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Computation and management of weighted activation vectors in support to fMRI analysis of clinical subjects

机译:加权激活向量的计算和管理以支持临床受试者的fMRI分析

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摘要

In the present work, we investigate the usefulness of a new representation of the results obtained by fMRI data analysis, named weighted activation vector (WAV), built based on statistical parametric mapping. A software package for the generation and management of WAVs is illustrated. It is designed to support single-subject, multi-temporal and collective brain tumour studies. As seen in our experimental context, the combined use of WAVs and statistical parametric maps (SPMs) improves the quality of medical decisions before and after neurosurgical practice. Clustering techniques applied to WAVs can be efficiently analysed and optimised in an attempt to discover relevant properties of collective data.
机译:在目前的工作中,我们调查了基于统计参数映射建立的,通过fMRI数据分析获得的结果的新表示形式(称为加权激活向量(WAV))的有用性。说明了用于生成和管理WAV的软件包。它旨在支持单主题,多时相和集体脑肿瘤研究。从我们的实验环境中可以看出,WAV和统计参数图(SPM)的组合使用可提高神经外科手术之前和之后的医疗决策质量。可以有效地分析和优化应用于WAV的聚类技术,以发现集体数据的相关属性。

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  • 来源
    《Computer methods in biomechanics and bio》 |2019年第6期|563-582|共20页
  • 作者单位

    Department of Theoretical and Applied Science (DISTA) University of Insubria Varese Italy Centre of Research in Image Analysis and Medical Informatics University of Insubria Varese Italy;

    Department of Biotechnology and Life Science (DBSV) University of Insubria Varese Italy;

    Department of Neuroradiology Hospital of Varese "Circolo e Fondazione Macchi" Varese Italy;

    Department of Radiology and Biomedical Imaging University of California San Francisco CA USA;

    Department of Medical Physics Hospital of Varese "Circolo e Fondazione Macchi" Varese Italy Centre of Research in Image Analysis and Medical Informatics University of Insubria Varese Italy;

    Department of Biotechnology and Life Science (DBSV) University of Insubria Varese Italy Neuroscience Centre University of Insubria Varese Italy;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    fMRI; statistical parametric map; data reduction; clustering; brain tumour studies; medical software;

    机译:功能磁共振成像;统计参数图;数据减少;集群脑肿瘤研究;医疗软件;

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