PO.BCS01.05 · 生物信息与计算

液体活检平台中HLA I类等位基因分型的分析验证

Analytical validation of HLA class I allele typing in a liquid biopsy platform

海报缩略图:液体活检平台中HLA I类等位基因分型的分析验证
编号 5444 展板 11 时间 4/21 02:00–05:00 区域 Section 1 主讲 Adrian Bubie, BS;MS
分会场 Application of Bioinformatics to Cancer Biology 5
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作者与单位 Authors & Affiliations

Adrian Bubie1, Sante Gnerre2, Marisa Juntilla1, Reagan Barnett1, Matthew Ellis1, Tingting Jiang2

1Bioinformatics, Guardant Health Inc, Redwood City, CA,2Guardant Health, San Diego, CA

摘要 Abstract

中文摘要
背景:人类白细胞抗原(HLA)基因分型是多种实体瘤类型中免疫治疗疗效的一个新兴生物标志物,但由于该位点固有的可变性,用标准NGS进行基因分型可能特别具有挑战性。从游离DNA(cfDNA)进行准确的HLA分型能够实现非侵入性的生物标志物评估,用于治疗选择和临床试验匹配,并且可作为标准液体活检的附带产物提供,而无需白细胞测序的额外成本。我们采用一种新算法,将HLA基因分型作为Guardant360 Liquid(Guardant Health,加州Palo Alto)的一部分,在此我们展示HLA I类等位基因分型(HLA-A、-B、-C)的分析验证,并证明其与配对组织检测结果的一致性。 方法:cfDNA基因分型算法利用与包含16000多个已知HLA等位基因数据库的完美读对比对,根据参考等位基因中读取覆盖度识别支持度最高的等位基因对(种系构型)。分析验证使用来自一种已验证商业检测的具有正交HLA数据的32个样本评估了准确性。检测限(LoD)通过在从高到接近检测下限的挑战性输入的5个覆盖度水平上进行计算机模拟降采样确立,使用4个样本,每个水平5次重复。精密度使用6个临床样本在5ng输入下、跨5种操作员、试剂批次和仪器组合进行评估。与组织HLA基因分型的一致性通过比较在Guardant360 Liquid和Guardant360 Tissue上同时运行的80对患者样本进行评估。 结果:Guardant360 Liquid对HLA I类等位基因表现出高准确性,阳性百分比一致性(PPA)为97.3%[95% CI:93.8-99.1%]。在可评估的结果中,纯合等位基因达到100%一致性(16/16),杂合等位基因为97.0%(163/168)。LoD在该检测允许的最低输入水平上确立,在所有测试水平上检出率为100%。在1-5倍LoD下的精密度在多种测试条件下显示出100% PPA。配对组织-液体一致性分析显示,跨HLA-A(80/80,100%)、HLA-B(77/80,96.3%)和HLA-C(74/77,96.1%)的整体PPA为97.5%(231/237个等位基因),不一致主要归因于肿瘤特异性杂合性缺失或密切相关等位基因间的微小SNP差异。 结论:Guardant360 Liquid HLA分型在cfDNA中表现出稳健的分析性能,具有高准确性、灵敏度和精密度,且与标准基因分型检测相比周转时间加快。配对组织和液体样本间的强一致性验证了该算法在cfDNA中的性能。这种非侵入性HLA分型能力能够为晚期实体瘤患者的免疫治疗选择和临床试验入选资格评估提供全面的生物标志物分析。
查看英文原文 English abstract
Background: Human Leukocyte Antigen (HLA) genotyping is an emerging biomarker for immunotherapy efficacy in several solid tumor types but can be particularly challenging to genotype with standard NGS due to the locus' inherent variability. Accurate HLA typing from cell-free DNA (cfDNA) enables non-invasive biomarker assessment for therapy selection and clinical trial matching and can be provided as incidental to standard liquid biopsy without the additive cost of white blood cell sequencing. Using a novel algorithm to enable HLA genotyping as part of Guardant360 Liquid (Guardant Health, Palo Alto, CA), we present analytical validation of HLA class-I allele typing (HLA-A, -B, -C) and demonstrate concordance with paired tissue assay results. Methods: The cfDNA genotyping algorithm leverages perfect read-pair alignments against a database of more than 16000 known HLA alleles, identifying the most supported allele pairs (germline configuration) based on the read coverage from amongst reference alleles. Analytical validation assessed accuracy using 32 samples with orthogonal HLA data from a validated commercial assay. Limit of detection (LoD) was established through in silico downsampling at 5 coverage levels ranging from high to challenging inputs near the test minimum using 4 samples with 5 replicates per level. Precision was evaluated using 6 clinical samples at 5ng input tested across 5 operator, reagent lot, and instrument combinations. Concordance with HLA genotyping in tissue was assessed by comparing 80 paired patient samples run on both Guardant360 Liquid and Guardant360 Tissue. Results: Guardant360 Liquid demonstrated high accuracy with 97.3% positive percent agreement (PPA) [95% CI: 93.8-99.1%] for HLA class-I alleles. Among evaluable results, 100% concordance was achieved for homozygous alleles (16/16) and 97.0% for heterozygous alleles (163/168). LoD was established at the lowest input level allowed for the assay with 100% detection rate across all tested levels. Precision at 1-5X LoD demonstrated 100% PPA across multiple testing conditions. Paired tissue-liquid concordance analysis showed 97.5% overall PPA (231/237 alleles) across HLA-A (80/80, 100%), HLA-B (77/80, 96.3%), and HLA-C (74/77, 96.1%), with discordances primarily attributed to tumor-specific loss of heterozygosity or minor SNP differences between closely related alleles. Conclusions: Guardant360 Liquid HLA typing demonstrates robust analytical performance with high accuracy, sensitivity, and precision in cfDNA with accelerated turnaround times compared to standard genotyping assays. Strong concordance between paired tissue and liquid samples validate the algorithm's performance in cfDNA. This non-invasive HLA typing capability enables comprehensive biomarker profiling for immunotherapy selection and clinical trial eligibility assessment in patients with advanced solid cancers.
利益披露 Disclosure
A. Bubie, Guardant Health Employment, Stock, Stock Option, Travel. S. Gnerre, Guardant Health Employment. M. Juntilla, Guardant Health Inc Employment. R. Barnett, Guardant Health Inc Employment. M. Ellis, Guardant Health Inc Employment. T. Jiang, Guardant Health Inc Employment.

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