Developments in MRI radiomics research for vascular cognitive impairment.

IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Xuezhi Chen, Xianting Luo, Liang Chen, Hao Liu, Xiaoping Yin, Zhiying Chen
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Abstract

Vascular cognitive impairment (VCI) is an umbrella term for diseases associated with cognitive decline induced by substantive brain damage following pathological changes in the cerebrovascular system. The primary clinical manifestations include behavioral abnormalities and diminished learning and memory cognitive functions. If the location and extent of brain injury are not identified early and therapeutic interventions are not promptly administered, it may lead to irreversible cognitive impairment. Therefore, the early diagnosis of VCI is crucial for its prevention and treatment. Prior to the onset of cognitive impairment in VCI, magnetic resonance imaging (MRI) radiomics can be utilized for early assessment and diagnosis, thereby guiding clinicians in providing precise treatment for patients, which holds significant potential for development. This article reviews the classification of VCI, the concept of radiomics, the application of MRI radiomics in VCI, and the limitations of radiomics in the context of advancements in its application within the central nervous system. CRITICAL RELEVANCE STATEMENT: This article explores how MRI radiomics can be used to detect VCI early, enhancing clinical radiology practice by offering a reliable method for prediction, diagnosis, and identification, which also promotes standardization in research and integration of disciplines. KEY POINTS: MRI radiomics can predict VCI early. MRI radiomics can diagnose VCI. MRI radiomics distinguishes VCI from Alzheimer's disease.

血管性认知障碍的MRI放射组学研究进展。
血管性认知障碍(VCI)是脑血管系统病理改变后实质性脑损伤引起的认知能力下降相关疾病的总称。主要临床表现为行为异常、学习记忆认知功能减退。如果不及早发现脑损伤的位置和程度,不及时采取治疗干预措施,就可能导致不可逆转的认知障碍。因此,VCI的早期诊断对于预防和治疗至关重要。在VCI认知功能障碍发病前,利用磁共振成像(MRI)放射组学进行早期评估和诊断,从而指导临床医生对患者进行精准治疗,具有重要的发展潜力。本文综述了VCI的分类、放射组学的概念、MRI放射组学在VCI中的应用以及放射组学在中枢神经系统中的应用进展及其局限性。关键相关性声明:本文探讨了MRI放射组学如何用于早期检测VCI,通过提供可靠的预测、诊断和识别方法来增强临床放射学实践,这也促进了研究的标准化和学科的整合。重点:MRI放射组学可以早期预测VCI。MRI放射组学可诊断VCI。MRI放射组学将VCI与阿尔茨海默病区分开来。
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来源期刊
Insights into Imaging
Insights into Imaging Medicine-Radiology, Nuclear Medicine and Imaging
CiteScore
7.30
自引率
4.30%
发文量
182
审稿时长
13 weeks
期刊介绍: Insights into Imaging (I³) is a peer-reviewed open access journal published under the brand SpringerOpen. All content published in the journal is freely available online to anyone, anywhere! I³ continuously updates scientific knowledge and progress in best-practice standards in radiology through the publication of original articles and state-of-the-art reviews and opinions, along with recommendations and statements from the leading radiological societies in Europe. Founded by the European Society of Radiology (ESR), I³ creates a platform for educational material, guidelines and recommendations, and a forum for topics of controversy. A balanced combination of review articles, original papers, short communications from European radiological congresses and information on society matters makes I³ an indispensable source for current information in this field. I³ is owned by the ESR, however authors retain copyright to their article according to the Creative Commons Attribution License (see Copyright and License Agreement). All articles can be read, redistributed and reused for free, as long as the author of the original work is cited properly. The open access fees (article-processing charges) for this journal are kindly sponsored by ESR for all Members. The journal went open access in 2012, which means that all articles published since then are freely available online.
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