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基于游离 DNA 片段组学的癌症治疗监测。

Cancer treatment monitoring using cell-free DNA fragmentomes.

机构信息

Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands.

Delfi Diagnostics, Inc., Baltimore, MD, USA.

出版信息

Nat Commun. 2024 Oct 21;15(1):8801. doi: 10.1038/s41467-024-53017-7.

Abstract

Circulating cell-free DNA (cfDNA) assays for monitoring individuals with cancer typically rely on prior identification of tumor-specific mutations. Here, we develop a tumor-independent and mutation-independent approach (DELFI-tumor fraction, DELFI-TF) using low-coverage whole genome sequencing to determine the cfDNA tumor fraction and validate the method in two independent cohorts of patients with colorectal or lung cancer. DELFI-TF scores strongly correlate with circulating tumor DNA levels (ctDNA) (r = 0.90, p < 0.0001, Pearson correlation) even in cases where mutations are undetectable. DELFI-TF scores prior to therapy initiation are associated with clinical response and are independent predictors of overall survival (HR = 9.84, 95% CI = 1.72-56.10, p < 0.0001). Patients with lower DELFI-TF scores during treatment have longer overall survival (62.8 vs 29.1 months, HR = 3.12, 95% CI 1.62-6.00, p < 0.001) and the approach predicts clinical outcomes more accurately than imaging. These results demonstrate the potential of using cfDNA fragmentomes to estimate tumor burden in cfDNA for treatment response monitoring and clinical outcome prediction.

摘要

用于监测癌症患者的循环无细胞 DNA (cfDNA) 检测通常依赖于对肿瘤特异性突变的预先识别。在这里,我们使用低覆盖度全基因组测序开发了一种肿瘤独立和突变独立的方法(DELFI-肿瘤分数,DELFI-TF),以确定 cfDNA 肿瘤分数,并在两个独立的结直肠癌或肺癌患者队列中验证该方法。DELFI-TF 评分与循环肿瘤 DNA 水平 (ctDNA) 呈强相关性 (r = 0.90, p < 0.0001, Pearson 相关),即使在无法检测到突变的情况下也是如此。治疗前的 DELFI-TF 评分与临床反应相关,是总生存期的独立预测因素 (HR = 9.84, 95% CI = 1.72-56.10, p < 0.0001)。治疗期间 DELFI-TF 评分较低的患者总生存期更长 (62.8 与 29.1 个月,HR = 3.12, 95% CI 1.62-6.00, p < 0.001),该方法比影像学更能准确预测临床结局。这些结果表明,使用 cfDNA 片段组来估计 cfDNA 中的肿瘤负担,用于治疗反应监测和临床结局预测具有潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1c86/11493959/d61061287208/41467_2024_53017_Fig1_HTML.jpg

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