MSAG.SIG

MSAG.SIG predicts pan-cancer prognosis in silico.

“the MSAG.SIG prognostic model using an ensemble framework of 117 machine learning algorithms, which demonstrated robust and consistent predictive performance across multiple independent cohorts.”

In silicomultiple independent cohorts

Tumor Microenvironment Hijacks and Accelerates a Physiological Myeloid Senescence Signature Associated with Pan-Cancer Immunosuppression and Prognostic Stratification

International journal of molecular sciences·24 Jun 2026