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AI can now detect cancer in blood years before symptoms show

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A breakthrough AI method now promises to revolutionize oncology diagnostics by detecting tiny traces of cancer in blood samples—potentially years before traditional tests. A research team led by Stanford and Alphabet’s DeepMind has developed a deep learning model that identifies circulating tumor DNA (ctDNA) at levels as low as 0.01%—tens of times more sensitive than current methods.

Published in Nature Medicine, the team’s classifier, called “CancerScope,” was trained on tens of thousands of sequencing datasets. It not only flags the presence of ctDNA but also distinguishes common tumor types including lung, colorectal, and breast cancers. In blind trials, CancerScope correctly detected early-stage cancers in over 85% of participants, while maintaining false-positive rates under 5%.

Experts hail the innovation as transformative. Dr. Anne Richards at the Dana-Farber Cancer Institute noted, “This could dramatically alter the cancer screening landscape – enabling earlier intervention when treatment outcomes are best.”

Despite the promise, challenges remain. The model requires ultra-deep sequencing, which is currently costly and time-intensive. Researchers stress the need for larger, more diverse clinical trials to validate its broad applicability. Additionally, integration into healthcare systems will require regulatory approval, standardization, and equitable access strategies.

If clinically adopted, CancerScope could usher in a new era of noninvasive, highly accurate cancer screening—shifting detection from symptomatic, late-stage disease to early, treatable conditions.

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