DNA liquid biopsy-based prediction of cancer-associated venous thromboembolism

液体活检 静脉血栓栓塞 医学 癌症 活检 循环肿瘤DNA 内科学 病理 肿瘤科 血栓形成
作者
Justin Jee,A. Rose Brannon,Rohan Kumar Singh,Andriy Derkach,Christopher J. Fong,Adrian V. Lee,Lauren Gray,Karl Pichotta,Anisha Luthra,Monica Diosdado,Mohammad Mahfuzul Haque,Jiannan Guo,Jennifer Hernandez,Kavita Garg,Clare Wilhelm,Maria E. Arcila,Nick Pavlakis,Stephen Clarke,Sohrab P. Shah,Pedram Razavi
出处
期刊:Nature Medicine [Nature Portfolio]
卷期号:30 (9): 2499-2507 被引量:21
标识
DOI:10.1038/s41591-024-03195-0
摘要

Cancer-associated venous thromboembolism (VTE) is a major source of oncologic cost, morbidity and mortality. Identifying high-risk patients for prophylactic anticoagulation is challenging and adds to clinician burden. Circulating tumor DNA (ctDNA) sequencing assays ('liquid biopsies') are widely implemented, but their utility for VTE prognostication is unknown. Here we analyzed three plasma sequencing cohorts: a pan-cancer discovery cohort of 4,141 patients with non-small cell lung cancer (NSCLC) or breast, pancreatic and other cancers; a prospective validation cohort consisting of 1,426 patients with the same cancer types; and an international generalizability cohort of 463 patients with advanced NSCLC. ctDNA detection was associated with VTE independent of clinical and radiographic features. A machine learning model trained on liquid biopsy data outperformed previous risk scores (discovery, validation and generalizability c-indices 0.74, 0.73 and 0.67, respectively, versus 0.57, 0.61 and 0.54 for the Khorana score). In real-world data, anticoagulation was associated with lower VTE rates if ctDNA was detected (n = 2,522, adjusted hazard ratio (HR) = 0.50, 95% confidence interval (CI): 0.30–0.81); ctDNA− patients (n = 1,619) did not benefit from anticoagulation (adjusted HR = 0.89, 95% CI: 0.40–2.0). These results provide preliminary evidence that liquid biopsies may improve VTE risk stratification in addition to clinical parameters. Interventional, randomized prospective studies are needed to confirm the clinical utility of liquid biopsies for guiding anticoagulation in patients with cancer. An analysis of three multi-cancer cohorts shows that the detection of ctDNA using liquid biopsies has the potential to improve the risk prediction of cancer-associated venous thromboembolism.
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