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Author profile
Chunyan Duan, PhD
Tongji University
A Cgan-Based Spatially-Resolved Prediction of Lung Tumor Response to Chemoradiation
Lung cancer is a leading global malignancy with high mortality. Radiotherapy is a critical treatment; however, current planning often suffers from subjective dose settings and side effects. This study aims to use a Conditional Generative Adversarial Network (...
Poster Program · Radiopharmaceuticals, Theranostics, and Nuclear Medicine
Uncertainty-Aware Multiscale Patient- and Voxel-Level Treatment Response Forecasting for Personalized Radiotherapy Using Conformal Prediction In Advanced Non-Small Cell Lung Cancer (NSCLC)
Multiscale treatment response prediction in advanced NSCLC enables spatially informed dose painting, yet prediction point estimates alone do not convey the uncertainty required for adaptive therapy decision support. We developed a multiscale conformal predict...
Poster Program · Therapy Physics
BLUE RIBBON POSTER RADIOPHARMACEUTICALS: Attention Med3D: A 3D Deep Learning Model Based on Transfer Learning and Attention Mechanism for Predicting Mid-Treatment Chemoradiation Response on FDG PET of La-NSCLC
Accurate assessment of early radiotherapy response in tumors provides crucial guidance for optimizing radiotherapy protocols. We developed a 3D deep learning model termed Attention Med3D based on transfer learning and attention mechanisms for predicting mid-t...
Poster Program · Radiopharmaceuticals, Theranostics, and Nuclear Medicine