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首页> 外文期刊>BMC Bioinformatics >The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses
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The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses

机译:INTERPRET决策支持系统3.0版,用于评估人脑肿瘤和其他异常脑质量的磁共振波谱数据

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Background Proton Magnetic Resonance (MR) Spectroscopy (MRS) is a widely available technique for those clinical centres equipped with MR scanners. Unlike the rest of MR-based techniques, MRS yields not images but spectra of metabolites in the tissues. In pathological situations, the MRS profile changes and this has been particularly described for brain tumours. However, radiologists are frequently not familiar to the interpretation of MRS data and for this reason, the usefulness of decision-support systems (DSS) in MRS data analysis has been explored. Results This work presents the INTERPRET DSS version 3.0, analysing the improvements made from its first release in 2002. Version 3.0 is aimed to be a program that 1st, can be easily used with any new case from any MR scanner manufacturer and 2nd, improves the initial analysis capabilities of the first version. The main improvements are an embedded database, user accounts, more diagnostic discrimination capabilities and the possibility to analyse data acquired under additional data acquisition conditions. Other improvements include a customisable graphical user interface (GUI). Most diagnostic problems included have been addressed through a pattern-recognition based approach, in which classifiers based on linear discriminant analysis (LDA) were trained and tested. Conclusions The INTERPRET DSS 3.0 allows radiologists, medical physicists, biochemists or, generally speaking, any person with a minimum knowledge of what an MR spectrum is, to enter their own SV raw data, acquired at 1.5 T, and to analyse them. The system is expected to help in the categorisation of MR Spectra from abnormal brain masses.
机译:背景技术质子磁共振波谱(MRS)是那些配备MR扫描仪的临床中心广泛使用的技术。与其他基于MR的技术不同,MRS产生的不是图像而是组织中代谢产物的光谱。在病理情况下,MRS轮廓会发生变化,这已针对脑肿瘤进行了特别描述。但是,放射科医生通常对MRS数据的解释并不熟悉,因此,已经探索了决策支持系统(DSS)在MRS数据分析中的有用性。结果这项工作提出了INTERPRET DSS 3.0版,分析了2002年第一版以来的改进。3.0版旨在成为一个程序,可以很容易地将1 st 与任何新案例一起使用。 MR扫描仪制造商和2 nd 改进了第一个版本的初始分析功能。主要的改进是嵌入式数据库,用户帐户,更多的诊断判别功能以及在其他数据采集条件下分析所采集数据的可能性。其他改进包括可定制的图形用户界面(GUI)。已通过基于模式识别的方法解决了其中包括的大多数诊断问题,其中对基于线性判别分析(LDA)的分类器进行了训练和测试。结论INTERPRET DSS 3.0允许放射科医生,医学物理学家,生物化学家,或者一般来说,对MR谱图了解最少的任何人,都可以输入自己的SV原始数据(在1.5 T下采集)并进行分析。该系统有望帮助归类来自异常脑质量的MR频谱。

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