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自动化定量 MRI 容积测量报告支持痴呆症的诊断解读:一项多评估者、临床准确性研究。

Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study.

机构信息

Centre for Medical Image Computing (CMIC), Department of Medical Physics and Bioengineering, University College London, London, UK.

Neuroradiological Academic Unit, UCL Queen Square Institute of Neurology, University College London, London, UK.

出版信息

Eur Radiol. 2021 Jul;31(7):5312-5323. doi: 10.1007/s00330-020-07455-8. Epub 2021 Jan 15.

Abstract

OBJECTIVES

We examined whether providing a quantitative report (QReport) of regional brain volumes improves radiologists' accuracy and confidence in detecting volume loss, and in differentiating Alzheimer's disease (AD) and frontotemporal dementia (FTD), compared with visual assessment alone.

METHODS

Our forced-choice multi-rater clinical accuracy study used MRI from 16 AD patients, 14 FTD patients, and 15 healthy controls; age range 52-81. Our QReport was presented to raters with regional grey matter volumes plotted as percentiles against data from a normative population (n = 461). Nine raters with varying radiological experience (3 each: consultants, registrars, 'non-clinical image analysts') assessed each case twice (with and without the QReport). Raters were blinded to clinical and demographic information; they classified scans as 'normal' or 'abnormal' and if 'abnormal' as 'AD' or 'FTD'.

RESULTS

The QReport improved sensitivity for detecting volume loss and AD across all raters combined (p = 0.015* and p = 0.002*, respectively). Only the consultant group's accuracy increased significantly when using the QReport (p = 0.02*). Overall, raters' agreement (Cohen's κ) with the 'gold standard' was not significantly affected by the QReport; only the consultant group improved significantly (κ 0.41➔0.55, p = 0.04*). Cronbach's alpha for interrater agreement improved from 0.886 to 0.925, corresponding to an improvement from 'good' to 'excellent'.

CONCLUSION

Our QReport referencing single-subject results to normative data alongside visual assessment improved sensitivity, accuracy, and interrater agreement for detecting volume loss. The QReport was most effective in the consultants, suggesting that experience is needed to fully benefit from the additional information provided by quantitative analyses.

KEY POINTS

• The use of quantitative report alongside routine visual MRI assessment improves sensitivity and accuracy for detecting volume loss and AD vs visual assessment alone. • Consultant neuroradiologists' assessment accuracy and agreement (kappa scores) significantly improved with the use of quantitative atrophy reports. • First multi-rater radiological clinical evaluation of visual quantitative MRI atrophy report for use as a diagnostic aid in dementia.

摘要

目的

我们研究了与单独视觉评估相比,提供区域性脑容量的定量报告(QReport)是否可以提高放射科医生检测体积损失以及区分阿尔茨海默病(AD)和额颞叶痴呆(FTD)的准确性和信心。

方法

我们的强制选择多评估者临床准确性研究使用了来自 16 名 AD 患者、14 名 FTD 患者和 15 名健康对照者的 MRI;年龄范围为 52-81 岁。我们的 QReport 呈现给评估者,将区域灰质体积绘制为与来自参考人群(n=461)的百分比数据。9 名具有不同放射学经验的评估者(3 名顾问、3 名住院医师、3 名非临床图像分析师)对每个病例进行了两次评估(有和没有 QReport)。评估者对临床和人口统计学信息一无所知;他们将扫描分类为“正常”或“异常”,如果“异常”则分类为“AD”或“FTD”。

结果

QReport 提高了所有评估者组合检测体积损失和 AD 的敏感性(p=0.015和 p=0.002)。只有顾问组在使用 QReport 时准确性显著提高(p=0.02*)。总体而言,QReport 并没有显著影响评估者与“金标准”的一致性(Cohen's κ);只有顾问组显著提高(κ从 0.41 提高到 0.55,p=0.04*)。评估者之间的 Cronbach's alpha 一致性从 0.886 提高到 0.925,对应于从“良好”到“优秀”的提高。

结论

我们的 QReport 参考了单个体结果与参考数据,并与视觉评估相结合,提高了检测体积损失和 AD 的敏感性、准确性和评估者之间的一致性。QReport 在顾问中最为有效,这表明需要经验才能充分利用定量分析提供的额外信息。

关键点

  1. 与常规视觉 MRI 评估一起使用定量报告可提高检测体积损失和 AD 的敏感性和准确性,优于单独使用视觉评估。

  2. 顾问神经放射科医生的评估准确性和一致性(kappa 评分)使用定量萎缩报告显著提高。

  3. 首次对用于痴呆诊断辅助的视觉定量 MRI 萎缩报告进行多评估者放射学临床评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dee8/8213665/f679d69766b6/330_2020_7455_Fig1_HTML.jpg

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