dermoscopy image analysis

  • 文章类型: Case Reports
    Kindler综合征(KS)是一种罕见的常染色体隐性皮肤病。FERMT1基因突变并引起诸如起泡和表皮萎缩等症状,以及癌症和伤口愈合不良的风险增加。一名20多岁的男性寻求治疗,因为他的身体色素沉着过度,面部变硬,卷烟纸皮肤薄薄的皱纹与光敏性有关。他在童年时期就有过全身水泡的历史,形成原始区域并最终治愈,形成萎缩性疤痕。目的是评估KS患者的临床发现与皮肤镜检查的相关性。KS是一种罕见的真皮病,光敏性,婴儿期的肢端大疱为主要特征。皮肤镜检查被证明是诊断这种罕见疾病的有用工具,因为它有助于鉴定真皮病,Adermatoglyphia,和香烟纸疤痕。
    Kindler syndrome (KS) is a rare autosomal recessive skin condition. The FERMT1 gene mutates and causes symptoms such as blistering and epidermal atrophy, as well as an increased risk of cancer and poor wound healing. A male in his 20s sought treatment for his hyper-hypopigmentation over the body with poikiloderma of the face with thin wrinkled cigarette paper skin in association with photosensitivity. He gave a history of developing blisters all over the body during his childhood, which formed raw areas and eventually healed forming atrophic scars. The objective is to assess the correlation of clinical findings with dermoscopy in a case of KS. KS is a rare disorder with poikiloderma, photosensitivity, and acral bullae in infancy as predominant features. Dermoscopy proves to be a useful tool in the diagnosis of this rare disorder as it helps in the identification of poikiloderma, adermatoglyphia, and cigarette paper scarring.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Case Reports
    固定皮肤孢子丝菌病(FCS)是一种罕见的慢性感染。它的诊断需要高度怀疑。关于其皮肤镜检查和随访的数据在文献中是有限的。我们在此报告了一例此类病例,并进行了随访直至治愈,并进行了皮肤镜检查,以建立某些特定特征,这些特征可用于确定对这种慢性感染的治疗反应及其预后。经过广泛的文献回顾,我们发现只有三个这样的病例,这个案例强调了皮肤镜检查在近代历史中的重要性,拭子文化,由于这种疾病的慢性和长期性质,涂片有时可能会产生误导。
    Fixed cutaneous sporotrichosis (FCS) is a rare and chronic infection. Its diagnosis requires a high degree of suspicion. The data on its dermoscopy and follow-up is limited in the literature. We herein report one such case with a follow-up till cure along with its dermoscopy to establish certain specific features that may be used to ascertain the response to treatment for this chronic infection and its prognosis. We found only three such cases following an extensive review of the literature, and this case emphasizes the importance of dermoscopy in recent times as the history, swab cultures, and smears may be misleading at times due to the chronic and long-standing nature of the condition.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Case Reports
    毛管瘤或毛管瘤是一种起源于毛发基质的良性附件肿瘤,毛囊的内鞘,和头发皮层。虽然它在成年人中被认为是罕见的,文献中记录了许多案例。我们介绍了一例老年男性,由于其左前臂上新出现的结节性病变而寻求咨询。最初的鉴别诊断包括几个良性和恶性实体。高频超声特征提示囊性肿瘤伴钙化和轻度病灶内血管分布。最终,组织病理学检查证实诊断为毛囊瘤。在这项研究中,我们的目标是审查可用诊断工具的重要性,比如皮肤镜检查,以及皮肤高频超声检查的新兴应用。还讨论了一些罕见的病理变异,包括射孔,止痛药,大疱性和色素性绒毛瘤。我们希望接触这些临床,皮肤镜,超声检查,和组织病理学图像将鼓励临床医生在接近结节性病变时在鉴别诊断中考虑毛囊瘤,无论地点和病人的年龄。
    Pilomatrixoma or pilomatricoma is a benign adnexal neoplasm originating from the hair matrix, the inner sheath of the hair follicle, and the hair cortex. Although it is considered rare in adults, numerous cases have been documented in the literature. We present a case of an elderly male who sought consultation due to a newly appearing nodular lesion on his left forearm. Several benign and malignant entities were included in the original differential diagnosis. High-frequency ultrasonographic features suggested a cystic neoplasm with calcification and mild intralesional vascularity. Ultimately, histopathological examination confirmed the diagnosis of pilomatricoma. In this study, our aim is to review the importance of the available diagnostic tools, such as dermoscopy, and the emerging utility of cutaneous high-frequency ultrasonography. Some rarer pathological variants are also discussed, including perforating, anetodermic, bullous and pigmented pilomatricoma. We hope that exposure to these clinical, dermoscopic, ultrasonographic, and histopathological images will encourage clinicians to consider pilomatricoma in their differential diagnosis when approaching nodular lesions, regardless of location and patient\'s age.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    这项研究提出了人工智能(AI)在区分皮肤镜检查图像方面的创新应用,这些图像描绘了患有良性和恶性皮肤病变的个体。利用谷歌平台的协作能力,所开发的模型在实现准确诊断方面表现出显著的效率。该模型只接受了1小时33分钟的训练,利用谷歌的服务器,使过程既无成本又碳中和。利用代表良性和恶性病例的数据集,人工智能模型展示了值得称赞的性能指标。值得注意的是,该模型实现了整体准确性,精度,召回(敏感度),特异性,F1得分为92%。这些指标强调了模型在区分良性和恶性皮肤病变方面的熟练程度。Google协作平台的使用不仅加快了培训过程,而且体现了一种具有成本效益和环境可持续性的方法。虽然这些发现突出了AI在皮肤病理学中的潜力,认识到固有的局限性至关重要,包括数据集代表性和真实世界临床场景中的变化。这项研究有助于AI在皮肤科诊断中的应用不断发展,展示了一个有前途的工具,用于准确的病变分类。建议进一步研究和验证研究,以增强模型的鲁棒性,并促进其融入临床实践。
    This study presents an innovative application of artificial intelligence (AI) in distinguishing dermoscopy images depicting individuals with benign and malignant skin lesions. Leveraging the collaborative capabilities of Google\'s platform, the developed model exhibits remarkable efficiency in achieving accurate diagnoses. The model underwent training for a mere one hour and 33 minutes, utilizing Google\'s servers to render the process both cost-free and carbon-neutral. Utilizing a dataset representative of both benign and malignant cases, the AI model demonstrated commendable performance metrics. Notably, the model achieved an overall accuracy, precision, recall (sensitivity), specificity, and F1 score of 92%. These metrics underscore the model\'s proficiency in distinguishing between benign and malignant skin lesions. The use of Google\'s Collaboration platform not only expedited the training process but also exemplified a cost-effective and environmentally sustainable approach. While these findings highlight the potential of AI in dermatopathology, it is crucial to recognize the inherent limitations, including dataset representativity and variations in real-world clinical scenarios. This study contributes to the evolving landscape of AI applications in dermatologic diagnostics, showcasing a promising tool for accurate lesion classification. Further research and validation studies are recommended to enhance the model\'s robustness and facilitate its integration into clinical practice.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    黑色素瘤从头出现或在前体病变的背景下出现。病变通常呈放射状生长,然后经历垂直生长阶段,直至局部浸润和转移。这篇综述描述了不同成像方式在诊断和黑素细胞病变监测中的应用。2023年11月,利用EMBASE进行了文献检索,Medline,和PubMed。PRISMA图展示了审查过程。反射共聚焦显微镜(RCM)利用近红外光来帮助诊断皮肤病变。与皮肤镜检查相比,发现RCM显示出将近两倍的阳性预测值。柏林超声(US)形态学标准的引入使诊断灵敏度提高了65-80%。美国细针穿刺细胞学(FNAC)准确预测前哨淋巴结活检和淋巴结清扫的必要性,保留转移患者并提示活检模棱两可的病变。单光子发射计算机断层扫描/计算机断层扫描(SPECT/CT)是在解剖学和功能上评估淋巴侵入的辅助工具。SPECT/CT可改善前哨淋巴结的检测,同时减少手术时间并改善美容效果。具有小体素重建的18F-氟脱氧葡萄糖(18F-FDG)正电子发射断层扫描/计算机断层扫描(PET/CT)显示出检测黑色素瘤在途转移的特异性和敏感性增加。特别是四肢。皮肤镜检查允许提供者经济有效地识别常见的病变模式。多光子显微镜根据恶性特征分配基于权重的评分。光学相干血管造影捕获血管图像以帮助诊断模棱两可的病变。成像技术的利用可以提高诊断的准确性,减少不必要的程序,并帮助指导治疗计划。需要额外的研究来进一步表征这些技术的实用性,以改善黑素瘤的诊断和治疗。
    Melanomas arise de novo or in the context of a precursor lesion. Lesions typically grow radially and then undergo a vertical growth phase proceeding to local invasion and metastasis. This review describes the utility of different imaging modalities in diagnosis and melanocytic lesion monitoring. A literature search was performed in November 2023 utilizing EMBASE, Medline, and PubMed. The PRISMA diagram demonstrates the review process. Reflectance confocal microscopy (RCM) utilizes near-infrared light to help diagnose dermatologic lesions. RCM was found to demonstrate nearly two times the positive predictive value compared to dermoscopy. The introduction of the Berlin Ultrasound (US) Morphology Criteria permitted a 65-80% improvement in diagnostic sensitivity. US with fine-needle aspiration cytology (FNAC) accurately predicts the necessity for sentinel lymph node biopsy and lymphadenectomy, sparing patients with metastasis and prompting biopsy for equivocal lesions. Single-photon emission computed tomography/computed tomography (SPECT/CT) is an adjunctive tool to anatomically and functionally assess lymphatic invasion. SPECT/CT improves the detection of sentinel nodes while decreasing operating time and improving cosmetic outcomes. 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) with small voxel reconstruction demonstrated increased specificity and sensitivity for detecting in-transit metastases of melanomas, specifically in the limbs. Dermoscopy allows providers to cost-effectively recognize common lesion patterns. Multiphoton microscopy assigns a weight-based score based on malignant features. Optical coherence angiography captures images of vessels to help diagnose equivocal lesions. Utilization of imaging techniques may increase diagnostic accuracy, reduce unnecessary procedures, and help guide treatment plans. Additional research is needed to further characterize the utility of these techniques in order to improve the diagnosis and treatment of melanomas.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    OBJECTIVE: To date, the degree of skin damage caused by diverse factors, such as aging and persistent sunlight exposure, has been evaluated based on the personal experience and knowledge of dermatologists because there is no standard method for objective evaluation. If a standard method were available, patients could obtain more consistent information about their skin condition, and hence perform more effective treatment of the skin damage. In this paper, we demonstrate how to establish a standard method using dermoscopy images of subjects of various ages. We focus on three body parts, specifically the face, neck, and hands, and extract various skin texture features to quantitatively and objectively represent the skin condition.
    METHODS: We construct a model for skin damage evaluation based on various skin texture features. To accomplish this objective, we consider various features from face, neck, and hand dermoscopy images, including texture length, width and depth, cell area, the number of cells in a fixed region, radius ratio of inscribed and circumscribed circles of a wrinkle cell, and average perimeter of a wrinkle cell. In this study, a wrinkle cell represents the smallest skin region enclosed by textures. We then perform a linear regression for texture features based on subject age.
    RESULTS: A dermoscopy image can be automatically analyzed by extracting skin texture features. We demonstrate aging trends by performing linear regression on these features. Based on this result, a quantitative and objective evaluation of the skin condition can be provided.
    CONCLUSIONS: We proposed several new skin texture features and developed algorithms to accurately extract them. We analyzed these features and demonstrated their age-related change trends by using graphs and charts. We believe that our result can be used as a standard method for evaluating degrees of skin damage. Moreover, we believe that our proposed method can be applied in various areas, such as performance evaluation of certain skin products.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号