Cancer Research UK Cambridge Institute, University of Cambridge, CB2 0RE Cambridge, UK.
Cancer Research UK Major Centre-Cambridge, Cancer Research UK Cambridge Institute, CB2 0RE Cambridge, UK.
Sci Transl Med. 2018 Nov 7;10(466). doi: 10.1126/scitranslmed.aat4921.
Existing methods to improve detection of circulating tumor DNA (ctDNA) have focused on genomic alterations but have rarely considered the biological properties of plasma cell-free DNA (cfDNA). We hypothesized that differences in fragment lengths of circulating DNA could be exploited to enhance sensitivity for detecting the presence of ctDNA and for noninvasive genomic analysis of cancer. We surveyed ctDNA fragment sizes in 344 plasma samples from 200 patients with cancer using low-pass whole-genome sequencing (0.4×). To establish the size distribution of mutant ctDNA, tumor-guided personalized deep sequencing was performed in 19 patients. We detected enrichment of ctDNA in fragment sizes between 90 and 150 bp and developed methods for in vitro and in silico size selection of these fragments. Selecting fragments between 90 and 150 bp improved detection of tumor DNA, with more than twofold median enrichment in >95% of cases and more than fourfold enrichment in >10% of cases. Analysis of size-selected cfDNA identified clinically actionable mutations and copy number alterations that were otherwise not detected. Identification of plasma samples from patients with advanced cancer was improved by predictive models integrating fragment length and copy number analysis of cfDNA, with area under the curve (AUC) >0.99 compared to AUC <0.80 without fragmentation features. Increased identification of cfDNA from patients with glioma, renal, and pancreatic cancer was achieved with AUC > 0.91 compared to AUC < 0.5 without fragmentation features. Fragment size analysis and selective sequencing of specific fragment sizes can boost ctDNA detection and could complement or provide an alternative to deeper sequencing of cfDNA.
现有的提高循环肿瘤 DNA(ctDNA)检测灵敏度的方法主要集中在基因组改变上,但很少考虑血浆无细胞游离 DNA(cfDNA)的生物学特性。我们假设循环 DNA 的片段长度差异可以被利用来提高检测 ctDNA 的灵敏度,并对癌症进行非侵入性的基因组分析。我们使用低深度全基因组测序(0.4×)对 200 名癌症患者的 344 个血浆样本进行了 ctDNA 片段大小的检测。为了建立突变 ctDNA 的大小分布,我们在 19 名患者中进行了肿瘤导向的个体化深度测序。我们检测到 ctDNA 在 90-150bp 之间的片段大小富集,并开发了体外和计算机模拟的这些片段大小选择方法。选择 90-150bp 之间的片段可以提高肿瘤 DNA 的检测灵敏度,在>95%的病例中中位数富集超过两倍,在>10%的病例中富集超过四倍。对大小选择的 cfDNA 进行分析,确定了临床上可操作的突变和拷贝数改变,而这些改变在没有片段选择的情况下无法检测到。通过整合 cfDNA 的片段长度和拷贝数分析的预测模型,对晚期癌症患者的血浆样本的识别得到了改善,与没有片段特征时 AUC<0.80 相比,AUC>0.99。与没有片段特征时 AUC<0.5 相比,对胶质瘤、肾和胰腺癌患者 cfDNA 的识别能力提高,AUC>0.91。片段大小分析和特定片段大小的选择性测序可以提高 ctDNA 的检测灵敏度,并可以补充或替代 cfDNA 的深度测序。