Interim heterogeneity changes measured using entropy texture features on T2-weighted MRI at 3.0 T are associated with pathological response to neoadjuvant chemotherapy in primary breast cancer
Creators
- 1. Ninewells Hospital and Medical School, Department of Medical Physics, Dundee (United Kingdom)
- 2. Ninewells Hospital and Medical School, Department of Pathology, Dundee (United Kingdom)
- 3. Ninewells Hospital and Medical School, Department of Oncology, Dundee (United Kingdom)
- 4. University of Dundee, Division of Imaging and Technology, Ninewells Hospital and Medical School, Dundee (United Kingdom)
- 5. Ninewells Hospital and Medical School, Department of Clinical Radiology, Dundee (United Kingdom)
- 6. University of Texas MD Anderson Cancer Centre, Department of Breast Surgical Oncology, Houston, TX (United States)
Description
To investigate whether interim changes in hetereogeneity (measured using entropy features) on MRI were associated with pathological residual cancer burden (RCB) at final surgery in patients receiving neoadjuvant chemotherapy (NAC) for primary breast cancer. This was a retrospective study of 88 consenting women (age: 30-79 years). Scanning was performed on a 3.0 T MRI scanner prior to NAC (baseline) and after 2-3 cycles of treatment (interim). Entropy was derived from the grey-level co-occurrence matrix, on slice-matched baseline/interim T2-weighted images. Response, assessed using RCB score on surgically resected specimens, was compared statistically with entropy/heterogeneity changes and ROC analysis performed. Association of pCR within each tumour immunophenotype was evaluated. Mean entropy percent differences between examinations, by response category, were: pCR: 32.8%, RCB-I: 10.5%, RCB-II: 9.7% and RCB-III: 3.0%. Association of ultimate pCR with coarse entropy changes between baseline/interim MRI across all lesions yielded 85.2% accuracy (area under ROC curve: 0.845). Excellent sensitivity/specificity was obtained for pCR prediction within each immunophenotype: ER+: 100%/100%; HER2+: 83.3%/95.7%, TNBC: 87.5%/80.0%. Lesion T2 heterogeneity changes are associated with response to NAC using RCB scores, particularly for pCR, and can be useful across all immunophenotypes with good diagnostic accuracy. (orig.)
Availability note (English)
Available from: http://dx.doi.org/10.1007/s00330-017-4850-8Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology
- Journal Volume
- 27
- Journal Issue
- 11
- Journal Page Range
- p. 4602-4611
- ISSN
- 0938-7994
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 49004559
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ACCURACY; CARCINOMAS; CHEMOTHERAPY; ENTROPY; IMAGE PROCESSING; MAGNETIC FIELDS; MAMMARY GLANDS; NMR IMAGING; PATHOLOGICAL CHANGES; PHENOTYPE; RELAXATION TIME; SENSITIVITY; SPECIFICITY; SURGERY; TEXTURE; VASCULAR DISEASES; WEIGHTING FUNCTIONS
- Descriptors DEC
- BODY; CARDIOVASCULAR DISEASES; DIAGNOSTIC TECHNIQUES; DISEASES; FUNCTIONS; GLANDS; MEDICINE; NEOPLASMS; ORGANS; PHYSICAL PROPERTIES; PROCESSING; THERAPY; THERMODYNAMIC PROPERTIES