PO.BCS01.11 · 生物信息与计算
增强型变异(EV)分析流程用于改善低肿瘤负荷样本中循环肿瘤DNA(ctDNA)检测的分析性能
Analytical performance of an enhanced variant (EV) pipeline for improved circulating tumor DNA (ctDNA) detection in samples with low tumor burden
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
EV代表一类独特的基因组事件,为癌症诊断提供了机遇。以肿瘤为参照的ctDNA检测是一种在血浆中监测分子残留病灶(MRD)的灵敏且特异的方法,随着新型生物标志物的发现而不断发展。开发无偏倚的EV检测方法有望提升检测性能。在此,我们报告了一种新型EV检出算法(EV caller)的性能。使用2个癌症细胞系及其配对的正常细胞系对EV caller的性能进行了评估。EV真值集基于纯细胞系建立(100%;无稀释)。制备了人工合成的基因组DNA样本以模拟相对于正常细胞的3种不同肿瘤纯度水平(50%、25%、10%),并采用全基因组测序进行分析。将各稀释度的结果与100%肿瘤细胞系(“真值集”)进行比较,以评估EV caller的性能。最后,为评估EV caller检测ctDNA的性能,开发了一种基于cfDNA的定制化mPCR引物设计策略,并应用于肿瘤:正常细胞系稀释系列(范围为1:500至1:200,000)中的EV,每个条件设2-5个重复。每个癌症细胞系约检测到700个EV。在所有模拟的肿瘤纯度水平上,EV caller在变异等位基因频率(VAF)为5-10%时展现出90-95%的阳性预测值(PPV),在VAF>10%时PPV>99%。在VAF>10%时观察到阳性符合率>95%。对于细胞系ctDNA稀释系列,EV caller显示出可低至0.0006% VAF的靶标水平检测能力。靶标水平特异性为99.99%。在样本水平上,在最低测试稀释度(1:200,000)时仍可检出EV。这些分析结果证明了EV caller算法以高精度和高特异性检测靶标的卓越性能。EV代表着有前景的生物标志物,可提升ctDNA检测的灵敏度和特异性,尤其是在低肿瘤负荷样本中。
查看英文原文 English abstract
EVs represent a distinct class of genomic events, offering opportunities in cancer diagnostics. Tumor-informed ctDNA detection, a sensitive and specific approach for monitoring molecular residual disease (MRD) in plasma, continues to evolve with the discovery of novel biomarkers. Developing methodologies for unbiased EV detection could enhance assay performance. Here, we report on the performance of a novel EV caller. EV caller performance was evaluated using 2 cancer cell lines and their matched normal cell lines. EV truth sets were established based on the pure cell lines (100%; no dilution). Contrived genomic DNA samples were prepared to emulate 3 different tumor purity levels relative to normal (50%, 25%, 10%) and analyzed using whole genome sequencing. The results from the titrations were compared to the 100% tumor cell line (“truth set”) to estimate the EV caller's performance. Finally, to assess the performance of the EV caller in detecting ctDNA, a custom cfDNA-based mPCR primer design strategy was developed and applied to EVs in a tumor:normal cell line dilution series (range, 1:500 - 1:200,000), with 2-5 replicates for each condition. Each cancer cell line had approximately 700 EVs detected. Across all emulated tumor purity levels, the EV caller demonstrated a positive predictive value (PPV) of 90-95% at 5-10% variant allele frequency (VAF) and >99% PPV at >10% VAF. A positive percent agreement of >95% at >10% VAF was observed. For cell line ctDNA titrations, the EV caller showed target-level detection down to 0.0006% VAF. The target-level specificity was 99.99%. At the sample level, EVs were detected at the lowest tested dilution level (1:200,000). These analytical results demonstrate the exceptional performance of the EV caller algorithm to detect targets with high precision and specificity. EVs represent promising biomarkers that could enhance ctDNA assay sensitivity and specificity, particularly in samples with low tumor burden.
利益披露 Disclosure
D. Hafez,
Natera, Inc. Employment, Stock, Stock Option.
B. Dong,
Natera, Inc. Employment, Stock, Stock Option.
A. Shahpurwalla,
Natera, Inc. Employment, Stock, Stock Option.
B. Sridhar,
Natera, Inc. Employment, Stock, Stock Option.
A. Hsieh,
Natera, Inc. Employment, Stock, Stock Option.
J. Feeney,
Natera, Inc. Employment, Stock, Stock Option.
V. Ngo,
Natera, Inc. Employment, Stock, Stock Option.
N. Tbeileh,
Natera, Inc. Employment, Stock, Stock Option.
A. Aleshin,
Natera, Inc. Employment, Stock, Stock Option.
M. Rabinowitz,
Natera, Inc. Employment, g., Board of Directors, non-salaried role), Stock, Stock Option, ), Travel, Patent, Consulting/Advisory Role.
MyOme Employment, g., Board of Directors, non-salaried role), Stock, Stock Option, ), Travel, Patent, Consulting/Advisory Role.
Marble Therapeutics Employment, g., Board of Directors, non-salaried role), Stock, Stock Option, Consulting/Advisory Role.
H. Sethi,
Natera, Inc. Employment, Stock, Stock Option.
C. Hou,
Natera, Inc. Employment, Stock, Stock Option.
R. Ptashkin,
Natera, Inc. Employment, Stock, Stock Option.
E. Kirkizlar,
Natera, Inc. Employment, Stock, Stock Option.
A. Zehir,
Natera, Inc. Employment, Stock, Stock Option.