Tag

Fragmentome

All articles tagged with #fragmentome

AI-Driven Blood Test Detects Liver Cancer Across Diverse Populations
health1 month ago

AI-Driven Blood Test Detects Liver Cancer Across Diverse Populations

Johns Hopkins researchers validated an AI-powered DELFI liquid biopsy that detects liver cancer across two geographically and biologically distinct populations (Guatemala and Romania). When combined with AFP and basic risk factors, the test identified both early- and late-stage cancers with greater sensitivity than current blood tests, by analyzing genome-wide DNA fragment patterns that reflect signals from tumor, liver cells, blood vessels, and immune responses. The study also noted region-specific molecular signatures (e.g., aflatoxin-associated patterns in Guatemala) while the overall classifier remained effective across cancer causes. Future work will include prospective validation and integrating fragmentome analysis with other biomarkers for even earlier detection.

AI Blood Test Uncovers Hidden Liver Disease Before Symptoms
science3 months ago

AI Blood Test Uncovers Hidden Liver Disease Before Symptoms

Johns Hopkins researchers have developed an AI-powered liquid biopsy that analyzes genome-wide patterns of cell-free DNA fragments to detect liver fibrosis and cirrhosis years before symptoms, using about 40 million fragments across thousands of genomic locations including repetitive DNA regions. The fragmentome-based approach, aided by machine learning, aims to identify early liver disease and potentially other chronic conditions beyond cancer. The liver-disease classifier is still a prototype and not yet clinically available; validation is ongoing. If validated, earlier detection could enable interventions to reverse fibrosis and reduce liver-cancer risk for millions at elevated risk in the U.S.