Quantitative imaging outperforms molecular markers when predicting response to chemoradiotherapy for rectal cancer
Creators
- 1. University Hospitals Leuven, Radiation Oncology, B-3000 Leuven (Belgium)
- 2. KU Leuven – University of Leuven, Department of Oncology, B-3000 Leuven (Belgium)
- 3. University Hospitals Leuven, Nuclear Medicine, B-3000 Leuven (Belgium)
- 4. University Hospitals Leuven, Radiology, B-3000 Leuven (Belgium)
- 5. University Hospitals Leuven, Digestive Oncology, B-3000 Leuven (Belgium)
- 6. University Hospitals Leuven, Abdominal Surgery, B-3000 Leuven (Belgium)
- 7. University Hospitals Leuven, Pathology, B-3000 Leuven (Belgium)
- 8. Stanford University, The Stanford Center for Biomedical Informatics Research, Medicine, Stanford (United States)
Description
Background and purpose: To explore the integration of imaging and molecular data for response prediction to chemoradiotherapy (CRT) for rectal cancer. Material and methods: Eighty-five rectal cancer patients underwent preoperative CRT. 18F-FDG PET/CT and diffusion-weighted imaging (DWI) were acquired before (TP1) and during CRT (TP2) and prior to surgery (TP3). Inflammatory cytokines and gene expression were analysed. Tumour response was defined as ypT0-1N0. Multivariate models were built combining the obtained parameters. Final models were calculated on the data combination with the highest AUC. Results: Twenty-two patients (26%) achieved ypT0-1N0 response. 18F-FDG PET/CT had worse predictive performance than DWI and T2-volumetry (AUC 0.61 ± 0.04, 0.72 ± 0.03, and 0.72 ± 0.02, respectively). Combining all imaging parameters increased the AUC to 0.81 ± 0.03. Adding cytokines or gene expression did not improve the AUC (AUC of 0.72 ± 0.06 and 0.79 ± 0.04 respectively). Final models combining 18F-FDG PET/CT, DWI, and T2-weighted volumetry at all TPs and using only TP1 and TP3, allowed ypT0-1N0 prediction with a 75% sensitivity, 94% specificity and PPV of 80%. Conclusions: Combining 18F-FDG PET/CT, DWI, and T2-weighted MRI volumetry obtained before CRT and prior to surgery may help physicians in selecting rectal cancer patients for organ-preservation.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.radonc.2017.06.013Additional details
Identifiers
- DOI
- 10.1016/j.radonc.2017.06.013;
- PII
- S0167-8140(17)30413-9;
Publishing Information
- Journal Title
- Radiotherapy and Oncology
- Journal Volume
- 124
- Journal Issue
- 1
- Journal Page Range
- p. 104-109
- ISSN
- 0167-8140
- CODEN
- RAONDT
INIS
- Country of Publication
- Ireland
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49072504
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- COMBINED THERAPY; FLUORINE 18; FLUORODEOXYGLUCOSE; MULTIVARIATE ANALYSIS; NEOPLASMS; NMR IMAGING; PATIENTS; POSITRON COMPUTED TOMOGRAPHY; RADIOSENSITIVITY; RECTUM
- Descriptors DEC
- ANTIMETABOLITES; BETA DECAY RADIOISOTOPES; BETA-PLUS DECAY RADIOISOTOPES; BODY; COMPUTERIZED TOMOGRAPHY; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; DRUGS; EMISSION COMPUTED TOMOGRAPHY; FLUORINE ISOTOPES; GASTROINTESTINAL TRACT; HOURS LIVING RADIOISOTOPES; INTESTINES; ISOMERIC TRANSITION ISOTOPES; ISOTOPES; LARGE INTESTINE; LIGHT NUCLEI; MATHEMATICS; MEDICINE; NANOSECONDS LIVING RADIOISOTOPES; NUCLEI; ODD-ODD NUCLEI; ORGANS; RADIOISOTOPES; SENSITIVITY; STATISTICS; THERAPY; TOMOGRAPHY
Optional Information
- Copyright
- Copyright (c) 2017 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.