Addition of HER2 and CD44 to F-FDG PET-based clinico-radiomic models enhances prediction of neoadjuvant chemoradiotherapy response in esophageal cancer
Creators
- 1. Medical Imaging Center, Department of Nuclear Medicine and Molecular Imaging, University of Groningen, University Medical Center Groningen, 9700 RB, Groningen (Netherlands)
- 2. Department of Biomedical Sciences of Cells and Systems, Section Molecular Cell Biology, University of Groningen, University Medical Center Groningen, Groningen (Netherlands)
- 3. Department of Surgical Oncology, University of Groningen, University Medical Center Groningen, Groningen (Netherlands)
- 4. Department of Pathology, University of Groningen, University Medical Center Groningen, Groningen (Netherlands)
- 5. Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Groningen (Netherlands)
- 6. Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen (Netherlands)
- 7. Faculty of Science and Technology, Department of Biomedical Photonic Imaging, University of Twente, Enschede (Netherlands)
Description
To assess the complementary value of human epidermal growth factor receptor 2 (HER2)-related biological tumor markers to clinico-radiomic models in predicting complete response to neoadjuvant chemoradiotherapy (NCRT) in esophageal cancer patients. Expression of HER2 was assessed by immunohistochemistry in pre-treatment tumor biopsies of 96 patients with locally advanced esophageal cancer. Five other potentially active HER2-related biological tumor markers in esophageal cancer were examined in a sub-analysis on 43 patients. Patients received at least four of the five cycles of chemotherapy and full radiotherapy regimen followed by esophagectomy. Three reference clinico-radiomic models based on F-FDG PET were constructed to predict pathologic response, which was categorized into complete versus incomplete (Mandard tumor regression grade 1 vs. 2-5). The complementary value of the biological tumor markers was evaluated by internal validation through bootstrapping. Pathologic examination revealed 21 (22%) complete and 75 (78%) incomplete responders. HER2 and cluster of differentiation 44 (CD44), analyzed in the sub-analysis, were univariably associated with pathologic response. Incorporation of HER2 and CD44 into the reference models improved the overall performance (R s of 0.221, 0.270, and 0.225) and discrimination AUCs of 0.759, 0.857, and 0.816. All models exhibited moderate to good calibration. The remaining studied biological tumor markers did not yield model improvement. Incorporation of HER2 and CD44 into clinico-radiomic prediction models improved NCRT response prediction in esophageal cancer. These biological tumor markers are promising in initial response evaluation.
Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology
- Journal Volume
- 31
- Journal Issue
- 5
- Journal Page Range
- p. 3306-3314
- ISSN
- 0938-7994
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 52086316
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ANTIGENS; BIOLOGICAL MARKERS; BIOPSY; CALIBRATION; CARCINOMAS; CHEMOTHERAPY; COMBINED THERAPY; ESOPHAGUS; FLUORINE 18; FLUORODEOXYGLUCOSE; GROWTH FACTORS; IMAGE PROCESSING; ONCOGENES; PERFORMANCE; POSITRON COMPUTED TOMOGRAPHY; RADIOPHARMACEUTICALS; RADIOTHERAPY; RECEPTORS; SURVIVAL CURVES; VALIDATION
- Descriptors DEC
- ANTIMETABOLITES; BETA DECAY RADIOISOTOPES; BETA-PLUS DECAY RADIOISOTOPES; BODY; COMPUTERIZED TOMOGRAPHY; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; DRUGS; EMISSION COMPUTED TOMOGRAPHY; FLUORINE ISOTOPES; GENES; HOURS LIVING RADIOISOTOPES; ISOMERIC TRANSITION ISOTOPES; ISOTOPES; LABELLED COMPOUNDS; LIGHT NUCLEI; MATERIALS; MEDICINE; MEMBRANE PROTEINS; MITOGENS; NANOSECONDS LIVING RADIOISOTOPES; NEOPLASMS; NUCLEAR MEDICINE; NUCLEI; ODD-ODD NUCLEI; ORGANIC COMPOUNDS; ORGANS; PROCESSING; PROTEINS; RADIOACTIVE MATERIALS; RADIOISOTOPES; RADIOLOGY; TESTING; THERAPY; TOMOGRAPHY