Tag

Radiomics

All articles tagged with #radiomics

AI spots invisible pancreatic cancer clues years before diagnosis
health2 months ago

AI spots invisible pancreatic cancer clues years before diagnosis

An AI system named REDMOD analyzes routine abdominal CT scans to reveal ultra-early, radiomics-based tissue changes linked to pancreatic ductal adenocarcinoma, identifying cancer on average 475 days before diagnosis and outperforming expert radiologists in sensitivity (73% vs 39%). It includes automated pancreas segmentation and was tested across multiple cohorts, achieving ~81% cancer-free accuracy and 87.5% in NIH-PCT data; similar results were reproduced on repeated scans in 90–92% of cases. While promising, it requires prospective validation and testing in high-risk groups before clinical deployment, and time-to-diagnosis improvements could shift detection toward stage 0 and improve survival.

AI radiomics flags pancreatic cancer years before diagnosis
science2 months ago

AI radiomics flags pancreatic cancer years before diagnosis

Researchers at Mayo Clinic and MD Anderson developed REDMOD, an AI radiomics model that analyzes CT scans to detect pancreatic cancer years before diagnosis, flagging 46 of 63 pre-diagnosis cases (about 73%) an average of 16 months early (some up to 3 years) and outperforming radiologists, who identified signs in 38.9% of cases. The system also produced 81 false positives among 430 healthy controls. While promising across multiple datasets, researchers caution that larger, more diverse validation and smoother clinical integration are needed before use in routine care.