• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

特应性皮炎患者对度普利尤单抗无应答的预测因素:机器学习分析。

Predictors of nonresponse to dupilumab in patients with atopic dermatitis: A machine learning analysis.

机构信息

Dermatology Research and Education Foundation, Irvine, California.

Department of Dermatology and Skin Science and Probity Medical Research, University of British Columbia, Surrey, British Columbia, Canada.

出版信息

Ann Allergy Asthma Immunol. 2022 Sep;129(3):354-359.e5. doi: 10.1016/j.anai.2022.05.025. Epub 2022 May 28.

DOI:10.1016/j.anai.2022.05.025
PMID:35640774
Abstract

BACKGROUND

Many patients with atopic dermatitis (AD) have a suboptimal response to systemic therapy.

OBJECTIVE

This study assessed predictors of nonresponse to dupilumab in patients with AD.

METHODS

Data (April 2017 through June 2019) for patients aged 12 years and above with AD (International Classification of Diseases-9/10-Clinical Modification: 691.8/L20.x) who initiated dupilumab on or after April 1, 2017 (index date) were collected from an electronic health record and insurance claims database. Nonresponse indicators (dupilumab discontinuation, addition of another systemic therapy or phototherapy, addition of a high-potency topical corticosteroid, AD-related hospital visit, AD-related emergency department visit, incident skin infection) were predicted from available demographic and clinical variables using machine learning.

RESULTS

Among 419 patients (mean age: 45 years), 145 (35%) experienced at least 1 indicator of nonresponse in the 6-month postindex period. In patients with at least 1 indicator, the most common was dupilumab discontinuation (47% [68/145]). Of note, this analysis could not capture nonmedical reasons for dupilumab discontinuation (eg, cost, access). The most common predictors of nonresponse were a claim for ibuprofen (in 69% of patients with a nonresponse indicator) and a Quan-Charlson Comorbidity Index value of 3 to 4 (59%).

CONCLUSION

Systemic dupilumab therapy for AD can be associated with a relatively high prevalence of nonresponse indicators. Factors associated with these indicators-that is, predictors of nonresponse-may be used to optimize disease management.

摘要

背景

许多特应性皮炎(AD)患者对全身治疗的反应不佳。

目的

本研究评估了 AD 患者对度普利尤单抗无应答的预测因素。

方法

从电子健康记录和保险索赔数据库中收集了 2017 年 4 月至 2019 年 6 月期间年龄在 12 岁及以上的 AD 患者(国际疾病分类第 9 版/第 10 版临床修订版:691.8/L20.x)的数据,这些患者在 2017 年 4 月 1 日(索引日期)或之后开始使用度普利尤单抗。使用机器学习从可用的人口统计学和临床变量中预测无应答指标(度普利尤单抗停药、添加另一种全身治疗或光疗、添加强效外用皮质类固醇、AD 相关就诊、AD 相关急诊就诊、皮肤感染)。

结果

在 419 名患者(平均年龄:45 岁)中,有 145 名(35%)在索引后 6 个月内至少有 1 项无应答指标。在至少有 1 项无应答指标的患者中,最常见的是度普利尤单抗停药(47%[68/145])。值得注意的是,本分析无法捕捉到度普利尤单抗停药的非医疗原因(例如,费用、可及性)。无应答的最常见预测因素是布洛芬(在 69%有无应答指标的患者中)和 Quan-Charlson 合并症指数值为 3 至 4(59%)。

结论

AD 的全身性度普利尤单抗治疗可能与相对较高的无应答指标患病率相关。与这些指标相关的因素,即无应答的预测因素,可用于优化疾病管理。

相似文献

1
Predictors of nonresponse to dupilumab in patients with atopic dermatitis: A machine learning analysis.特应性皮炎患者对度普利尤单抗无应答的预测因素:机器学习分析。
Ann Allergy Asthma Immunol. 2022 Sep;129(3):354-359.e5. doi: 10.1016/j.anai.2022.05.025. Epub 2022 May 28.
2
Real-World Effectiveness of Newly Initiated Systemic Therapy for Atopic Dermatitis in the United States: A Claims Database Analysis.美国新启动的特应性皮炎系统治疗的真实世界疗效:一项理赔数据库分析。
Adv Ther. 2022 Sep;39(9):4157-4168. doi: 10.1007/s12325-022-02197-z. Epub 2022 Jul 12.
3
Long-Term Efficacy and Safety of Dupilumab in Adolescents with Moderate-to-Severe Atopic Dermatitis: Results Through Week 52 from a Phase III Open-Label Extension Trial (LIBERTY AD PED-OLE).度普利尤单抗治疗青少年中重度特应性皮炎的长期疗效和安全性:III 期开放标签扩展试验(LIBERTY AD PED-OLE)的第 52 周结果。
Am J Clin Dermatol. 2022 May;23(3):365-383. doi: 10.1007/s40257-022-00683-2. Epub 2022 May 14.
4
Dupilumab Provides Acceptable Safety and Sustained Efficacy for up to 4 Years in an Open-Label Study of Adults with Moderate-to-Severe Atopic Dermatitis.在一项开放性研究中,度普利尤单抗为中重度特应性皮炎成人患者提供了长达 4 年的可接受安全性和持续疗效。
Am J Clin Dermatol. 2022 May;23(3):393-408. doi: 10.1007/s40257-022-00685-0. Epub 2022 May 3.
5
Long-term real-world experience of the side effects of dupilumab in 128 patients with atopic dermatitis and related conditions aged 6 years and above: Retrospective chart analysis from a single tertiary care center.128 例 6 岁及以上特应性皮炎及相关疾病患者使用度普利尤单抗的长期真实世界不良反应经验:来自单一三级护理中心的回顾性图表分析。
Dermatol Ther. 2022 May;35(5):e15415. doi: 10.1111/dth.15415. Epub 2022 Mar 9.
6
Efficacy and safety of dupilumab monotherapy in adults with moderate-to-severe atopic dermatitis: a pooled analysis of two phase 3 randomized trials (LIBERTY AD SOLO 1 and LIBERTY AD SOLO 2).度普利尤单抗单药治疗中重度特应性皮炎成人患者的疗效和安全性:两项 3 期随机临床试验(LIBERTY AD SOLO 1 和 LIBERTY AD SOLO 2)的汇总分析。
J Dermatol Sci. 2019 May;94(2):266-275. doi: 10.1016/j.jdermsci.2019.02.002. Epub 2019 Mar 12.
7
Use patterns of systemic immunomodulators in the United States before and after dupilumab approval in adults with atopic dermatitis.在成人特应性皮炎患者使用度普利尤单抗前后,研究美国全身性免疫调节剂的使用模式。
Pharmacoepidemiol Drug Saf. 2023 May;32(5):567-576. doi: 10.1002/pds.5586. Epub 2022 Dec 28.
8
Long-term management of moderate-to-severe atopic dermatitis with dupilumab and concomitant topical corticosteroids (LIBERTY AD CHRONOS): a 1-year, randomised, double-blinded, placebo-controlled, phase 3 trial.度普利尤单抗联合外用皮质类固醇治疗中重度特应性皮炎的长期管理(LIBERTY AD CHRONOS):一项为期 1 年、随机、双盲、安慰剂对照、3 期临床试验。
Lancet. 2017 Jun 10;389(10086):2287-2303. doi: 10.1016/S0140-6736(17)31191-1. Epub 2017 May 4.
9
Real-world experience of dupilumab treatment for atopic dermatitis in adults: a retrospective analysis of patients' records.真实世界中成人特应性皮炎患者接受度普利尤单抗治疗的经验:患者病历的回顾性分析。
Int J Dermatol. 2020 Feb;59(2):253-256. doi: 10.1111/ijd.14573. Epub 2019 Jul 8.
10
Treatment Outcomes Associated With Dupilumab Use in Patients With Atopic Dermatitis: 1-Year Results From the RELIEVE-AD Study.治疗特应性皮炎患者的度普利尤单抗的疗效:RELIEVE-AD 研究 1 年结果。
JAMA Dermatol. 2022 Feb 1;158(2):142-150. doi: 10.1001/jamadermatol.2021.4778.

引用本文的文献

1
Machine learning-based prediction models for atopic dermatitis diagnosis and evaluation.基于机器学习的特应性皮炎诊断与评估预测模型
Fundam Res. 2023 Mar 21;5(3):1313-1322. doi: 10.1016/j.fmre.2023.02.021. eCollection 2025 May.
2
Artificial intelligence-enabled precision medicine for inflammatory skin diseases.用于炎症性皮肤病的人工智能精准医学。
ArXiv. 2025 May 14:arXiv:2505.09527v1.
3
Application and research progress of artificial intelligence in allergic diseases.人工智能在过敏性疾病中的应用与研究进展
Int J Med Sci. 2025 Apr 9;22(9):2088-2102. doi: 10.7150/ijms.105422. eCollection 2025.
4
Advancements in artificial intelligence for atopic dermatitis: diagnosis, treatment, and patient management.人工智能在特应性皮炎中的进展:诊断、治疗及患者管理
Ann Med. 2025 Dec;57(1):2484665. doi: 10.1080/07853890.2025.2484665. Epub 2025 Apr 8.
5
Distinct T cell signatures are associated with Staphylococcus aureus skin infection in pediatric atopic dermatitis.特应性皮炎患儿金黄色葡萄球菌皮肤感染与 T 细胞特征明显相关。
JCI Insight. 2024 Apr 11;9(9):e178789. doi: 10.1172/jci.insight.178789.
6
Artificial Intelligence: A Snapshot of Its Application in Chronic Inflammatory and Autoimmune Skin Diseases.人工智能:其在慢性炎症性和自身免疫性皮肤病中的应用概述
Life (Basel). 2024 Apr 16;14(4):516. doi: 10.3390/life14040516.
7
Parameter-based transfer learning for severity classification of atopic dermatitis using hyperspectral imaging.基于参数的迁移学习在利用高光谱成像对特应性皮炎严重程度分类中的应用。
Skin Res Technol. 2024 Apr;30(4):e13704. doi: 10.1111/srt.13704.
8
Artificial Intelligence: Exploring the Future of Innovation in Allergy Immunology.人工智能:探索过敏免疫学生物学创新的未来。
Curr Allergy Asthma Rep. 2023 Jun;23(6):351-362. doi: 10.1007/s11882-023-01084-z. Epub 2023 May 9.
9
Immunopathogenesis of Atopic Dermatitis: Focus on Interleukins as Disease Drivers and Therapeutic Targets for Novel Treatments.特应性皮炎的免疫发病机制:重点关注细胞因子作为疾病驱动因子和新型治疗方法的治疗靶点。
Int J Mol Sci. 2023 Jan 2;24(1):781. doi: 10.3390/ijms24010781.