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基于液体活检的 DNA 预测癌症相关静脉血栓栓塞症。

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

机构信息

Memorial Sloan Kettering Cancer Center, New York, NY, USA.

GenesisCare, University of Sydney, Sydney, New South Wales, Australia.

出版信息

Nat Med. 2024 Sep;30(9):2499-2507. doi: 10.1038/s41591-024-03195-0. Epub 2024 Aug 15.

DOI:10.1038/s41591-024-03195-0
PMID:39147831
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11405286/
Abstract

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.

摘要

癌症相关的静脉血栓栓塞症(VTE)是肿瘤相关成本、发病率和死亡率的主要原因。确定需要预防性抗凝治疗的高危患者具有挑战性,并且会增加临床医生的负担。循环肿瘤 DNA(ctDNA)测序检测(“液体活检”)已广泛应用,但它们在 VTE 预后预测中的效用尚不清楚。在这里,我们分析了三个血浆测序队列:一个包含 4141 名非小细胞肺癌(NSCLC)或乳腺癌、胰腺癌和其他癌症患者的泛癌发现队列;一个由 1426 名具有相同癌症类型的患者组成的前瞻性验证队列;以及一个由 463 名晚期 NSCLC 患者组成的国际可推广性队列。ctDNA 检测与 VTE 独立于临床和影像学特征相关。一个基于液体活检数据训练的机器学习模型的表现优于先前的风险评分(发现、验证和可推广性 c 指数分别为 0.74、0.73 和 0.67,而 Khorana 评分分别为 0.57、0.61 和 0.54)。在真实世界的数据中,如果检测到 ctDNA,则抗凝与较低的 VTE 发生率相关(n=2522,调整后的危险比(HR)=0.50,95%置信区间(CI):0.30-0.81);ctDNA 患者(n=1619)未从抗凝治疗中获益(调整后的 HR=0.89,95%CI:0.40-2.0)。这些结果初步证明液体活检除了临床参数外,还可能改善 VTE 风险分层。需要进行干预性、随机前瞻性研究来确认液体活检在指导癌症患者抗凝治疗方面的临床效用。

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