Combining variant detection and fragment length analysis improves detection of minimal residual disease in postsurgery circulating tumour DNA of stage II-IIIA NSCLC patients.

IF 5 2区 医学 Q1 ONCOLOGY
Molecular Oncology Pub Date : 2022-07-01 Epub Date: 2022-06-27 DOI:10.1002/1878-0261.13267
Daan C L Vessies, Milou M F Schuurbiers, Vincent van der Noort, Irene Schouten, Theodora C Linders, Mirthe Lanfermeijer, Kalpana L Ramkisoensing, Koen J Hartemink, Kim Monkhorst, Michel M van den Heuvel, Daan van den Broek
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引用次数: 0

Abstract

Stage II-IIIA nonsmall cell lung cancer (NSCLC) patients receive adjuvant chemotherapy after surgery as standard-of-care treatment, even though only approximately 5.8% of patients will benefit. Identifying patients with minimal residual disease (MRD) after surgery using tissue-informed testing of postoperative plasma circulating cell-free tumour DNA (ctDNA) may allow adjuvant therapy to be withheld from patients without MRD. However, the detection of MRD in the postoperative setting is challenging, and more sensitive methods are urgently needed. We developed a method that combines variant calling and a novel ctDNA fragment length analysis using hybrid capture sequencing data. Among 36 stage II-IIIA NSCLC patients, this method distinguished patients with and without recurrence of disease in a 20 times repeated 10-fold cross validation with 75% accuracy (P = 0.0029). In contrast, using only variant calling or only fragment length analysis, no signification distinction between patients was shown (P = 0.24 and P = 0.074 respectively). In addition, a variant-level fragmentation score was developed that was able to classify variants detected in plasma cfDNA into tumour-derived or white-blood-cell-derived variants with 84% accuracy. The findings in this study may help drive the integration of various types of information from the same data, eventually leading to cheaper and more sensitive techniques to be used in this challenging clinical setting.

变体检测和片段长度分析相结合提高了对II-IIIA期NSCLC患者术后循环肿瘤DNA中最小残留疾病的检测
II–IIIA期非小细胞肺癌癌症(NSCLC)患者在手术后接受辅助化疗作为标准的护理治疗,尽管只有大约5.8%的患者会受益。通过对术后血浆循环细胞游离肿瘤DNA(ctDNA)进行组织知情检测,确定术后有最小残留疾病(MRD)的患者,可以对没有MRD的患者进行辅助治疗。然而,在术后环境中检测MRD具有挑战性,迫切需要更灵敏的方法。我们开发了一种结合变体调用和使用混合捕获测序数据的新型ctDNA片段长度分析的方法。在36名II–IIIA期NSCLC患者中,该方法在20次重复10倍交叉验证中区分了有复发和无复发的患者,准确率为75%(P = 0.0029)。相比之下,仅使用变体调用或仅使用片段长度分析,患者之间没有显著差异(P = 0.24和P = 分别为0.074)。此外,还开发了一种变体水平的片段化评分,能够将血浆cfDNA中检测到的变体分类为肿瘤衍生或白细胞衍生的变体,准确率为84%。这项研究的发现可能有助于推动同一数据中各种类型信息的整合,最终导致在这种具有挑战性的临床环境中使用更便宜、更敏感的技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Molecular Oncology
Molecular Oncology 医学-肿瘤学
CiteScore
12.60
自引率
1.50%
发文量
203
审稿时长
6-12 weeks
期刊介绍: Molecular Oncology highlights new discoveries, approaches, and technical developments, in basic, clinical and discovery-driven translational cancer research. It publishes research articles, reviews (by invitation only), and timely science policy articles. The journal is now fully Open Access with all articles published over the past 10 years freely available.
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