspectives on Pediatric Store-and-Forward Teledermatology at Boston Medical Center: Cross-Sectional Survey. 波士顿医疗中心的儿科储存和转发远程皮肤病学:横断面调查。
Q3 Medicine Pub Date : 2025-06-02 DOI: 10.2196/67728
Mason McDowell, Sara Stulac, Margaret S Lee

Unlabelled: This cross-sectional survey of pediatric dermatology and primary care pediatric providers found that store-and-forward teledermatology is an efficient and educational means of delivering care to a safety-net pediatric patient population.

未标记:这项儿科皮肤科和初级保健儿科提供者的横断面调查发现,储存和转发远程皮肤科是一种有效的教育手段,向安全网儿科患者群体提供护理。
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引用次数: 0
Implementing Teledermoscopy to Shorten Doctors' Diagnostic Process for Suspected Skin Cancer: Observational Pilot Study. 实施远镜缩短医生对疑似皮肤癌的诊断过程:观察性试点研究。
Q3 Medicine Pub Date : 2025-05-30 DOI: 10.2196/66782
Rebekka Nordahl Larsen, Niels Kvorning Ternov, Kristian Kidholm, Tine Vestergaard

Background: Skin cancers are the most frequent types of cancer, and the incidence continues to rise. Teledermoscopy is a promising tool in the diagnostic process of potential skin cancer, and new technologies are constantly being developed. However, little information is available on how teledermoscopy affects physicians' time consumption.

Objective: This study aimed to investigate whether teledermoscopy can shorten the diagnostic process for physicians examining skin lesions suspected of skin cancer.

Methods: We recorded the time primary care providers, dermatologists, plastic surgeons, and pathologists spent examining lesions suspected of skin cancer, with and without teledermoscopy. Furthermore, we looked at five different diagnostic pathways, which reflected the most common ways through the Danish health care system for patients with suspected skin cancer, to estimate the total amount of time physicians spent examining these lesions with and without teledermoscopy.

Results: A total of 118 time recordings were obtained. With teledermoscopy, the diagnostic process was significantly shortened for dermatologists (P=.008) but prolonged for primary care providers (P=.03). While the use of teledermoscopy saved time in one of the diagnostic pathways, it increased the time spent in the four others.

Conclusions: Our research suggests that the implementation of teledermoscopy could save time for dermatologists and potentially plastic surgeons and pathologists, provided that a sufficient number of benign skin lesions can be accurately diagnosed and excluded from further examination and treatment. In contrast, the implementation of teledermoscopy might prolong primary care providers' consultation time.

背景:皮肤癌是最常见的癌症类型,发病率持续上升。远镜在潜在皮肤癌的诊断过程中是一种很有前途的工具,新技术正在不断开发。然而,关于遥控镜如何影响医生的时间消耗的信息很少。目的:本研究旨在探讨远镜是否可以缩短医生检查疑似皮肤癌皮肤病变的诊断过程。方法:我们记录了初级保健提供者、皮肤科医生、整形外科医生和病理学家检查疑似皮肤癌病变的时间,使用和不使用远皮镜。此外,我们研究了五种不同的诊断途径,这些途径反映了丹麦医疗保健系统中疑似皮肤癌患者最常见的方法,以估计医生使用和不使用远皮镜检查这些病变的总时间。结果:共获得时间记录118条。使用远皮镜,皮肤科医生的诊断过程明显缩短(P= 0.008),但初级保健提供者的诊断过程延长(P= 0.03)。虽然使用远观镜在其中一条诊断途径上节省了时间,但在其他四条诊断途径上却增加了时间。结论:我们的研究表明,如果能够准确诊断出足够数量的良性皮肤病变,并排除进一步的检查和治疗,远距离镜的实施可以为皮肤科医生以及潜在的整形外科医生和病理学家节省时间。相比之下,远程镜的实施可能会延长初级保健提供者的咨询时间。
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引用次数: 0
Insights Into Skin-Lightening Practices of Hijra and Transgender Communities in India. 洞察印度海吉拉和跨性别社区的皮肤美白实践。
Q3 Medicine Pub Date : 2025-05-29 DOI: 10.2196/66822
Sriram Palepu, Vasudeva Murthy Sindgi, Aylur Kailasom Srikrishnan, Carrie Kovarik

Unlabelled: A large proportion of transgender women in Hyderabad, India (150/223, 67.3%) expressed interest in a wide range of topical, oral, and intravenous medications for skin lightening; however, despite government regulations and the potential health risks, persistent demand for skin lightening underscores the need for better patient education and safer skin care practices for this marginalized community.

未标记:在印度海德拉巴,很大比例的跨性别女性(150/223,67.3%)表示对各种局部、口服和静脉注射的皮肤美白药物感兴趣;然而,尽管有政府法规和潜在的健康风险,但对皮肤美白的持续需求强调了对这一边缘化群体进行更好的患者教育和更安全的皮肤护理实践的必要性。
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引用次数: 0
The Quality of Dermatology Match Information on Social Media Platforms: Cross-Sectional Analysis. 社交媒体平台上皮肤科匹配信息的质量:横断面分析。
Q3 Medicine Pub Date : 2025-05-28 DOI: 10.2196/65217
Anjali D'Amiano, Jack Kollings, Joel Sunshine
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引用次数: 0
Dermatologic Research in Displaced Populations: Importance, Challenges, and Proposed Solutions. 流离失所人群的皮肤病学研究:重要性、挑战和建议的解决方案。
Q3 Medicine Pub Date : 2025-05-05 DOI: 10.2196/64828
Derek Maas, Jackleen S Marji

Unlabelled: Displaced populations face complex dermatologic challenges. Contributing factors include low immunization rates, poor sanitation, crowded living conditions, and physical abuse. Chronic inflammatory conditions and infectious diseases, including fungal infections and scabies, are prevalent. Research is crucial to reduce the spread of disease, improve care in these populations, and develop sustainable frameworks for long-term dermatologic health care in crisis settings. The paucity of dermatologist support in this field exacerbates the issue. Ethical considerations include nonmaleficence and culturally sensitive practices, and proposed solutions include trauma-informed care training, advocacy for equitable research funding, teledermatology, and the development of shared international screening guidelines. Further research is essential to enhance dermatologic care for displaced populations.

无标签:流离失所人口面临复杂的皮肤病挑战。造成这种情况的因素包括免疫接种率低、卫生条件差、拥挤的生活条件和身体虐待。慢性炎症和传染病,包括真菌感染和疥疮,普遍存在。研究对于减少疾病传播、改善这些人群的护理以及在危机环境中制定长期皮肤病卫生保健的可持续框架至关重要。皮肤科医生在这一领域的支持的缺乏加剧了这个问题。伦理方面的考虑包括无害和文化敏感的做法,提出的解决办法包括创伤知情护理培训、倡导公平的研究经费、远程皮肤病学和制定共享的国际筛查指南。进一步的研究对于加强对流离失所人群的皮肤护理至关重要。
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引用次数: 0
Exploring Nonresponse to Botulinum Toxin in Aesthetics: Narrative Review of Key Trigger Factors and Effective Management Strategies. 探索美学对肉毒杆菌毒素的无反应:关键触发因素和有效管理策略的叙事回顾。
Q3 Medicine Pub Date : 2025-04-24 DOI: 10.2196/69960
George Kroumpouzos, Fernando Silikovich

Background: Nonresponse to botulinum toxin type A (BoNT-A) has been reported in both medical and aesthetic applications. Secondary nonresponse (SNR) occurs when BoNT-A is initially effective before failure commences at a later point. Most reported cases involve SNR in aesthetics. Several aspects of this complication remain elusive or controversial.

Objective: We aimed to address unanswered questions regarding the prevalence and etiology of SNR. Additionally, we investigated the immunogenicity of BoNT-A formulations, mainly focusing on the development of neutralizing antibodies that hinder the toxin's pharmacologic effects. Furthermore, we sought to examine the management strategies for SNR.

Methods: The PubMed and Google Scholar databases were searched from inception for articles on nonresponse to BoNT-A therapy. Articles were evaluated based on their contribution to the field. Expert opinions and panel recommendations regarding management and data gaps were also included in the review.

Results: There are limited data on SNR prevalence in aesthetic applications compared to therapeutic uses. Trigger factors of SNR include improper handling of BoNT-A; incorrect injection practices; and impurities present in the formulation, such as clostridial complexing proteins that may increase immunogenicity. Other contributing factors include infection; patient characteristics; and treatment parameters that encompass an increased frequency of BoNT-A injections (ie, <3 months apart), higher cumulative dosages, elevated treatment dosages, and booster injections (retreatment within 3 weeks of the initial injection). Neutralizing antibodies developed with first-generation formulations, such as onabotulinumtoxinA and abobotulinumtoxinA that contain clostridial proteins, but not with second-generation BoNT-As, such as incobotulinumtoxinA and daxibotulinumtoxinA, which lack these proteins. Among patients who developed SNR after using first-generation BoNT-A for aesthetic purposes, switching to incobotulinumtoxinA therapy did not result in the development of immune responses. Switching to a protein-free BoNT-A formulation such as incobotulinumtoxinA upon development of SNR has been advocated. To effectively manage SNR, it is crucial to minimize the identified trigger factors.

Conclusions: Nonresponse to BoNT-A is gaining importance in aesthetic treatments. Considering the potential for immunogenicity is essential when selecting a BoNT-A formulation. Preventing SNR is crucial, given the lack of solid data on effective treatments.

背景:A型肉毒杆菌毒素(BoNT-A)无反应在医学和美学应用中都有报道。继发性无响应(SNR)发生在BoNT-A最初有效,之后故障开始之前。大多数报告的病例涉及美学的信噪比。这种复杂性的几个方面仍然难以捉摸或有争议。目的:我们旨在解决有关信噪比患病率和病因的未解之谜。此外,我们研究了BoNT-A制剂的免疫原性,主要集中在阻碍毒素药理作用的中和抗体的发展。此外,我们试图研究信噪比的管理策略。方法:从一开始就在PubMed和谷歌Scholar数据库中检索关于BoNT-A治疗无反应的文章。文章是根据其对该领域的贡献来评估的。审查中还包括了关于管理和数据差距的专家意见和小组建议。结果:与治疗应用相比,美学应用的信噪比患病率数据有限。信噪比的触发因素包括:BoNT-A处理不当;不正确的注射方法;以及配方中存在的杂质,例如可能增加免疫原性的梭状菌络合蛋白。其他影响因素包括感染;病人的特点;治疗参数包括注射BoNT-A的频率增加(即结论:BoNT-A无反应在美容治疗中越来越重要)。在选择BoNT-A制剂时,考虑潜在的免疫原性是必不可少的。鉴于缺乏有效治疗的可靠数据,预防信噪比至关重要。
{"title":"Exploring Nonresponse to Botulinum Toxin in Aesthetics: Narrative Review of Key Trigger Factors and Effective Management Strategies.","authors":"George Kroumpouzos, Fernando Silikovich","doi":"10.2196/69960","DOIUrl":"https://doi.org/10.2196/69960","url":null,"abstract":"<p><strong>Background: </strong>Nonresponse to botulinum toxin type A (BoNT-A) has been reported in both medical and aesthetic applications. Secondary nonresponse (SNR) occurs when BoNT-A is initially effective before failure commences at a later point. Most reported cases involve SNR in aesthetics. Several aspects of this complication remain elusive or controversial.</p><p><strong>Objective: </strong>We aimed to address unanswered questions regarding the prevalence and etiology of SNR. Additionally, we investigated the immunogenicity of BoNT-A formulations, mainly focusing on the development of neutralizing antibodies that hinder the toxin's pharmacologic effects. Furthermore, we sought to examine the management strategies for SNR.</p><p><strong>Methods: </strong>The PubMed and Google Scholar databases were searched from inception for articles on nonresponse to BoNT-A therapy. Articles were evaluated based on their contribution to the field. Expert opinions and panel recommendations regarding management and data gaps were also included in the review.</p><p><strong>Results: </strong>There are limited data on SNR prevalence in aesthetic applications compared to therapeutic uses. Trigger factors of SNR include improper handling of BoNT-A; incorrect injection practices; and impurities present in the formulation, such as clostridial complexing proteins that may increase immunogenicity. Other contributing factors include infection; patient characteristics; and treatment parameters that encompass an increased frequency of BoNT-A injections (ie, <3 months apart), higher cumulative dosages, elevated treatment dosages, and booster injections (retreatment within 3 weeks of the initial injection). Neutralizing antibodies developed with first-generation formulations, such as onabotulinumtoxinA and abobotulinumtoxinA that contain clostridial proteins, but not with second-generation BoNT-As, such as incobotulinumtoxinA and daxibotulinumtoxinA, which lack these proteins. Among patients who developed SNR after using first-generation BoNT-A for aesthetic purposes, switching to incobotulinumtoxinA therapy did not result in the development of immune responses. Switching to a protein-free BoNT-A formulation such as incobotulinumtoxinA upon development of SNR has been advocated. To effectively manage SNR, it is crucial to minimize the identified trigger factors.</p><p><strong>Conclusions: </strong>Nonresponse to BoNT-A is gaining importance in aesthetic treatments. Considering the potential for immunogenicity is essential when selecting a BoNT-A formulation. Preventing SNR is crucial, given the lack of solid data on effective treatments.</p>","PeriodicalId":73553,"journal":{"name":"JMIR dermatology","volume":"8 ","pages":"e69960"},"PeriodicalIF":0.0,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12045523/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144060038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Informed Consent Practices for Publication of Patient Images in Dermatology Journals. 在皮肤病学期刊上发表患者图像的知情同意实践。
Q3 Medicine Pub Date : 2025-04-18 DOI: 10.2196/60795
Toluwani Taiwo, Bianca Obiakor, Sarah McClung, Kanade Shinkai
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引用次数: 0
Authors' Reply: The Importance of Comparing New Technologies (AI) to Existing Tools for Patient Education on Common Dermatologic Conditions: A Commentary. 作者回复:比较新技术(AI)与现有工具对常见皮肤病患者教育的重要性:评论。
Q3 Medicine Pub Date : 2025-04-01 DOI: 10.2196/72540
Courtney Chau, Hao Feng, Gabriela Cobos, Joyce Park
{"title":"Authors' Reply: The Importance of Comparing New Technologies (AI) to Existing Tools for Patient Education on Common Dermatologic Conditions: A Commentary.","authors":"Courtney Chau, Hao Feng, Gabriela Cobos, Joyce Park","doi":"10.2196/72540","DOIUrl":"10.2196/72540","url":null,"abstract":"","PeriodicalId":73553,"journal":{"name":"JMIR dermatology","volume":"8 ","pages":"e72540"},"PeriodicalIF":0.0,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11978276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143766095","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Importance of Comparing New Technologies (AI) to Existing Tools for Patient Education on Common Dermatologic Conditions: A Commentary. 比较新技术(AI)与现有工具对常见皮肤病患者教育的重要性:评论。
Q3 Medicine Pub Date : 2025-04-01 DOI: 10.2196/71768
Parker Juels
{"title":"The Importance of Comparing New Technologies (AI) to Existing Tools for Patient Education on Common Dermatologic Conditions: A Commentary.","authors":"Parker Juels","doi":"10.2196/71768","DOIUrl":"10.2196/71768","url":null,"abstract":"","PeriodicalId":73553,"journal":{"name":"JMIR dermatology","volume":"8 ","pages":"e71768"},"PeriodicalIF":0.0,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11978277/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143766098","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
JMIR dermatology
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