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联合变异检测和片段长度分析可提高 II-IIIA 期 NSCLC 患者术后循环肿瘤 DNA 中微小残留病灶的检测率。

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

机构信息

Department of Laboratory Medicine, Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.

Department of Pulmonology, Radboud University Medical Center, Nijmegen, The Netherlands.

出版信息

Mol Oncol. 2022 Jul;16(14):2719-2732. doi: 10.1002/1878-0261.13267. Epub 2022 Jun 27.

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.

摘要

II 期-IIIA 期非小细胞肺癌(NSCLC)患者在手术后接受辅助化疗作为标准治疗,尽管只有约 5.8%的患者从中获益。使用术后血浆循环游离肿瘤 DNA(ctDNA)的组织知情检测来识别手术后有微小残留病灶(MRD)的患者,可能使无 MRD 的患者避免接受辅助治疗。然而,在术后环境中检测 MRD 具有挑战性,迫切需要更敏感的方法。我们开发了一种结合变异调用和使用杂交捕获测序数据的新型 ctDNA 片段长度分析的方法。在 36 名 II 期-IIIA 期 NSCLC 患者中,该方法在 20 次重复的 10 倍交叉验证中以 75%的准确率区分了有和无疾病复发的患者(P=0.0029)。相比之下,仅使用变异调用或仅使用片段长度分析,无法在患者之间显示出明显的区别(P=0.24 和 P=0.074 分别)。此外,开发了一种基于变异水平的片段化评分,可以将在血浆 cfDNA 中检测到的变异分类为肿瘤衍生或白细胞衍生的变异,准确率为 84%。本研究的结果可能有助于推动从同一数据中整合各种类型的信息,最终导致在这一具有挑战性的临床环境中使用更便宜和更敏感的技术。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/546b/9297781/fdafba3967ed/MOL2-16-2719-g005.jpg

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