A Spatial-Transformation-Based Causality-Enhanced Model for Glioblastoma Progression Diagnosis

Qiang Li, Xinyue Li, Hong Jiang, Xiaohua Qian

Causality-driven candidate identification for reliable DNA methylation biomarker discovery

Xinlu Tang, Rui Guo, Zhanfeng Mo, Wenli Fu, Xiaohua Qian

A causal counterfactual graph neural network for arising-from-chair abnormality detection in parkinsonians

Xinlu Tang, Rui Guo, Chencheng Zhang, Xiaohua Qian

A Causality-Informed Graph Convolutional Network for Video Assessment of Parkinsonian Leg Agility

Rui Guo, Linbin Wang, Chencheng Zhang, Lian Gu, Dianyou Li, Xiaohua Qian

A Generalizable Causal-Invariance-Driven Segmentation Model for Peripancreatic Vessels

Wenli Fu, Huijun Hu, Xinyue Li, Rui Guo, Tao Chen, Xiaohua Qian

A Causality-Aware Graph Convolutional Network Framework for Rigidity Assessment in Parkinsonians

Xinlu Tang, Chencheng Zhang, Rui Guo, Xinling Yang, Xiaohua Qian

Causality-Driven Graph Neural Network for Early Diagnosis of Pancreatic Cancer in Non-Contrast Computerized Tomography

Xinyue Li, Rui Guo, Jing Lu, Tao Chen, Xiaohua Qian

Generalized Pancreatic Cancer Diagnosis via Multiple Instance Learning and Anatomically-Guided Shape Normalization

Jiaqi Qu, Xunbin Wei, Xiaohua Qian

A Dual-transformation with Contrastive Learning Framework for Lymph Node Metastasis Prediction in Pancreatic Cancer

Xiahan Chen, Weishen Wang, Yu Jiang, Xiaohua Qian

Group-shrinkage Feature Selection with a Spatial Network for Mining DNA Methylation Data

Xinlu Tang, Zhanfeng Mo, Cheng Chang, Xiaohua Qian

Diagnosis of Glioblastoma Multiforme Progression via Interpretable Structure-Constrained Graph Neural Networks

Xiaofan Song, Jun Li, Xiaohua Qian

Pancreatic cancer segmentation in unregistered multi-parametric MRI with adversarial learning and multi-scale supervision

Jun Li, Chaolu Feng, Qing Shen, Xiaozhu Lin, Xiaohua Qian

Utilizing GCN and Meta-Learning Strategy in Unsupervised Domain Adaptation for Pancreatic Cancer Segmentation

Jun Li, Chaolu Feng, Xiaozhu Lin, Xiaohua Qian

Model-driven deep learning method for pancreatic cancer segmentation based on spiral-transformation

Xiahan Chen, Zihao Chen, Jun Li, Yu-Dong Zhang, Xiaozhu Lin, Xiaohua Qian

Auto-Metric Graph Neural Network Based on a Meta-learning Strategy for the Diagnosis of Alzheimer's disease

Xiaofan Song, Mingyi Mao, Xiaohua Qian

Combined Spiral Transformation and Model-Driven Multi-Modal Deep Learning Scheme for Automatic Prediction of TP53 Mutation in Pancreatic Cancer

Xiahan Chen, Xiaozhu Lin, Qing Shen, Xiaohua Qian

DC-AL GAN: Pseudoprogression and true tumor progression of glioblastomamultiform image classfication based on DCGAN and AlexNet

Meiyu Li,Hailiang Tang,Michael D. Chan,Xiaobo Zhou,Xiaohua Qian

Transparency-guided ensemble convolutional neural network for the stratification between pseudoprogression and true progression of glioblastoma multiform in MRI

Xiaoming Liu, Xiaobo Zhou, Xiaohua Qian