Table 37.

Application Status

Application Areas	Methodologies	Study
Precise feature extraction	Convolutional Neural Networks (CNN) and Graph Neural Networks (GNN) for Genetic Data and Medical Image Analysis	Improved accuracy of cancer detection244
Multimodal data fusion	Integrating imaging data with genetic data to improve cancer diagnosis accuracy	Significantly Improved Accuracy of Cancer Diagnosis245
Support for individualized treatment	Analyzing the relationship between genetic mutations and treatment response	Developing Individualized Treatment Strategies246
Promoting early diagnosis	Deep learning model based on liquid biopsy data and imaging data	Significantly reduced misdiagnosis and underdiagnosis247