Open access
Sep 2026
Radiomics machine learning model based on multi-sequence MRI for predicting Ki-67 expression level in glioblastoma
A radiomics-based multi-sequence MRI machine learning model may serve as a non-invasive adjunct for preoperative Ki-67 estimation in GBM, and the combined sequence approach outperformed single modalities, and SHAP analysis enhanced interpretability.
Juan Ma, Palidanmu Wumaier, Gulijianaiti Maiamaituxun et al.
· Frontiers in Molecular Biosc... · 0 citations