A.D. Irvine
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Machine learning-based prediction models for atopic dermatitis diagnosis and evaluation
Under a Creative Commons license open access Keywords Atopic dermatitis Machine learning Prediction model Effects evaluation Immune infiltration 1. Introduction Atopic dermatitis (AD) is a chronic inflammatory disease affecting children and adults, clinically manifested as itching, erythema, papules, exudation, and desquamate [1,2]. Its prevalence rate worldwide is 7∼30% in children and 1∼10% in adults [3].
Disease Trajectories in Childhood Atopic Dermatitis
Abstract and Introduction Abstract Background: Atopic dermatitis (AD) is a heterogeneous disease with a multifactorial aetiology and complex pathophysiology. This heterogeneity translates into different trajectories of disease progression with respect to severity, persistence and risk of development of atopic comorbidities. Determining which possible disease trajectories or comorbidities any individual child might develop is challenging in clinical practice.
儿童特应性皮炎的疾病轨迹
Summary 湿疹(也称为特应性皮炎或 AD)是一种复杂的皮肤病,通常在儿童早期发病,全世界 15% 至 20% 的儿童患此病。尽管它在某些儿童中会自行消退,但在许多儿童中,它会持续到成年期,这与普遍的看法相反。许多儿童患相关的过敏性疾病,例如哮喘、过敏性鼻炎和嗜酸性食管炎(食管的过敏性炎症),这是一种称为“特应性进程”的患病途径。爱尔兰和美国的作者旨在通过对大型患者队列(研究组)中开展的几项近期研究进行调查,从而找到可再现的模式(即临床相关特征),以帮助医生预测儿童期 AD 是否会消退或是进展。这些研究表明,实际上大多数特应性疾病的儿童患者并不遵循经典的“特应性进程”模式,而是遵循各种疾病过程。尽管数据来自不同来源或以不同的方式描述,但作者确定了儿童早期 AD 的共同特征,可以帮助估计持续性疾病(即进展至成年期)和相关过敏性疾病的风险。他们发现,在幼年时患重度 AD 的儿童以及父母有相关病史的儿童中,疾病进展的风险更高。遗传因素、过敏和居住在城市环境中也增加这种风险。作者提供了执业医师指南,可以帮助医生确定疾病进展风险较高的 AD...
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