Quantitative imaging biomarkers of immune-related adverse events in immune-checkpoint blockade-treated metastatic melanoma patients. A pilot study
Creators
- 1. Faculty of Medicine, University of Ljubljana, Ljubljana (Slovenia)
- 2. Department of Medical Oncology, Institute of Oncology Ljubljana (Slovenia)
- 3. University of Wisconsin Carbone Cancer Centre, Madison, WI (United States)
- 4. Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI (United States)
- 5. Jožef Stefan Institute, Ljubljana (Slovenia)
- 6. Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana (Slovenia)
- 7. Department of Nuclear Medicine, Institute of Oncology Ljubljana, Ljubljana (Slovenia)
- 8. Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI (United States)
Description
To develop quantitative molecular imaging biomarkers of immune-related adverse event (irAE) development in malignant melanoma (MM) patients receiving immune-checkpoint inhibitors (ICI) imaged with F-FDG PET/CT. F-FDG PET/CT images of 58 MM patients treated with anti-PD-1 or anti-CTLA-4 ICI were retrospectively analyzed for indication of irAE. Three target organs, most commonly affected by irAE, were considered: bowel, lung, and thyroid. Patient charts were reviewed to identify which patients experienced irAE, irAE grade, and time to irAE diagnosis. Target organs were segmented using a convolutional neural network (CNN), and novel quantitative imaging biomarkers --- SUV percentiles (SUV) of F-FDG uptake within the target organs --- were correlated with the clinical irAE status. Area under the receiver-operating characteristic curve (AUROC) was used to quantify irAE detection performance. Patients who did not experience irAE were used to establish normal ranges for target organ F-FDG uptake. A total of 31% (18/58) patients experienced irAE in the three target organs: bowel (n=6), lung (n=5), and thyroid (n=9). Optimal percentiles for identifying irAE were bowel (SUV, AUROC=0.79), lung (SUV, AUROC=0.98), and thyroid (SUV, AUROC=0.88). Optimal cut-offs for irAE detection were bowel (SUV>2.7 g/mL), lung (SUV>1.7 g/mL), and thyroid (SUV>2.1 g/mL). Normal ranges (95% confidence interval) for the SUV percentiles in patients without irAE were bowel [1.74, 2.86 g/mL], lung [0.73, 1.46 g/mL], and thyroid [0.86, 1.99 g/mL]. Increased F-FDG uptake within irAE-affected organs provides predictive information about the development of irAE in MM patients receiving ICI and represents a potential quantitative imaging biomarker for irAE. Some irAE can be detected on F-FDG PET/CT well before clinical symptoms appear.
Availability note (English)
Available from: http://dx.doi.org/10.1007/s00259-021-05650-3Additional details
Identifiers
Publishing Information
- Journal Title
- European Journal of Nuclear Medicine and Molecular Imaging
- Journal Volume
- 49
- Journal Issue
- 6
- Journal Page Range
- p. 1857-1869
- ISSN
- 1619-7070
- CODEN
- EJNMA6
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 53059952
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Resource subtype / Literary indicator
- Numerical Data
- Descriptors DEI
- BIOLOGICAL MARKERS; COMPILED DATA; DETECTION; DIAGNOSIS; FLUORINE 18; FLUORODEOXYGLUCOSE; IMAGE PROCESSING; IMMUNOTHERAPY; INTESTINES; LUNGS; MELANOMAS; METASTASES; NEURAL NETWORKS; PERFORMANCE; POSITRON COMPUTED TOMOGRAPHY; RADIOPHARMACEUTICALS; REVIEWS; SYMPTOMS; THYROID; UPTAKE
- Descriptors DEC
- ANTIMETABOLITES; BETA DECAY RADIOISOTOPES; BETA-PLUS DECAY RADIOISOTOPES; BODY; CARCINOMAS; COMPUTERIZED TOMOGRAPHY; DATA; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; DOCUMENT TYPES; DRUGS; EMISSION COMPUTED TOMOGRAPHY; ENDOCRINE GLANDS; EPITHELIOMAS; FLUORINE ISOTOPES; GASTROINTESTINAL TRACT; GLANDS; HOURS LIVING RADIOISOTOPES; INFORMATION; ISOMERIC TRANSITION ISOTOPES; ISOTOPES; LABELLED COMPOUNDS; LIGHT NUCLEI; MATERIALS; MEDICINE; NANOSECONDS LIVING RADIOISOTOPES; NEOPLASMS; NUCLEI; NUMERICAL DATA; ODD-ODD NUCLEI; ORGANS; PROCESSING; RADIOACTIVE MATERIALS; RADIOISOTOPES; RESPIRATORY SYSTEM; THERAPY; TOMOGRAPHY
Optional Information
- Notes
- Technology