''Textural analysis of multiparametric MRI detects transition zone prostate cancer''
Creators
- 1. University College London Hospitals NHS Foundation Trust, London (United Kingdom)
- 2. Centre for Medical Imaging, University College London, London (United Kingdom)
- 3. Institute of Nuclear Medicine, University College London, University College Hospital, London (United Kingdom)
- 4. University College London, Research Department of Urology, London (United Kingdom)
- 5. Centre for Medical Imaging, University College London and University College London Hospitals NIHR Biomedical Research Centre, London (United Kingdom)
Description
To evaluate multiparametric-MRI (mpMRI) derived histogram textural-analysis parameters for detection of transition zone (TZ) prostatic tumour. Sixty-seven consecutive men with suspected prostate cancer underwent 1.5T mpMRI prior to template-mapping-biopsy (TPM). Twenty-six men had 'significant' TZ tumour. Two radiologists in consensus matched TPM to the single axial slice best depicting tumour, or largest TZ diameter for those with benign histology, to define single-slice whole TZ-regions-of-interest (ROIs). Textural-parameter differences between single-slice whole TZ-ROI containing significant tumour versus benign/insignificant tumour were analysed using Mann Whitney U test. Diagnostic accuracy was assessed by receiver operating characteristic area under curve (ROC-AUC) analysis cross-validated with leave-one-out (LOO) analysis. ADC kurtosis was significantly lower (p < 0.001) in TZ containing significant tumour with ROC-AUC 0.80 (LOO-AUC 0.78); the difference became non-significant following exclusion of significant tumour from single-slice whole TZ-ROI (p = 0.23). T1-entropy was significantly lower (p = 0.004) in TZ containing significant tumour with ROC-AUC 0.70 (LOO-AUC 0.66) and was unaffected by excluding significant tumour from TZ-ROI (p = 0.004). Combining these parameters yielded ROC-AUC 0.86 (LOO-AUC 0.83). Textural features of the whole prostate TZ can discriminate significant prostatic cancer through reduced kurtosis of the ADC-histogram where significant tumour is included in TZ-ROI and reduced T1 entropy independent of tumour inclusion. (orig.)
Availability note (English)
Available from: http://dx.doi.org/10.1007/s00330-016-4579-9Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology
- Journal Volume
- 27
- Journal Issue
- 6
- Journal Page Range
- p. 2348-2358
- ISSN
- 0938-7994
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 48061472
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ACCURACY; BIOPSY; CARCINOMAS; CLASSIFICATION; DIAGNOSIS; DISTRIBUTION; HISTOLOGY; IMAGE PROCESSING; MAPPING; MULTIVARIATE ANALYSIS; NMR IMAGING; PROSTATE; RELAXATION TIME; SPATIAL DISTRIBUTION; STATISTICS; TEXTURE; VALIDATION; WEIGHTING FUNCTIONS
- Descriptors DEC
- BODY; DIAGNOSTIC TECHNIQUES; DISEASES; DISTRIBUTION; FUNCTIONS; GLANDS; MALE GENITALS; MATHEMATICS; NEOPLASMS; ORGANS; PROCESSING; STATISTICS; TESTING