4.4 Article

Quality control of prostate 1H MRSI data

期刊

NMR IN BIOMEDICINE
卷 26, 期 2, 页码 193-203

出版社

WILEY
DOI: 10.1002/nbm.2835

关键词

prostate cancer; MRSI; quality control; pattern recognition

资金

  1. European Research Council (ERC) under European Community [243115]
  2. Dutch Cancer Society [KUN 2007/3971, KUN 2004/3141, KUN2007-3930]
  3. Siemens Healthcare, Erlangen, Germany
  4. European Research Council (ERC) [243115] Funding Source: European Research Council (ERC)

向作者/读者索取更多资源

MRSI of prostate cancer provides a potential clinical tool to aid in the detection and characterisation of this disease, but its clinical use is limited by the need for the specialist training of radiologists to read these datasets. An essential part of this reading is the assessment of the usability and reliability of MRSI spectra because they can be affected by artefacts such as poor signal to noise, lipid signal contamination and broad resonances that could cause errors of interpretation. We have developed an automated quality control algorithm that classifies every voxel of an MRSI dataset as either acceptable or unacceptable for further analysis, based on the spectral profile alone. The method was trained and tested based on a gold standard of agreement of four experts. It was highly accurate: testing with a novel set of data from MRSI patients produced agreement with the experts' consensus decisions with a specificity of 0.95 and sensitivity of 0.95. This method provides fast quality control of three-dimensional MRSI datasets of the prostate, removing the need for radiologists to perform this time consuming, but necessary, task prior to further analysis. Copyright (c) 2012 John Wiley & Sons, Ltd.

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