1. Machine Learning-Based Noninvasive Quantification of Single-Imaging Session Dual-Tracer 18F-FDG and 68Ga-DOTATATE Dynamic PET-CT in Oncology
- Author
-
Richard L. Wahl, Zhi Yang, Qiu Huang, Chaojie Zheng, Peng Fu, Jiangyuan Yu, David Dagan Feng, Yun Zhou, and Wenxiang Ding
- Subjects
PET-CT ,Radiological and Ultrasound Technology ,medicine.diagnostic_test ,Computer science ,business.industry ,Machine learning ,computer.software_genre ,Computer Science Applications ,Acquisition Protocol ,Positron emission tomography ,Region of interest ,medicine ,Dual tracer ,Artificial intelligence ,Session (computer science) ,Electrical and Electronic Engineering ,Extreme gradient boosting ,68Ga-DOTATATE ,business ,computer ,Software - Abstract
68Ga-DOTATATE PET-CT is routinely used for imaging neuroendocrine tumor (NET) somatostatin receptor subtype 2 (SSTR2) density in patients, and is complementary to FDG PET-CT for improving the accuracy of NET detection, characterization, grading, staging, and predicting/monitoring NET responses to treatment. Performing sequential 18F-FDG and 68Ga-DOTATATE PET scans would require 2 or more days and can delay patient care. To align temporal and spatial measurements of 18F-FDG and 68Ga-DOTATATE PET, and to reduce scan time and CT radiation exposure to patients, we propose a single-imaging session dual-tracer dynamic PET acquisition protocol in the study. A recurrent extreme gradient boosting (rXGBoost) machine learning algorithm was proposed to separate the mixed 18F-FDG and 68Ga-DOTATATE time activity curves (TACs) for the region of interest (ROI) based quantification with tracer kinetic modeling. A conventional parallel multi-tracer compartment modeling method was also implemented for reference. Single-scan dual-tracer dynamic PET was simulated from 12 NET patient studies with 18F-FDG and 68Ga-DOTATATE 45-min dynamic PET scans separately obtained within 2 days. Our experimental results suggested an 18F-FDG injection first followed by 68Ga-DOTATATE with a minimum 5 min delayed injection protocol for the separation of mixed 18F-FDG and 68Ga-DOTATATE TACs using rXGBoost algorithm followed by tracer kinetic modeling is highly feasible.
- Published
- 2022
- Full Text
- View/download PDF