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将影像组学特征整合到进行性肺纤维化患者的临床路径中。

Integrating Radiomics Signature into Clinical Pathway for Patients with Progressive Pulmonary Fibrosis.

作者信息

Sica Giacomo, D'Agnano Vito, Bate Simon Townend, Romano Federica, Viglione Vittorio, Franzese Linda, Scaglione Mariano, Tamburrini Stefania, Reginelli Alfonso, Perrotta Fabio

机构信息

Radiology Unit, Monaldi Hospital, A.O. dei Colli, 80131 Naples, Italy.

Department of Translational Medical Sciences, University of Campania "L. Vanvitelli", 80131 Naples, Italy.

出版信息

Diagnostics (Basel). 2025 Jan 24;15(3):278. doi: 10.3390/diagnostics15030278.

DOI:10.3390/diagnostics15030278
PMID:39941208
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11817504/
Abstract

Interstitial lung diseases (ILDs) are a heterogeneous group of pulmonary disorders characterised by variable degrees of inflammation, interstitial thickening, and fibrosis leading to distortion of the pulmonary architecture and gas exchange impairment. There are approximately 200 different entities in this category. ILDs are commonly classified based on several criteria, including causes, clinical features, and radiological patterns. Chest HRCT is the gold standard for the recognition of lung alteration patterns underlying interstitial lung diseases (ILDs), diagnosing specific patterns, and evaluating radiologic progression. Methods based on artificial intelligence (AI) may be used in computational medicine, especially in image-based specialties such as radiology. The evolving field of radiomics offers a unique and non-invasive approach to extracting quantitative information from medical images, particularly high-resolution computed tomography (HRCT) scans. This comprehensive review explores the burgeoning role of radiomics in unravelling the intricacies of interstitial lung disease. It focuses on its potential applications in diagnosis, prognostication, and treatment response evaluation.

摘要

间质性肺疾病(ILDs)是一组异质性肺部疾病,其特征是不同程度的炎症、间质增厚和纤维化,导致肺结构扭曲和气体交换受损。这一类别中约有200种不同的疾病实体。ILDs通常根据多种标准进行分类,包括病因、临床特征和放射学模式。胸部高分辨率计算机断层扫描(HRCT)是识别间质性肺疾病(ILDs)潜在肺部改变模式、诊断特定模式以及评估放射学进展的金标准。基于人工智能(AI)的方法可用于计算医学,尤其是在放射学等基于图像的专业领域。不断发展的放射组学领域提供了一种独特的非侵入性方法,可从医学图像中提取定量信息,特别是高分辨率计算机断层扫描(HRCT)扫描。这篇综述探讨了放射组学在揭示间质性肺疾病复杂性方面日益重要的作用。它重点关注其在诊断、预后和治疗反应评估中的潜在应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e0f/11817504/96c1f8dbd6e3/diagnostics-15-00278-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e0f/11817504/aba4f59db858/diagnostics-15-00278-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e0f/11817504/96c1f8dbd6e3/diagnostics-15-00278-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e0f/11817504/aba4f59db858/diagnostics-15-00278-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e0f/11817504/96c1f8dbd6e3/diagnostics-15-00278-g002.jpg

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Sci Rep. 2025 Jan 9;15(1):1479. doi: 10.1038/s41598-025-85135-7.
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Deciphering the cellular and molecular landscape of pulmonary fibrosis through single-cell sequencing and machine learning.通过单细胞测序和机器学习解析肺纤维化的细胞和分子图谱。
J Transl Med. 2025 Jan 2;23(1):3. doi: 10.1186/s12967-024-06031-8.
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Identification of Potential Genes in Rheumatoid Arthritis-Associated Interstitial Lung Disease Using RNA-seq and In Vitro Analyses.
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Cell Biochem Funct. 2025 Jan;43(1):e70033. doi: 10.1002/cbf.70033.
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Pharmacological Treatment of Interstitial Lung Diseases: A Novel Landscape for Inhaled Agents.间质性肺疾病的药物治疗:吸入剂的新前景
Pharmaceutics. 2024 Oct 29;16(11):1391. doi: 10.3390/pharmaceutics16111391.
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Radiomics on slice-reduced versus full-chest computed tomography for diagnosis and staging of interstitial lung disease in systemic sclerosis: A comparative analysis.基于薄层扫描与全胸部计算机断层扫描的影像组学在系统性硬化症间质性肺疾病诊断与分期中的应用:一项对比分析
Eur J Radiol Open. 2024 Aug 30;13:100596. doi: 10.1016/j.ejro.2024.100596. eCollection 2024 Dec.
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